Beijing PM2.5

Data Description

The dataset used in our project was obtained from University of California Irvine Machine learning Repository. It was originally uploaded by Songxi Chen in Peking University, China. This is an hourly dataset containing 1) the PM2.5 of US Embassy in Beijing and 2) meteorological statistics from Beijing Capital International Airport. The data was collected from Jan 1st, 2010 to Dec 31st, 2014. The original purpose of the dataset was to assess the effect of Chinese government’s pollution reduction plan which started from September in 2013. The dataset can be downloaded here.

Below are the variables in the dataset:

Variable Type Description
year Quantitative Year of data in this row
month Quantitative Month of data in this row
day Quantitative Day of data in this row
hour Quantitative Hour of data in this row
PM2.5 Quantitative PM2.5 concentration (ug/m^3)
DEWP Quantitative Dew Point (℃)
TEMP Quantitative Temperature (℃)
PRES Quantitative Pressure (hPa)
cbwd Categorical Combined wind direction
lws Quantitative Cumulated wind speed (m/s)
ls Quantitative Cumulated hours of snow
lr Quantitative Cumulated hours of rain

Dataset loading

df<-read.csv("https://archive.ics.uci.edu/ml/machine-learning-databases/00381/PRSA_data_2010.1.1-2014.12.31.csv")
df_clean<- na.omit(df)
head(df_clean)
##    No year month day hour pm2.5 DEWP TEMP PRES cbwd  Iws Is Ir
## 25 25 2010     1   2    0   129  -16   -4 1020   SE 1.79  0  0
## 26 26 2010     1   2    1   148  -15   -4 1020   SE 2.68  0  0
## 27 27 2010     1   2    2   159  -11   -5 1021   SE 3.57  0  0
## 28 28 2010     1   2    3   181   -7   -5 1022   SE 5.36  1  0
## 29 29 2010     1   2    4   138   -7   -5 1022   SE 6.25  2  0
## 30 30 2010     1   2    5   109   -7   -6 1022   SE 7.14  3  0

Dataset exploration

class(df_clean$cbwd)
## [1] "factor"
unique(df_clean$cbwd)
## [1] SE cv NW NE
## Levels: cv NE NW SE
model4<-lm(pm2.5 ~ DEWP+TEMP+PRES+cbwd, data=df_clean)
model4
## 
## Call:
## lm(formula = pm2.5 ~ DEWP + TEMP + PRES + cbwd, data = df_clean)
## 
## Coefficients:
## (Intercept)         DEWP         TEMP         PRES       cbwdNE       cbwdNW  
##   1835.5839       4.1004      -6.2887      -1.6234     -28.8520     -39.8840  
##      cbwdSE  
##      0.4349
plot(model4)

index=c(6:9, 11:13)
index
## [1]  6  7  8  9 11 12 13
df_corr<-cor(df_clean[index]) %>% # get the correlation of the four columns DEWP, TEMP, PRES, and PM2.5 against each other.
  round(2)

corrplot(df_corr,
         type = "upper",
         method = "color",
         addCoef.col = "black",
         diag = FALSE)

model<-lm(pm2.5 ~ DEWP + Iws, data=df_clean)
model
## 
## Call:
## lm(formula = pm2.5 ~ DEWP + Iws, data = df_clean)
## 
## Coefficients:
## (Intercept)         DEWP          Iws  
##    106.9755       0.6893      -0.4009
model2<-lm(pm2.5 ~ DEWP + TEMP + Iws, data=df_clean)
model2
## 
## Call:
## lm(formula = pm2.5 ~ DEWP + TEMP + Iws, data = df_clean)
## 
## Coefficients:
## (Intercept)         DEWP         TEMP          Iws  
##    161.1512       4.3842      -5.1335      -0.2743
model3<-lm(pm2.5 ~ DEWP + TEMP + PRES + Iws, data=df_clean)
plot(model3)

df_clean %>% modelr::data_grid(DEWP)
## # A tibble: 69 x 1
##     DEWP
##    <int>
##  1   -40
##  2   -39
##  3   -38
##  4   -37
##  5   -36
##  6   -35
##  7   -34
##  8   -33
##  9   -32
## 10   -31
## # ... with 59 more rows
plot(model)

library(DAAG)
## Warning: package 'DAAG' was built under R version 3.6.3
## Loading required package: lattice
cv.lm(df_clean, model, m=3) 
## Analysis of Variance Table
## 
## Response: pm2.5
##              Df   Sum Sq  Mean Sq F value Pr(>F)    
## DEWP          1 1.04e+07 10397039    1322 <2e-16 ***
## Iws           1 1.51e+07 15103882    1921 <2e-16 ***
## Residuals 41754 3.28e+08     7863                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning in cv.lm(df_clean, model, m = 3): 
## 
##  As there is >1 explanatory variable, cross-validation
##  predicted values for a fold are not a linear function
##  of corresponding overall predicted values.  Lines that
##  are shown for the different folds are approximate

## 
## fold 1 
## Observations in test set: 13919 
##                32    35    40    42    43    44   57   62   66    70    79
## Predicted    97.9  95.2  86.4  85.7  84.4  83.7 64.1 54.6 48.1  96.5  66.5
## cvpred       97.9  95.1  86.3  85.5  84.2  83.5 63.5 53.9 47.3  96.6  66.2
## pm2.5       124.0 140.0 154.0 164.0 170.0 149.0 82.0 90.0 70.0  72.0  20.0
## CV residual  26.1  44.9  67.7  78.5  85.8  65.5 18.5 36.1 22.7 -24.6 -46.2
##                84    85    87     89    91   94   106   107   115   116   117
## Predicted    47.6  45.4 37.85 31.396 24.82 15.4  79.2  77.9  88.3  87.7 86.43
## cvpred       46.9  44.6 36.98 30.415 23.75 14.1  79.2  77.8  88.3  87.7 86.46
## pm2.5        25.0  29.0 28.00 30.000 28.00 33.0  29.0  36.0  59.0  60.0 84.00
## CV residual -21.9 -15.6 -8.98 -0.415  4.25 18.9 -50.2 -41.8 -29.3 -27.7 -2.46
##               118   124   125   131   134   138   142   147   148   151   152
## Predicted    83.8  83.5  81.9  69.7  90.2  91.1  91.1  91.3  89.5  84.7  87.8
## cvpred       83.8  83.5  81.9  69.4  90.3  91.2  91.2  91.4  89.6  84.7  87.9
## pm2.5       106.0  44.0  27.0  34.0  36.0  56.0 132.0  43.0  37.0  24.0  23.0
## CV residual  22.2 -39.5 -54.9 -35.4 -54.3 -35.2  40.8 -48.4 -52.6 -60.7 -64.9
##               155   158   161   164   166   172   175   176   179   180   185
## Predicted    86.6  84.1  84.0  93.9  93.7  93.5  93.9  95.6  94.9  95.6  94.9
## cvpred       86.7  84.1  83.9  94.0  93.8  93.6  94.0  95.7  95.0  95.7  95.0
## pm2.5        40.0  55.0  57.0  67.0 159.0 164.0  81.0  71.0 135.0 155.0 250.0
## CV residual -46.7 -29.1 -26.9 -27.0  65.2  70.4 -13.0 -24.7  40.0  59.3 155.0
##               186   187   192   193   195   197   198   201   206   207   208
## Predicted    94.9  95.1  93.3  94.9  93.3  91.3  88.3 84.18  84.7  83.4  82.5
## cvpred       95.0  95.2  93.3  95.0  93.4  91.4  88.3 84.11  84.6  83.3  82.3
## pm2.5       212.0 219.0 169.0 165.0 167.0 169.0 155.0 93.00  49.0  50.0  49.0
## CV residual 117.0 123.8  75.7  70.0  73.6  77.6  66.7  8.89 -35.6 -33.3 -33.3
##               211   214  220   223   226   227   229   230   231   235   236
## Predicted    95.4  95.4 92.0  87.4  85.6  94.3  94.1  93.6  92.3 88.69 85.70
## cvpred       95.5  95.5 92.1  87.4  85.5  94.4  94.2  93.6  92.3 88.64 85.62
## pm2.5        45.0  50.0 83.0  23.0  35.0  50.0  75.0  58.0  70.0 84.00 83.00
## CV residual -50.5 -45.5 -9.1 -64.4 -50.5 -44.4 -19.2 -35.6 -22.3 -4.64 -2.62
##               238   244   245   246   247   249   252   259   260   261   262
## Predicted    82.5  89.6  90.9  90.6  89.8  86.3  79.2  60.4  57.4  55.8  54.4
## cvpred       82.3  89.7  91.0  90.7  89.9  86.3  79.1  59.9  56.9  55.3  53.8
## pm2.5        27.0  17.0  17.0  16.0  16.0  20.0  26.0  13.0  17.0  20.0  27.0
## CV residual -55.3 -72.7 -74.0 -74.7 -73.9 -66.3 -53.1 -46.9 -39.9 -35.3 -26.8
##               263   268   276   282   284   287   293   296   299   300   302
## Predicted    53.7  89.7  76.1  46.7  40.6 30.90  7.48 -4.52 -12.3 -13.9 -19.3
## cvpred       53.1  89.8  76.0  46.0  39.8 29.94  6.12 -6.10 -14.0 -15.7 -21.2
## pm2.5        20.0  26.0  21.0  23.0  25.0 22.00 12.00 27.00  33.0  36.0  49.0
## CV residual -33.1 -63.8 -55.0 -23.0 -14.8 -7.94  5.88 33.10  47.0  51.7  70.2
##               303   305   307   309   310   311   313   314   317   319   321
## Predicted   -21.9 -27.4  93.7 93.16 93.52  93.9  93.9  92.1  91.8 89.58 87.61
## cvpred      -23.8 -29.4  93.8 93.27 93.64  94.0  94.0  92.2  91.9 89.63 87.62
## pm2.5        52.0  47.0  59.0 96.00 95.00  68.0  75.0 257.0 161.0 92.00 87.00
## CV residual  75.8  76.4 -34.8  2.73  1.36 -26.0 -19.0 164.8  69.1  2.37 -0.62
##              325   326   328   331   333   334 340   346   351   355   356
## Predicted   85.4 83.97 83.37 95.00  88.4  86.1  88  82.4  95.6  96.3 95.92
## cvpred      85.3 83.89 83.25 95.07  88.4  86.0  88  82.3  95.7  96.4 96.03
## pm2.5       79.0 75.00 86.00 94.00  49.0  33.0  18  30.0  35.0  83.0 91.00
## CV residual -6.3 -8.89  2.75 -1.07 -39.4 -53.0 -70 -52.3 -60.7 -13.4 -5.03
##                358   359   361   367   372   376   378   380   383   385   388
## Predicted    95.89 96.97  95.6  95.6  97.7  97.6  99.0  98.0  97.7  94.3  96.6
## cvpred       95.98 97.08  95.7  95.7  97.8  97.7  99.1  98.1  97.8  94.4  96.7
## pm2.5       102.00 94.00 141.0 147.0 120.0 140.0 150.0 197.0 269.0 263.0 160.0
## CV residual   6.02 -3.08  45.3  51.3  22.2  42.3  50.9  98.9 171.2 168.6  63.3
##             392   393   394   395   396   397   398   401   402   409   410
## Predicted    92  92.1  90.8  98.5  98.9  98.5  98.1  99.7  99.4  98.3  96.8
## cvpred       92  92.1  90.8  98.6  99.0  98.6  98.2  99.8  99.5  98.5  96.9
## pm2.5       209 183.0 161.0 182.0 230.0 170.0 172.0 177.0 191.0 282.0 282.0
## CV residual 117  90.9  70.2  83.4 131.0  71.4  73.8  77.2  91.5 183.5 185.1
##               412   416   418   421 427 430 431 434   438   440 442 443 449 452
## Predicted    95.3  95.7  95.5  95.4 102 103 102 102  99.7  98.7 104 104 104 104
## cvpred       95.4  95.8  95.5  95.4 102 103 102 102  99.8  98.7 104 104 104 104
## pm2.5       349.0 149.0 184.0 146.0 233 403 360 383 302.0 367.0 331 323 336 426
## CV residual 253.6  53.2  88.5  50.6 131 300 258 281 202.2 268.3 227 219 232 322
##               458   463   464   466   469   474   475   476   480   483   484
## Predicted    99.0  88.8  84.1  77.7  66.6  91.4  87.5  84.0  67.5  55.0  50.4
## cvpred       98.9  88.7  83.9  77.4  66.2  91.5  87.5  83.9  67.2  54.5  49.8
## pm2.5       389.0  51.0  49.0  45.0  27.0  22.0  11.0  25.0  18.0  17.0  17.0
## CV residual 290.1 -37.7 -34.9 -32.4 -39.2 -69.5 -76.5 -58.9 -49.2 -37.5 -32.8
##               485   487   489   495   500   501   504   505   506   516   518
## Predicted    46.5  39.0  30.8  91.8  85.3  83.7  93.1  91.5  86.2  60.2  52.5
## cvpred       45.8  38.2  29.9  91.9  85.2  83.6  93.2  91.6  86.2  59.7  51.8
## pm2.5        15.0  16.0  18.0  15.0  51.0  45.0  38.0  35.0  29.0  22.0  32.0
## CV residual -30.8 -22.2 -11.9 -76.9 -34.2 -38.6 -55.2 -56.6 -57.2 -37.7 -19.8
##               519   520  525  529   532   534   536   537   540   622   623
## Predicted    47.8  44.6 33.1 26.3  91.3  88.1  84.9  84.2  76.4  97.3  99.0
## cvpred       47.1  43.8 32.1 25.1  91.4  88.1  84.8  84.1  76.2  97.4  99.1
## pm2.5        30.0  32.0 47.0 49.0  20.0  16.0  24.0  24.0  19.0 340.0 298.0
## CV residual -17.1 -11.8 14.9 23.9 -71.4 -72.1 -60.8 -60.1 -57.2 242.6 198.9
##               624 625   626   627   628   629   633   642   644   645   647
## Predicted    98.7  98  96.6  96.5  95.3  93.9  98.1  82.2  77.7  75.4  70.1
## cvpred       98.8  98  96.6  96.6  95.3  93.9  98.2  82.1  77.5  75.1  69.7
## pm2.5       268.0 299 300.0 240.0 213.0 171.0 147.0  29.0  49.0  56.0  37.0
## CV residual 169.2 201 203.4 143.4 117.7  77.1  48.8 -53.1 -28.5 -19.1 -32.7
##               649   652   653   655   656   657   662   664   665   669   670
## Predicted    67.2  90.2  88.2  95.4  93.4  90.7  68.9  60.7  57.5  50.4  92.1
## cvpred       66.7  90.2  88.2  95.5  93.5  90.8  68.7  60.3  57.0  49.8  92.3
## pm2.5        20.0  34.0  27.0  28.0  28.0  18.0  12.0  23.0  21.0  16.0  25.0
## CV residual -46.7 -56.2 -61.2 -67.5 -65.5 -72.8 -56.7 -37.3 -36.0 -33.8 -67.3
##               671 673   675   676   680   681   683   685   689   691   696
## Predicted    90.9  87  92.1  93.2  90.9  88.6  79.0  72.9  62.1 58.81 51.41
## cvpred       91.0  87  92.3  93.3  91.0  88.6  78.9  72.7  61.7 58.32 50.76
## pm2.5        20.0  19  25.0  20.0  11.0  16.0  13.0  12.0  36.0 52.00 47.00
## CV residual -71.0 -68 -67.3 -73.3 -80.0 -72.6 -65.9 -60.7 -25.7 -6.32 -3.76
##               699   700   702   706   709   713   714   715   716  720   731
## Predicted    95.9  96.3  92.4  95.0  84.3  70.0  68.3  66.7  64.4 60.7  41.9
## cvpred       96.0  96.4  92.4  95.1  84.3  69.7  68.0  66.4  64.0 60.2  41.1
## pm2.5        65.0  70.0  37.0  35.0  32.0  32.0  36.0  37.0  45.0 94.0  18.0
## CV residual -31.0 -26.4 -55.4 -60.1 -52.3 -37.7 -32.0 -29.4 -19.0 33.8 -23.1
##               735   737   743   755   756   759   761   764   765   767   769
## Predicted    91.7  93.9  97.8 100.4 100.1  91.4  90.8  89.5  87.9  84.3  82.9
## cvpred       91.8  94.0  97.9 100.5 100.2  91.4  90.8  89.4  87.8  84.1  82.7
## pm2.5        18.0  19.0 145.0  72.0  78.0  54.0  49.0  64.0  63.0  64.0  62.0
## CV residual -73.8 -75.0  47.1 -28.5 -22.2 -37.4 -41.8 -25.4 -24.8 -20.1 -20.7
##               770    773   777   780   781   783   785   786 793    798   802
## Predicted    99.0  98.35  99.4  87.3  86.6  92.5  90.4  93.2  90 94.540  93.9
## cvpred       99.1  98.46  99.5  87.3  86.6  92.6  90.5  93.3  90 94.649  94.0
## pm2.5        56.0 104.00  85.0  36.0  27.0  28.0  35.0  43.0  69 94.000 120.0
## CV residual -43.1   5.54 -14.5 -51.3 -59.6 -64.6 -55.5 -50.3 -21 -0.649  26.0
##               803 805  812   816   817   818   821   836   845   852    853
## Predicted    92.6  87 70.0  92.3  91.8 90.53  93.2 85.89 95.92  97.3  95.89
## cvpred       92.7  87 69.7  92.4  91.9 90.62  93.3 85.92 96.03  97.4  95.98
## pm2.5        72.0  34 87.0 114.0 103.0 99.00  78.0 79.00 87.00 114.0 100.00
## CV residual -20.7 -53 17.3  21.6  11.1  8.38 -15.3 -6.92 -9.03  16.6   4.02
##               855   859   862   863   865   866   868   871   878 879  880
## Predicted    96.6  96.2  94.8  94.0  93.3  92.6  91.1 87.77  93.3  91 89.7
## cvpred       96.7  96.3  94.8  94.1  93.3  92.6  91.1 87.68  93.3  91 89.7
## pm2.5        68.0  70.0  62.0  69.0  51.0  51.0  45.0 78.00  77.0  67 84.0
## CV residual -28.7 -26.3 -32.8 -25.1 -42.3 -41.6 -46.1 -9.68 -16.3 -24 -5.7
##               881   882   885   887   891   893   894   897    902   904   905
## Predicted    88.5 86.88  87.3  86.0 101.8 101.8 101.8 102.1 101.08 102.1 101.4
## cvpred       88.4 86.78  87.1  85.8 101.9 101.9 101.9 102.2 101.17 102.2 101.5
## pm2.5        77.0 83.00 189.0  71.0  69.0  71.0  77.0  90.0 105.00 125.0 141.0
## CV residual -11.4 -3.78 101.9 -14.8 -32.9 -30.9 -24.9 -12.2   3.83  22.8  39.5
##               907   911   913   914   915   917   921   928 933 934 940 943
## Predicted   101.8 103.2 102.5 102.3 101.8 102.5  99.6 102.8 104 103 103 103
## cvpred      101.9 103.3 102.6 102.4 101.9 102.6  99.7 102.9 104 103 103 103
## pm2.5       164.0 156.0 178.0 187.0 181.0 197.0 136.0 163.0 227 210 253 229
## CV residual  62.1  52.7  75.4  84.6  79.1  94.4  36.3  60.1 123 107 150 126
##               944   947  948   952   959   960   961   963   966   971   972
## Predicted   103.0  93.4 94.0  97.3  93.4  89.7  86.7  82.5  75.9  63.1  59.4
## cvpred      103.1  93.5 94.1  97.4  93.5  89.8  86.7  82.4  75.7  62.7  59.0
## pm2.5       199.0 176.0 91.0  51.0 156.0  27.0  16.0  21.0   8.0  14.0  16.0
## CV residual  95.9  82.5 -3.1 -46.4  62.5 -62.8 -70.7 -61.4 -67.7 -48.7 -43.0
##               977   979   980   981   983   986   991   992   994   997   999
## Predicted    84.8  78.4  76.2  73.9  69.2  62.6  88.8  87.9  83.9  87.2  89.5
## cvpred       84.8  78.3  76.1  73.7  69.0  62.2  88.9  87.9  83.9  87.2  89.6
## pm2.5        12.0   8.0  11.0  18.0  11.0  10.0  10.0   9.0  11.0  12.0  18.0
## CV residual -72.8 -70.3 -65.1 -55.7 -58.0 -52.2 -78.9 -78.9 -72.9 -75.2 -71.6
##              1000  1010  1015  1018  1019  1024  1026  1028  1034  1039  1041
## Predicted    88.3  85.9  87.3  90.2  88.9  90.4  89.7  92.1  92.1  86.2  85.6
## cvpred       88.3  85.9  87.4  90.3  89.0  90.5  89.8  92.3  92.1  86.2  85.5
## pm2.5        13.0  22.0   9.0  21.0  26.0  13.0  11.0  22.0  51.0  27.0  24.0
## CV residual -75.3 -63.9 -78.4 -69.3 -63.0 -77.5 -78.8 -70.3 -41.1 -59.2 -61.5
##              1047  1048  1049  1053  1055  1056  1057  1061  1062  1065  1066
## Predicted    92.5  91.9  90.3  87.7  97.3  96.9  97.7  93.2  89.2  89.6  86.6
## cvpred       92.6  92.0  90.4  87.6  97.4  97.0  97.8  93.2  89.2  89.7  86.6
## pm2.5        53.0  57.0  51.0 136.0 259.0 267.0 351.0  39.0   7.0   7.0   7.0
## CV residual -39.6 -35.0 -39.4  48.4 161.6 170.0 253.2 -54.2 -82.2 -82.7 -79.6
##              1068  1069  1071  1075  1078  1080  1083  1086  1088  1091  1097
## Predicted    89.5  89.1  87.2  81.6  89.8  87.3  86.6  90.6  90.2  86.3  88.0
## cvpred       89.6  89.2  87.2  81.6  89.9  87.4  86.7  90.7  90.3  86.3  88.1
## pm2.5        19.0  15.0  18.0  16.0  51.0  46.0  24.0  17.0  16.0  25.0  15.0
## CV residual -70.6 -74.2 -69.2 -65.6 -38.9 -41.4 -62.7 -73.7 -74.3 -61.3 -73.1
##              1099  1104 1112  1120  1121  1129  1132  1133  1139  1140  1141
## Predicted    90.4  93.9   90 92.72  91.8  97.7  95.8  94.2  66.4  61.2  55.0
## cvpred       90.5  94.0   90 92.79  91.8  97.8  95.9  94.3  66.0  60.8  54.5
## pm2.5        13.0 116.0   30 99.00 118.0 207.0 227.0 176.0  15.0  18.0  18.0
## CV residual -77.5  22.0  -60  6.21  26.2 109.2 131.1  81.7 -51.0 -42.8 -36.5
##              1143  1149  1152  1154  1155  1159  1164  1165  1166  1172  1173
## Predicted    46.6  92.8  90.8  93.5  94.9  93.9  91.8  91.4  90.2  91.2  89.6
## cvpred       45.9  92.9  90.9  93.6  95.0  94.0  91.9  91.5  90.3  91.3  89.7
## pm2.5        11.0  31.0  48.0  38.0  36.0  74.0  36.0  34.0  19.0  47.0 115.0
## CV residual -34.9 -61.9 -42.9 -55.6 -59.0 -20.0 -55.9 -57.5 -71.3 -44.3  25.3
##              1175  1180  1183  1187  1188  1191  1193  1194  1196  1201  1203
## Predicted    89.3  94.9  95.9  94.8  94.9  92.9  93.3  93.3  90.4  96.9  97.0
## cvpred       89.4  94.9  96.0  94.9  95.0  93.0  93.4  93.4  90.5  97.0  97.1
## pm2.5       236.0 168.0 185.0 112.0 107.0  82.0  40.0  45.0  49.0 205.0 204.0
## CV residual 146.6  73.1  89.0  17.1  12.0 -11.0 -53.4 -48.4 -41.5 108.0 106.9
##              1205  1207  1210  1211  1217  1220 1222 1225 1227 1229  1231  1232
## Predicted    97.3  98.3  98.0  98.0 101.1  99.5  102  101  101  101  98.4  98.4
## cvpred       97.4  98.5  98.1  98.1 101.2  99.6  102  101  101  101  98.5  98.4
## pm2.5       174.0 120.0 158.0 178.0 150.0 184.0  211  261  233  214 206.0 220.0
## CV residual  76.6  21.5  59.9  79.9  48.8  84.4  109  160  132  113 107.5 121.6
##              1236  1238  1241  1244  1248  1250  1251  1252   1253  1256  1262
## Predicted    91.2  82.1  75.8  97.3  98.2 103.0 102.1 100.2  98.77 96.62  86.3
## cvpred       91.2  82.0  75.6  97.4  98.2 103.1 102.2 100.3  98.83 96.64  86.1
## pm2.5        65.0  35.0  30.0  30.0 154.0 136.0 143.0 132.0 100.00 90.00  72.0
## CV residual -26.2 -47.0 -45.6 -67.4  55.8  32.9  40.8  31.7   1.17 -6.64 -14.1
##             1263 1268  1276  1287  1288  1290 1292 1294 1299 1301 1302  1304
## Predicted   84.7 81.5 100.7 101.8 102.1 101.4  102  102  103  102  102  99.6
## cvpred      84.5 81.3 100.8 101.9 102.2 101.5  102  103  103  102  102  99.6
## pm2.5       76.0 95.0 129.0 179.0 183.0 195.0  218  264  227  227  227 243.0
## CV residual -8.5 13.7  28.2  77.1  80.8  93.5  116  161  124  125  125 143.4
##             1312 1315 1317 1318 1319  1323  1334  1335  1338  1340  1342  1344
## Predicted    105  105  108  108  106 106.4  97.0  95.0  90.5  87.3  81.0  77.4
## cvpred       105  105  108  108  106 106.5  96.9  94.9  90.3  87.1  80.7  77.0
## pm2.5        298  353  309  284  244 135.0 248.0 180.0 138.0 136.0 118.0  55.0
## CV residual  193  248  201  176  138  28.5 151.1  85.1  47.7  48.9  37.3 -22.0
##              1348  1349  1350  1352  1357  1358   1359  1361  1362  1366  1370
## Predicted    73.4  73.4  72.7  71.6 102.1 101.4 101.23  97.3  96.1  91.3  83.2
## cvpred       73.0  73.0  72.2  71.2 102.2 101.5 101.31  97.3  96.1  91.3  83.0
## pm2.5        45.0  51.0  53.0  46.0  81.0  91.0  93.00  79.0  79.0 103.0  35.0
## CV residual -28.0 -22.0 -19.2 -25.2 -21.2 -10.5  -8.31 -18.3 -17.1  11.7 -48.0
##              1372  1374 1379  1380  1384   1389 1396 1399  1400  1405  1414
## Predicted    80.3  82.2  104 103.5 100.8 103.17  104  102  99.6  85.2  90.9
## cvpred       80.1  82.0  104 103.6 100.9 103.27  104  102  99.6  85.1  90.8
## pm2.5        29.0  29.0   89 138.0 105.0  98.00  128  139 119.0  20.0 108.0
## CV residual -51.1 -53.0  -15  34.4   4.1  -5.27   24   37  19.4 -65.1  17.2
##              1415  1418  1420  1421  1425  1427 1436 1438   1443  1448  1457
## Predicted   104.6  98.7  96.2  95.5  91.5  89.0 76.6 74.1 103.17 100.7  73.8
## cvpred      104.6  98.7  96.2  95.4  91.4  88.9 76.3 73.7 103.27 100.8  73.5
## pm2.5       128.0  59.0  35.0  35.0  17.0  39.0 91.0 89.0 108.00 125.0  30.0
## CV residual  23.4 -39.7 -61.2 -60.4 -74.4 -49.9 14.7 15.3   4.73  24.2 -43.5
##              1459  1462  1464   1465  1467  1472  1473  1477  1482 1483  1487
## Predicted    70.2  98.7 102.5 102.12 103.2 100.4 101.8  99.8  93.0  102 103.5
## cvpred       69.8  98.8 102.6 102.22 103.3 100.5 101.9  99.8  92.9  103 103.6
## pm2.5        28.0 116.0 129.0 109.00  92.0 114.0 121.0 165.0 227.0  224 123.0
## CV residual -41.8  17.2  26.4   6.78 -11.3  13.5  19.1  65.2 134.1  121  19.4
##                1490   1491 1493  1494  1499  1501  1502 1506 1508 1511  1513
## Predicted   100.839  99.58  104 104.2 100.5  98.5  97.2  102  105  102  98.8
## cvpred      100.897  99.62  104 104.3 100.5  98.5  97.2  102  105  102  98.8
## pm2.5       101.000 108.00  125 121.0 156.0 220.0 237.0  222  261  263 248.0
## CV residual   0.103   8.38   21  16.7  55.5 121.5 139.8  120  156  161 149.2
##              1515  1519  1524  1526  1529  1535  1538  1541  1544  1548  1550
## Predicted    87.3  70.9  45.3  40.1  89.7  82.5  76.2  69.6  62.3  91.1  91.9
## cvpred       87.2  70.5  44.6  39.3  89.8  82.4  76.0  69.3  61.9  91.2  92.0
## pm2.5        15.0  16.0  17.0  17.0  16.0  20.0  16.0  15.0  16.0  26.0  52.0
## CV residual -72.2 -54.5 -27.6 -22.3 -73.8 -62.4 -60.0 -54.3 -45.9 -65.2 -40.0
##              1551  1553  1566  1571  1574   1575  1578  1580  1582  1584  1587
## Predicted    92.6  97.3  85.0  98.1 98.68  98.65  95.5  98.7  99.4  98.0 101.4
## cvpred       92.7  97.4  84.9  98.2 98.78  98.73  95.5  98.8  99.5  98.1 101.4
## pm2.5        65.0 103.0  62.0  57.0 92.00 100.00 132.0 128.0 116.0  70.0  74.0
## CV residual -27.7   5.6 -22.9 -41.2 -6.78   1.27  36.5  29.2  16.5 -28.1 -27.4
##             1591  1597  1604  1605  1612  1615  1616  1617  1619  1626  1631
## Predicted     98  91.5  96.3  94.3  67.5  59.3  59.1  57.5  52.3  25.9  97.3
## cvpred        98  91.4  96.3  94.3  67.1  58.8  58.6  56.9  51.6  24.8  97.4
## pm2.5         61  26.0  63.0  47.0  10.0  13.0  20.0  18.0  14.0  14.0  27.0
## CV residual  -37 -65.4 -33.3 -47.3 -57.1 -45.8 -38.6 -38.9 -37.6 -10.8 -70.4
##              1635  1636   1642  1649  1650  1652    1657   1658  1659  1662
## Predicted    97.6  96.6  96.94  90.9  89.6  88.8 101.104 101.10 101.3 100.7
## cvpred       97.7  96.7  97.04  90.9  89.6  88.8 101.209 101.21 101.4 100.8
## pm2.5        48.0  61.0 105.00  40.0  34.0  33.0 101.000 106.00 144.0 158.0
## CV residual -49.7 -35.7   7.96 -50.9 -55.6 -55.8  -0.209   4.79  42.6  57.2
##              1663  1664  1665  1670  1671  1675 1677  1678  1680  1681  1683
## Predicted   101.8 101.4 101.8  96.3  95.8 102.1  101  99.8  98.2  96.2  84.1
## cvpred      101.9 101.5 101.9  96.4  95.8 102.2  101  99.8  98.2  96.2  84.0
## pm2.5       135.0 145.0 161.0 167.0 162.0 189.0  222 216.0 223.0 213.0  59.0
## CV residual  33.1  43.5  59.1  70.6  66.2  86.8  121 116.2 124.8 116.8 -25.0
##              1686  1690  1695  1696  1702  1712  1715  1718  1719  1727  1728
## Predicted    72.0  94.7  81.5  93.3 101.1  99.7  94.1  91.0  90.1  75.0  99.7
## cvpred       71.7  94.8  81.4  93.4 101.2  99.8  94.1  90.9  90.0  74.7  99.8
## pm2.5        27.0  14.0  12.0  16.0  54.0  50.0  79.0  71.0  73.0  53.0  41.0
## CV residual -44.7 -80.8 -69.4 -77.4 -47.2 -49.8 -15.1 -19.9 -17.0 -21.7 -58.8
##              1731  1733  1734  1735  1737   1738   1748   1753  1758  1759
## Predicted    98.1 100.4 101.3 101.6 101.8 101.11 104.88  99.12  95.6  91.2
## cvpred       98.1 100.5 101.4 101.7 101.9 101.14 104.97  99.09  95.6  91.2
## pm2.5        65.0  75.0  80.0  80.0  86.0  93.00 108.00 103.00 132.0  69.0
## CV residual -33.1 -25.5 -21.4 -21.7 -15.9  -8.14   3.03   3.91  36.4 -22.2
##              1764  1765  1767  1770  1771  1773  1775  1777  1783  1788  1790
## Predicted    78.6  73.8  66.8  52.8  49.6  46.3 44.91  99.7  99.4  93.2  96.6
## cvpred       78.4  73.5  66.3  52.1  48.8  45.5 44.04  99.8  99.5  93.3  96.7
## pm2.5        26.0  21.0  21.0  17.0  25.0  30.0 38.00  61.0  55.0  73.0  56.0
## CV residual -52.4 -52.5 -45.3 -35.1 -23.8 -15.5 -6.04 -38.8 -44.5 -20.3 -40.7
##              1791  1796  1805  1810  1813  1819  1823  1828  1830  1832  1835
## Predicted    95.2  95.4  95.4  80.0  75.5  97.0 101.8 95.64 103.5 102.8 102.8
## cvpred       95.3  95.4  95.5  79.8  75.2  97.1 101.9 95.61 103.6 102.9 102.8
## pm2.5        60.0  62.0  41.0  28.0  22.0  28.0  66.0 91.00  83.0  90.0 144.0
## CV residual -35.3 -33.4 -54.5 -51.8 -53.2 -69.1 -35.9 -4.61 -20.6 -12.9  41.2
##             1839 1843 1845 1846 1851 1855 1856 1857 1863 1864  1874  1880  1881
## Predicted    105  103  105  105  106  108  107  106  108  108 108.3  96.3  89.4
## cvpred       105  103  105  105  106  108  107  106  108  108 108.4  96.2  89.2
## pm2.5        227  205  209  226  248  222  221  214  232  243 180.0 473.0 201.0
## CV residual  122  102  104  121  142  114  114  108  124  135  71.6 376.8 111.8
##              1884  1885  1886  1889  1892  1893  1899  1903  1906  1914  1915
## Predicted    74.2  66.0 57.71 38.97  33.3 32.02 102.8 103.2  99.5 91.54  90.6
## cvpred       73.8  65.5 57.11 38.07  32.2 30.93 102.9 103.3  99.6 91.52  90.6
## pm2.5       343.0 156.0 64.00 37.00  19.0 23.00  46.0  51.0  50.0 90.00 106.0
## CV residual 269.2  90.5  6.89 -1.07 -13.2 -7.93 -56.9 -52.3 -49.6 -1.52  15.4
##              1922  1923   1929 1930  1932  1937  1943  1948  1952  1954  1965
## Predicted   103.7 104.6 105.24  104  92.7  71.0  55.1  99.2 101.8 101.6  75.1
## cvpred      103.7 104.6 105.34  104  92.7  70.6  54.4  99.2 101.9 101.7  74.7
## pm2.5        87.0  90.0 112.00  315 761.0 128.0  18.0  24.0  60.0  58.0  55.0
## CV residual -16.7 -14.6   6.66  211 668.3  57.4 -36.4 -75.2 -41.9 -43.7 -19.7
##               1968  1969  1974  1976  1977  1978  1979  1982  1983  1990  1991
## Predicted   70.257 69.33 102.1 102.2  98.5  94.8  96.5  86.3  95.0 106.4 106.1
## cvpred      69.788 68.83 102.2 102.3  98.6  94.8  96.6  86.2  95.1 106.5 106.1
## pm2.5       69.000 70.00  70.0  63.0  67.0  76.0  65.0  29.0  20.0  63.0  36.0
## CV residual -0.788  1.17 -32.2 -39.3 -31.6 -18.8 -31.6 -57.2 -75.1 -43.5 -70.1
##              1992  1995  1996  1999  2000  2001  2002  2005  2006  2013  2016
## Predicted   104.1  99.8  98.4 103.3  92.8  87.5  85.3  72.4  92.5  99.4 101.8
## cvpred      104.2  99.8  98.4 103.3  92.8  87.5  85.3  72.2  92.6  99.5 101.9
## pm2.5        22.0  43.0  44.0  54.0  10.0  12.0  10.0  12.0  18.0  29.0  59.0
## CV residual -82.2 -56.8 -54.4 -49.3 -82.8 -75.5 -75.3 -60.2 -74.6 -70.5 -42.9
##              2017  2022  2023  2024  2026  2027  2028  2033  2034  2050  2053
## Predicted   101.8 100.4 101.1 102.5  96.6  94.0  91.7  86.0  83.3  91.7  87.5
## cvpred      101.9 100.5 101.2 102.6  96.7  94.1  91.8  85.9  83.2  91.6  87.4
## pm2.5        63.0  70.0  57.0  61.0  44.0  37.0  43.0  70.0  65.0  79.0  62.0
## CV residual -38.9 -30.5 -44.2 -41.6 -52.7 -57.1 -48.8 -15.9 -18.2 -12.6 -25.4
##              2059  2062  2065  2066  2071  2073   2079    2080  2081  2083
## Predicted    97.7  93.2  89.3  89.2 102.5 102.1 101.23  99.256  95.2  91.6
## cvpred       97.7  93.2  89.2  89.1 102.6 102.2 101.31  99.299  95.2  91.6
## pm2.5        61.0  54.0  41.0  48.0  68.0  88.0  99.00 100.000  63.0  46.0
## CV residual -36.7 -39.2 -48.2 -41.1 -34.6 -14.2  -2.31   0.701 -32.2 -45.6
##              2084  2086  2090  2091  2093 2094  2095 2097  2098 2100 2103 2105
## Predicted    91.1  88.4  87.2  86.5  86.8  104 103.5  106 103.6  100  106  108
## cvpred       91.0  88.2  87.1  86.3  86.6  104 103.6  106 103.7  100  106  108
## pm2.5        48.0  57.0 100.0 117.0 132.0  142 147.0  208 198.0  218  237  260
## CV residual -43.0 -31.2  12.9  30.7  45.4   38  43.4  102  94.3  118  131  152
##             2106 2110 2114 2118   2158  2165  2166  2167     2174  2176  2182
## Predicted    110  109  110  107 85.693  60.1  57.5  56.2 35.94571 25.94  9.78
## cvpred       110  109  110  107 85.517  59.6  56.9  55.7 34.99126 24.81  8.35
## pm2.5        259  366  288  271 85.000  31.0  26.0  24.0 35.00000 15.00 20.00
## CV residual  149  257  178  164 -0.517 -28.6 -30.9 -31.7  0.00874 -9.81 11.65
##              2186  2188  2189  2195  2197  2201  2202  2204  2213  2215  2217
## Predicted   101.3  97.1  97.2  76.8  67.6  54.7  51.1  49.6  99.5  98.3 100.1
## cvpred      101.4  97.2  97.3  76.6  67.3  54.2  50.5  48.9  99.6  98.4 100.2
## pm2.5        52.0  35.0  44.0  14.0  17.0  18.0  12.0  21.0  58.0  60.0 133.0
## CV residual -49.4 -62.2 -53.3 -62.6 -50.3 -36.2 -38.5 -27.9 -41.6 -38.4  32.8
##              2224  2231  2232 2233 2235 2237  2246  2257  2260  2261  2265
## Predicted    90.5  82.7  80.7  106  106  106  96.5  95.6 106.6 106.3 107.6
## cvpred       90.4  82.3  80.3  106  106  106  96.6  95.5 106.7 106.3 107.7
## pm2.5       128.0 168.0 164.0  184  194  191  44.0 199.0 187.0 166.0 166.0
## CV residual  37.6  85.7  83.7   78   88   85 -52.6 103.5  80.3  59.7  58.3
##              2268  2272  2274  2275  2277  2278  2279  2281  2284  2285  2289
## Predicted   106.3 100.1  96.5 106.5 108.5 108.5 109.4 108.0  98.0  95.7  82.5
## cvpred      106.3 100.1  96.4 106.5 108.5 108.5 109.5 108.1  98.1  95.7  82.3
## pm2.5       171.0 121.0 132.0 126.0  25.0  23.0  20.0  30.0  18.0  19.0  28.0
## CV residual  64.7  20.9  35.6  19.5 -83.5 -85.5 -89.5 -78.1 -80.1 -76.7 -54.3
##              2291  2292  2295  2299  2302  2306  2325 2326 2329 2330 2332 2333
## Predicted    73.9  70.3  92.9  86.2  98.7 100.6 75.24 74.3 68.3 66.7 63.8 62.2
## cvpred       73.6  70.0  93.0  86.2  98.8 100.7 74.84 73.8 67.7 66.1 63.1 61.5
## pm2.5        19.0  16.0  16.0  15.0  19.0  55.0 84.00 96.0 97.0 84.0 74.0 67.0
## CV residual -54.6 -54.0 -77.0 -71.2 -79.8 -45.7  9.16 22.2 29.3 17.9 10.9  5.5
##             2337 2338  2339  2340  2341  2342  2346  2348  2351  2353  2355
## Predicted   58.2 56.9  55.7  53.7  52.1  49.4  41.4  40.1 109.0 107.8 104.9
## cvpred      57.4 56.1  54.8  52.8  51.2  48.5  40.3  38.9 109.1 107.9 104.9
## pm2.5       78.0 91.0 107.0 107.0 127.0 132.0 105.0 144.0 124.0 150.0 128.0
## CV residual 20.6 34.9  52.2  54.2  75.8  83.5  64.7 105.1  14.9  42.1  23.1
##               2356  2357  2359  2360  2363  2366  2367  2369  2370  2373  2378
## Predicted   100.52 106.4 103.4 101.7 107.9  97.4  95.4  92.2  90.3 107.6 106.7
## cvpred      100.51 106.4 103.4 101.7 107.9  97.3  95.3  92.0  90.0 107.7 106.8
## pm2.5       103.00  60.0  63.0  77.0  77.0  81.0  77.0  66.0  60.0  90.0  89.0
## CV residual   2.49 -46.4 -40.4 -24.7 -30.9 -16.3 -18.3 -26.0 -30.0 -17.7 -17.8
##              2380  2381  2382  2383  2386 2390  2391  2392  2393  2396  2398
## Predicted   102.3  99.1  95.8  93.8  98.1   95  96.8  95.1  92.3  89.1  85.1
## cvpred      102.3  99.2  95.8  93.8  98.2   95  96.9  95.2  92.3  89.0  84.8
## pm2.5        49.0  14.0  14.0  16.0  17.0   24  22.0  22.0  32.0  29.0  58.0
## CV residual -53.3 -85.2 -81.8 -77.8 -81.2  -71 -74.9 -73.2 -60.3 -60.0 -26.8
##              2402  2403   2406 2407  2408  2412  2418 2419  2422    2428   2429
## Predicted    78.6  77.7 73.880 73.3 72.75 69.47 107.6  107 107.6 107.608 107.58
## cvpred       78.2  77.3 73.407 72.8 72.23 68.86 107.7  107 107.7 107.678 107.64
## pm2.5        40.0  44.0 73.000 89.0 80.00 67.00  63.0   81  87.0 108.000 116.00
## CV residual -38.2 -33.3 -0.407 16.2  7.77 -1.86 -44.7  -26 -20.7   0.322   8.36
##              2430  2438  2440  2441  2446  2448  2451  2453 2454  2455  2456
## Predicted   106.9  73.5  63.5  56.5  39.8  34.6  27.8 23.84 21.5 20.29 19.36
## cvpred      106.9  73.2  63.0  55.9  38.9  33.6  26.6 22.63 20.3 19.02 18.07
## pm2.5       105.0  40.0  29.0  31.0  11.0   7.0  14.0 13.00 16.0 14.00 14.00
## CV residual  -1.9 -33.2 -34.0 -24.9 -27.9 -26.6 -12.6 -9.63 -4.3 -5.02 -4.07
##              2461   2462  2464 2467  2468  2474  2476  2477  2478  2479  2492
## Predicted   -4.07  -8.91 -16.0  -21  95.2  98.0 101.1 101.8  99.0 100.4 97.94
## cvpred      -5.68 -10.61 -17.8  -23  95.3  98.1 101.2 101.9  99.1 100.5 97.94
## pm2.5       14.00  13.00  11.0   13  17.0  81.0  48.0  42.0  39.0  26.0 94.00
## CV residual 19.68  23.61  28.8   36 -78.3 -17.1 -53.2 -59.9 -60.1 -74.5 -3.94
##              2493  2498 2500  2503  2505  2506  2509  2512  2513  2515 2517
## Predicted    95.8 84.96 81.0  77.9  75.8  74.5  72.0  68.1 108.0 107.6  108
## cvpred       95.7 84.67 80.7  77.5  75.3  74.0  71.4  67.4 108.1 107.7  108
## pm2.5        84.0 81.00 97.0 130.0 171.0 196.0 203.0 193.0 194.0 200.0  212
## CV residual -11.7 -3.67 16.3  52.5  95.7 122.0 131.6 125.6  85.9  92.3  104
##             2522 2526 2533 2534 2535  2540   2542  2543  2552  2553  2555  2556
## Predicted    106  105  108  107  105  97.3  93.40 90.74  79.7  78.1  75.6  74.3
## cvpred       106  105  108  107  105  97.2  93.19 90.49  79.3  77.6  75.1  73.8
## pm2.5        239  253  286  289  285 143.0 102.00 96.00 152.0 154.0 165.0 149.0
## CV residual  133  148  178  182  180  45.8   8.81  5.51  72.7  76.4  89.9  75.2
##              2560  2565  2566  2569  2580  2581 2584 2593 2595 2599 2600 2602
## Predicted    70.3  66.3 110.1 110.1 110.4 110.0  110  110  112  109  108  108
## cvpred       69.7  65.6 110.2 110.2 110.5 110.1  110  110  112  109  108  108
## pm2.5       144.0 138.0 184.0 206.0 200.0 207.0  248  389  382  342  324  272
## CV residual  74.3  72.4  73.8  95.8  89.5  96.9  138  279  270  233  216  164
##              2609  2611  2612  2613  2618  2620  2625  2630 2632  2634  2636
## Predicted   109.6 103.9 103.7 102.4 97.08 111.1 112.1 105.8  107 106.1 102.9
## cvpred      109.6 103.9 103.6 102.3 96.89 111.2 112.2 105.9  107 106.1 102.9
## pm2.5       170.0 121.0 198.0 184.0 94.00 100.0  94.0  90.0   73  77.0  76.0
## CV residual  60.4  17.1  94.4  81.7 -2.89 -11.2 -18.2 -15.9  -34 -29.1 -26.9
##              2637  2644  2649  2650  2651  2658  2659  2661  2663  2666  2668
## Predicted   108.0 107.3 105.8 102.9 100.6 103.7 102.1 107.1 105.3 110.4 109.9
## cvpred      108.1 107.4 105.8 102.9 100.5 103.7 102.1 107.1 105.3 110.5 109.9
## pm2.5        80.0  38.0  50.0  51.0  48.0  26.0  32.0  34.0  44.0  31.0  37.0
## CV residual -28.1 -69.4 -55.8 -51.9 -52.5 -77.7 -70.1 -73.1 -61.3 -79.5 -72.9
##              2678  2686  2688  2689  2691  2695  2697  2698 2699  2708  2709
## Predicted    97.8 108.5 104.9 109.6 109.4 104.4 102.4  99.1  105  87.5  99.5
## cvpred       97.7 108.5 104.9 109.6 109.5 104.4 102.4  99.1  105  87.4  99.6
## pm2.5        40.0  47.0  47.0  37.0  60.0  24.0  51.0  41.0   39  20.0  23.0
## CV residual -57.7 -61.5 -57.9 -72.6 -49.5 -80.4 -51.4 -58.1  -66 -67.4 -76.6
##              2712  2713  2715  2716  2720  2724  2725  2726  2727  2729  2731
## Predicted    95.7  93.7  93.1  92.5 107.5 103.7 101.5  98.3  96.0  90.2 86.58
## cvpred       95.6  93.6  93.0  92.4 107.6 103.7 101.5  98.2  95.8  89.9 86.24
## pm2.5        38.0  45.0  56.0  54.0  81.0 122.0 114.0 111.0 112.0 117.0 85.00
## CV residual -57.6 -48.6 -37.0 -38.4 -26.6  18.3  12.5  12.8  16.2  27.1 -1.24
##             2739  2743  2744  2749  2753 2755  2756 2758  2763 2764  2766  2767
## Predicted   73.3  68.2  67.0  55.4 109.6  102 100.5  110 103.4   99  91.9  89.6
## cvpred      72.7  67.5  66.3  54.5 109.7  102 100.4  110 103.4   99  91.9  89.5
## pm2.5       96.0 110.0 129.0 133.0 135.0   15  19.0    9   5.0    9   8.0   7.0
## CV residual 23.3  42.5  62.7  78.5  25.3  -87 -81.4 -101 -98.4  -90 -83.9 -82.5
##              2774 2775  2776  2778  2783  2791  2794  2795   2798  2808  2812
## Predicted    99.6   97  95.7 101.8  78.8  56.3  51.4 51.12 45.004 14.62  5.57
## cvpred       99.7   97  95.7 101.8  78.5  55.6  50.6 50.33 44.089 13.19  3.94
## pm2.5        26.0   25  20.0  15.0  11.0  19.0  31.0 42.00 45.000 11.00 13.00
## CV residual -73.7  -72 -75.7 -86.8 -67.5 -36.6 -19.6 -8.33  0.911 -2.19  9.06
##              2816 2819  2821  2822  2825  2826  2828  2830  2831  2834  2837
## Predicted   -7.43  -18 -27.0 -31.5 -47.8 -52.3 -59.8 -65.4 -68.7 103.5 100.9
## cvpred      -9.25  -20 -29.1 -33.8 -50.4 -54.9 -62.6 -68.4 -71.6 103.6 100.9
## pm2.5       13.00   14  14.0  13.0  20.0  16.0  17.0  15.0  38.0  16.0  20.0
## CV residual 22.25   34  43.1  46.8  70.4  70.9  79.6  83.4 109.6 -87.6 -80.9
##              2840  2841  2844 2852  2855  2856  2857  2860  2863  2865  2870
## Predicted    94.8  91.5  78.3   43  39.5  38.2 36.26 30.41 24.85 20.21  7.37
## cvpred       94.7  91.4  78.0   42  38.4  37.1 35.12 29.18 23.53 18.82  5.77
## pm2.5        21.0  20.0  16.0   22  15.0  19.0 27.00 32.00 20.00 28.00 16.00
## CV residual -73.7 -71.4 -62.0  -20 -23.4 -18.1 -8.12  2.82 -3.53  9.18 10.23
##              2871   2872  2873  2876  2877  2880  2881  2882  2883 2884  2889
## Predicted    5.19  2.650 -1.27  98.7  96.2  89.1 105.2 106.6 107.3  107 106.6
## cvpred       3.54  0.939 -3.03  98.7  96.1  88.9 105.3 106.7 107.4  107 106.7
## pm2.5       20.00 15.000 20.00  37.0  34.0  54.0  62.0  70.0  66.0   70  89.0
## CV residual 16.46 14.061 23.03 -61.7 -62.1 -34.9 -43.3 -36.7 -41.4  -37 -17.7
##              2890  2891  2895  2898  2907   2909    2910  2912  2913  2915
## Predicted   106.3 105.5 103.0  92.9 81.06 111.08 111.444 113.2 113.2 111.2
## cvpred      106.3 105.6 103.1  92.8 80.64 111.16 111.528 113.2 113.2 111.3
## pm2.5        90.0  86.0  69.0  35.0 77.00 102.00 111.000 132.0 146.0 142.0
## CV residual -16.3 -19.6 -34.1 -57.8 -3.64  -9.16  -0.528  18.8  32.8  30.7
##              2918  2921  2922  2924  2925  2931  2933  2934  2949  2950  2951
## Predicted   101.6  96.4  92.1  89.0  83.2 105.4 108.3 104.2 107.9 109.4 108.8
## cvpred      101.6  96.4  92.0  88.8  83.0 105.5 108.4 104.2 107.9 109.5 108.9
## pm2.5        63.0  55.0  45.0  32.0  32.0  43.0  45.0  44.0 142.0 142.0 150.0
## CV residual -38.6 -41.4 -47.0 -56.8 -51.0 -62.5 -63.4 -60.2  34.1  32.5  41.1
##               2953   2957  2958  2964   2968  2975  2978  2981  2982  2983
## Predicted   108.12 113.51 112.8 111.8 112.84 102.1  95.8  91.9  91.2  89.7
## cvpred      108.19 113.59 112.9 111.8 112.84 101.8  95.5  91.5  90.8  89.3
## pm2.5       118.00 120.00 129.0 128.0 104.00 142.0 182.0 202.0 202.0 198.0
## CV residual   9.81   6.41  16.1  16.2  -8.84  40.2  86.5 110.5 111.2 108.7
##              2984  2985  2986  2990  2994  2995  2997  3001  3003  3004  3006
## Predicted    89.7  88.5  87.7 107.7  87.5  80.5  68.1  48.9  44.6 105.7 103.8
## cvpred       89.3  88.0  87.3 107.7  87.1  80.1  67.5  48.0  43.6 105.8 103.8
## pm2.5       215.0 216.0 261.0  70.0   7.0  11.0  14.0  16.0  10.0  10.0  13.0
## CV residual 125.7 128.0 173.7 -37.7 -80.1 -69.1 -53.5 -32.0 -33.6 -95.8 -90.8
##              3007  3009  3012  3015  3016  3018  3022  3023  3025  3026  3028
## Predicted   103.2  96.8  90.1  79.4  76.2  71.7 104.4 102.8  97.6  96.0  94.5
## cvpred      103.2  96.7  89.8  79.0  75.7  71.1 104.4 102.8  97.5  95.9  94.3
## pm2.5        12.0  15.0  16.0  14.0  18.0  16.0  35.0  35.0  48.0  50.0  57.0
## CV residual -91.2 -81.7 -73.8 -65.0 -57.7 -55.1 -69.4 -67.8 -49.5 -45.9 -37.3
##              3030  3031  3035  3036  3037  3044  3046  3050  3052  3058  3066
## Predicted   110.8 111.8 113.2 103.4  98.1  76.8  76.1 109.7 110.4 112.5 100.3
## cvpred      110.8 111.8 113.2 103.4  98.0  76.4  75.6 109.8 110.5 112.5 100.2
## pm2.5        66.0  73.0  87.0 165.0 219.0  58.0  30.0  71.0  67.0 201.0 114.0
## CV residual -44.8 -38.8 -26.2  61.6 121.0 -18.4 -45.6 -38.8 -43.5  88.5  13.8
##              3068  3069  3072  3073  3074  3080  3085  3093  3095  3098  3100
## Predicted    95.7  93.4 110.8 113.8 114.5  92.6  73.5 87.27 105.2 103.6 108.3
## cvpred       95.5  93.2 110.8 113.9 114.6  92.5  73.0 87.11 105.3 103.6 108.4
## pm2.5       150.0 154.0 133.0 139.0 129.0  55.0  20.0 82.00 117.0 125.0  40.0
## CV residual  54.5  60.8  22.2  25.1  14.4 -37.5 -53.0 -5.11  11.7  21.4 -68.4
##              3113  3115  3119  3120  3124  3127  3128  3138  3140  3144  3145
## Predicted    73.3  65.4  50.9  48.4  38.0  35.6  33.6 107.8 108.3 105.4 104.1
## cvpred       72.8  64.8  50.0  47.4  36.8  34.3  32.4 107.9 108.4 105.4 104.1
## pm2.5        32.0  15.0  11.0  11.0   5.0   4.0   6.0  20.0  19.0  54.0  49.0
## CV residual -40.8 -49.8 -39.0 -36.4 -31.8 -30.3 -26.4 -87.9 -89.4 -51.4 -55.1
##              3149  3152  3153  3157  3158  3163  3165  3166  3167  3172  3173
## Predicted   110.8 111.6 111.8 109.1 109.7 101.3  98.7  97.1  95.9 110.1 109.7
## cvpred      110.8 111.7 111.8 109.2 109.8 101.2  98.6  97.0  95.7 110.2 109.8
## pm2.5        38.0  55.0  51.0  44.0  44.0  43.0  44.0  43.0  46.0  69.0  75.0
## CV residual -72.8 -56.7 -60.8 -65.2 -65.8 -58.2 -54.6 -54.0 -49.7 -41.2 -34.8
##              3176  3178  3179  3184  3185  3191  3192  3193  3195  3196   3197
## Predicted   110.4 109.6 112.8 105.9 104.7  96.4  95.9  95.1 111.4 110.4 110.04
## cvpred      110.5 109.7 112.9 105.9 104.6  96.2  95.7  94.9 111.5 110.5 110.11
## pm2.5        78.0  83.0  82.0  57.0  66.0  69.0  64.0  60.0  61.0  83.0 112.00
## CV residual -32.5 -26.7 -30.9 -48.9 -38.6 -27.2 -31.7 -34.9 -50.5 -27.5   1.89
##               3198    3199  3205  3214 3219 3220 3222 3223  3227  3229  3233
## Predicted   108.78 108.753 104.2 115.6  116  115  113  113 109.8 114.3 114.0
## cvpred      108.83 108.789 104.1 115.7  116  115  113  113 109.8 114.4 114.1
## pm2.5        99.00 108.000 147.0 193.0  231  237  235  222 191.0 181.0 170.0
## CV residual  -9.83  -0.789  42.9  77.3  115  122  122  109  81.2  66.6  55.9
##              3235   3237  3238   3240  3247  3248  3249  3252  3255  3259  3260
## Predicted   109.4 107.42 107.4 104.17  97.7  96.1  95.1  92.5  86.9 80.45 80.42
## cvpred      109.4 107.39 107.3 104.06  97.4  95.8  94.9  92.1  86.5 79.89 79.85
## pm2.5       126.0 113.00 122.0 113.00 185.0 182.0 178.0 145.0 100.0 70.00 87.00
## CV residual  16.6   5.61  14.7   8.94  87.6  86.2  83.1  52.9  13.5 -9.89  7.15
##              3265  3268  3273  3278  3281  3287  3288  3293  3298  3301  3304
## Predicted    75.1 115.2 115.2 111.2 114.7 110.6 108.6 115.4 101.6  93.0 107.7
## cvpred       74.4 115.3 115.3 111.2 114.7 110.5 108.5 115.4 101.5  92.7 107.7
## pm2.5        51.0  44.0  53.0  76.0  89.0  74.0  84.0  89.0  13.0  53.0  60.0
## CV residual -23.4 -71.3 -62.3 -35.2 -25.7 -36.5 -24.5 -26.4 -88.5 -39.7 -47.7
##              3307  3308  3309  3311  3313 3315 3316  3324  3325  3327  3328
## Predicted   115.6 112.6 108.2 111.1 112.8  112  110 107.4 107.1  99.2  94.6
## cvpred      115.7 112.7 108.3 111.2 112.9  112  110 107.5 107.1  99.2  94.5
## pm2.5        41.0  56.0  33.0  41.0  49.0   41   34  44.0  36.0  27.0  30.0
## CV residual -74.7 -56.7 -75.3 -70.2 -63.9  -71  -76 -63.5 -71.1 -72.2 -64.5
##              3333  3334  3337  3339  3340   3343  3351  3357  3358   3361  3362
## Predicted   104.7 102.4 108.5 112.8 111.8 112.80 104.8  91.6  92.0 93.109 93.08
## cvpred      104.7 102.4 108.5 112.9 111.8 112.87 104.8  91.4  91.9 92.833 92.79
## pm2.5        28.0  32.0  61.0  66.0  89.0 104.00  39.0  43.0  54.0 93.000 91.00
## CV residual -76.7 -70.4 -47.5 -46.9 -22.8  -8.87 -65.8 -48.4 -37.9  0.167 -1.79
##               3365  3367   3368   3369   3370   3373  3375  3376 3385 3387
## Predicted    92.31 114.0 114.35 115.58 114.86 112.71 106.2 105.3  115  115
## cvpred       91.97 114.1 114.42 115.66 114.93 112.73 106.2 105.3  115  115
## pm2.5       101.00  95.0 105.00 110.00 116.00 120.00  72.0  79.0  229  229
## CV residual   9.03 -19.1  -9.42  -5.66   1.07   7.27 -34.2 -26.3  114  114
##              3388   3390  3396 3397  3399  3403  3404   3407  3410 3415   3421
## Predicted   113.8 113.13 114.8  116 111.2 106.5 103.5 114.89 113.8  115 113.51
## cvpred      113.9 113.19 114.9  116 111.3 106.4 103.4 114.97 113.9  115 113.59
## pm2.5       198.0 119.00 182.0  174 128.0 118.0 116.0 106.00 163.0  165 115.00
## CV residual  84.1   5.81  67.1   58  16.7  11.6  12.6  -8.97  49.1   50   1.41
##              3424  3426  3432  3437  3438  3440  3441  3442  3447  3450  3460
## Predicted   109.0 107.1 103.4 114.2 113.2 111.8 107.2 104.6  91.0  85.8 103.7
## cvpred      109.1 107.2 103.3 114.3 113.2 111.8 107.2 104.6  90.7  85.4 103.7
## pm2.5        70.0  53.0  93.0  85.0  98.0  45.0  40.0  35.0  28.0  26.0  28.0
## CV residual -39.1 -54.2 -10.3 -29.3 -15.2 -66.8 -67.2 -69.6 -62.7 -59.4 -75.7
##              3461  3463  3468  3469  3471  3472  3475  3477  3480  3485   3491
## Predicted   102.1 100.5 103.6 109.9 107.6 109.0 108.3 107.3 111.1 112.8 110.26
## cvpred      102.1 100.4 103.6 109.9 107.6 109.1 108.3 107.3 111.2 112.9 110.26
## pm2.5        16.0  14.0  46.0  39.0  55.0  45.0  57.0  43.0  39.0  92.0 118.00
## CV residual -86.1 -86.4 -57.6 -70.9 -52.6 -64.1 -51.3 -64.3 -72.2 -20.9   7.74
##              3494  3495  3501  3510 3512  3514  3516  3520  3521  3522  3523
## Predicted   104.3 102.4  90.9 114.5  116 114.6 116.3 115.3 114.8 113.5 112.3
## cvpred      104.2 102.2  90.6 114.6  116 114.7 116.3 115.4 114.8 113.5 112.2
## pm2.5        79.0  62.0  40.0  74.0   67  92.0  92.0  96.0  70.0  72.0  85.0
## CV residual -25.2 -40.2 -50.6 -40.6  -49 -22.7 -24.3 -19.4 -44.8 -41.5 -27.2
##              3531   3535  3538 3545  3547  3548  3556 3558 3559 3560  3566
## Predicted   117.6 117.65 114.8  118 116.5 117.4 117.6  117  117  117 110.5
## cvpred      117.7 117.72 114.8  118 116.5 117.5 117.7  117  117  117 110.6
## pm2.5       100.0 111.00 152.0  108 142.0 180.0 205.0  214  230  242  28.0
## CV residual -17.7  -6.72  37.2  -10  25.5  62.5  87.3   97  113  125 -82.6
##              3569  3574 3575 3577  3580  3581  3583 3587  3588  3591 3593  3596
## Predicted   103.3 116.6  117  113 105.7 102.8 113.3  107 105.4 110.7  112 113.6
## cvpred      103.3 116.7  117  113 105.6 102.7 113.4  107 105.4 110.7  112 113.6
## pm2.5        19.0 214.0  314   33  33.0  22.0  25.0   23  54.0  18.0   39  97.0
## CV residual -84.3  97.3  197  -80 -72.6 -80.7 -88.4  -84 -51.4 -92.7  -73 -16.6
##              3599  3600  3601  3607   3608  3611  3612  3614  3620  3621  3624
## Predicted   116.1 114.4 113.7 116.3 116.60 116.6 115.2 111.2 109.2 116.3 111.4
## cvpred      116.1 114.5 113.7 116.3 116.66 116.7 115.3 111.3 109.1 116.3 111.4
## pm2.5        83.0  94.0  77.0  98.0 118.00  77.0  76.0  69.0  79.0  61.0 179.0
## CV residual -33.1 -20.5 -36.7 -18.3   1.34 -39.7 -39.3 -42.3 -30.1 -55.3  67.6
##              3628  3630  3631   3635  3637   3639  3640  3644  3666  3672  3676
## Predicted   115.2 114.1 116.3 114.84 114.7 112.68 115.4 115.7 114.1 116.6 114.1
## cvpred      115.2 114.2 116.3 114.89 114.7 112.69 115.4 115.8 114.2 116.7 114.2
## pm2.5        94.0  92.0  86.0 106.00 110.0 103.00  98.0 100.0  74.0 159.0 134.0
## CV residual -21.2 -22.2 -30.3  -8.89  -4.7  -9.69 -17.4 -15.8 -40.2  42.3  19.8
##              3681   3685   3688  3689  3690  3691  3694  3697  3698 3699  3701
## Predicted   116.6 114.48 114.68 112.7 112.2 109.2 106.6 106.2 105.5  105 115.6
## cvpred      116.7 114.53 114.74 112.8 112.2 109.2 106.6 106.1 105.4  105 115.7
## pm2.5       152.0 122.00 108.00 101.0  92.0  82.0  90.0  79.0  71.0   64  76.0
## CV residual  35.3   7.47  -6.74 -11.8 -20.2 -27.2 -16.6 -27.1 -34.4  -41 -39.7
##              3703  3705  3707  3708   3783  3787  3789  3791  3793  3794  3795
## Predicted   115.6 114.9 114.2 113.8 109.69 104.6 100.0  97.4  94.9  93.7 116.3
## cvpred      115.7 114.9 114.2 113.8 109.67 104.4  99.7  97.2  94.6  93.4 116.3
## pm2.5       101.0  82.0  79.0  76.0 107.00 108.0 157.0 148.0 128.0 148.0 176.0
## CV residual -14.7 -32.9 -35.2 -37.8  -2.67   3.6  57.3  50.8  33.4  54.6  59.7
##              3834  3836  3841  3844  3848  3849  3852  3855  3859 3866  3870
## Predicted   111.7 109.8 114.5 113.8 114.8 113.2 107.6 116.1 111.6  117 117.3
## cvpred      111.7 109.8 114.6 113.8 114.8 113.2 107.5 116.1 111.6  117 117.4
## pm2.5        70.0  41.0  42.0  63.0  46.0  41.0  36.0  36.0  46.0   97  81.0
## CV residual -41.7 -68.8 -72.6 -50.8 -68.8 -72.2 -71.5 -80.1 -65.6  -20 -36.4
##              3872 3874  3876  3877  3882  3883  3884  3886  3888  3889  3893
## Predicted   117.3  117 115.9 115.2 113.4 112.7 111.7 109.8 117.6 117.3 114.8
## cvpred      117.4  117 115.9 115.2 113.4 112.6 111.7 109.7 117.7 117.4 114.8
## pm2.5        72.0   71  73.0  85.0  89.0  95.0  93.0  93.0  99.0 101.0 105.0
## CV residual -45.4  -46 -42.9 -30.2 -24.4 -17.6 -18.7 -16.7 -18.7 -16.4  -9.8
##              3895  3897 3898   3900  3905  3907   3908   3910  3920 3923  3925
## Predicted   112.5 111.7  111 117.29 114.4 112.6 117.44 116.72 110.2  106 104.1
## cvpred      112.5 111.7  111 117.36 114.5 112.6 117.49 116.76 110.2  106 103.9
## pm2.5        94.0  91.0   98 115.00  89.0  96.0 119.00 125.00 141.0  137 147.0
## CV residual -18.5 -20.7  -13  -2.36 -25.5 -16.6   1.51   8.24  30.8   31  43.1
##              3926  3930  3933  3946 3947 3948  3959  3965  3966  3973  3974
## Predicted   103.6  99.3 117.1 118.7  118  117 109.4 119.4 119.7 120.0 119.4
## cvpred      103.4  99.0 117.1 118.7  118  117 109.3 119.4 119.8 120.1 119.4
## pm2.5       143.0 173.0  37.0  82.0   68   56 137.0 198.0 175.0 148.0 136.0
## CV residual  39.6  74.0 -80.1 -36.7  -50  -61  27.7  78.6  55.2  27.9  16.6
##              3981  3982  3985  3995  3996   3999   4003  4004  4005  4006  4007
## Predicted   119.4 115.8 120.4 116.9 115.3 116.82 113.37 112.8 116.7 117.3 119.0
## cvpred      119.4 115.9 120.5 116.9 115.3 116.82 113.38 112.8 116.8 117.4 119.1
## pm2.5       152.0 183.0 105.0  81.0  95.0 125.00 109.00  20.0  20.0  22.0  27.0
## CV residual  32.6  67.1 -15.5 -35.9 -20.3   8.18  -4.38 -92.8 -96.8 -95.4 -92.1
##              4008 4012  4013  4014  4015  4018 4019  4020  4022  4027  4032
## Predicted   118.8  118 117.8 116.5 114.9 117.4  118 117.3 118.3 117.4 117.4
## cvpred      118.9  118 117.8 116.5 114.9 117.5  118 117.3 118.4 117.5 117.5
## pm2.5        30.0   50  46.0  42.0  35.0  43.0   30  27.0  35.0  29.0  49.0
## CV residual -88.9  -68 -71.8 -74.5 -79.9 -74.5  -88 -90.3 -83.4 -88.5 -68.5
##              4034  4038 4039  4041  4042  4047  4048  4050  4054  4056  4058
## Predicted   115.5 117.3  118 114.8 114.2 116.2 118.7 116.5 111.2 118.3 117.5
## cvpred      115.5 117.4  118 114.8 114.2 116.3 118.7 116.5 111.1 118.4 117.5
## pm2.5        34.0  40.0   41  49.0  61.0  74.0  79.0  69.0  88.0  69.0  89.0
## CV residual -81.5 -77.4  -77 -65.8 -53.2 -42.3 -39.7 -47.5 -23.1 -49.4 -28.5
##              4059  4064   4068  4069  4081   4085  4087  4091  4092 4094 4096
## Predicted   117.6 119.4 118.31 118.7 120.0 116.84 114.9 115.3 115.4  114  115
## cvpred      117.7 119.4 118.37 118.7 120.1 116.86 114.9 115.4 115.4  114  115
## pm2.5        98.0  92.0 109.00  74.0 205.0 124.00  95.0  48.0  21.0   11   10
## CV residual -19.7 -27.4  -9.37 -44.7  84.9   7.14 -19.9 -67.4 -94.4 -103 -105
##              4098  4099  4104 4105  4107  4110  4114  4117  4119  4124  4127
## Predicted   115.7 113.7 102.8  101 116.3 115.2 115.2 117.6 116.7 117.3 117.4
## cvpred      115.7 113.7 102.6  101 116.3 115.3 115.2 117.7 116.8 117.4 117.5
## pm2.5        49.0  49.0  70.0   61  66.0  42.0  63.0  85.0  85.0  92.0 107.0
## CV residual -66.7 -64.7 -32.6  -40 -50.3 -73.3 -52.2 -32.7 -31.8 -25.4 -10.5
##              4128   4131   4132  4165  4167  4169  4172  4174  4175  4179  4181
## Predicted   116.7 119.35 119.35 110.3 107.8 105.2 102.7 114.7 113.4 108.9 107.5
## cvpred      116.7 119.42 119.42 110.3 107.8 105.2 102.6 114.7 113.5 108.9 107.4
## pm2.5       132.0 122.00 121.00  48.0  39.0  40.0  62.0  66.0  68.0  63.0  76.0
## CV residual  15.3   2.58   1.58 -62.3 -68.8 -65.2 -40.6 -48.7 -45.5 -45.9 -31.4
##              4182   4185   4188  4190  4192  4194  4198  4200   4201  4202 4203
## Predicted   116.3 116.42 113.96 110.8 107.9 113.8 111.2 116.3 116.60 115.9  115
## cvpred      116.3 116.49 114.01 110.8 107.8 113.9 111.2 116.3 116.66 115.9  115
## pm2.5        68.0 120.00 106.00  70.0  49.0  48.0  81.0  98.0 114.00 169.0  231
## CV residual -48.3   3.51  -8.01 -40.8 -58.8 -65.9 -30.2 -18.3  -2.66  53.1  116
##              4207  4218  4220  4227 4228  4233 4235 4236  4237  4238  4242
## Predicted   119.2 111.6 110.3 119.0  117 118.7  118  118 116.7 115.5 114.2
## cvpred      119.3 111.6 110.2 119.1  117 118.7  118  118 116.8 115.5 114.3
## pm2.5       191.0 171.0 150.0 204.0  251 205.0  205  184 160.0 150.0 133.0
## CV residual  71.7  59.4  39.8  84.9  134  86.3   87   66  43.2  34.5  18.7
##              4244   4245   4247 4248  4249   4251   4252  4254   4255  4256
## Predicted   110.7 110.12 105.87  105 104.4 101.62 101.60 117.1 117.44 117.6
## cvpred      110.6 110.05 105.76  105 104.3 101.46 101.42 117.2 117.49 117.7
## pm2.5       127.0 119.00 102.00   91  92.0 100.00  97.00  94.0 121.00 153.0
## CV residual  16.4   8.95  -3.76  -14 -12.3  -1.46  -4.42 -23.2   3.51  35.3
##              4258   4264   4266    4267   4271  4272   4274  4275  4277   4278
## Predicted   116.7 113.40 111.19 116.032 118.10 116.2 119.35 119.4 119.4 118.82
## cvpred      116.8 113.42 111.15 116.075 118.14 116.2 119.42 119.4 119.4 118.87
## pm2.5       163.0 117.00 117.00 116.000 112.00  97.0 126.00 151.0 134.0 118.00
## CV residual  46.2   3.58   5.85  -0.075  -6.14 -19.2   6.58  31.6  14.6  -0.87
##               4279  4281  4282  4283  4284  4285  4290  4292  4294  4295  4296
## Predicted   118.10 116.1 119.7 118.7 118.6 118.1 110.4 108.6 107.3 106.6 104.7
## cvpred      118.14 116.1 119.8 118.7 118.7 118.2 110.3 108.5 107.2 106.4 104.5
## pm2.5       124.00 101.0 131.0 137.0 166.0 152.0 174.0 198.0 194.0 200.0 190.0
## CV residual   5.86 -15.1  11.2  18.3  47.3  33.8  63.7  89.5  86.8  93.6  85.5
##              4297 4299  4300 4301 4303  4307 4312  4313  4314  4316  4317  4318
## Predicted   103.9  103 101.8  120  120 119.3  115 113.4 112.2 111.4 110.2 121.1
## cvpred      103.7  103 101.5  120  120 119.4  115 113.4 112.1 111.3 110.1 121.2
## pm2.5       196.0  199 201.0  215  249 181.0  170 194.0 196.0 166.0 174.0 158.0
## CV residual  92.3   96  99.5   95  129  61.6   55  80.6  83.9  54.7  63.9  36.8
##              4322  4323  4325  4328  4330  4332 4341  4344 4350  4353    4357
## Predicted   117.9 116.5 119.7 120.4 119.3 120.4  114 121.1  117 121.4 121.783
## cvpred      117.9 116.5 119.8 120.5 119.4 120.5  114 121.2  117 121.5 121.848
## pm2.5       155.0 158.0 160.0 197.0 195.0 159.0  230 219.0  225 174.0 121.000
## CV residual  37.1  41.5  40.2  76.5  75.6  38.5  116  97.8  108  52.5  -0.848
##              4360  4361  4365  4366  4367  4369  4370  4371  4373  4380  4387
## Predicted   117.7 120.2 116.3 120.0 119.5 116.8 115.9 113.6 110.8 118.3 113.6
## cvpred      117.7 120.2 116.3 120.1 119.6 116.9 115.9 113.6 110.7 118.4 113.6
## pm2.5        92.0  38.0  40.0  36.0  27.0  46.0  43.0  37.0  45.0  40.0  15.0
## CV residual -25.7 -82.2 -76.3 -84.1 -92.6 -70.9 -72.9 -76.6 -65.7 -78.4 -98.6
##              4389  4392  4393  4395  4396  4398  4404  4407  4409  4410  4412
## Predicted   114.4 119.4 119.7 120.0 120.4 120.4 120.0 116.2 112.6 111.7 109.7
## cvpred      114.4 119.4 119.8 120.1 120.5 120.5 120.1 116.2 112.6 111.7 109.6
## pm2.5        34.0  41.0  34.0  54.0  73.0  90.0  93.0  88.0  68.0  72.0  48.0
## CV residual -80.4 -78.4 -85.8 -66.1 -47.5 -30.5 -27.1 -28.2 -44.6 -39.7 -61.6
##               4419  4422  4425  4431  4434  4440  4441   4442  4446  4455  4457
## Predicted   120.73 120.0 120.0 114.8 114.4 109.8 120.4 120.05 117.7 106.3  99.1
## cvpred      120.79 120.1 120.1 114.8 114.4 109.7 120.5 120.11 117.8 106.3  99.0
## pm2.5       127.00 161.0 119.0  47.0  56.0  87.0 105.0 117.00 104.0   8.0  13.0
## CV residual   6.21  40.9  -1.1 -67.8 -58.4 -22.7 -15.5  -3.11 -13.8 -98.3 -86.0
##              4458  4459  4461  4464  4471  4475 4476  4481  4482  4483  4484
## Predicted    97.2  95.7  99.3 116.8 114.7 111.8  110 105.9 104.3 103.0 102.8
## cvpred       97.0  95.6  99.1 116.8 114.7 111.8  110 105.9 104.2 102.9 102.6
## pm2.5        12.0   9.0  20.0  44.0  24.0  19.0    4  21.0  23.0  17.0  25.0
## CV residual -85.0 -86.6 -79.1 -72.8 -90.7 -92.8 -106 -84.9 -81.2 -85.9 -77.6
##              4486  4488  4496  4498  4508  4511  4512  4515  4519  4520 4521
## Predicted   101.1  99.5 116.6 113.7 119.0 115.1 114.4 110.8 118.8 118.5  118
## cvpred      100.9  99.2 116.7 113.7 119.1 115.1 114.4 110.7 118.9 118.5  118
## pm2.5        50.0  59.0  46.0  39.0  76.0  67.0  61.0  45.0  46.0  63.0   74
## CV residual -50.9 -40.2 -70.7 -74.7 -43.1 -48.1 -53.4 -65.7 -72.9 -55.5  -44
##              4522  4523  4529  4531 4532  4540  4547  4554  4562  4563 4572
## Predicted   117.3 116.7 113.3 112.6  111 101.9 115.5 121.1 119.4 119.4  111
## cvpred      117.3 116.8 113.4 112.7  111 101.7 115.5 121.2 119.4 119.4  111
## pm2.5        77.0  71.0  14.0  31.0   32  67.0  96.0 105.0  40.0  43.0   83
## CV residual -40.3 -45.8 -99.4 -81.7  -79 -34.7 -19.5 -16.2 -79.4 -76.4  -28
##               4575  4580 4581  4592  4594  4598  4608  4617  4618  4621   4624
## Predicted   109.62 115.6  115 103.5 102.1 120.7 119.5 119.3 118.6 120.7 120.02
## cvpred      109.47 115.6  115 103.3 101.8 120.8 119.6 119.4 118.6 120.8 120.06
## pm2.5       117.00  77.0   72 165.0 155.0 178.0 161.0  69.0  83.0 100.0 122.00
## CV residual   7.53 -38.6  -43  61.7  53.2  57.2  41.4 -50.4 -35.6 -20.8   1.94
##              4625  4626  4630  4631  4635  4637  4640 4641  4642  4644  4646
## Predicted   120.7 120.0 120.7 121.1 120.0 118.6 120.2  119 118.2 121.8 120.2
## cvpred      120.8 120.1 120.8 121.2 120.1 118.6 120.2  119 118.2 121.8 120.2
## pm2.5       155.0 184.0 185.0 186.0 145.0 107.0  58.0   61  72.0 105.0  92.0
## CV residual  34.2  63.9  64.2  64.8  24.9 -11.6 -62.2  -58 -46.2 -16.8 -28.2
##               4654    4657  4659   4661  4662   4665  4671  4676  4678  4685
## Predicted   109.11 121.783 120.7 121.07 121.8 121.78 119.3 116.6 121.6 120.7
## cvpred      108.97 121.848 120.8 121.12 121.8 121.85 119.3 116.6 121.7 120.7
## pm2.5        99.00 122.000 141.0 120.00 103.0 124.00  95.0 130.0 167.0 162.0
## CV residual  -9.97   0.152  20.2  -1.12 -18.8   2.15 -24.3  13.4  45.3  41.3
##              4686  4689  4693  4695  4696 4703 4710  4711 4714 4715 4716 4717
## Predicted   119.3 120.4 119.3 117.8 121.8  121  121 120.7  119  119  122  122
## cvpred      119.3 120.4 119.3 117.8 121.8  121  121 120.7  119  119  123  122
## pm2.5       141.0 175.0 167.0 196.0 172.0  264  231 209.0  310  304  290  283
## CV residual  21.7  54.6  47.7  78.2  50.2  143  110  88.3  191  185  167  161
##              4718  4719  4720  4723  4726   4727  4728  4733  4734  4735  4736
## Predicted   121.4 119.8 119.2 114.4 112.6 120.88 120.7 120.7 121.8 122.1 122.5
## cvpred      121.4 119.8 119.2 114.3 112.5 120.93 120.8 120.7 121.8 122.2 122.5
## pm2.5       212.0 185.0 195.0 178.0 116.0 127.00  61.0  53.0  68.0  60.0  73.0
## CV residual  90.6  65.2  75.8  63.7   3.5   6.07 -59.8 -67.7 -53.8 -62.2 -49.5
##              4739  4741    4744 4746  4750  4751 4755   4759   4762  4763  4764
## Predicted   120.7 119.2 120.319  116 111.6 111.0  109 120.38 121.43 121.1 121.4
## cvpred      120.7 119.2 120.344  116 111.5 110.9  109 120.43 121.48 121.1 121.4
## pm2.5       154.0 186.0 120.000   90 143.0 145.0  267 122.00 123.00 167.0 153.0
## CV residual  33.3  66.8  -0.344  -26  31.5  34.1  158   1.57   1.52  45.9  31.6
##              4765  4775 4777 4780 4781 4783 4784  4788  4789  4791  4795  4797
## Predicted   122.1 110.4  107  104  103  102  101  97.9  97.2  92.7 120.0 118.8
## cvpred      122.2 110.3  107  104  103  102  101  97.5  96.8  92.3 120.1 118.8
## pm2.5       149.0 142.0  147  227  236  258  250 263.0 270.0 212.0  47.0  55.0
## CV residual  26.8  31.7   40  123  133  156  149 165.5 173.2 119.7 -73.1 -63.8
##              4799  4800  4809  4811  4814  4815  4821  4823  4825  4827  4829
## Predicted   119.3 120.0 114.3 112.2 120.4 119.5 109.8 108.4 108.3 106.9 121.1
## cvpred      119.4 120.1 114.3 112.1 120.5 119.6 109.7 108.2 108.2 106.8 121.2
## pm2.5        36.0  50.0  43.0  46.0  27.0  34.0  39.0  49.0  47.0  75.0 101.0
## CV residual -83.4 -70.1 -71.3 -66.1 -93.5 -85.6 -70.7 -59.2 -61.2 -31.8 -20.2
##              4830  4831  4835  4838  4846  4855  4859  4860  4861 4862  4864
## Predicted   120.4 120.7 121.8 119.5 108.7 121.8 122.4 122.8 122.8  123 119.6
## cvpred      120.5 120.8 121.8 119.5 108.5 121.8 122.5 122.9 122.9  123 119.6
## pm2.5        92.0  99.0  70.0  54.0  70.0 209.0 197.0 202.0 206.0  201 130.0
## CV residual -28.5 -21.8 -51.8 -65.5 -38.5  87.2  74.5  79.1  83.1   78  10.4
##             4867  4868  4869  4870 4873  4876 4879 4881 4883  4889   4891
## Predicted    117 116.3 115.8 114.5  111 123.2  122  122  122 114.6 110.67
## cvpred       117 116.3 115.7 114.4  111 123.2  122  122  122 114.5 110.53
## pm2.5        139 153.0 194.0 176.0  189 172.0  227  245  226 132.0 102.00
## CV residual   22  36.7  78.3  61.6   78  48.8  105  123  104  17.5  -8.53
##                4892   4894  4898   4901  4907  4908 4911  4912  4916   4919
## Predicted   109.415 107.59 103.6 102.19 121.3 122.8  118 116.4 109.6 108.13
## cvpred      109.255 107.39 103.4 101.87 121.4 122.9  118 116.4 109.4 107.93
## pm2.5       110.000  99.00  84.0 105.00 104.0  85.0   77  71.0  71.0 111.00
## CV residual   0.745  -8.39 -19.4   3.13 -17.4 -37.9  -41 -45.4 -38.4   3.07
##             4923  4927  4932   4934  4937  4938  4939  4942  4943  4944  4945
## Predicted    104 122.5 123.5 121.91 115.7 113.0 110.3 108.1 107.4 107.1 106.3
## cvpred       104 122.5 123.5 121.95 115.6 112.9 110.2 107.9 107.2 106.8 106.1
## pm2.5        211 201.0 201.0 113.00 111.0 118.0 128.0 138.0 150.0 146.0 161.0
## CV residual  107  78.5  77.5  -8.95  -4.6   5.1  17.8  30.1  42.8  39.2  54.9
##              4949 4953 4954 4957 4959 4960  4962  4963  4970  4973 4974 4977
## Predicted   122.8  122  122  123  122  120 116.4 115.8 120.7 118.5  118  117
## cvpred      122.9  122  122  124  122  120 116.3 115.7 120.7 118.5  118  117
## pm2.5       204.0  227  244  249  262  269 194.0 174.0 193.0 208.0  225  230
## CV residual  81.1  105  122  125  140  149  77.7  58.3  72.3  89.5  107  113
##             4981  4982  4988  4990  4991  4992  4993  4994  4995  5004 5009
## Predicted    119 116.4 104.5 101.9 100.6 100.6  99.3  98.1  97.3  90.0  118
## cvpred       119 116.3 104.3 101.5 100.3 100.2  98.9  97.7  96.9  89.4  118
## pm2.5        176 192.0 140.0 126.0 139.0 138.0 152.0 150.0 157.0 178.0  193
## CV residual   57  75.7  35.7  24.5  38.7  37.8  53.1  52.3  60.1  88.6   75
##             5011 5013 5016  5017  5019  5021  5023  5025  5030  5031  5033 5040
## Predicted    115  113  111 109.9 107.9 105.9 104.5 103.7 121.1 119.8 117.0  124
## cvpred       115  113  111 109.7 107.7 105.7 104.2 103.4 121.1 119.8 116.9  124
## pm2.5        189  194  188 159.0 149.0 131.0 149.0 156.0 204.0 178.0 210.0  285
## CV residual   74   81   77  49.3  41.3  25.3  44.8  52.6  82.9  58.2  93.1  161
##             5042  5046 5059  5060  5061 5070 5071 5072 5073  5082  5083 5085
## Predicted    119 112.8  125 124.5 124.2  124  125  125  126 100.4  96.7  117
## cvpred       119 112.7  125 124.6 124.2  124  125  125  126 100.1  96.4  117
## pm2.5        230 199.0  267 205.0 188.0  242  259  234  248  18.0  18.0   13
## CV residual  111  86.3  142  80.4  63.8  118  134  109  122 -82.1 -78.4 -104
##              5090  5092  5094  5096  5104     5114  5115  5116  5118  5121
## Predicted   118.6 118.2 116.4 121.6 110.4 1.05e+02 119.0 119.7 118.3 118.3
## cvpred      118.6 118.2 116.4 121.7 110.4 1.05e+02 119.1 119.8 118.4 118.4
## pm2.5        22.0  53.0  48.0  45.0  30.0 1.05e+02  78.0  64.0  41.0 100.0
## CV residual -96.6 -65.2 -68.4 -76.7 -80.4 1.03e-03 -41.1 -55.8 -77.4 -18.4
##              5124 5127  5128  5135   5142 5144  5147  5149  5152  5158  5159
## Predicted   115.9  116 115.6 110.5 105.60  118 118.8 118.7 119.4 121.1 121.1
## cvpred      115.9  116 115.7 110.4 105.44  118 118.9 118.7 119.4 121.2 121.2
## pm2.5        90.0   65  44.0  52.0  96.00  121 184.0 163.0 161.0 174.0 199.0
## CV residual -25.9  -51 -71.7 -58.4  -9.44    3  65.1  44.3  41.6  52.8  77.8
##              5162  5165  5167  5169  5173  5177  5180 5181  5184  5187  5188
## Predicted   120.7 121.3 121.8 121.1 118.2 111.0 105.9  104 119.5 119.5 118.3
## cvpred      120.8 121.3 121.8 121.1 118.2 110.9 105.6  104 119.6 119.6 118.3
## pm2.5       202.0 178.0 178.0 159.0 137.0  35.0  36.0   38  43.0  28.0  19.0
## CV residual  81.2  56.7  56.2  37.9  18.8 -75.9 -69.6  -66 -76.6 -91.6 -99.3
##              5193  5194  5198  5211  5215  5216  5218  5226  5231  5233  5237
## Predicted   111.6 102.2  86.6  59.7  57.1  54.8  52.0 110.2 107.0 105.6 117.3
## cvpred      111.5 102.1  86.2  58.8  56.1  53.8  50.9 110.1 106.9 105.4 117.3
## pm2.5        33.0  24.0  30.0  10.0  13.0  25.0  23.0  20.0  38.0  62.0  76.0
## CV residual -78.5 -78.1 -56.2 -48.8 -43.1 -28.8 -27.9 -90.1 -68.9 -43.4 -41.3
##              5239  5240  5241  5252  5254  5257  5258 5260  5261  5265  5267
## Predicted   119.0 119.0 118.7 100.6  98.8 118.8 119.7  120 119.5 117.2 115.2
## cvpred      119.1 119.1 118.7 100.4  98.6 118.9 119.8  120 119.6 117.2 115.2
## pm2.5        92.0 105.0  90.0  39.0  39.0  45.0  40.0   44  55.0  68.0  71.0
## CV residual -27.1 -14.1 -28.7 -61.4 -59.6 -73.9 -79.8  -76 -64.6 -49.2 -44.2
##              5268  5271   5272   5274  5276  5278 5285  5287  5293 5295  5298
## Predicted   119.7 118.1 117.35 115.71 113.9 111.9  121 121.8 121.4  119 116.2
## cvpred      119.8 118.1 117.37 115.68 113.8 111.8  121 121.8 121.5  119 116.2
## pm2.5        66.0  98.0 114.00 125.00 124.0 157.0  231 208.0 207.0  245 209.0
## CV residual -53.8 -20.1  -3.37   9.32  10.2  45.2  110  86.2  85.5  126  92.8
##             5302 5303 5304 5308   5311  5313  5314 5315  5316  5319   5320 5324
## Predicted    122  122  122  122 114.09 109.1 106.8  113 114.5 118.3 117.53  112
## cvpred       122  123  122  122 114.11 109.1 106.8  113 114.6 118.3 117.55  112
## pm2.5        297  275  295  271 123.00  32.0  34.0   45  17.0  83.0 110.00  154
## CV residual  175  152  173  149   8.89 -77.1 -72.8  -68 -97.6 -35.3  -7.55   42
##              5325  5326  5330  5334  5336  5341  5346  5349  5353  5356  5357
## Predicted   110.9 110.8 122.1 118.6 117.1 111.7 102.6  97.8 118.6 119.7 120.6
## cvpred      110.8 110.7 122.2 118.6 117.1 111.6 102.4  97.5 118.6 119.8 120.7
## pm2.5       160.0 175.0 194.0 101.0  92.0 181.0  79.0  69.0  83.0  70.0  74.0
## CV residual  49.2  64.3  71.8 -17.6 -25.1  69.4 -23.4 -28.5 -35.6 -49.8 -46.7
##              5359   5361  5364   5366  5368  5371  5373  5382 5383  5385   5386
## Predicted   120.0 121.42 121.1 120.73 120.7 116.6 115.3 117.4  117 123.2 123.16
## cvpred      120.1 121.48 121.2 120.79 120.8 116.6 115.2 117.4  117 123.2 123.22
## pm2.5       111.0 117.00  93.0 111.00 105.0  71.0  47.0  88.0   87  96.0 132.00
## CV residual  -9.1  -4.48 -28.2  -9.79 -15.8 -45.6 -68.2 -29.4  -30 -27.2   8.78
##              5387    5465  5467  5468  5470   5475  5476  5477  5482  5484
## Predicted   123.5 112.119 109.9 106.9 104.4 102.33 101.6 100.9 118.3 114.3
## cvpred      123.5 112.105 109.8 106.8 104.2 102.08 101.4 100.6 118.3 114.3
## pm2.5       141.0 112.000  45.0  69.0  92.0  97.00 114.0 140.0 188.0 174.0
## CV residual  17.5  -0.105 -64.8 -37.8 -12.2  -5.08  12.6  39.4  69.7  59.7
##              5489  5495  5498  5500  5502  5503  5505 5509  5514  5515  5516
## Predicted   102.0  93.7  93.6  91.7  89.7  88.4  86.6  122 118.7 118.3 116.9
## cvpred      101.8  93.3  93.2  91.2  89.2  87.9  86.0  122 118.7 118.3 116.9
## pm2.5       118.0 156.0 249.0 285.0 318.0 326.0 312.0  246 140.0 140.0 152.0
## CV residual  16.2  62.7 155.8 193.8 228.8 238.1 226.0  124  21.3  21.7  35.1
##              5523  5524  5526  5527  5531  5534  5535   5537 5539  5542  5544
## Predicted   120.7 120.0 117.5 116.3 112.3 121.1 120.7 118.76  118 121.8 121.8
## cvpred      120.8 120.1 117.5 116.2 112.2 121.2 120.8 118.78  118 121.8 121.8
## pm2.5        89.0  85.0  88.0  97.0 100.0  75.0  93.0 124.00  129 137.0 210.0
## CV residual -31.8 -35.1 -29.5 -19.2 -12.2 -46.2 -27.8   5.22   11  15.2  88.2
##              5546   5550   5551  5552  5559   5560  5561  5562  5563  5564
## Predicted   121.8 121.42 119.48 118.9 120.0 119.99 119.1 116.8 115.8 114.6
## cvpred      121.8 121.48 119.51 118.9 120.1 120.02 119.1 116.7 115.8 114.5
## pm2.5       154.0 126.00 121.00 132.0  93.0 116.00 146.0 138.0 144.0 151.0
## CV residual  32.2   4.52   1.49  13.1 -27.1  -4.02  26.9  21.3  28.2  36.5
##              5570  5578  5579  5584  5586 5591 5592  5595 5596 5597  5601 5604
## Predicted   107.8 118.8 115.2 105.0 116.8  117  115 116.4  115  112 116.0  115
## cvpred      107.7 118.8 115.2 104.8 116.9  117  115 116.4  115  112 116.1  115
## pm2.5        62.0  50.0  35.0  44.0  21.0   13    9  17.0    4    8  23.0   12
## CV residual -45.7 -68.8 -80.2 -60.8 -95.9 -104 -106 -99.4 -111 -104 -93.1 -103
##              5606  5609  5612  5613  5620  5628  5630  5631  5632  5636  5639
## Predicted   115.1 112.5 111.1 110.4 118.3 114.9 119.4 118.3 118.1 115.7 114.3
## cvpred      115.2 112.5 111.1 110.3 118.4 114.9 119.4 118.4 118.2 115.7 114.2
## pm2.5        17.0  15.0  38.0  45.0  56.0  62.0  63.0  57.0  65.0  70.0 169.0
## CV residual -98.2 -97.5 -73.1 -65.3 -62.4 -52.9 -56.4 -61.4 -53.2 -45.7  54.8
##              5640  5643  5645  5648  5653  5655   5656  5657  5660  5665  5666
## Predicted   113.6 110.2 120.0 120.7 119.4 115.9 112.54 109.5 101.7 117.6 116.9
## cvpred      113.5 110.1 120.1 120.8 119.5 115.9 112.48 109.4 101.4 117.7 116.9
## pm2.5       157.0 173.0 190.0 182.0 202.0 127.0 117.00  87.0  34.0  61.0  72.0
## CV residual  43.5  62.9  69.9  61.2  82.5  11.1   4.52 -22.4 -67.4 -56.7 -44.9
##              5668  5670  5671  5675  5676  5678  5679  5682  5684  5690  5695
## Predicted   115.8 117.6 117.3 118.1 119.7 117.3 119.4 114.6 114.9 119.0 113.7
## cvpred      115.9 117.7 117.4 118.2 119.8 117.3 119.4 114.6 114.9 119.1 113.7
## pm2.5        77.0  83.0  76.0  74.0  81.0  82.0  75.0  71.0  81.0 124.0  81.0
## CV residual -38.9 -34.7 -41.4 -44.2 -38.8 -35.3 -44.4 -43.6 -33.9   4.9 -32.7
##              5697  5698  5700  5707  5709  5710  5714  5718  5722  5732  5736
## Predicted   110.8 109.5 116.4 119.0 116.7 114.1 109.4 105.3 100.8 115.2 118.3
## cvpred      110.7 109.4 116.4 119.1 116.8 114.2 109.4 105.1 100.6 115.2 118.4
## pm2.5        71.0  57.0  44.0  45.0 101.0  26.0  33.0  46.0  41.0  42.0  44.0
## CV residual -39.7 -52.4 -72.4 -74.1 -15.8 -88.2 -76.4 -59.1 -59.6 -73.2 -74.4
##             5737   5739  5745 5752  5754  5756  5757  5760   5762  5763  5766
## Predicted    118 118.34 111.5  116 114.8 113.5 113.5 112.2 119.72 119.7 120.4
## cvpred       118 118.41 111.5  116 114.8 113.5 113.4 112.1 119.78 119.8 120.5
## pm2.5         44 127.00  47.0   16  35.0  44.0  55.0  97.0 110.00 136.0 191.0
## CV residual  -74   8.59 -64.5 -100 -79.8 -69.5 -58.4 -15.1  -9.78  16.2  70.5
##              5767  5773  5777   5781 5783  5785  5787  5788  5789 5791  5793
## Predicted   120.4 120.0 113.0 107.91  107 119.0 119.7 119.4 118.7  118 119.4
## cvpred      120.5 120.1 112.9 107.78  107 119.1 119.8 119.4 118.7  118 119.4
## pm2.5       160.0  98.0  60.0  99.00   88 102.0 107.0 100.0 103.0  130  77.0
## CV residual  39.5 -22.1 -52.9  -8.78  -19 -17.1 -12.8 -19.4 -15.7   12 -42.4
##              5795  5796  5800 5801  5803 5805 5806  5811  5812  5813  5814
## Predicted   117.4 115.4 119.5  119 117.5  117  116 120.0 119.4 119.7 119.0
## cvpred      117.4 115.4 119.6  119 117.5  117  115 120.1 119.4 119.8 119.1
## pm2.5        95.0  83.0  58.0   88  70.0  217  224  60.0  59.0  45.0  65.0
## CV residual -22.4 -32.4 -61.6  -31 -47.5  100  109 -60.1 -60.4 -74.8 -54.1
##              5815  5825  5826  5830  5832  5833  5834  5837  5844 5845  5849
## Predicted   118.3 113.9 112.5 120.4 120.4 119.7 120.4 117.8 114.3  113 107.4
## cvpred      118.4 113.9 112.5 120.5 120.5 119.8 120.5 117.8 114.3  113 107.2
## pm2.5        72.0  80.0 101.0 107.0 100.0  99.0 105.0  95.0  61.0   52  55.0
## CV residual -46.4 -33.9 -11.5 -13.5 -20.5 -20.8 -15.5 -22.8 -53.3  -61 -52.2
##              5851  5853  5854  5855  5857  5859  5864  5866  5870  5876 5877
## Predicted   104.5 119.7 118.1 119.0 118.7 119.4 118.7 116.9 119.0 119.3  119
## cvpred      104.3 119.8 118.2 119.1 118.7 119.4 118.7 116.9 119.1 119.3  119
## pm2.5        37.0  59.0  53.0  73.0  82.0 105.0  36.0  59.0  39.0 143.0  191
## CV residual -67.3 -60.8 -65.2 -46.1 -36.7 -14.4 -82.7 -57.9 -80.1  23.7   72
##              5878 5879 5881  5884  5887  5889  5893   5902  5905  5908 5910
## Predicted   118.6  118  120 119.3 120.2 117.4 109.2 119.18 118.7 118.5  118
## cvpred      118.6  118  120 119.4 120.3 117.4 109.1 119.24 118.7 118.6  118
## pm2.5       211.0  224  254 135.0  93.0 100.0  52.0 118.00 155.0  81.0  101
## CV residual  92.4  106  134  15.6 -27.3 -17.4 -57.1  -1.24  36.3 -37.6  -17
##              5911  5916  5924  5926  5930  5933  5935  5936 5938  5945  5948
## Predicted   118.3 117.3 112.8 111.4 119.0 119.0 118.3 118.6  118 118.3 114.7
## cvpred      118.4 117.4 112.8 111.3 119.1 119.1 118.4 118.7  118 118.3 114.6
## pm2.5        93.0  74.0  89.0  90.0  88.0 103.0  91.0 161.0  170  96.0  97.0
## CV residual -25.4 -43.4 -23.8 -21.3 -31.1 -16.1 -27.4  42.3   52 -22.3 -17.6
##              5956  5958  5960  5962  5963  5967  5968  5969 5973 5974 5976 5979
## Predicted   118.7 119.4 120.0 120.0 119.5 119.4 119.3 118.6  119  122  122  122
## cvpred      118.7 119.4 120.1 120.1 119.6 119.4 119.4 118.6  119  122  122  122
## pm2.5       168.0 177.0 177.0 150.0 131.0 103.0  95.0  99.0  224  232  229  278
## CV residual  49.3  57.6  56.9  29.9  11.4 -16.4 -24.4 -19.6  105  110  107  156
##              5981 5992  5995  5997  5998 5999  6002 6005  6006  6011  6013
## Predicted   121.8  109 116.9 113.4 118.3  118 116.4  117 116.6 114.3 112.6
## cvpred      121.8  109 116.9 113.4 118.4  118 116.4  117 116.7 114.4 112.7
## pm2.5       201.0   41  54.0  58.0  61.0   64 102.0   81  79.0  58.0  67.0
## CV residual  79.2  -68 -62.9 -55.4 -57.4  -54 -14.4  -36 -37.7 -56.4 -45.7
##              6014   6018   6020   6022  6027 6028 6031 6032 6033 6034  6035
## Predicted   112.6 108.97 109.61 116.60 112.5  111  117  117  117  117 116.6
## cvpred      112.7 108.94 109.55 116.66 112.5  111  117  117  117  117 116.7
## pm2.5        81.0 111.00 100.00 125.00 142.0  122  154  213  216  227 210.0
## CV residual -31.7   2.06  -9.55   8.34  29.5   11   37   96   99  110  93.3
##             6036  6039  6052  6053   6054  6062  6064  6065  6066  6068  6070
## Predicted    117 115.8 117.6 117.6 116.96 101.0  97.1  95.8  93.1  91.8 117.8
## cvpred       117 115.9 117.7 117.7 117.03 100.9  96.9  95.6  92.9  91.5 117.9
## pm2.5        220 204.0 200.0 189.0 108.00  24.0  27.0  38.0  39.0  66.0 198.0
## CV residual  103  88.1  82.3  71.3  -9.03 -76.9 -69.9 -57.6 -53.9 -25.5  80.1
##              6074 6078  6096 6101   6105  6108  6111  6113  6116  6126    6127
## Predicted   110.6  115 117.6  117 116.57 113.2 114.5 113.2 110.4 117.6 117.286
## cvpred      110.6  115 117.7  117 116.62 113.3 114.6 113.3 110.3 117.7 117.353
## pm2.5       170.0   18  72.0  164 119.00  91.0  85.0 103.0 123.0 206.0 117.000
## CV residual  59.4  -97 -45.7   47   2.38 -22.3 -29.6 -10.3  12.7  88.3  -0.353
##               6128  6133  6136  6138   6139  6142 6147 6148 6149  6151 6156
## Predicted   116.72 116.6 116.1 113.7 112.12 109.9  118  118  118 116.2  118
## cvpred      116.76 116.6 116.1 113.7 112.11 109.8  118  118  118 116.2  118
## pm2.5       111.00 141.0 129.0 124.0 121.00 180.0  277  310  242 136.0  182
## CV residual  -5.76  24.4  12.9  10.3   8.89  70.2  159  192  124  19.8   64
##              6157  6158  6160  6162 6171 6177 6178  6183 6188  6192  6193  6196
## Predicted   117.3 116.6 114.5 112.3  120  119  119 112.7  104  99.8  99.0  96.4
## cvpred      117.3 116.7 114.5 112.3  120  119  119 112.7  104  99.4  98.7  96.0
## pm2.5       177.0 183.0 128.0 166.0  360  334  333 190.0  240 254.0 203.0 200.0
## CV residual  59.7  66.3  13.5  53.7  240  215  214  77.3  136 154.6 104.3 104.0
##              6197  6198  6202  6204  6211  6213  6219  6224  6225  6233  6235
## Predicted    95.6  94.9  92.4  89.8  81.2  75.8  62.8 117.6 117.3 108.0 115.2
## cvpred       95.2  94.5  92.0  89.3  80.5  75.1  61.9 117.7 117.4 107.9 115.3
## pm2.5       181.0 176.0 226.0 247.0 224.0 170.0 112.0  61.0  53.0   9.0  30.0
## CV residual  85.8  81.5 134.0 157.7 143.5  94.9  50.1 -56.7 -64.4 -98.9 -85.3
##             6236  6241  6244  6251  6252  6254 6255  6258  6261  6271  6275
## Predicted    116 112.2 114.7 109.3 114.0 115.2  115 113.4 115.2 115.2 112.5
## cvpred       116 112.2 114.8 109.3 114.1 115.3  115 113.4 115.3 115.2 112.5
## pm2.5         14  26.0  16.0  20.0  23.0  21.0    3  23.0  54.0  55.0  87.0
## CV residual -102 -86.2 -98.8 -89.3 -91.1 -94.3 -112 -90.4 -61.3 -60.2 -25.5
##              6279 6280  6289  6290   6295   6296   6297   6299 6301  6302 6555
## Predicted   114.7  114 115.9 115.5 116.96 116.60 115.88 114.44  113 111.8  115
## cvpred      114.7  114 115.9 115.6 117.03 116.66 115.93 114.47  113 111.7  115
## pm2.5        79.0   70  84.0  91.0 115.00 121.00 109.00 121.00  124 143.0  258
## CV residual -35.7  -44 -31.9 -24.6  -2.03   4.34  -6.93   6.53   11  31.3  143
##              6556 6557  6558  6560  6562 6563  6566 6574 6576  6577  6581  6584
## Predicted   113.3  113 114.2 113.5 115.6  115 116.3  117  115 113.2 117.3 113.4
## cvpred      113.4  113 114.3 113.5 115.7  115 116.3  117  116 113.2 117.4 113.4
## pm2.5       196.0  192 165.0 155.0 211.0  274 194.0  243  256 168.0  75.0  51.0
## CV residual  82.6   79  50.7  41.5  95.3  159  77.7  126  140  54.8 -42.4 -62.4
##              6585 6587  6589  6591  6594  6595  6598  6600  6608  6613 6614
## Predicted   112.1  106  97.2  89.3  77.5  74.0  67.1  65.2  46.3  26.3 21.3
## cvpred      112.1  106  97.0  89.0  77.0  73.3  66.4  64.4  45.3  24.9 19.9
## pm2.5        47.0   22  11.0  11.0   5.0   7.0  13.0  12.0  13.0  11.0 11.0
## CV residual -65.1  -84 -86.0 -78.0 -72.0 -66.3 -53.4 -52.4 -32.3 -13.9 -8.9
##              6615  6616 6619 6620   6622  6624  6626  6631  6632  6633  6636
## Predicted   17.42 15.22 6.56 3.33  0.587 -1.92 110.8 105.7 105.7 110.4 109.7
## cvpred      15.92 13.65 4.81 1.52 -1.300 -3.86 110.8 105.7 105.7 110.5 109.8
## pm2.5       10.00  8.00 6.00 8.00  7.000  7.00  23.0  22.0  27.0  22.0  15.0
## CV residual -5.92 -5.65 1.19 6.48  8.300 10.86 -87.8 -83.7 -78.7 -88.5 -94.8
##              6637  6638  6639  6640  6641  6644  6646  6647  6660  6661  6663
## Predicted   109.0 109.3 110.4 109.1 108.6 113.5 113.5 114.2 112.4 112.8 112.6
## cvpred      109.1 109.4 110.5 109.2 108.6 113.6 113.6 114.3 112.5 112.9 112.7
## pm2.5        17.0  21.0  24.0  24.0  26.0  27.0  47.0  41.0  44.0  39.0  55.0
## CV residual -92.1 -88.4 -86.5 -85.2 -82.6 -86.6 -66.6 -73.3 -68.5 -73.9 -57.7
##              6666  6668  6672  6677  6678   6679 6684 6690 6691 6692 6693 6697
## Predicted   110.4 115.6 115.6 113.8 114.2 113.51  115  112  112  117  118  116
## cvpred      110.4 115.7 115.7 113.9 114.3 113.59  115  112  112  117  118  116
## pm2.5        72.0  99.0 192.0 151.0 136.0 115.00  263  264  320  372  435  505
## CV residual -38.4 -16.7  76.3  37.1  21.7   1.41  148  152  208  255  317  389
##             6698 6704 6706 6710 6711 6712 6713 6715 6717 6718 6719 6723 6725
## Predicted    116  115  116  115  114  113  111  117  116  116  116  114  115
## cvpred       116  115  116  115  114  113  111  117  116  116  116  114  115
## pm2.5        465  388  384  355  348  344  330  252  327  365  391  458  431
## CV residual  349  273  268  240  234  231  219  135  211  249  275  344  316
##             6727 6728 6730 6732 6733 6735  6737 6741 6746 6749 6752 6753 6758
## Predicted    114  116  116  117  117  114 109.4  116  114  114  114  115  115
## cvpred       114  116  116  117  117  115 109.4  116  114  114  114  115  115
## pm2.5        387  349  348  344  369  422 175.0  400  290  283  311  318  350
## CV residual  273  233  232  227  252  307  65.6  284  176  169  197  203  235
##             6759 6763 6765 6769 6776 6778 6779 6780 6782 6783 6790 6793  6797
## Predicted    115  116  116  115  116  116  116  117  114  116  117  108  97.8
## cvpred       115  116  116  115  116  116  116  117  115  116  117  108  97.6
## pm2.5        374  449  411  434  385  397  392  408  420  399  394   32   4.0
## CV residual  259  333  295  319  269  281  276  291  305  283  277  -76 -93.6
##             6802  6811  6815  6817  6818  6823  6824  6828  6836  6841  6842
## Predicted    109 109.0 110.8 110.0 110.1 109.2 110.8 107.6 106.1 111.4 111.1
## cvpred       109 109.1 110.8 110.1 110.2 109.2 110.8 107.6 106.1 111.5 111.1
## pm2.5          4  13.0  21.0  37.0  30.0  33.0  48.0  31.0  55.0 168.0 187.0
## CV residual -105 -96.1 -89.8 -73.1 -80.2 -76.2 -62.8 -76.6 -51.1  56.5  75.9
##               6845    6846  6847  6848  6849  6850  6851  6852   6856   6859
## Predicted   110.52 111.444 111.4 111.1 111.4 112.8 112.5 112.1 108.22 105.47
## cvpred      110.58 111.528 111.5 111.2 111.5 112.9 112.5 112.2 108.24 105.42
## pm2.5       118.00 111.000  99.0  86.0  66.0  56.0  55.0  63.0 107.00 114.00
## CV residual   7.42  -0.528 -12.5 -25.2 -45.5 -56.9 -57.5 -49.2  -1.24   8.58
##             6861  6862   6864  6867  6868  6869  6873  6874  6875  6883  6884
## Predicted    115 114.2 111.69 100.2 108.3 105.7  98.8  97.2  94.2  71.5  69.2
## cvpred       115 114.3 111.72 100.1 108.4 105.8  98.8  97.1  94.1  71.0  68.7
## pm2.5        164 193.0 118.00  13.0  13.0  10.0  22.0  12.0  22.0  21.0  16.0
## CV residual   49  78.7   6.28 -87.1 -95.4 -95.8 -76.8 -85.1 -72.1 -50.0 -52.7
##              6891 6902  6908   6913  6916  6919  6922    6924  6926  6927  6930
## Predicted    56.9  102  86.2 110.75 107.8 109.6 106.7 106.481 104.6 103.7  98.5
## cvpred       56.1  102  85.9 110.84 107.8 109.6 106.8 106.503 104.6 103.6  98.4
## pm2.5        15.0   24  67.0 111.00 134.0  97.0  34.0 106.000  79.0  50.0  47.0
## CV residual -41.1  -78 -18.9   0.16  26.2 -12.6 -72.8  -0.503 -25.6 -53.6 -51.4
##              6934  6939  6940  6942  6945  6955  6956  6959  6961  6975  6976
## Predicted    90.7  77.5  74.8  70.9  67.9 104.6 105.6 108.0 107.3 105.2 103.6
## cvpred       90.4  77.1  74.4  70.5  67.3 104.6 105.7 108.1 107.4 105.2 103.6
## pm2.5        46.0  27.0  24.0  23.0  44.0  59.0  64.0  80.0  81.0  79.0  75.0
## CV residual -44.4 -50.1 -50.4 -47.5 -23.3 -45.6 -41.7 -28.1 -26.4 -26.2 -28.6
##             6977  6980  6981  6982  6983  6985  6987  6991  6994  6995  6996
## Predicted    103 110.8 110.4 110.8 110.4 109.7 110.8 110.8 111.4 111.1 110.7
## cvpred       103 110.8 110.5 110.8 110.5 109.8 110.8 110.8 111.5 111.2 110.8
## pm2.5         68  47.0  47.0  41.0  38.0  42.0  40.0  61.0  73.0  60.0  81.0
## CV residual  -35 -63.8 -63.5 -69.8 -72.5 -67.8 -70.8 -49.8 -38.5 -51.2 -29.8
##              6997  7000  7001  7003  7013  7015  7016  7021  7022  7023  7025
## Predicted   111.1 111.1 111.4 112.1 110.4 111.4 110.8 110.8 110.4 110.0 111.1
## cvpred      111.2 111.2 111.5 112.2 110.5 111.5 110.8 110.8 110.5 110.1 111.2
## pm2.5        79.0  87.0  93.0  79.0  92.0  79.0  86.0  74.0  87.0  79.0  78.0
## CV residual -32.2 -24.2 -18.5 -33.2 -18.5 -32.5 -24.8 -36.8 -23.5 -31.1 -33.2
##              7026  7040   7041  7044  7048   7050   7052  7053  7054  7059
## Predicted   110.7 112.1 112.13 111.8 112.5 110.34 110.31 113.5 112.8 113.0
## cvpred      110.8 112.2 112.22 111.8 112.5 110.39 110.35 113.6 112.9 113.1
## pm2.5        73.0 100.0 103.00 140.0 127.0 105.00 115.00 161.0 180.0 164.0
## CV residual -37.8 -12.2  -9.22  28.2  14.5  -5.39   4.65  47.4  67.1  50.9
##              7062  7066  7069  7073  7077  7080  7081  7085  7087 7093 7099
## Predicted   112.5 112.8 112.5 113.2 113.5 111.9 111.2 112.8 112.4  115  115
## cvpred      112.5 112.9 112.5 113.2 113.6 111.9 111.2 112.9 112.5  115  115
## pm2.5       142.0 147.0 165.0 201.0 204.0 174.0 178.0 158.0 164.0  225  271
## CV residual  29.5  34.1  52.5  87.8  90.4  62.1  66.8  45.1  51.5  110  156
##             7102 7106 7107 7109 7110 7111 7113  7114  7119  7122  7123  7128
## Predicted    114  113  113  112  111  111  112 107.8  88.8  82.2  79.5  98.9
## cvpred       114  114  113  112  111  111  112 107.8  88.5  81.8  79.1  98.9
## pm2.5        275  256  251  260  252  234  218  63.0   8.0  11.0  13.0  15.0
## CV residual  161  142  138  148  141  123  106 -44.8 -80.5 -70.8 -66.1 -83.9
##              7131  7134  7137  7141  7142  7143  7146  7149  7151  7155  7156
## Predicted    90.7  80.4  76.2  65.8  62.2  56.0  40.1  29.7  98.5  96.0  94.1
## cvpred       90.5  80.1  75.8  65.2  61.6  55.3  39.1  28.5  98.6  96.1  94.1
## pm2.5        10.0   7.0  17.0  11.0  12.0  12.0   8.0  14.0   9.0   7.0   4.0
## CV residual -80.5 -73.1 -58.8 -54.2 -49.6 -43.3 -31.1 -14.5 -89.6 -89.1 -90.1
##              7158  7164  7165  7170  7182  7185  7186  7187  7188  7190  7193
## Predicted    93.4  97.1  94.1  96.1 104.2 105.2 105.2 103.5 101.8 100.3 99.74
## cvpred       93.4  97.2  94.2  96.2 104.3 105.3 105.3 103.6 101.9 100.4 99.76
## pm2.5         4.0   9.0  10.0   8.0  76.0  92.0  82.0  69.0  73.0  89.0 97.00
## CV residual -89.4 -88.2 -84.2 -88.2 -28.3 -13.3 -23.3 -34.6 -28.9 -11.4 -2.76
##              7201 7203   7204  7207  7208  7209  7210  7212  7215  7216  7223
## Predicted   105.0  106 105.03 103.3 102.7 102.2 100.9  98.9 105.7 103.8 107.3
## cvpred      105.1  106 105.11 103.4 102.8 102.2 100.9  98.9 105.8 103.8 107.4
## pm2.5       176.0  174 107.00  89.0  82.0  76.0  83.0  67.0  37.0  44.0  41.0
## CV residual  70.9   68   1.89 -14.4 -20.8 -26.2 -17.9 -31.9 -68.8 -59.8 -66.4
##              7228  7230  7232  7238  7240  7245  7246  7248  7251  7252  7253
## Predicted   108.2 106.2 106.3  96.3  92.4  99.5  97.9 106.6 103.4 102.6 101.2
## cvpred      108.3 106.3 106.3  96.3  92.3  99.5  97.9 106.7 103.4 102.7 101.2
## pm2.5        79.0  88.0  76.0  34.0  19.0  42.0  49.0  51.0  75.0  69.0  57.0
## CV residual -29.3 -18.3 -30.3 -62.3 -73.3 -57.5 -48.9 -55.7 -28.4 -33.7 -44.2
##              7258  7264  7265 7266  7267  7270  7277  7280  7282  7284  7286
## Predicted   106.4 103.1 104.2  105 108.7 108.0 102.7  98.8  97.6  95.0  91.8
## cvpred      106.5 103.2 104.2  105 108.8 108.1 102.7  98.7  97.5  94.8  91.6
## pm2.5        38.0   9.0  15.0   24  45.0  92.0 117.0  57.0  47.0  64.0  60.0
## CV residual -68.5 -94.2 -89.2  -81 -63.8 -16.1  14.3 -41.7 -50.5 -30.8 -31.6
##             7288  7289  7290  7299  7301  7302  7303  7305  7362  7363   7364
## Predicted    106 102.6 101.7 101.2  98.0  97.3  95.0 103.6 105.7 107.3 107.13
## cvpred       106 102.7 101.7 101.2  97.9  97.2  94.9 103.7 105.8 107.4 107.22
## pm2.5         30  22.0  24.0  71.0  86.0  61.0  58.0  41.0  61.0  75.0 109.00
## CV residual  -76 -80.7 -77.7 -30.2 -11.9 -36.2 -36.9 -62.7 -44.8 -32.4   1.78
##              7365  7372  7374  7375  7377  7379  7385  7386  7387  7394  7395
## Predicted   107.5 101.8  99.8  98.4  96.6  93.4 101.1  99.9  99.3 105.3 108.0
## cvpred      107.5 101.8  99.8  98.4  96.5  93.3 101.1  99.9  99.3 105.4 108.1
## pm2.5       143.0  51.0  85.0  53.0  55.0  41.0  44.0  39.0  43.0 148.0 130.0
## CV residual  35.5 -50.8 -14.8 -45.4 -41.5 -52.3 -57.1 -60.9 -56.3  42.6  21.9
##               7396 7399  7402  7404  7405  7413 7415 7416  7421  7423 7438 7439
## Predicted   106.95  104 101.2  99.1 107.3 109.4  108  108 106.2 107.3  111  111
## cvpred      107.03  104 101.2  99.1 107.4 109.5  108  108 106.3 107.4  111  111
## pm2.5        98.00   79  54.0  49.0  51.0 154.0  187  232 122.0 147.0  419  463
## CV residual  -9.03  -25 -47.2 -50.1 -56.4  44.5   79  124  15.7  39.6  308  352
##             7442 7443  7448  7450  7452  7454  7455  7457  7458  7461  7462
## Predicted    109  108 106.0  96.3  87.2  77.9  72.3  61.6  56.4  47.9  45.9
## cvpred       109  108 106.1  96.3  87.0  77.5  71.9  61.0  55.7  47.0  45.0
## pm2.5        479  343  14.0  11.0  16.0  11.0  15.0  13.0  16.0   9.0  10.0
## CV residual  370  235 -92.1 -85.3 -71.0 -66.5 -56.9 -48.0 -39.7 -38.0 -35.0
##              7465  7470  7472 7474  7477  7485  7489  7506   7509  7523  7524
## Predicted    41.8  37.6  30.5  103  90.4  98.7 102.1 102.5 103.50 104.2 103.1
## cvpred       40.8  36.5  29.3  103  90.3  98.8 102.2 102.6 103.59 104.3 103.2
## pm2.5        18.0   7.0   9.0    7  10.0  21.0  21.0  66.0 111.00  59.0  77.0
## CV residual -22.8 -29.5 -20.3  -96 -80.3 -77.8 -81.2 -36.6   7.41 -45.3 -26.2
##              7529 7530 7537  7538  7542  7545  7547  7549  7550  7557  7564
## Predicted   103.3  103  106 105.6 106.3  99.3  91.4  83.6  79.6  52.5  47.5
## cvpred      103.3  103  106 105.7 106.3  99.3  91.3  83.3  79.3  51.7  46.6
## pm2.5       122.0  118  213 193.0 138.0 153.0  17.0  10.0  12.0  11.0   9.0
## CV residual  18.7   15  107  87.3  31.7  53.7 -74.3 -73.3 -67.3 -40.7 -37.6
##              7565  7566  7567   7569 7578  7580  7581  7586  7587  7589  7596
## Predicted    46.8  46.0 46.37 44.939  101  90.5  86.9  70.1  66.5  59.7  41.4
## cvpred       45.8  45.1 45.44 43.982  101  90.5  86.9  69.7  66.1  59.1  40.5
## pm2.5        12.0  30.0 37.00 43.000  120 115.0 125.0  16.0  12.0  10.0   8.0
## CV residual -33.8 -15.1 -8.44 -0.982   19  24.5  38.1 -53.7 -54.1 -49.1 -32.5
##              7598  7600  7603  7605  7608  7613 7614  7616  7617 7620  7621
## Predicted    38.9  36.4  33.3 34.78 32.63 29.04 28.3 26.89 26.17 24.0 23.30
## cvpred       37.9  35.4  32.2 33.68 31.49 27.83 27.1 25.64 24.91 22.7 21.99
## pm2.5        15.0  14.0  10.0 31.00 29.00 21.00 41.0 27.00 22.00 44.0 25.00
## CV residual -22.9 -21.4 -22.2 -2.68 -2.49 -6.83 13.9  1.36 -2.91 21.3  3.01
##              7622  7632  7636  7640  7642  7645  7646  7650    7654    7656
## Predicted   22.58 15.40 12.53  9.66  8.23  6.07  5.36  5.24   2.373   0.938
## cvpred      21.26 13.95 11.03  8.11  6.65  4.45  3.72  3.55   0.629  -0.832
## pm2.5       24.00 12.00 17.00 20.00 21.00 45.00 50.00 68.00 124.000 152.000
## CV residual  2.74 -1.95  5.97 11.89 14.35 40.55 46.28 64.45 123.371 152.832
##                7658   7660   7661   7663   7664   7665   7667   7668   7669
## Predicted    -0.498  -1.93  -2.65  -4.09  -4.80  -5.52  -6.96  -7.67  -8.39
## cvpred       -2.294  -3.75  -4.49  -5.95  -6.68  -7.41  -8.87  -9.60 -10.33
## pm2.5       213.000 208.00 191.00 124.00 108.00  94.00  94.00 105.00  90.00
## CV residual 215.294 211.75 195.49 129.95 114.68 101.41 102.87 114.60 100.33
##              7672  7673 7674  7676  7678  7682  7683  7684  7689  7691  7692
## Predicted   -10.5 -11.3  -12 -13.4 -14.9 -17.7 -18.4 -18.8 102.4 104.6 103.5
## cvpred      -12.5 -13.3  -14 -15.4 -16.9 -19.8 -20.6 -20.9 102.5 104.6 103.6
## pm2.5        66.0  77.0  116 135.0 196.0 276.0 275.0 255.0 133.0 154.0 197.0
## CV residual  78.5  90.3  130 150.4 212.9 295.8 295.6 275.9  30.5  49.4  93.4
##             7695 7696 7705 7707 7708 7714 7716 7717 7719 7727 7728 7731 7733
## Predicted    103  103  105  103  102  103  101  107  106  107  108  105  102
## cvpred       104  104  105  104  102  103  101  107  106  107  108  105  102
## pm2.5        331  400  521  391  354  325  346  299  304  480  482  562  488
## CV residual  227  296  416  287  252  222  245  192  198  373  374  457  386
##             7735  7736 7739 7740 7741 7743  7745 7746    7747 7751 7752 7753
## Predicted    101  99.5  109  107  108  101 106.6  106 105.573  107  106  107
## cvpred       101  99.5  109  107  108  101 106.7  106 105.661  107  106  107
## pm2.5        453 466.0  559  557  540  230 135.0   95 106.000  277  371  454
## CV residual  352 366.5  450  450  432  129  28.3  -11   0.339  170  265  347
##             7757 7760 7761  7764 7765 7766 7768 7775 7778 7780 7783  7784  7785
## Predicted    103  101  100  97.0  105  105  104  107  107  105  102  96.8  90.1
## cvpred       104  101  100  96.9  105  105  104  107  108  105  102  96.8  90.0
## pm2.5        296  271  262 202.0  219  214  207  432  462  398  287 210.0 139.0
## CV residual  192  170  162 105.1  114  109  103  325  354  293  185 113.2  49.0
##              7787  7790  7792  7793  7798  7802  7804 7811  7815 7824 7825 7827
## Predicted    77.9  62.7  52.0  47.5  35.1 101.3 100.7   96  96.6  102  102  100
## cvpred       77.7  62.1  51.2  46.7  34.1 101.4 100.8   96  96.7  102  102  100
## pm2.5        28.0  14.0   8.0  10.0  19.0  25.0  49.0   46  24.0  223  228  236
## CV residual -49.7 -48.1 -43.2 -36.7 -15.1 -76.4 -51.8  -50 -72.7  121  126  136
##              7828 7829 7834 7838 7842 7843  7848  7850  7855  7856  7860  7861
## Predicted    99.7  100  102  101  102  104  99.3  98.2 101.6  95.1  77.8  73.4
## cvpred       99.8  100  102  101  102  104  99.3  98.2 101.6  95.1  77.6  73.1
## pm2.5       218.0  222  203  213  217  258 264.0 238.0  88.0  27.0  17.0  18.0
## CV residual 118.2  122  101  112  115  154 164.7 139.8 -13.6 -68.1 -60.6 -55.1
##              7862  7865  7870  7872  7873  7883  7884  7885  7889  7894  7902
## Predicted    70.1  59.7  51.6  96.8  96.0  96.6  98.3  97.6  90.9  97.9  99.7
## cvpred       69.8  59.2  51.0  96.9  96.1  96.6  98.5  97.7  90.9  98.0  99.8
## pm2.5        17.0  13.0  22.0  23.0  16.0  80.0  55.0  49.0  52.0 146.0  62.0
## CV residual -52.8 -46.2 -29.0 -73.9 -80.1 -16.6 -43.5 -48.7 -38.9  48.0 -37.8
##               7906  7907  7910  7911  7914  7921  7925  7929  7938  7940  7942
## Predicted   100.90 98.95  98.0  98.3  98.0  81.4  62.0  50.4  92.6  92.7  92.0
## cvpred      100.98 99.02  98.1  98.5  98.1  81.3  61.6  49.7  92.7  92.8  92.1
## pm2.5        93.00 96.00 137.0 127.0 127.0  43.0  30.0  19.0  18.0  43.0  35.0
## CV residual  -7.98 -3.02  38.9  28.5  28.9 -38.3 -31.6 -30.7 -74.7 -49.8 -57.1
##             7943  7956  7957  7958  7961  7962 7965 7966  7969 7970 7971 7973
## Predicted     92  96.6  97.0  96.6  97.3  98.3  100  100  99.7  100  100  100
## cvpred        92  96.7  97.1  96.7  97.4  98.5  100  101  99.8  101  101  101
## pm2.5         45 173.0 136.0 141.0 202.0 229.0  316  354 443.0  418  376  248
## CV residual  -47  76.3  38.9  44.3 104.6 130.5  216  253 343.2  317  275  147
##              7980   7984  7986  7989  7991 7992 7996  7999 8004 8005 8008 8015
## Predicted   102.8 105.93 105.2 102.8 103.8  104   99 103.2  106  106  107  106
## cvpred      102.9 106.02 105.3 102.8 103.9  104   99 103.3  106  106  107  106
## pm2.5       121.0  98.00 130.0 173.0 172.0  213  236 159.0  240  256  242  249
## CV residual  18.1  -8.02  24.7  70.2  68.1  109  137  55.7  134  150  135  143
##             8018 8019 8020 8023 8026 8028 8030 8038 8039 8040  8041  8043  8045
## Predicted    106  106  105  106  106  106  106  104  102  101  99.5  96.6  94.5
## cvpred       106  106  105  106  106  106  106  104  102  101  99.5  96.6  94.3
## pm2.5        256  252  248  239  233  258  261  288  284  275 270.0 240.0 235.0
## CV residual  150  146  143  133  127  152  155  184  182  174 170.5 143.4 140.7
##              8046  8051  8057  8058  8062  8069  8070  8073  8078  8079  8081
## Predicted    86.6  63.8  30.6  27.7  95.4  94.7  94.1  97.6  95.7  94.1  98.0
## cvpred       86.5  63.3  29.5  26.6  95.5  94.7  94.2  97.7  95.8  94.2  98.1
## pm2.5       142.0  39.0  12.0  14.0  17.0  11.0  13.0  41.0  73.0  65.0  71.0
## CV residual  55.5 -24.3 -17.5 -12.6 -78.5 -83.7 -81.2 -56.7 -22.8 -29.2 -27.1
##              8086  8087  8089  8090  8091  8093  8094  8100  8101  8102 8112
## Predicted    99.0  98.7  98.1  96.9  96.1  94.2  93.4  99.4  98.7  98.7  102
## cvpred       99.1  98.8  98.2  96.9  96.2  94.2  93.4  99.5  98.8  98.8  102
## pm2.5       174.0 193.0 193.0 167.0 145.0 129.0 122.0 139.0 120.0 116.0  309
## CV residual  74.9  94.2  94.8  70.1  48.8  34.8  28.6  39.5  21.2  17.2  207
##              8121  8123  8124  8125  8127  8130  8133  8135  8139  8141  8145
## Predicted    90.0 100.5  99.8  98.2  91.3  79.2  70.2  62.4  47.0  36.6 21.05
## cvpred       89.9 100.6  99.9  98.3  91.3  78.9  69.9  61.9  46.3  35.7 19.81
## pm2.5       113.0  22.0  16.0  18.0  16.0   9.0  11.0   8.0   9.0  10.0 15.00
## CV residual  23.1 -78.6 -83.9 -80.3 -75.3 -69.9 -58.9 -53.9 -37.3 -25.7 -4.81
##               8150  8155  8156  8157  8161  8164  8165  8170  8172  8175  8177
## Predicted   -0.316 -13.6  91.6  90.7  88.1  93.3  92.1  94.3  94.5  92.0  88.1
## cvpred      -1.874 -15.4  91.7  90.7  88.1  93.4  92.1  94.3  94.6  92.1  88.1
## pm2.5       13.000  16.0  20.0  32.0  61.0  43.0  43.0  68.0  27.0  41.0  46.0
## CV residual 14.874  31.4 -71.7 -58.7 -27.1 -50.4 -49.1 -26.3 -67.6 -51.1 -42.1
##              8184  8187  8190  8191  8193  8197  8198  8200  8203  8205  8206
## Predicted    98.0  98.8  94.5  90.3  99.3  94.0  98.0  95.5  88.6  87.1  97.0
## cvpred       98.1  98.9  94.5  90.2  99.4  94.1  98.1  95.6  88.5  87.1  97.1
## pm2.5        67.0  73.0  62.0  29.0  19.0  27.0  21.0  13.0  13.0  29.0  61.0
## CV residual -31.1 -25.9 -32.5 -61.2 -80.4 -67.1 -77.1 -82.6 -75.5 -58.1 -36.1
##              8210  8218  8219 8223 8227  8232  8236 8240 8241  8251  8261  8264
## Predicted    99.7 101.8 100.7  101  100  98.7  95.5  102  101  35.5  93.8  90.4
## cvpred       99.8 101.9 100.8  101  100  98.8  95.5  102  101  34.6  93.9  90.4
## pm2.5       126.0 146.0 159.0  211  243 241.0 212.0  231  221  13.0  16.0  19.0
## CV residual  26.2  44.1  58.2  110  143 142.2 116.5  129  120 -21.6 -77.9 -71.4
##              8266  8267  8268  8269  8271  8273  8280  8282   8285   8286
## Predicted    96.0  93.1  88.8  86.8  82.5  78.2  99.0  99.7  99.04  97.09
## cvpred       96.1  93.1  88.8  86.8  82.4  78.0  99.1  99.8  99.14  97.18
## pm2.5        35.0  47.0  40.0  41.0  49.0  46.0 119.0 131.0 102.00 105.00
## CV residual -61.1 -46.1 -48.8 -45.8 -33.4 -32.0  19.9  31.2   2.86   7.82
##               8287  8289 8301  8302  8304  8305  8307  8308  8311  8316  8317
## Predicted    96.53  94.7  101 101.3  95.7  92.8  84.7  80.1  70.8  55.1  52.3
## cvpred       96.59  94.7  101 101.3  95.8  92.8  84.6  79.9  70.5  54.6  51.7
## pm2.5       100.00 107.0  139 140.0 171.0 140.0  11.0   8.0  10.0  18.0  17.0
## CV residual   3.41  12.3   38  38.7  75.2  47.2 -73.6 -71.9 -60.5 -36.6 -34.7
##              8319  8322  8323  8336  8342  8346  8349  8354  8356   8364  8367
## Predicted    48.0  42.8  90.4  83.9  70.2  57.1  49.0  34.7  25.1  1.060 -8.31
## cvpred       47.3  42.0  90.5  83.9  69.9  56.6  48.4  33.9  24.1 -0.403 -9.97
## pm2.5        15.0   9.0  17.0  15.0  16.0  16.0  16.0  12.0  13.0 22.000 17.00
## CV residual -32.3 -33.0 -73.5 -68.9 -53.9 -40.6 -32.4 -21.9 -11.1 22.403 26.97
##              8370  8373  8384  8385  8386  8388  8389  8390  8391  8393  8396
## Predicted   -16.4  88.6  91.1  93.5  93.9  90.4  87.4  84.5  82.2 90.53  88.1
## cvpred      -18.2  88.7  91.2  93.6  94.0  90.5  87.5  84.5  82.2 90.62  88.1
## pm2.5        13.0  43.0  41.0  39.0  40.0  56.0  63.0  58.0  50.0 81.00  60.0
## CV residual  31.2 -45.7 -50.2 -54.6 -54.0 -34.5 -24.5 -26.5 -32.2 -9.62 -28.1
##              8400  8404  8408  8409  8411  8412  8416  8417  8418  8420  8421
## Predicted   93.31  87.1  94.9  95.6  96.6  93.0 85.10 85.23  84.5  97.7  97.7
## cvpred      93.41  87.1  95.0  95.7  96.7  93.1 85.07 85.17  84.4  97.8  97.8
## pm2.5       95.00  36.0  40.0  71.0  64.0  65.0 93.00 87.00 136.0 145.0 205.0
## CV residual  1.59 -51.1 -55.0 -24.7 -32.7 -28.1  7.93  1.83  51.6  47.2 107.2
##              8422  8425  8430  8433  8434  8435  8436  8446  8447  8448  8449
## Predicted    97.7  96.6  96.8  97.7  98.7  98.6  98.3  99.0  99.4  98.3  99.0
## cvpred       97.8  96.7  96.9  97.8  98.8  98.7  98.5  99.1  99.5  98.4  99.1
## pm2.5       282.0 374.0 231.0 242.0 249.0 211.0 201.0 290.0 308.0 454.0 528.0
## CV residual 184.2 277.3 134.1 144.2 150.2 112.3 102.5 190.9 208.5 355.6 428.9
##              8451  8455  8456  8460  8471  8472  8474  8475  8477  8478  8483
## Predicted    98.7  98.0  90.6  80.6  94.8  97.0  99.0  99.0  98.7  97.6  98.8
## cvpred       98.8  98.1  90.6  80.4  94.9  97.1  99.1  99.1  98.8  97.7  98.9
## pm2.5       489.0 133.0 105.0  49.0 126.0 144.0 187.0 200.0 233.0 221.0 352.0
## CV residual 390.2  34.9  14.4 -31.4  31.1  46.9  87.9 100.9 134.2 123.3 253.1
##              8484  8485  8487  8488  8489  8490  8491  8494  8503 8506 8507
## Predicted    98.5  97.3  95.4  94.8  93.5  91.6  90.9  99.7  99.7  100  101
## cvpred       98.6  97.4  95.5  94.9  93.6  91.6  90.9  99.8  99.8  101  102
## pm2.5       227.0 175.0 129.0 196.0 117.0 104.0 115.0 237.0 346.0  206  224
## CV residual 128.4  77.6  33.5 101.1  23.4  12.4  24.1 137.2 246.2  105  122
##             8509 8510 8511 8512 8518  8522  8524  8533  8539  8540 8542  8543
## Predicted    103  102  103  103  101  98.2  98.6  75.8  91.6  89.6   85  82.0
## cvpred       103  103  103  103  101  98.3  98.7  75.5  91.7  89.7   85  81.9
## pm2.5        441  425  439  427  611 573.0 397.0  23.0  17.0  27.0   24  18.0
## CV residual  338  322  336  324  510 474.7 298.3 -52.5 -74.7 -62.7  -61 -63.9
##              8548  8552  8554  8557  8561  8562  8566  8571  8572  8573 8574
## Predicted    94.5  70.3  63.2  51.2  86.4  86.4  88.2  87.4  86.2  84.6   83
## cvpred       94.5  70.1  62.9  50.7  86.5  86.5  88.3  87.5  86.3  84.6   83
## pm2.5        12.0  17.0  17.0  24.0  24.0  21.0  52.0  26.0  27.0  28.0   19
## CV residual -82.5 -53.1 -45.9 -26.7 -62.5 -65.5 -36.3 -61.5 -59.3 -56.6  -64
##              8577  8580  8586  8590  8591  8597  8603 8610  8616  8620  8622
## Predicted    85.8  81.4  87.6  91.6  89.7  81.9  89.8 91.8  92.5  93.0  89.7
## cvpred       85.9  81.3  87.7  91.8  89.8  81.8  89.9 91.9  92.6  93.1  89.7
## pm2.5        21.0  34.0  51.0 103.0 116.0  18.0  25.0 89.0 135.0  26.0  22.0
## CV residual -64.9 -47.3 -36.7  11.2  26.2 -63.8 -64.9 -2.9  42.4 -67.1 -67.7
##              8627  8632  8633  8634  8639  8642  8643  8644  8645  8651  8653
## Predicted    81.6 64.30  92.3  91.0  95.2 93.97  92.6  91.8  94.9  95.6  95.7
## cvpred       81.5 63.89  92.4  91.1  95.3 94.06  92.6  91.9  95.0  95.7  95.7
## pm2.5        32.0 55.00  43.0  34.0  58.0 92.00 130.0 161.0 151.0 130.0 119.0
## CV residual -49.5 -8.89 -49.4 -57.1 -37.3 -2.06  37.4  69.1  56.0  34.3  23.3
##              8657  8661  8662  8668  8671  8672  8673  8674  8675  8678  8679
## Predicted    77.1  57.7  55.9  40.1  31.4 29.78  28.1  26.5 24.35 14.90 12.93
## cvpred       76.9  57.2  55.3  39.3  30.4 28.77  27.1  25.4 23.21 13.62 11.61
## pm2.5        31.0  20.0  29.0  16.0  16.0 19.00  14.0  15.0 18.00 19.00 17.00
## CV residual -45.9 -37.2 -26.3 -23.3 -14.4 -9.77 -13.1 -10.4 -5.21  5.38  5.39
##              8682  8688  8693  8694  8696  8700  8703  8706  8707  8712  8713
## Predicted    93.5  92.8  95.6  95.9  95.2  93.4  78.4  62.9  59.1  42.6  39.1
## cvpred       93.6  92.9  95.7  96.0  95.3  93.4  78.1  62.5  58.6  41.9  38.3
## pm2.5        20.0  67.0  34.0  34.0  42.0  56.0  30.0  15.0  13.0  18.0  17.0
## CV residual -73.6 -25.9 -61.7 -62.0 -53.3 -37.4 -48.1 -47.5 -45.6 -23.9 -21.3
##              8714  8717  8718  8719  8722  8725  8729  8739  8743  8744 8752
## Predicted    37.1  28.4 23.89 21.23 11.19 -1.72 -19.1 -60.0 -73.6 -75.7 -107
## cvpred       36.2  27.3 22.78 20.09  9.87 -3.27 -21.0 -62.6 -76.4 -78.6 -110
## pm2.5        17.0  14.0 14.00 15.00 18.00 13.00  19.0  20.0  14.0  16.0   19
## CV residual -19.2 -13.3 -8.78 -5.09  8.13 16.27  40.0  82.6  90.4  94.6  129
##             8756 8759 8760  8785  8788  8790  8796  8798  8804  8811  8812
## Predicted   -121 -132 -134  65.1  93.0  91.3  86.8  94.5  95.6  95.6  95.2
## cvpred      -125 -136 -138  64.7  93.1  91.4  86.8  94.6  95.7  95.7  95.3
## pm2.5         27   16   22  36.0  19.0  17.0  24.0  37.0  63.0  85.0 143.0
## CV residual  152  152  160 -28.7 -74.1 -74.4 -62.8 -57.6 -32.7 -10.7  47.7
##              8813  8820  8821  8822  8825  8826  8829  8830  8833  8836  8837
## Predicted    96.3  97.7 97.66  97.3  96.3  96.1  96.3  96.5  95.6  94.7  94.3
## cvpred       96.4  97.8 97.77  97.4  96.4  96.2  96.4  96.6  95.7  94.7  94.4
## pm2.5       181.0  87.0 93.00 134.0 184.0 175.0 286.0 225.0 233.0 121.0  77.0
## CV residual  84.6 -10.8 -4.77  36.6  87.6  78.8 189.6 128.4 137.3  26.3 -17.4
##              8840  8841  8842  8843  8847  8848  8851  8852  8853  8854  8858
## Predicted    96.3  95.2  96.6 97.66  96.1 93.05  85.0  81.4  77.9  74.6  59.6
## cvpred       96.4  95.3  96.7 97.77  96.2 93.11  84.9  81.3  77.7  74.4  59.2
## pm2.5        67.0  59.0  74.0 89.00  84.0 90.00  73.0  68.0  58.0  53.0  31.0
## CV residual -29.4 -36.3 -22.7 -8.77 -12.2 -3.11 -11.9 -13.3 -19.7 -21.4 -28.2
##              8861  8862  8866  8870  8871  8872  8873   8875  8876  8878  8880
## Predicted    47.8  43.2 30.32 15.62 13.09  9.50  5.56 -0.561 -3.79 -10.2 -16.3
## cvpred       47.2  42.5 29.32 14.36 11.76  8.11  4.10 -2.151 -5.44 -12.0 -18.2
## pm2.5        27.0  23.0 21.00 19.00 16.00 18.00 18.00 10.000 16.00  17.0  12.0
## CV residual -20.2 -19.5 -8.32  4.64  4.24  9.89 13.90 12.151 21.44  29.0  30.2
##              8881  8885  8887  8899  8900  8903  8908  8909  8910  8911  8914
## Predicted   -19.6 -30.1 -34.1 -68.5 -70.8 -76.7 -84.8  92.3  92.3  91.0  87.6
## cvpred      -21.5 -32.2 -36.2 -71.4 -73.7 -79.7 -87.9  92.4  92.4  91.1  87.6
## pm2.5        13.0  13.0   9.0  21.0  22.0  28.0  27.0  17.0  13.0  23.0  24.0
## CV residual  34.5  45.2  45.2  92.4  95.7 107.7 114.9 -75.4 -79.4 -68.1 -63.6
##              8917  8919  8921  8926  8934  8995  8999  9001  9002  9003  9005
## Predicted    83.6  93.5  92.6 87.55  94.3  91.9  85.8  93.2  91.9  91.2  93.2
## cvpred       83.6  93.6  92.7 87.53  94.4  92.0  85.8  93.3  92.0  91.3  93.3
## pm2.5        43.0  48.0  56.0 92.00 181.0  70.0 115.0 105.0  76.0  33.0  26.0
## CV residual -40.6 -45.6 -36.7  4.47  86.6 -22.0  29.2  11.7 -16.0 -58.3 -67.3
##              9006  9008  9009  9011  9013  9016  9017  9019  9020  9024  9025
## Predicted    90.7  85.3  83.0  76.5  70.4  60.7  57.5  51.8  48.3  90.4  91.1
## cvpred       90.7  85.3  82.9  76.3  70.1  60.3  57.0  51.2  47.6  90.5  91.2
## pm2.5        19.0  13.0  14.0  18.0  21.0  18.0  12.0  19.0  21.0  54.0  45.0
## CV residual -71.7 -72.3 -68.9 -58.3 -49.1 -42.3 -45.0 -32.2 -26.6 -36.5 -46.2
##              9026  9029  9032  9035  9038  9041  9042   9047  9048  9049  9052
## Predicted    91.1  91.2  88.9  92.4  93.2 89.07  88.4  94.21  93.2  93.5  91.9
## cvpred       91.2  91.4  89.0  92.5  93.3 89.12  88.4  94.33  93.3  93.6  92.0
## pm2.5        24.0  34.0  62.0  61.0  56.0 89.00  45.0 100.00 124.0 144.0 204.0
## CV residual -67.2 -57.4 -27.0 -31.5 -37.3 -0.12 -43.4   5.67  30.7  50.4 112.0
##              9053  9054  9055  9070  9072 9074  9087  9088  9090  9095  9096
## Predicted    91.9  91.5  90.1  93.0 93.31   89  53.6  50.0  41.5 22.03 19.16
## cvpred       92.0  91.6  90.2  93.1 93.41   89  53.0  49.4  40.8 20.95 18.03
## pm2.5       166.0 138.0 149.0 120.0 95.00   25  18.0  20.0  16.0 13.00 12.00
## CV residual  74.0  46.4  58.8  26.9  1.59  -64 -35.0 -29.4 -24.8 -7.95 -6.03
##             9101  9107  9111  9116  9118  9121  9122  9124  9128  9133  9136
## Predicted   -1.6 -19.9 -33.2 -44.7  89.0  87.9  86.7  89.2  89.4  90.2  91.8
## cvpred      -3.1 -21.8 -35.3 -47.1  89.1  88.0  86.7  89.3  89.5  90.3  91.9
## pm2.5       12.0  22.0  17.0  21.0  17.0  29.0  24.0  14.0  19.0  31.0  40.0
## CV residual 15.1  43.8  52.3  68.1 -72.1 -59.0 -62.7 -75.3 -70.5 -59.3 -51.9
##              9139  9143  9146 9148  9149  9150  9157  9158  9159  9160  9168
## Predicted    92.8  93.5  88.9   85  83.4  82.1  70.4  67.6  64.0  60.8  40.0
## cvpred       92.9  93.6  89.0   85  83.4  82.1  70.1  67.2  63.6  60.3  39.2
## pm2.5        60.0  73.0 130.0   50  41.0  40.0  18.0  20.0  23.0  14.0  10.0
## CV residual -32.9 -20.6  41.0  -35 -42.4 -42.1 -52.1 -47.2 -40.6 -46.3 -29.2
##              9169  9170  9171  9172  9184  9185  9187  9189  9190  9193  9202
## Predicted    91.1  90.2  89.5  89.5  67.6  64.7  60.8  56.1  54.5  51.0  89.8
## cvpred       91.2  90.3  89.6  89.6  67.3  64.4  60.3  55.6  54.0  50.3  89.9
## pm2.5        12.0  12.0  12.0  13.0  19.0  19.0  17.0  28.0  25.0  22.0  21.0
## CV residual -79.2 -78.3 -77.6 -76.6 -48.3 -45.4 -43.3 -27.6 -29.0 -28.3 -68.9
##              9206  9209  9214  9217  9218  9220  9222  9223  9224  9227  9231
## Predicted    80.7  73.2  90.2  91.1  89.5  85.9  90.6  89.3  87.7  90.6  86.6
## cvpred       80.6  73.0  90.3  91.2  89.6  85.9  90.7  89.3  87.7  90.7  86.6
## pm2.5        21.0  13.0  16.0  17.0  15.0  13.0  17.0  20.0  20.0  25.0  19.0
## CV residual -59.6 -60.0 -74.3 -74.2 -74.6 -72.9 -73.7 -69.3 -67.7 -65.7 -67.6
##              9233  9234  9236  9242  9245  9247  9249  9252  9253  9254  9256
## Predicted    91.1  90.4  92.0  91.1  86.3  83.4  90.9  89.6  91.9  90.7  92.1
## cvpred       91.2  90.5  92.1  91.2  86.3  83.4  91.0  89.7  92.0  90.8  92.3
## pm2.5        47.0  58.0  70.0 120.0  34.0  27.0  31.0  42.0  29.0  24.0  35.0
## CV residual -44.2 -32.5 -22.1  28.8 -52.3 -56.4 -60.0 -47.7 -63.0 -66.8 -57.3
##              9257   9259  9262  9264  9266  9268   9273  9276  9279  9286  9287
## Predicted    91.2  93.16  94.2  93.2  91.3  94.4 88.474  93.3  89.1  64.4  62.2
## cvpred       91.3  93.27  94.3  93.3  91.4  94.5 88.488  93.4  89.1  64.0  61.8
## pm2.5        37.0 102.00 154.0 187.0 130.0  51.0 88.000  49.0  44.0  11.0  12.0
## CV residual -54.3   8.73  59.7  93.7  38.6 -43.5 -0.488 -44.4 -45.1 -53.0 -49.8
##              9295  9298  9299  9300  9301  9312  9314  9315  9319  9320  9321
## Predicted    41.3  33.5  30.3  27.1 23.49 -10.0 -14.7 -15.2  89.8  88.6  88.0
## cvpred       40.5  32.6  29.3  26.0 22.37 -11.8 -16.5 -17.0  89.9  88.7  88.1
## pm2.5        10.0  14.0  15.0  14.0 13.00  15.0  11.0  11.0  27.0  27.0  43.0
## CV residual -30.5 -18.6 -14.3 -12.0 -9.37  26.8  27.5  28.0 -62.9 -61.7 -45.1
##              9323  9324  9327  9330 9335  9345  9347  9352  9353  9356  9357
## Predicted    91.9  91.9  92.6  91.4 93.5  82.1  74.6  60.2  56.7  90.6  89.8
## cvpred       92.0  92.0  92.7  91.4 93.6  82.0  74.4  59.8  56.1  90.7  89.9
## pm2.5        27.0  27.0  71.0  47.0 87.0  11.0  13.0  13.0  17.0  12.0  25.0
## CV residual -65.0 -65.0 -21.7 -44.4 -6.6 -71.0 -61.4 -46.8 -39.1 -78.7 -64.9
##              9361  9363  9368 9369  9370  9371  9373    9379  9383  9387  9392
## Predicted    91.1  88.4  85.5 85.6  84.9  84.2  93.5 92.8045  92.6 86.89  78.5
## cvpred       91.2  88.5  85.5 85.6  84.9  84.1  93.6 92.9102  92.7 86.89  78.3
## pm2.5        34.0  29.0  41.0 82.0  58.0  56.0  54.0 93.0000 137.0 89.00  19.0
## CV residual -57.2 -59.5 -44.5 -3.6 -26.9 -28.1 -39.6  0.0898  44.3  2.11 -59.3
##              9393  9394  9396  9397  9403  9406  9408  9409  9411  9414  9417
## Predicted    90.9  88.2  84.9  83.7  86.6  90.0  88.6  87.3  85.3  81.2  92.5
## cvpred       90.9  88.2  84.9  83.6  86.6  90.1  88.6  87.3  85.3  81.1  92.6
## pm2.5        18.0  19.0   8.0  11.0  12.0  19.0  32.0  32.0  13.0  20.0  27.0
## CV residual -72.9 -69.2 -76.9 -72.6 -74.6 -71.1 -56.6 -55.3 -72.3 -61.1 -65.6
##              9423  9425  9426  9429  9431  9442  9443  9444  9445  9452  9454
## Predicted    78.0  70.5  67.3  61.7  59.7  89.2  88.6  90.6  87.3  68.9  65.3
## cvpred       77.8  70.2  66.9  61.3  59.2  89.3  88.7  90.7  87.4  68.6  64.9
## pm2.5        14.0  12.0  12.0  16.0  10.0   9.0  16.0  27.0  19.0  12.0   9.0
## CV residual -63.8 -58.2 -54.9 -45.3 -49.2 -80.3 -72.7 -63.7 -68.4 -56.6 -55.9
##              9455  9456  9457  9460  9464  9465  9466  9471  9480  9483  9488
## Predicted    61.4  60.1  58.8  51.8  44.3  42.3  40.0 22.10  93.2  88.7  93.0
## cvpred       61.0  59.7  58.4  51.2  43.5  41.5  39.2 20.96  93.3  88.7  93.1
## pm2.5        10.0   9.0  21.0  19.0   9.0  17.0  19.0 16.00  45.0  12.0  25.0
## CV residual -51.0 -50.7 -37.4 -32.2 -34.5 -24.5 -20.2 -4.96 -48.3 -76.7 -68.1
##              9490  9492  9493  9494  9495  9496  9500  9503  9505  9506  9508
## Predicted    90.4  85.5  81.9  79.8  77.6  75.2  67.4 63.95  62.8  61.2  56.6
## cvpred       90.5  85.5  81.9  79.6  77.4  75.0  67.0 63.54  62.4  60.7  56.0
## pm2.5        23.0  19.0  23.0  23.0  17.0  21.0  46.0 68.00  33.0  43.0  34.0
## CV residual -67.5 -66.5 -58.9 -56.6 -60.4 -54.0 -21.0  4.46 -29.4 -17.7 -22.0
##              9509  9517  9520  9523 9529  9532  9533  9538  9540  9545 9550
## Predicted    55.7  91.9  82.9  76.9 68.6 91.37  92.8  87.2  82.6  72.8 57.3
## cvpred       55.1  92.0  82.8  76.8 68.3 91.45  93.0  87.2  82.6  72.5 56.7
## pm2.5        29.0  29.0  23.0  29.0 84.0 95.00  71.0  42.0  60.0  34.0 89.0
## CV residual -26.1 -63.0 -59.8 -47.8 15.7  3.55 -22.0 -45.2 -22.6 -38.5 32.3
##              9551 9553 9555  9561  9566  9571  9575  9579  9580  9582  9589
## Predicted   54.93 52.1 48.5  94.7  93.5  87.4  96.1  95.9  95.2  93.3  98.5
## cvpred      54.32 51.4 47.8  94.8  93.6  87.4  96.2  96.0  95.3  93.3  98.6
## pm2.5       61.00 75.0 79.0  39.0  28.0 146.0 288.0 270.0 263.0 171.0  40.0
## CV residual  6.68 23.6 31.2 -55.8 -65.6  58.6 191.8 174.0 167.7  77.7 -58.6
##              9590  9591  9598  9604  9609  9610  9615  9616  9617  9619  9627
## Predicted    96.2  98.0  90.4  99.0 99.04 99.73  97.5 100.4 100.1 100.1  99.4
## cvpred       96.2  98.1  90.4  99.1 99.14 99.83  97.6 100.5 100.2 100.2  99.5
## pm2.5        37.0  33.0 149.0  55.0 90.00 92.00 130.0 145.0 147.0 178.0 144.0
## CV residual -59.2 -65.1  58.6 -44.1 -9.14 -7.83  32.4  44.5  46.8  77.8  44.5
##              9629  9630  9631  9640  9642  9645  9646  9653  9656  9657   9658
## Predicted    96.5  98.5  97.8  98.6  97.2  99.0  96.7  99.5 100.2  99.9 100.74
## cvpred       96.6  98.6  97.8  98.7  97.3  99.1  96.8  99.6 100.3 100.0 100.84
## pm2.5        17.0  19.0  22.0  25.0  21.0  35.0  41.0 122.0 117.0 118.0 110.00
## CV residual -79.6 -79.6 -75.8 -73.7 -76.3 -64.1 -55.8  22.4  16.7  18.0   9.16
##              9661  9666  9669  9670  9674  9675  9676  9677  9681 9682  9691
## Predicted   100.7  90.6  99.7  99.9  98.1  99.7  97.6  96.4  91.3   90  96.3
## cvpred      100.8  90.6  99.8 100.0  98.2  99.8  97.7  96.4  91.3   90  96.4
## pm2.5       151.0 108.0 200.0 288.0 176.0 121.0 133.0 128.0 119.0  118  17.0
## CV residual  50.2  17.4 100.2 188.0  77.8  21.2  35.3  31.6  27.7   28 -79.4
##              9695  9701  9703 9706  9710  9713  9716  9717  9721  9723  9724
## Predicted    98.0 100.4 101.1  102  99.8  94.3 90.86  88.9  84.5  82.0  81.3
## cvpred       98.1 100.5 101.2  103  99.8  94.3 90.77  88.8  84.3  81.7  81.0
## pm2.5       148.0 171.0 199.0  211 151.0  68.0 82.00  43.0  31.0  28.0  30.0
## CV residual  49.9  70.5  97.8  108  51.2 -26.3 -8.77 -45.8 -53.3 -53.7 -51.0
##              9726   9732 9739  9742   9743   9747   9750  9752  9758  9761
## Predicted    78.1 74.643 68.9 103.5 103.86 102.12 100.33  97.3  73.3  59.2
## cvpred       77.8 74.211 68.4 103.6 103.96 102.22 100.39  97.3  73.0  58.7
## pm2.5        55.0 74.000 83.0  98.0  98.00 105.00 104.00 111.0  13.0  12.0
## CV residual -22.8 -0.211 14.6  -5.6  -5.96   2.78   3.61  13.7 -60.0 -46.7
##              9768  9773  9775  9776  9781  9782  9784  9785  9786  9787  9789
## Predicted    93.2  86.7  91.6  90.3  91.3  94.2  93.3  92.7  91.5  90.2  87.7
## cvpred       93.3  86.7  91.7  90.4  91.4  94.3  93.4  92.8  91.5  90.2  87.7
## pm2.5         9.0  12.0  10.0  12.0  23.0  27.0  49.0  41.0  48.0  43.0  39.0
## CV residual -84.3 -74.7 -81.7 -78.4 -68.4 -67.3 -44.4 -51.8 -43.5 -47.2 -48.7
##              9791  9792  9793  9799  9800 9801  9804  9814  9815  9816  9817
## Predicted    88.3  88.9  89.6 100.0  99.7   99 102.1 100.2  94.8  91.8  88.1
## cvpred       88.2  88.8  89.5 100.1  99.7   99 102.2 100.3  94.8  91.8  88.1
## pm2.5        47.0  58.0  50.0  61.0  69.0   72  85.0 115.0  12.0  13.0  11.0
## CV residual -41.2 -30.8 -39.5 -39.1 -30.7  -27 -17.2  14.7 -82.8 -78.8 -77.1
##              9818  9820  9822  9823  9827  9833  9834  9843  9844  9846 9853
## Predicted    86.9  82.6  92.5  91.5  89.0  93.1  94.6  96.6  96.3  97.0  100
## cvpred       86.8  82.6  92.6  91.6  89.1  93.2  94.7  96.7  96.4  97.1  100
## pm2.5         6.0   8.0  10.0  11.0  37.0  53.0  56.0 154.0 153.0 113.0  233
## CV residual -80.8 -74.6 -82.6 -80.6 -52.1 -40.2 -38.7  57.3  56.6  15.9  133
##              9854 9856  9861  9862 9864  9866  9869  9870  9872 9874 9877 9878
## Predicted    99.7  100  99.0  99.3  100  98.6  98.7  99.9  99.2  101  101  101
## cvpred       99.8  100  99.1  99.4  100  98.7  98.8 100.0  99.3  101  101  101
## pm2.5       252.0  248 301.0 298.0  328 312.0 277.0 281.0 269.0  263  281  292
## CV residual 152.2  148 201.9 198.6  228 213.3 178.2 181.0 169.7  162  180  191
##             9879  9880 9881 9885 9888  9893  9896  9900  9902  9907  9910 9912
## Predicted    100  99.5  102  101  103  98.4  95.2 101.8  99.5  99.8  95.4  101
## cvpred       100  99.6  103  101  103  98.5  95.1 101.9  99.6  99.9  95.4  102
## pm2.5        289 272.0  234  240  279 315.0 226.0 195.0  75.0  53.0 288.0  422
## CV residual  189 172.4  131  139  176 216.5 130.9  93.1 -24.6 -46.9 192.6  320
##              9916  9925   9927  9930  9931  9933  9934 9936 9937 9939  9941
## Predicted    99.0  95.9  96.76  96.4  95.9  93.9  93.2  102  102  100  98.1
## cvpred       99.1  96.0  96.85  96.5  95.9  93.9  93.1  103  102  100  98.1
## pm2.5       399.0  50.0 101.00 206.0 226.0 240.0 258.0  260  264  253 259.0
## CV residual 299.9 -46.0   4.15 109.5 130.1 146.1 164.9  157  162  153 160.9
##              9942  9944  9947  9951  9953  9954  9958 9960 9962 9964   9968
## Predicted    96.7  93.8  88.3  99.4  98.8  99.5  97.1  102  103  102 101.28
## cvpred       96.7  93.8  88.2  99.5  98.9  99.6  97.1  102  103  102 101.39
## pm2.5       140.0 154.0 138.0 127.0 131.0 153.0 273.0  268  297  355 108.00
## CV residual  43.3  60.2  49.8  27.5  32.1  53.4 175.9  166  194  253   6.61
##              9970 9978 9979 9984 9986 9989 9993 9996 10000 10001 10003 10007
## Predicted   101.8  101  101  103  104  103  102  105   105   104   102   103
## cvpred      101.9  101  101  103  104  103  103  105   105   104   102   103
## pm2.5       126.0  492  472  480  486  595  515  508   489   477   407   476
## CV residual  24.1  391  371  377  382  492  412  403   384   373   305   373
##             10009 10010 10015 10017 10019 10026 10028 10029 10033 10034 10036
## Predicted     102   103   100  99.6   104   103   102   103   103   103   103
## cvpred        103   103   100  99.6   104   103   103   103   103   103   103
## pm2.5         499   489   423 434.0   347   354   394   397   399   373   461
## CV residual   396   386   323 334.4   243   251   291   294   296   270   358
##             10038 10045 10046 10047 10049 10056 10060 10061 10063 10065 10067
## Predicted     103   103   102   101   105  97.6  92.9  90.6  87.8  82.1  96.0
## cvpred        103   103   102   101   105  97.5  92.8  90.5  87.6  81.9  96.1
## pm2.5         415   403   406   469   397 411.0 404.0 397.0 215.0 119.0  16.0
## CV residual   312   300   304   368   292 313.5 311.2 306.5 127.4  37.1 -80.1
##             10069 10077 10086  10088 10092 10097 10104 10105 10107 10108 10110
## Predicted    95.0 101.7 101.8 101.43 100.4  95.4  83.5  81.5  82.3  83.0 104.6
## cvpred       95.1 101.7 101.9 101.53 100.5  95.4  83.4  81.3  82.1  82.7 104.6
## pm2.5        17.0  52.0  75.0 106.00  79.0  53.0  52.0  42.0  39.0  35.0  30.0
## CV residual -78.1 -49.7 -26.9   4.47 -21.5 -42.4 -31.4 -39.3 -43.1 -47.7 -74.6
##             10112 10113 10115 10117  10122 10125 10131 10134 10136 10137 10141
## Predicted   103.5 102.8 101.3 104.6 103.50 104.7 104.2   101   103 102.7  92.0
## cvpred      103.6 102.8 101.4 104.6 103.59 104.8 104.3   101   103 102.8  91.9
## pm2.5        52.0  58.0  79.0  71.0 108.00 115.0 127.0   105    66  59.0  26.0
## CV residual -51.6 -44.8 -22.4 -33.6   4.41  10.2  22.7     4   -37 -43.8 -65.9
##             10142 10146 10148 10149 10151 10152 10153 10154 10155 10159 10164
## Predicted    88.5  78.5  74.9  74.4 100.2 100.7 100.1  98.8  98.5  95.4  87.1
## cvpred       88.3  78.2  74.6  74.0 100.3 100.8 100.2  98.9  98.6  95.5  87.0
## pm2.5        31.0  26.0  29.0  29.0  32.0  29.0  25.0  31.0  29.0  20.0  20.0
## CV residual -57.3 -52.2 -45.6 -45.0 -68.3 -71.8 -75.2 -67.9 -69.6 -75.5 -67.0
##             10169 10170 10171 10174 10176 10188 10189 10190 10192 10194 10195
## Predicted    76.3  74.0  72.7  67.2  63.2  79.6  76.6  75.4  69.3  63.1  60.8
## cvpred       76.0  73.7  72.4  66.7  62.7  79.5  76.4  75.1  68.9  62.7  60.3
## pm2.5        15.0  20.0  16.0   8.0   8.0  28.0  16.0  16.0  19.0  15.0  14.0
## CV residual -61.0 -53.7 -56.4 -58.7 -54.7 -51.5 -60.4 -59.1 -49.9 -47.7 -46.3
##             10202 10204 10207 10209 10211 10212 10214 10215 10217 10219 10221
## Predicted    47.2  94.7  95.6  98.0  95.6  94.3    91  87.9  81.5  79.4  74.4
## cvpred       46.4  94.8  95.7  98.1  95.7  94.4    91  87.9  81.3  79.2  74.1
## pm2.5        11.0  11.0  29.0  33.0  27.0  26.0    27  10.0  32.0  40.0  42.0
## CV residual -35.4 -83.8 -66.7 -65.1 -68.7 -68.4   -64 -77.9 -49.3 -39.2 -32.1
##             10223 10224 10225 10230 10231 10233 10235 10237 10238 10241 10244
## Predicted    69.4  67.8  63.2  52.9  51.3  46.6  40.7  34.3  31.5  24.1 18.83
## cvpred       69.1  67.4  62.7  52.2  50.6  45.8  39.9  33.3  30.4  22.9 17.53
## pm2.5        20.0  16.0   9.0   8.0   9.0  13.0  26.0  19.0  18.0  12.0  9.00
## CV residual -49.1 -51.4 -53.7 -44.2 -41.6 -32.8 -13.9 -14.3 -12.4 -10.9 -8.53
##             10247 10249 10255 10258 10262 10266 10267 10268 10271 10276 10282
## Predicted    96.8  95.5  99.7  99.7  98.3  93.2  92.3  92.9  90.6  83.2  77.7
## cvpred       96.9  95.6  99.8  99.8  98.5  93.2  92.3  92.9  90.5  82.9  77.4
## pm2.5        36.0  43.0  69.0  51.0  55.0  55.0  58.0  68.0  59.0  62.0  91.0
## CV residual -60.9 -52.6 -30.8 -48.8 -43.5 -38.2 -34.3 -24.9 -31.5 -20.9  13.6
##             10286 10288 10299 10301 10303 10312 10314 10315 10316 10332 10335
## Predicted   102.4 101.4    93  86.8  79.5  91.3  91.7  92.4  90.8  81.6  72.2
## cvpred      102.5 101.4    93  86.7  79.2  91.3  91.7  92.5  90.8  81.4  71.9
## pm2.5       109.0 133.0    15  12.0  24.0  12.0  14.0  10.0   7.0  15.0  12.0
## CV residual   6.5  31.6   -78 -74.7 -55.2 -79.3 -77.7 -82.5 -83.8 -66.4 -59.9
##             10343 10349 10352 10354 10358 10359 10360 10361 10365 10366 10367
## Predicted    50.6  34.3  28.4 22.26  93.3  94.5  94.7  94.0  90.7  90.1  88.8
## cvpred       49.9  33.3  27.2 21.03  93.4  94.6  94.8  94.1  90.7  90.1  88.8
## pm2.5        35.0  13.0  16.0 19.00  19.0  16.0  21.0  24.0  18.0  14.0  10.0
## CV residual -14.9 -20.3 -11.2 -2.03 -74.4 -78.6 -73.8 -70.1 -72.7 -76.1 -78.8
##             10368 10370 10371 10373 10378 10379 10382 10385 10386 10389 10390
## Predicted    85.6  81.4  79.1  74.4  95.9  94.5  87.9  76.5  73.6  95.0  93.8
## cvpred       85.5  81.3  78.9  74.2  96.0  94.6  87.9  76.3  73.3  95.1  93.8
## pm2.5         7.0   6.0   7.0   9.0  34.0  21.0  17.0  17.0  12.0  34.0  35.0
## CV residual -78.5 -75.3 -71.9 -65.2 -62.0 -73.6 -70.9 -59.3 -61.3 -61.1 -58.8
##             10393 10396 10400 10405 10406 10413 10415 10416 10419 10421 10423
## Predicted    97.3  99.0  99.0  95.7  96.1  94.9  94.5  95.9  96.6  98.3  99.4
## cvpred       97.4  99.1  99.1  95.8  96.2  95.0  94.6  96.0  96.7  98.5  99.5
## pm2.5        66.0  79.0  83.0  36.0  27.0  25.0  43.0  48.0  40.0  44.0  26.0
## CV residual -31.4 -20.1 -16.1 -59.8 -69.2 -70.0 -51.6 -48.0 -56.7 -54.5 -73.5
##             10427 10429 10430 10434 10435 10438 10439 10440 10442 10447 10449
## Predicted   96.76  94.3  92.3  91.8 101.8 102.1 102.1   102   103   103   102
## cvpred      96.85  94.3  92.3  91.7 101.9 102.2 102.2   103   103   103   102
## pm2.5       99.00  92.0  80.0 110.0 108.0 166.0 196.0   209   248   274   271
## CV residual  2.15  -2.3 -12.3  18.3   6.1  63.8  93.8   106   145   171   169
##             10450 10453 10462 10463 10465 10470 10472 10475 10483 10484 10485
## Predicted     103   104   106   105   105   105   104    99  93.6  88.3  95.1
## cvpred        103   104   106   105   105   105   104    99  93.6  88.2  95.2
## pm2.5         250   241   416   415   379   339   339   267  16.0  16.0  17.0
## CV residual   147   137   310   310   274   234   235   168 -77.6 -72.2 -78.2
##             10486 10488 10491 10494 10507 10508 10513 10515 10516 10519 10521
## Predicted    94.8  87.5  93.8  87.9  47.6  46.4 25.03 19.26 17.09  3.73 -3.44
## cvpred       94.8  87.5  93.8  87.8  46.9  45.6 23.89 18.01 15.78  2.22 -5.08
## pm2.5        13.0   9.0   7.0   8.0  12.0  16.0 16.00  9.00  9.00 14.00 12.00
## CV residual -81.8 -78.5 -86.8 -79.8 -34.9 -29.6 -7.89 -9.01 -6.78 11.78 17.08
##             10530 10534 10538 10543 10553  10561 10562 10563 10564  10568
## Predicted   -28.7 -40.3  96.3  97.7  91.2  98.35 100.1 100.2 101.1  97.91
## cvpred      -30.8 -42.6  96.4  97.8  91.2  98.46 100.2 100.3 101.2  97.97
## pm2.5        19.0  14.0  17.0  23.0  27.0 105.00 125.0 138.0 128.0 104.00
## CV residual  49.8  56.6 -79.4 -74.8 -64.2   6.54  24.8  37.7  26.8   6.03
##              10569 10573 10575 10576 10673 10681 10683 10689 10690 10702 10710
## Predicted   100.42 102.8   100    97  53.0 26.45 20.72  88.9  88.0  60.2  48.5
## cvpred      100.52 102.9   100    97  52.4 25.42 19.59  89.0  88.1  59.7  47.8
## pm2.5       107.00 132.0   123   112  13.0 17.00 12.00  13.0  12.0  41.0  20.0
## CV residual   6.48  29.1    23    15 -39.4 -8.42 -7.59 -76.0 -76.1 -18.7 -27.8
##             10712 10713 10714 10717 10718 10726 10727 10728 10731 10732 10733
## Predicted    46.3  43.3  41.0  36.7  36.1  92.8  90.5  83.5  71.4  68.1  64.9
## cvpred       45.6  42.5  40.1  35.8  35.2  92.8  90.4  83.4  71.1  67.8  64.5
## pm2.5        20.0  30.0  25.0  16.0  19.0  23.0  24.0  15.0  13.0  10.0   8.0
## CV residual -25.6 -12.5 -15.1 -19.8 -16.2 -69.8 -66.4 -68.4 -58.1 -57.8 -56.5
##             10735 10745 10750  10752 10758 10760 10762 10764 10766 10767 10772
## Predicted    58.4  26.5 10.54  6.234  93.6  92.2  87.0  83.4  95.7  93.4  94.6
## cvpred       57.9  25.3  9.15  4.768  93.7  92.2  86.9  83.3  95.8  93.4  94.6
## pm2.5         8.0  15.0  4.00  4.000  23.0  18.0  31.0  17.0  16.0  15.0  22.0
## CV residual -49.9 -10.3 -5.15 -0.768 -70.7 -74.2 -55.9 -66.3 -79.8 -78.4 -72.6
##             10774 10776 10782 10783 10785 10793 10796 10799 10802 10812 10815
## Predicted    93.3  91.9 100.4 101.4 101.4  95.7  94.4  86.5  80.5  54.9  96.8
## cvpred       93.3  91.8 100.5 101.5 101.5  95.8  94.5  86.4  80.4  54.2  96.9
## pm2.5        21.0  37.0  76.0  85.0 145.0  29.0  12.0  13.0   6.0  27.0  16.0
## CV residual -72.3 -54.8 -24.5 -16.5  43.5 -66.8 -82.5 -73.4 -74.4 -27.2 -80.9
##             10817 10819 10820 10821 10823 10824 10840 10841 10845 10852 10853
## Predicted    96.8  95.7  94.3  93.7 101.6  97.5  97.9  97.2  99.7   104 104.7
## cvpred       96.9  95.8  94.3  93.8 101.6  97.6  98.0  97.3  99.7   104 104.8
## pm2.5        21.0  13.0  17.0  50.0  22.0  69.0  38.0  43.0  60.0    64  79.0
## CV residual -75.9 -82.8 -77.3 -43.8 -79.6 -28.6 -60.0 -54.3 -39.7   -40 -25.8
##              10856  10859  10860 10867 10871  10875 10880 10883 10885 10886
## Predicted   105.24 101.32 104.19  94.3  88.9 102.12 103.2 103.2 102.4 101.2
## cvpred      105.34 101.36 104.28  94.4  88.8 102.22 103.3 103.3 102.5 101.3
## pm2.5       110.00  99.00 107.00  51.0  67.0  96.00  87.0 136.0 152.0 132.0
## CV residual   4.66  -2.36   2.72 -43.4 -21.8  -6.22 -16.3  32.7  49.5  30.7
##              10887 10890 10892 10913 10915 10925 10929 10930 10931 10939 10944
## Predicted    97.52  89.0  87.2 107.8 108.7  88.8  72.8  68.9  65.0 103.7 108.0
## cvpred       97.56  88.9  87.0 107.9 108.8  88.7  72.4  68.4  64.5 103.7 108.1
## pm2.5       104.00  50.0  77.0 179.0 168.0  23.0  18.0  25.0  17.0  19.0  23.0
## CV residual   6.44 -38.9 -10.0  71.1  59.2 -65.7 -54.4 -43.4 -47.5 -84.7 -85.1
##             10949 10950 10953 10954 10958 10960 10965 10969 10970 10971 10972
## Predicted   102.3   101 97.93  93.6  95.3  93.3  99.5 105.6 106.6   106 105.0
## cvpred      102.3   101 97.83  93.4  95.4  93.3  99.5 105.7 106.7   106 105.1
## pm2.5        56.0    46 89.00  79.0 178.0 108.0  24.0  79.0 124.0   143 186.0
## CV residual -46.3   -55 -8.83 -14.4  82.6  14.7 -75.5 -26.7  17.3    37  80.9
##             10973 10975 10986 10995 11001 11004 11011 11018 11020 11021 11023
## Predicted   103.6  99.6  95.7 104.4  97.9  99.3  86.0  79.2  78.5  77.8 103.2
## cvpred      103.7  99.6  95.8 104.5  98.0  99.4  85.9  78.9  78.1  77.4 103.3
## pm2.5       167.0 172.0  89.0  80.0 132.0 177.0  52.0 154.0 164.0 191.0 160.0
## CV residual  63.3  72.4  -6.8 -24.5  34.0  77.6 -33.9  75.1  85.9 113.6  56.7
##             11029 11030 11035 11042 11049 11105 11113   11124   11125  11129
## Predicted    94.0  91.3  78.4  73.5 107.6  83.2 71.12 104.190 102.246  94.80
## cvpred       93.9  91.2  78.1  73.0 107.7  83.0 70.65 104.281 102.315  94.78
## pm2.5       218.0 264.0 166.0 190.0 158.0  39.0 69.00 105.000 103.000 102.00
## CV residual 124.1 172.8  87.9 117.0  50.3 -44.0 -1.65   0.719   0.685   7.22
##              11132 11135 11136 11138 11142 11145 11146 11154 11155 11157 11158
## Predicted   102.12 101.3    96  90.0  95.0  88.1  84.5  84.6  80.3  77.0  75.8
## cvpred      102.22 101.4    96  89.9  95.1  88.1  84.5  84.5  80.2  76.9  75.6
## pm2.5       109.00  80.0    82  50.0  14.0  17.0  15.0  10.0  10.0  17.0  91.0
## CV residual   6.78 -21.4   -14 -39.9 -81.1 -71.1 -69.5 -74.5 -70.2 -59.9  15.4
##             11160 11162 11165 11166 11169 11170 11172 11173 11175 11182 11183
## Predicted    72.6  70.0  65.6  96.6  95.4  93.1  96.6  96.3  96.6  86.0  83.6
## cvpred       72.3  69.7  65.2  96.7  95.5  93.1  96.7  96.4  96.7  85.8  83.4
## pm2.5        16.0  12.0  14.0  16.0  24.0  19.0  17.0  13.0  10.0  45.0  49.0
## CV residual -56.3 -57.7 -51.2 -80.7 -71.5 -74.1 -79.7 -83.4 -86.7 -40.8 -34.4
##             11194  11197  11199 11201 11202 11203 11206 11209 11212 11213 11214
## Predicted   103.5 101.58  99.05  93.5 91.88 90.60  90.7 107.3 108.3 108.7 108.7
## cvpred      103.6 101.67  99.08  93.5 91.78 90.46  90.5 107.4 108.4 108.8 108.8
## pm2.5       101.0  99.00 101.00  73.0 94.00 88.00 171.0 196.0 188.0 189.0 201.0
## CV residual  -2.6  -2.67   1.92 -20.5  2.22 -2.46  80.5  88.6  79.6  80.2  92.2
##             11215 11222 11227 11230 11231 11240 11270 11271 11272 11296 11308
## Predicted     109 107.5 101.8 109.6 111.4 111.1  95.9  95.0  93.0  93.3 101.6
## cvpred        109 107.6 101.7 109.7 111.5 111.1  95.9  94.9  92.9  93.1 101.6
## pm2.5         231 125.0 157.0 172.0 155.0 174.0  28.0  26.0  27.0  76.0  41.0
## CV residual   122  17.4  55.3  62.3  43.5  62.9 -67.9 -68.9 -65.9 -17.1 -60.6
##             11318 11325 11326 11332 11334 11335 11338 11343 11345 11350 11356
## Predicted    65.9  32.3  29.4 17.05 100.7    98  90.3  97.1  97.2 101.7   107
## cvpred       65.4  31.2  28.3 15.71 100.8    98  90.2  97.1  97.3 101.8   107
## pm2.5        76.0  97.0  14.0  9.00   4.0     6   3.0  11.0  10.0  43.0    53
## CV residual  10.6  65.8 -14.3 -6.71 -96.8   -92 -87.2 -86.1 -87.3 -58.8   -54
##             11359 11360 11361 11362 11363 11364 11367 11370 11371 11373 11374
## Predicted     107 107.6 106.2 104.1 102.0 100.4  92.8 88.95  87.7 86.21  86.2
## cvpred        107 107.7 106.3 104.2 102.1 100.4  92.7 88.77  87.5 85.95  85.9
## pm2.5          59  93.0 103.0  79.0  80.0  84.0  44.0 86.00  99.0 93.00 120.0
## CV residual   -48 -14.7  -3.3 -25.2 -22.1 -16.4 -48.7 -2.77  11.5  7.05  34.1
##             11375 11376 11377  11378 11384 11392 11393 11396 11403 11404 11405
## Predicted    85.5 85.43 85.41 83.461 108.7   106 104.7 103.2 111.1 111.1 109.6
## cvpred       85.2 85.13 85.09 83.121 108.8   106 104.6 103.1 111.2 111.1 109.7
## pm2.5       115.0 91.00 82.00 84.000 121.0   270 141.0 157.0 161.0 167.0 171.0
## CV residual  29.8  5.87 -3.09  0.879  12.2   164  36.4  53.9  49.8  55.9  61.3
##             11436 11438 11440 11441 11466 11468 11470 11471 11472 11476 11477
## Predicted   108.7 106.4 103.3 106.7 103.7  97.5  89.7  85.9  81.9  72.1  70.1
## cvpred      108.7 106.5 103.3 106.8 103.8  97.5  89.5  85.6  81.6  71.5  69.5
## pm2.5        39.0  34.0  36.0  28.0  10.0  16.0  13.0  12.0  12.0  11.0  15.0
## CV residual -69.7 -72.5 -67.3 -78.8 -93.8 -81.5 -76.5 -73.6 -69.6 -60.5 -54.5
##             11478 11479 11480 11481 11482 11485 11486 11488 11490 11492 11494
## Predicted    67.1  65.4  63.1  59.2  56.0  45.9  41.3   101  97.1 105.6   103
## cvpred       66.5  64.8  62.4  58.4  55.2  45.0  40.3   101  97.1 105.7   103
## pm2.5        16.0  17.0  23.0  17.0  19.0  13.0  14.0    10  14.0  13.0    32
## CV residual -50.5 -47.8 -39.4 -41.4 -36.2 -32.0 -26.3   -91 -83.1 -92.7   -71
##             11495 11498 11501 11502 11508 11516 11517 11524  11525  11526
## Predicted   102.3 107.3   107 107.1 107.0 98.53 98.18  92.5 110.24 110.39
## cvpred      102.4 107.4   107 107.2 107.1 98.38 98.02  92.2 110.33 110.47
## pm2.5        37.0  99.0    78  96.0 162.0 90.00 93.00 126.0 101.00 104.00
## CV residual -65.4  -8.4   -29 -11.2  54.9 -8.38 -5.02  33.8  -9.33  -6.47
##              11527 11530 11534 11535 11536 11537 11538 11539 11541 11542 11543
## Predicted   110.75 109.8  94.8 107.5 107.2 103.6 100.6  99.0 109.4 109.4 109.0
## cvpred      110.84 109.9  94.6 107.6 107.2 103.6 100.6  98.9 109.5 109.5 109.1
## pm2.5       116.00 149.0  31.0  26.0  20.0  15.0  13.0  16.0  22.0  63.0  68.0
## CV residual   5.16  39.1 -63.6 -81.6 -87.2 -88.6 -87.6 -82.9 -87.5 -46.5 -41.1
##             11547 11551 11563 11564 11571 11574 11577  11581 11601 11605 11610
## Predicted   107.1 102.6  99.2  98.7  91.8 109.0 107.6 106.92 113.2 109.9 104.9
## cvpred      107.1 102.6  99.2  98.6  91.6 109.1 107.6 106.99 113.2 109.9 104.8
## pm2.5        46.0  42.0  47.0  62.0  59.0  64.0  93.0  99.00 166.0 172.0 162.0
## CV residual -61.1 -60.6 -52.2 -36.6 -32.6 -45.1 -14.6  -7.99  52.8  62.1  57.2
##             11613 11616 11618 11620 11631 11632 11633 11635 11636 11637 11641
## Predicted     102   115 113.5 113.8  91.2  85.7  79.1  71.4  66.9  62.4  49.0
## cvpred        102   115 113.6 113.9  91.0  85.4  78.7  70.8  66.2  61.7  48.1
## pm2.5         170   168 170.0 186.0  53.0  36.0  41.0 120.0 201.0 214.0 164.0
## CV residual    68    53  56.4  72.1 -38.0 -49.4 -37.7  49.2 134.8 152.3 115.9
##             11651 11658 11663 11665 11668 11670 11674 11678 11679 11681 11686
## Predicted    23.8  3.65 106.3 104.4  99.5 107.6  99.4  78.5  72.3  63.0  51.9
## cvpred       22.5  1.92 106.3 104.5  99.5 107.7  99.4  78.2  71.9  62.4  51.1
## pm2.5        86.0 31.00  37.0  38.0  15.0  17.0  20.0  16.0  27.0  41.0  34.0
## CV residual  63.5 29.08 -69.3 -66.5 -84.5 -90.7 -79.4 -62.2 -44.9 -21.4 -17.1
##             11687 11691 11693 11695 11697 11698 11705 11709 11711 11712 11713
## Predicted    51.9  99.8  95.7  95.4 103.7 103.7 106.3  98.4  98.0  98.1  97.2
## cvpred       51.1  99.9  95.7  95.4 103.7 103.7 106.3  98.4  97.9  98.0  97.1
## pm2.5        21.0  12.0   7.0   8.0  13.0  14.0  36.0  27.0  45.0  57.0  68.0
## CV residual -30.1 -87.9 -88.7 -87.4 -90.7 -89.7 -70.3 -71.4 -52.9 -41.0 -29.1
##             11715 11716 11724 11725 11727 11730 11737  11738   11739  11742
## Predicted    95.2  94.5  86.2  84.2  82.4  79.8 112.8 111.78 112.798 113.15
## cvpred       95.0  94.3  85.8  83.8  81.9  79.3 112.9 111.85 112.866 113.22
## pm2.5        65.0  70.0  42.0  39.0  48.0  54.0  98.0 110.00 113.000 123.00
## CV residual -30.0 -24.3 -43.8 -44.8 -33.9 -25.3 -14.9  -1.85   0.134   9.78
##             11744 11748 11749 11758 11759 11760 11761 11768 11777 11779 11784
## Predicted   113.8 113.8 113.5 105.7 103.6 106.6 109.0 109.4  74.3  71.5 108.5
## cvpred      113.9 113.9 113.5 105.8 103.6 106.7 109.1 109.5  73.9  71.0 108.5
## pm2.5       136.0 201.0 188.0  95.0  79.0  75.0  97.0  60.0  30.0  23.0  31.0
## CV residual  22.1  87.1  74.5 -10.8 -24.6 -31.7 -12.1 -49.5 -43.9 -48.0 -77.5
##             11786 11788 11790 11792 11804 11805 11811 11816 11818 11819 11829
## Predicted   109.7 107.6 104.4 109.2 102.2 101.7 96.21 110.7 108.1 107.4 114.5
## cvpred      109.8 107.6 104.4 109.2 102.2 101.6 96.02 110.8 108.1 107.4 114.6
## pm2.5        46.0  27.0  17.0  15.0  47.0  39.0 88.00  79.0  80.0  63.0  58.0
## CV residual -63.8 -80.6 -87.4 -94.2 -55.2 -62.6 -8.02 -31.8 -28.1 -44.4 -56.6
##             11832 11833 11836 11838 11846 11848 11849 11856 11859 11861 11865
## Predicted   114.5   115 113.5 111.7 112.5 112.8 108.5  93.8  90.2 111.1 105.6
## cvpred      114.6   115 113.5 111.7 112.5 112.9 108.5  93.6  89.9 111.2 105.6
## pm2.5        61.0    76  78.0  79.0  38.0  19.0  23.0  28.0  22.0  20.0  44.0
## CV residual -53.6   -39 -35.5 -32.7 -74.5 -93.9 -85.5 -65.6 -67.9 -91.2 -61.6
##             11870 11871 11874 11878 11891 11892 11893 11894 11896 11900 11908
## Predicted   107.4 106.1 103.4 100.0 116.3 115.6 110.5   101  93.2  74.8  43.9
## cvpred      107.5 106.2 103.4  99.9 116.3 115.6 110.6   101  93.1  74.4  43.1
## pm2.5        28.0  32.0  29.0  35.0 102.0  99.0 184.0   202 159.0  33.0  77.0
## CV residual -79.5 -74.2 -74.4 -64.9 -14.3 -16.6  73.4   101  65.9 -41.4  33.9
##             11911 11913 11914 11916 11922  11929 11940 11945 11947 11948 11950
## Predicted    41.8  35.2  30.4 27.70  7.93  -9.28  85.8  58.5  49.1 44.45  39.9
## cvpred       40.9  34.2  29.3 26.42  6.26 -11.27  85.5  57.8  48.2 43.51  38.9
## pm2.5        63.0  60.0  56.0 24.00 63.00  27.00  27.0  24.0  31.0 35.00  40.0
## CV residual  22.1  25.8  26.7 -2.42 56.74  38.27 -58.5 -33.8 -17.2 -8.51   1.1
##             11955 11956 11962 11963 11966 11967 11969 11975 11977 11981 11985
## Predicted   30.11 106.6 100.8 102.6  91.8  87.9 101.1  84.5 109.4 109.7  99.7
## cvpred      28.91 106.7 100.8 102.6  91.7  87.7 101.1  84.2 109.5 109.8  99.6
## pm2.5       31.00  29.0  26.0  30.0  20.0  16.0  22.0  39.0  53.0  63.0  16.0
## CV residual  2.09 -77.7 -74.8 -72.6 -71.7 -71.7 -79.1 -45.2 -56.5 -46.8 -83.6
##             11988 11989 11993 11997 12000 12002 12005 12007 12008 12010 12013
## Predicted   92.01  89.7 105.0  99.2  95.8 108.0 108.7 109.2 107.8 108.7 108.5
## cvpred      91.88  89.5 105.1  99.2  95.7 108.1 108.8 109.2 107.8 108.8 108.5
## pm2.5       83.00  21.0  27.0  45.0  53.0  42.0  43.0  55.0  65.0  64.0  75.0
## CV residual -8.88 -68.5 -78.1 -54.2 -42.7 -66.1 -65.8 -54.2 -42.8 -44.8 -33.5
##             12015 12017 12019 12022 12023 12026 12027 12029  12032 12033 12036
## Predicted   103.7  97.1  93.7  89.2  87.9  83.4  82.9 111.1 113.15 112.6 110.7
## cvpred      103.8  97.1  93.5  88.9  87.6  83.1  82.5 111.2 113.22 112.6 110.7
## pm2.5        70.0  19.0  40.0  41.0  40.0  52.0  57.0  80.0 105.00 140.0 138.0
## CV residual -33.8 -78.1 -53.5 -47.9 -47.6 -31.1 -25.5 -31.2  -8.22  27.4  27.3
##             12040 12044 12045 12046 12047 12051 12054 12057 12060 12063 12064
## Predicted   108.0 117.3 117.3   117   117   115   116 115.3 116.7   118   117
## cvpred      107.9 117.4 117.4   117   117   115   116 115.4 116.8   118   117
## pm2.5       158.0 206.0 217.0   236   237   255   213 212.0 215.0   226   236
## CV residual  50.1  88.6  99.6   119   120   140    97  96.6  98.2   108   119
##             12071 12072 12073 12077 12080 12082 12085 12094 12096 12098 12099
## Predicted    91.8  87.9  85.5  75.7  65.7  61.1   107  98.7  94.4 110.5 109.3
## cvpred       91.5  87.5  85.2  75.2  65.1  60.3   107  98.6  94.2 110.6 109.3
## pm2.5        23.0  19.0   7.0   6.0  10.0  11.0     9  29.0  27.0  33.0  35.0
## CV residual -68.5 -68.5 -78.2 -69.2 -55.1 -49.3   -98 -69.6 -67.2 -77.6 -74.3
##             12102 12106 12108 12109 12112 12113 12117 12118 12123 12128 12130
## Predicted    91.9  76.3  71.2  68.9 102.2 104.6 103.6 102.9 101.2  99.9  90.7
## cvpred       91.8  75.9  70.7  68.4 102.3 104.6 103.6 102.9 101.1  99.9  90.6
## pm2.5        23.0  18.0  10.0  11.0  19.0 180.0  51.0  32.0  39.0  41.0  52.0
## CV residual -68.8 -57.9 -60.7 -57.4 -83.3  75.4 -52.6 -70.9 -62.1 -58.9 -38.6
##             12131 12133 12134 12136 12139 12141 12143 12144 12149 12152  12153
## Predicted    86.8 81.63  76.3  74.1  96.6 100.2  96.7  95.1 109.4 109.0 110.75
## cvpred       86.6 81.33  76.0  73.7  96.6 100.2  96.6  95.0 109.5 109.1 110.84
## pm2.5        55.0 91.00  25.0  34.0   9.0  51.0  29.0  56.0  53.0 122.0 115.00
## CV residual -31.6  9.67 -51.0 -39.7 -87.6 -49.2 -67.6 -39.0 -56.5  12.9   4.16
##             12168  12169 12173 12179 12185 12189 12191 12194 12196 12198 12201
## Predicted   73.91 73.887 109.0   115 103.1  90.4  87.8  84.3  82.7  81.9 80.63
## cvpred      73.37 73.331 109.1   115 103.1  90.1  87.5  83.9  82.2  81.4 80.07
## pm2.5       83.00 73.000  78.0   168 120.0  61.0  46.0  49.0  57.0  63.0 86.00
## CV residual  9.63 -0.331 -31.1    53  16.9 -29.1 -41.5 -34.9 -25.2 -18.4  5.93
##             12203 12205 12206 12207 12208 12209 12210 12211 12213  12219 12221
## Predicted    78.7  73.7  71.1 68.04 64.49 62.31 59.29  57.3    53 46.454  44.5
## cvpred       78.1  73.1  70.4 67.33 63.72 61.49 58.43  56.4    52 45.303  43.3
## pm2.5       106.0 102.0 107.0 77.00 57.00 63.00 50.00  46.0    67 45.000  58.0
## CV residual  27.9  28.9  36.6  9.67 -6.72  1.51 -8.43 -10.4    15 -0.303  14.7
##             12225 12227 12230 12231 12232 12233 12239 12241  12247 12250 12251
## Predicted    39.8  35.8  24.3  21.4  18.9  15.0 113.2   112 105.41 102.3 100.0
## cvpred       38.5  34.5  22.8  19.9  17.3  13.3 113.2   112 105.33 102.1  99.8
## pm2.5        72.0  79.0  66.0  62.0  66.0  61.0  62.0    88 112.00 116.0 110.0
## CV residual  33.5  44.5  43.2  42.1  48.7  47.7 -51.2   -24   6.67  13.9  10.2
##             12282 12283 12284  12285 12287 12289 12290 12294 12296 12302 12314
## Predicted   108.9 106.3 106.0 104.42 102.8 102.0 100.8 117.6   118 106.8  88.9
## cvpred      108.9 106.2 105.9 104.26 102.6 101.8 100.5 117.7   118 106.8  88.4
## pm2.5        82.0  73.0  96.0 107.00 137.0 153.0 160.0 195.0   184 122.0 101.0
## CV residual -26.9 -33.2  -9.9   2.74  34.4  51.2  59.5  77.3    66  15.2  12.6
##             12317 12318 12319  12323  12325  12330 12340 12348 12349 12351
## Predicted   118.7   118 117.2 117.98 117.98 118.67 113.9   116   116   111
## cvpred      118.7   118 117.3 118.04 118.04 118.73 113.9   116   116   111
## pm2.5        97.0   100  95.0 112.00 116.00 117.00  71.0    72    85    44
## CV residual -21.7   -18 -22.3  -6.04  -2.04  -1.73 -42.9   -44   -31   -67
##             12352 12354 12359 12360 12362 12363 12366 12367 12372 12374 12376
## Predicted   108.5 108.9 107.4 105.8 108.5 107.6 100.9  97.6  83.6  78.9  75.5
## cvpred      108.5 108.9 107.5 105.9 108.5 107.6 100.8  97.5  83.2  78.4  74.8
## pm2.5        67.0  26.0  12.0  18.0  13.0  14.0  10.0  10.0   8.0  11.0  14.0
## CV residual -41.5 -82.9 -95.5 -87.9 -95.5 -93.6 -90.8 -87.5 -75.2 -67.4 -60.8
##             12379 12380 12382 12385 12389 12390 12393 12394 12395 12396 12398
## Predicted    62.8  58.2  54.2  48.7  39.7  38.1  34.3  32.7  30.8  29.5   110
## cvpred       61.9  57.2  53.2  47.6  38.5  36.8  33.0  31.3  29.4  28.1   110
## pm2.5        10.0  24.0  14.0  12.0   8.0  11.0  16.0  15.0  15.0  13.0     9
## CV residual -51.9 -33.2 -39.2 -35.6 -30.5 -25.8 -17.0 -16.3 -14.4 -15.1  -101
##             12402 12407 12408 12412 12416 12417 12419 12421 12423 12424 12426
## Predicted   106.9 104.8   104 113.6 115.2 115.2 113.8 113.8 110.8 107.8  99.3
## cvpred      106.9 104.7   104 113.6 115.3 115.3 113.9 113.9 110.9 107.8  99.2
## pm2.5        18.0  33.0    29  36.0  81.0  98.0 143.0  83.0 128.0 127.0  60.0
## CV residual -88.9 -71.7   -75 -77.6 -34.3 -17.3  29.1 -30.9  17.1  19.2 -39.2
##             12429 12430 12431 12433 12435 12437 12438 12440 12441 12442 12443
## Predicted    95.4  94.9 112.3 110.3 112.3 110.2 105.9  97.8 104.1 101.9  97.9
## cvpred       95.2  94.6 112.3 110.3 112.3 110.2 105.9  97.6 104.1 101.9  97.8
## pm2.5       116.0  74.0  64.0  69.0  37.0  32.0  23.0  25.0  34.0   9.0  12.0
## CV residual  20.8 -20.6 -48.3 -41.3 -75.3 -78.2 -82.9 -72.6 -70.1 -92.9 -85.8
##             12450 12453 12460 12461 12474 12478 12480 12483 12487  12493 12494
## Predicted   110.4 109.2 113.5 114.4 104.9  96.2 113.2 113.8 113.1 110.28 108.0
## cvpred      110.5 109.2 113.6 114.5 104.9  96.0 113.2 113.9 113.2 110.31 107.9
## pm2.5        56.0  48.0  48.0  58.0  45.0  27.0  22.0  63.0 124.0 109.00  43.0
## CV residual -54.5 -61.2 -65.6 -56.5 -59.9 -69.0 -91.2 -50.9  10.8  -1.31 -64.9
##             12498 12504 12510 12512 12522 12523 12526 12532 12536 12538 12542
## Predicted    98.5   116 116.6 116.6 113.5 118.1   118 117.6 117.6   119 114.8
## cvpred       98.3   116 116.7 116.7 113.5 118.2   118 117.7 117.7   119 114.8
## pm2.5        60.0    67  74.0 103.0  91.0  99.0   145 201.0 206.0   237 152.0
## CV residual -38.3   -49 -42.7 -13.7 -22.5 -19.2    27  83.3  88.3   118  37.2
##             12544 12546 12550 12556 12563 12565 12568 12574 12576 12580 12581
## Predicted     109 106.2 120.0 105.5 113.2 109.3 113.8 107.9 106.1 118.7 119.0
## cvpred        109 106.1 120.1 105.3 113.2 109.3 113.8 107.8 105.9 118.7 119.1
## pm2.5          66  69.0  55.0   9.0  27.0  14.0  49.0  29.0  47.0 210.0 188.0
## CV residual   -43 -37.1 -65.1 -96.3 -86.2 -95.3 -64.8 -78.8 -58.9  91.3  68.9
##             12583  12590 12593 12607 12609 12613 12616 12618  12619 12620 12622
## Predicted   119.7 117.44 110.9 116.3 117.6 117.3 107.2 102.5 101.24 114.4 112.8
## cvpred      119.8 117.49 110.8 116.4 117.7 117.4 107.1 102.4 101.06 114.5 112.8
## pm2.5       184.0 111.00  76.0 199.0 173.0 132.0  83.0  80.0  92.00  80.0  64.0
## CV residual  64.2  -6.49 -34.8  82.6  55.3  14.6 -24.1 -22.4  -9.06 -34.5 -48.8
##             12625 12627 12628 12631 12633 12635 12636 12644 12646 12648 12651
## Predicted   116.5 114.5 113.8 118.7 118.7 117.2 116.9 116.6 117.3 115.0 116.3
## cvpred      116.5 114.5 113.8 118.7 118.7 117.3 116.9 116.7 117.4 115.1 116.3
## pm2.5        96.0  53.0  52.0  95.0  96.0  82.0  73.0  27.0  43.0  48.0  18.0
## CV residual -20.5 -61.5 -61.8 -23.7 -22.7 -35.3 -43.9 -89.7 -74.4 -67.1 -98.3
##             12660 12661 12662 12663 12664 12666 12667 12675 12677 12682 12683
## Predicted   107.8 105.8 104.2   112 111.2 112.6 112.7 118.3   118 116.5 118.7
## cvpred      107.8 105.8 104.1   112 111.3 112.7 112.8 118.4   118 116.6 118.7
## pm2.5        10.0  11.0  13.0    22  15.0  17.0  46.0  79.0    95 103.0  98.0
## CV residual -97.8 -94.8 -91.1   -90 -96.3 -95.7 -66.8 -39.4   -23 -13.6 -20.7
##             12685 12698  12700 12701 12709 12715 12718  12719 12726 12727 12730
## Predicted   116.2 104.9 117.65 117.3 115.8 101.0 118.8 116.84 119.7 120.0 118.8
## cvpred      116.2 104.7 117.72 117.4 115.9 100.8 118.8 116.86 119.8 120.1 118.8
## pm2.5        98.0 147.0 125.00 100.0 205.0 146.0 142.0 123.00 135.0 167.0 170.0
## CV residual -18.2  42.3   7.28 -17.4  89.1  45.2  23.2   6.14  15.2  46.9  51.2
##             12733 12735 12737 12741 12743 12747 12751 12754 12760  12761 12765
## Predicted   115.7 110.4 106.4 117.8   118 113.7   118 117.6 114.9 113.65 118.7
## cvpred      115.7 110.3 106.2 117.8   118 113.7   118 117.7 114.9 113.62 118.7
## pm2.5       175.0 153.0 158.0 165.0   195 177.0    91  69.0 140.0 123.00 137.0
## CV residual  59.3  42.7  51.8  47.2    77  63.3   -27 -48.7  25.1   9.38  18.3
##              12769 12771 12773 12777 12785 12790 12792 12799 12805 12806 12812
## Predicted   116.18 114.2   118 118.3 117.3 114.2   113   119 120.0 118.8 112.0
## cvpred      116.22 114.2   118 118.4 117.4 114.1   113   119 120.1 118.9 111.9
## pm2.5       115.00 134.0   106 102.0  66.0 104.0   142   244 132.0 106.0 147.0
## CV residual  -1.22  19.8   -12 -16.4 -51.4 -10.1    29   125  11.9 -12.9  35.1
##             12814 12818 12820 12821 12822 12823 12825 12828 12829 12833 12835
## Predicted     109   105 102.3 119.7   119   120 120.0 120.7 120.0 117.2 113.6
## cvpred        109   105 102.1 119.8   119   120 120.1 120.8 120.1 117.2 113.6
## pm2.5         285   221 195.0 205.0   242   235 199.0 207.0 201.0 167.0 149.0
## CV residual   176   116  92.9  85.2   123   115  78.9  86.2  80.9  49.8  35.4
##             12836 12841 12843 12849 12853 12855 12864 12869 12871 12872 12882
## Predicted   112.0   105   104 119.7 119.0 119.5 106.5 101.6 100.9 100.9 103.9
## cvpred      111.9   105   104 119.7 119.1 119.5 106.3 101.4 100.6 100.6 103.7
## pm2.5       158.0   222   207 192.0 173.0 165.0 183.0 161.0 176.0 176.0 137.0
## CV residual  46.1   117   103  72.3  53.9  45.5  76.7  59.6  75.4  75.4  33.3
##             12883  12884 12885 12886 12887 12890 12894 12896 12899 12909 12911
## Predicted   102.3 100.65  99.9  99.4  98.1  95.7  91.9   120 117.5   116 113.4
## cvpred      102.1 100.43  99.7  99.1  97.8  95.4  91.5   120 117.5   116 113.3
## pm2.5        91.0  91.00 101.0 116.0 145.0 156.0 146.0   231 194.0   399  99.0
## CV residual -11.1  -9.43   1.3  16.9  47.2  60.6  54.5   111  76.5   283 -14.3
##             12914 12918 12927 12932 12933 12938 12944 12946 12949 12951 12954
## Predicted   120.7 120.7 107.6 118.8 118.8 114.9   110 107.0 116.6   114   116
## cvpred      120.7 120.7 107.4 118.9 118.9 114.9   110 106.9 116.7   114   116
## pm2.5       145.0 185.0 182.0  51.0  44.0  54.0     9  11.0  18.0    20    27
## CV residual  24.3  64.3  74.6 -67.9 -74.9 -60.9  -101 -95.9 -98.7   -94   -89
##             12957 12958 12961 12963 12966 12969 12970 12971 12972 12973 12974
## Predicted   114.1 112.8 116.7 114.7 117.3 116.7 116.0 116.6 116.6 114.7   115
## cvpred      114.1 112.8 116.8 114.8 117.4 116.8 116.1 116.7 116.7 114.7   115
## pm2.5        35.0  45.0  51.0  50.0  31.0  22.0  29.0  23.0  29.0  30.0    27
## CV residual -79.1 -67.8 -65.8 -64.8 -86.4 -94.8 -87.1 -93.7 -87.7 -84.7   -88
##             12976 12981 12985 12987 12991 12994 12997 13002 13004 13006 13007
## Predicted   114.5   117 115.5   118 111.8 106.9 113.4 114.7 112.1 118.3 116.6
## cvpred      114.6   117 115.5   118 111.7 106.8 113.4 114.7 112.1 118.4 116.7
## pm2.5        19.0    40 102.0    91  56.0  41.0  16.0  21.0  23.0  75.0  64.0
## CV residual -95.6   -77 -13.5   -27 -55.7 -65.8 -97.4 -93.7 -89.1 -43.4 -52.7
##             13008 13009 13012 13013 13022 13034  13035 13039  13042 13043 13046
## Predicted   116.0 114.8 117.3 119.0 114.5 105.8 105.05 119.0 119.35 119.4 119.5
## cvpred      116.1 114.8 117.4 119.1 114.6 105.6 104.86 119.1 119.42 119.4 119.6
## pm2.5        62.0  72.0  47.0  57.0  30.0  94.0 112.00 127.0 127.00 205.0 173.0
## CV residual -54.1 -42.8 -70.4 -62.1 -84.6 -11.6   7.14   7.9   7.58  85.6  53.4
##             13047 13050 13051 13056 13058 13059 13060 13061 13065 13069 13070
## Predicted   119.5 114.2 112.9 108.6 119.4   120   119   120   121   118 116.4
## cvpred      119.6 114.2 112.9 108.4 119.4   120   119   120   121   118 116.4
## pm2.5       202.0 152.0 137.0 141.0 199.0   226   229   242   259   232 208.0
## CV residual  82.4  37.8  24.1  32.6  79.6   106   110   122   138   114  91.6
##             13078 13079 13080 13082 13086 13087 13092 13093 13095 13098 13109
## Predicted     102   122   121   118   121 120.2 121.8 120.7 120.7 122.1   121
## cvpred        101   122   121   118   121 120.2 121.8 120.8 120.8 122.2   121
## pm2.5         206   226   256   242   231 219.0  33.0  48.0  47.0  75.0   222
## CV residual   105   104   135   124   110  98.8 -88.8 -72.8 -73.8 -47.2   101
##             13110 13112 13113 13123  13124   13125  13128 13129 13132 13135
## Predicted     122 122.5 120.9 122.5 122.11 121.394 122.11 122.5 122.1 122.5
## cvpred        122 122.5 120.9 122.5 122.17 121.438 122.17 122.5 122.2 122.5
## pm2.5         230 221.0 206.0  91.0 117.00 121.000 118.00 133.0 170.0 153.0
## CV residual   108  98.5  85.1 -31.5  -5.17  -0.438  -4.17  10.5  47.8  30.5
##             13137 13141 13144 13152 13153 13158 13162 13164 13165 13168 13172
## Predicted   123.2 122.5 121.4 122.1 121.8   121 113.3 116.4 116.7   116 117.4
## cvpred      123.2 122.5 121.4 122.2 121.8   121 113.2 116.4 116.8   116 117.5
## pm2.5       165.0 144.0 133.0 198.0 202.0   224 140.0  47.0  30.0    19  44.0
## CV residual  41.8  21.5  11.6  75.8  80.2   103  26.8 -69.4 -86.8   -97 -73.5
##             13173 13174 13176 13177 13178 13180 13181 13188 13189 13199 13200
## Predicted   115.1 113.8 110.6 119.4 120.4 121.1 120.4 117.3 117.6 109.3 107.7
## cvpred      115.1 113.8 110.5 119.4 120.5 121.2 120.5 117.4 117.7 109.2 107.6
## pm2.5        46.0  44.0  56.0  72.0  96.0 104.0  74.0  42.0  36.0  61.0  57.0
## CV residual -69.1 -69.8 -54.5 -47.4 -24.5 -17.2 -46.5 -75.4 -81.7 -48.2 -50.6
##             13201 13203 13207 13210 13211 13212 13215 13218 13220 13221 13222
## Predicted   106.8 103.9 98.24  95.2  94.4  94.4 119.1 119.3 117.9 121.1 121.1
## cvpred      106.6 103.7 97.93  94.8  94.1  94.0 119.2 119.4 117.9 121.2 121.2
## pm2.5        65.0  86.0 95.00 119.0 134.0 133.0 153.0 139.0 160.0 145.0 132.0
## CV residual -41.6 -17.7 -2.93  24.2  39.9  39.0  33.8  19.6  42.1  23.8  10.8
##             13227 13228 13230 13231 13232 13235 13239 13241 13244 13252 13256
## Predicted   119.5 121.1 120.7 120.4 120.0 121.8 120.2 116.6 111.4 120.4 118.8
## cvpred      119.6 121.2 120.8 120.4 120.1 121.8 120.2 116.6 111.3 120.5 118.9
## pm2.5       199.0 193.0 185.0 184.0 178.0 158.0 181.0 171.0 174.0  87.0  31.0
## CV residual  79.4  71.8  64.2  63.6  57.9  36.2  60.8  54.4  62.7 -33.5 -87.9
##             13258 13262 13263 13264 13266 13267 13269 13271 13274 13275 13280
## Predicted     115   100 111.6 111.9   113 113.6 112.7   110 118.3 117.3 118.3
## cvpred        115   100 111.6 111.9   113 113.7 112.7   110 118.4 117.4 118.4
## pm2.5          10     9  16.0  17.0    12  21.0  22.0    23  22.0  31.0  40.0
## CV residual  -105   -91 -95.6 -94.9  -101 -92.7 -90.7   -87 -96.4 -86.4 -78.4
##             13285 13288 13293 13299 13301 13303 13304 13311 13312 13314 13319
## Predicted   112.7 103.4  92.4 116.1 116.3 115.1 113.9   116   116   113   109
## cvpred      112.7 103.3  92.1 116.1 116.3 115.2 113.9   116   116   113   109
## pm2.5        18.0  12.0  16.0  34.0  21.0  25.0  19.0    14    23    19    29
## CV residual -94.7 -91.3 -76.1 -82.1 -95.3 -90.2 -94.9  -102   -93   -94   -80
##             13320 13321 13322 13325 13326 13328 13334 13335 13337 13341  13344
## Predicted   109.4 118.3 118.7 119.7 118.8 116.2 119.7 119.4 116.5 112.3 117.21
## cvpred      109.3 118.4 118.7 119.8 118.9 116.2 119.7 119.4 116.5 112.3 117.23
## pm2.5        28.0  42.0  53.0  80.0 100.0  82.0  90.0  79.0  87.0  72.0 125.00
## CV residual -81.3 -76.4 -65.7 -39.8 -18.9 -34.2 -29.7 -40.4 -29.5 -40.3   7.77
##             13348 13351 13353 13354 13359 13362  13368  13371  13384  13386
## Predicted     122   123   121   120 118.9 112.3 104.46 101.71 118.22 115.71
## cvpred        122   123   121   120 118.9 112.3 104.23 101.41 118.24 115.68
## pm2.5         296   298   281   280 154.0 125.0 113.00 107.00 112.00 109.00
## CV residual   174   175   160   160  35.1  12.7   8.77   5.59  -6.24  -6.68
##              13390  13391 13395 13403 13404 13408 13410 13413 13415 13416 13418
## Predicted   121.09 120.88 115.3 106.9 121.4 119.5 117.7 114.4 112.3 111.0 108.3
## cvpred      121.16 120.93 115.3 106.7 121.5 119.5 117.6 114.4 112.1 110.9 108.2
## pm2.5       117.00 117.00  87.0  91.0  95.0 101.0  87.0  91.0  93.0  81.0  77.0
## CV residual  -4.16  -3.93 -28.3 -15.7 -26.5 -18.5 -30.6 -23.4 -19.1 -29.9 -31.2
##             13419 13420 13422  13427 13435 13438 13444 13446 13447 13448 13449
## Predicted   121.1 120.7 120.7 119.96 121.6 117.4 118.5 116.3 120.0 120.0 121.1
## cvpred      121.2 120.8 120.8 119.98 121.6 117.4 118.5 116.3 120.1 120.1 121.2
## pm2.5        80.0  82.0  78.0 125.00 141.0  83.0  58.0  57.0  59.0  52.0  64.0
## CV residual -41.2 -38.8 -42.8   5.02  19.4 -34.4 -60.5 -59.3 -61.1 -68.1 -57.2
##             13451 13457 13458 13459 13462 13463 13467 13469  13470 13476 13477
## Predicted   121.1 115.9 114.6 112.7 109.1 108.4   104 101.8 101.04 117.6 116.3
## cvpred      121.2 115.8 114.5 112.6 108.9 108.2   104 101.5 100.76 117.6 116.3
## pm2.5        66.0  91.0  90.0  88.0  94.0  74.0    80  86.0 108.00  55.0  69.0
## CV residual -55.2 -24.8 -24.5 -24.6 -14.9 -34.2   -24 -15.5   7.24 -62.6 -47.3
##             13480 13481 13482 13486 13489 13490  13498 13500 13505 13509 13511
## Predicted   116.3 116.4 114.8 116.5 119.5 120.7 121.09 121.8   117   113 120.7
## cvpred      116.3 116.4 114.8 116.5 119.6 120.8 121.16 121.8   117   113 120.8
## pm2.5        75.0  84.0  91.0  84.0  48.0  63.0 121.00 147.0    75    75  93.0
## CV residual -41.3 -32.4 -23.8 -32.5 -71.6 -57.8  -0.16  25.2   -42   -38 -27.8
##             13517 13519 13521 13523 13525 13530 13532 13536 13538 13539  13541
## Predicted   117.5 116.1 114.1 120.7 121.1 120.7 117.9 121.4 118.6 118.2 121.09
## cvpred      117.5 116.1 114.1 120.8 121.1 120.8 117.9 121.5 118.6 118.2 121.16
## pm2.5        54.0  62.0  74.0  69.0 101.0 144.0 134.0 157.0 181.0 174.0 126.00
## CV residual -63.5 -54.1 -40.1 -51.8 -20.1  23.2  16.1  35.5  62.4  55.8   4.84
##             13550 13551 13552 13555 13557 13558 13559 13560 13564 13566 13567
## Predicted   118.9 121.8 120.9 118.7 115.9 114.5 121.8 121.4 119.3 121.1   121
## cvpred      118.9 121.8 120.9 118.7 115.8 114.4 121.8 121.5 119.3 121.2   121
## pm2.5        62.0  68.0  75.0  65.0  83.0  50.0  44.0  45.0  27.0  28.0    16
## CV residual -56.9 -53.8 -45.9 -53.7 -32.8 -64.4 -77.8 -76.5 -92.3 -93.2  -105
##             13569 13574 13576 13578  13584 13587 13592 13603 13606 13607 13610
## Predicted     120 120.5 118.7 115.5 121.78 121.4 122.1   114 110.3 109.6 106.9
## cvpred        120 120.6 118.7 115.5 121.85 121.5 122.2   114 110.1 109.4 106.7
## pm2.5          13  21.0  47.0  61.0 116.00  86.0  65.0    86  91.0  91.0 118.0
## CV residual  -107 -99.6 -71.7 -54.5  -5.85 -35.5 -57.2   -28 -19.1 -18.4  11.3
##             13611 13612 13613 13625 13630 13631 13633 13641 13642 13643 13646
## Predicted   105.6 104.4 102.4 121.5   123   123   124   123   125   124   125
## cvpred      105.4 104.1 102.1 121.5   124   123   124   124   125   124   125
## pm2.5       129.0 116.0 119.0 203.0   291   271   261   330   334   334   308
## CV residual  23.6  11.9  16.9  81.5   167   148   137   206   209   210   183
##             13647 13651 13655 13661 13665 13666 13669 13670 13672 13673 13676
## Predicted     125 125.6   122   116   124   122   125   124 120.3   119 113.8
## cvpred        125 125.6   122   116   124   122   125   124 120.3   119 113.7
## pm2.5         299 223.0   277   321   375   390   375   337 127.0    38  59.0
## CV residual   174  97.4   155   205   251   268   250   213   6.7   -81 -54.7
##             13679 13682 13683 13685 13689 13690 13692 13695 13699 13707 13710
## Predicted   122.3 122.8 122.4 122.1 122.8 122.4 122.8   121 123.5 123.2 121.1
## cvpred      122.3 122.9 122.5 122.2 122.9 122.5 122.9   121 123.5 123.2 121.1
## pm2.5        23.0  32.0  31.0  41.0  57.0  58.0  56.0    27  40.0 102.0  47.0
## CV residual -99.3 -90.9 -91.5 -81.2 -65.9 -64.5 -66.9   -94 -83.5 -21.2 -74.1
##             13718 13719 13720 13721 13723 13727 13728 13738 13739 13740 13741
## Predicted   120.7 121.4 120.2 118.6 116.4   113   109 121.8 122.8 122.1 120.8
## cvpred      120.8 121.5 120.2 118.6 116.3   113   109 121.8 122.9 122.1 120.8
## pm2.5        30.0  36.0  45.0  42.0  35.0    56    70  51.0  68.0  77.0  88.0
## CV residual -90.8 -85.5 -75.2 -76.6 -81.3   -57   -39 -70.8 -54.9 -45.1 -32.8
##             13743 13744 13746 13747 13748  13750 13751 13752  13753 13755 13760
## Predicted   118.7 116.3 113.8 111.5 110.3 110.26 109.9   110 108.29 106.3   102
## cvpred      118.6 116.3 113.7 111.4 110.1 110.09 109.7   110 108.08 106.1   102
## pm2.5        65.0  67.0  62.0  73.0  84.0 102.00  93.0    99 116.00 171.0   209
## CV residual -53.6 -49.3 -51.7 -38.4 -26.1  -8.09 -16.7   -11   7.92  64.9   107
##             13764 13771 13772 13777 13780 13782 13785 13787 13788 13790 13796
## Predicted   122.2   120 119.3   124   123   123   123 117.7 120.5 120.9 117.5
## cvpred      122.3   120 119.3   124   124   124   124 117.7 120.6 120.9 117.4
## pm2.5       201.0   186 187.0   286   307   300   264  50.0  49.0  43.0  43.0
## CV residual  78.7    66  67.7   162   183   176   140 -67.7 -71.6 -77.9 -74.4
##             13798 13802 13807 13809 13810 13815 13816 13817 13818 13823 13824
## Predicted   112.5 120.7 119.1 118.2 118.2 120.4 120.7 121.4 121.4 114.4 112.8
## cvpred      112.4 120.8 119.2 118.2 118.2 120.4 120.8 121.5 121.4 114.3 112.7
## pm2.5        49.0  36.0  39.0  27.0  35.0  30.0  37.0  51.0  54.0  62.0  58.0
## CV residual -63.4 -84.8 -80.2 -91.2 -83.2 -90.4 -83.8 -70.5 -67.4 -52.3 -54.7
##             13825 13834 13836 13842 13844 13845 13912 13918 13920  13925  13931
## Predicted   122.5 117.1 114.4 121.6 119.6 118.7 114.6 104.8 101.9 98.506 121.07
## cvpred      122.5 117.1 114.4 121.6 119.6 118.7 114.6 104.6 101.7 98.162 121.12
## pm2.5        61.0  64.0  29.0  47.0  88.0 104.0  46.0  75.0  70.0 98.000 113.00
## CV residual -61.5 -53.1 -85.4 -74.6 -31.6 -14.7 -68.6 -29.6 -31.7 -0.162  -8.12
##              13932 13934 13943 13949 13950 13957 13958 13959 13962 13963 13965
## Predicted   122.11 122.8 121.8 119.6 119.2 120.6 118.7 117.4 113.0 111.0   109
## cvpred      122.17 122.9 121.8 119.6 119.2 120.7 118.7 117.4 112.9 110.9   109
## pm2.5       114.00 103.0 101.0 146.0 154.0 134.0 144.0 142.0 143.0 144.0   154
## CV residual  -8.17 -19.9 -20.8  26.4  34.8  13.3  25.3  24.6  30.1  33.1    45
##             13967 14024 14025 14031 14036 14042 14043 14046 14048 14049 14053
## Predicted   106.0 119.6   118 120.7   119 115.4 114.7 123.2 123.5 122.8   124
## cvpred      105.8 119.6   118 120.7   119 115.3 114.6 123.2 123.5 122.8   124
## pm2.5       119.0 107.0   135  87.0    97 194.0 209.0 201.0 214.0 212.0   230
## CV residual  13.2 -12.6    17 -33.7   -22  78.7  94.4  77.8  90.5  89.2   106
##             14056 14057 14060 14062 14086 14087  14092 14097 14098 14101 14102
## Predicted     123   121 114.3 119.5 115.6 114.9 122.47 123.2 122.8 122.1 122.1
## cvpred        123   121 114.2 119.5 115.6 114.8 122.54 123.2 122.9 122.2 122.1
## pm2.5         221   201  34.0  36.0  58.0  54.0 119.00  61.0  83.0  87.0  91.0
## CV residual    98    80 -80.2 -83.5 -57.6 -60.8  -3.54 -62.2 -39.9 -35.2 -31.1
##             14105 14106  14107 14110 14112  14114 14117 14118 14123 14128 14130
## Predicted   116.9 116.4 116.35 114.3 112.2 110.79 123.2 122.8 122.1   119 115.8
## cvpred      116.9 116.3 116.28 114.2 112.1 110.62 123.2 122.9 122.2   119 115.8
## pm2.5       103.0 101.0 111.00 130.0 161.0 115.00 111.0 103.0 112.0   151 148.0
## CV residual -13.9 -15.3  -5.28  15.8  48.9   4.38 -12.2 -19.9 -10.2    32  32.2
##             14132 14133 14142 14144  14145 14147 14148 14155 14156 14158 14162
## Predicted   114.7   113 118.1 115.5 114.22 113.5 113.4 104.7 103.9 102.5 100.0
## cvpred      114.6   113 118.1 115.4 114.14 113.4 113.3 104.4 103.6 102.2  99.6
## pm2.5       171.0   174  96.0  99.0 116.00 132.0 137.0 141.0 142.0 123.0 138.0
## CV residual  56.4    61 -22.1 -16.4   1.86  18.6  23.7  36.6  38.4  20.8  38.4
##             14164 14169 14176 14177  14179 14182 14183 14185 14187 14188 14189
## Predicted   122.3 122.8 119.9 124.5 123.64 123.9   123 122.8 121.5 120.3 119.6
## cvpred      122.3 122.9 119.9 124.6 123.69 123.9   123 122.9 121.6 120.3 119.6
## pm2.5        31.0  40.0 100.0  97.0 122.00 206.0   221 165.0 175.0 158.0 137.0
## CV residual -91.3 -82.9 -19.9 -27.6  -1.69  82.1    98  42.1  53.4  37.7  17.4
##              14190  14191  14192 14199 14200 14203 14205 14207 14210 14212
## Predicted   118.86 117.60 116.88 122.1 123.2 122.8 122.8 120.5   122   122
## cvpred      118.84 117.56 116.83 122.2 123.2 122.9 122.9 120.6   122   122
## pm2.5       128.00 126.00 124.00 109.0 109.0 100.0 107.0 107.0     7     9
## CV residual   9.16   8.44   7.17 -13.2 -14.2 -22.9 -15.9 -13.6  -115  -113
##             14216 14219 14222 14223 14224 14230 14235 14238 14239 14240 14242
## Predicted   115.7 111.2   116   115   117 113.4 121.8 121.8 121.8 122.5 121.8
## cvpred      115.7 111.1   116   115   117 113.3 121.8 121.8 121.8 122.5 121.8
## pm2.5        21.0  13.0    11     7     4  32.0  67.0  63.0  74.0  74.0  59.0
## CV residual -94.7 -98.1  -105  -108  -113 -81.3 -54.8 -58.8 -47.8 -48.5 -62.8
##             14243 14246 14248 14250 14251 14254 14260 14263 14264 14265 14273
## Predicted   122.1 122.1 118.9 113.6 109.9 106.1   120   120   120   118 116.1
## cvpred      122.2 122.2 118.9 113.5 109.8 105.9   120   120   120   118 116.1
## pm2.5        69.0  67.0  37.0  22.0  16.0  25.0     7     5    10    12  23.0
## CV residual -53.2 -55.2 -81.9 -91.5 -93.8 -80.9  -113  -115  -110  -106 -93.1
##             14276 14278 14280 14290 14292 14293 14299 14300 14303 14305 14310
## Predicted   110.0   107 105.3 121.1 120.2 120.5   109 107.9 104.8 104.1 118.6
## cvpred      109.9   107 105.1 121.1 120.2 120.6   109 107.7 104.6 103.9 118.7
## pm2.5        37.0    49  47.0  77.0  87.0  81.0    34  48.0  51.0  67.0  82.0
## CV residual -72.9   -58 -58.1 -44.1 -33.2 -39.6   -75 -59.7 -53.6 -36.9 -36.7
##             14312 14315 14317 14318 14333 14334 14336  14337 14338 14340 14344
## Predicted   121.1 121.8 120.7 119.3 119.7 119.7 121.1 121.43 121.4 121.4 115.4
## cvpred      121.2 121.8 120.8 119.4 119.8 119.8 121.2 121.48 121.5 121.5 115.4
## pm2.5        89.0 106.0  85.0  92.0  92.0 105.0 110.0 118.00 107.0  85.0  48.0
## CV residual -32.2 -15.8 -35.8 -27.4 -27.8 -14.8 -11.2  -3.48 -14.5 -36.5 -67.4
##             14347 14353 14354 14357 14359 14364  14367 14369 14370 14371 14374
## Predicted   109.2 120.7 120.0 120.4 119.0 119.4 118.82 114.2 112.6   112 118.5
## cvpred      109.1 120.8 120.1 120.5 119.1 119.4 118.87 114.2 112.6   112 118.5
## pm2.5        71.0 104.0 106.0 145.0 139.0  99.0 114.00  74.0  81.0    98 104.0
## CV residual -38.1 -16.8 -14.1  24.5  19.9 -20.4  -4.87 -40.2 -31.6   -14 -14.5
##              14377 14412 14416 14420 14424 14426  14433 14436 14437 14445 14446
## Predicted   120.73 121.4 117.2 112.7 120.4 118.6 120.73 117.7 115.7 120.0 120.4
## cvpred      120.79 121.5 117.2 112.6 120.5 118.7 120.79 117.6 115.7 120.1 120.5
## pm2.5       130.00 132.0  93.0  70.0  96.0  93.0 117.00  91.0  80.0  96.0  92.0
## CV residual   9.21  10.5 -24.2 -42.6 -24.5 -25.7  -3.79 -26.6 -35.7 -24.1 -28.5
##             14450  14454 14457 14458 14459 14460 14461 14464 14467 14468 14471
## Predicted   120.4 120.20 117.7 116.5 116.1 115.2 115.3 111.6 107.1 106.4 120.7
## cvpred      120.4 120.25 117.8 116.5 116.1 115.2 115.3 111.4 106.9 106.2 120.8
## pm2.5       108.0 116.00  35.0  32.0  31.0  57.0  69.0  75.0  80.0  95.0 118.0
## CV residual -12.4  -4.25 -82.8 -84.5 -85.1 -58.2 -46.3 -36.4 -26.9 -11.2  -2.8
##              14472  14473  14475 14477 14484 14489 14490 14492 14508 14510
## Predicted   119.69 121.09 120.38 120.4 120.0 110.6 109.0 107.0 119.7 118.1
## cvpred      119.75 121.16 120.43 120.5 120.1 110.5 108.9 106.9 119.8 118.2
## pm2.5       111.00 118.00 111.00  92.0 110.0  87.0  58.0  56.0  84.0  83.0
## CV residual  -8.75  -3.16  -9.43 -28.5 -10.1 -23.5 -50.9 -50.9 -35.8 -35.2
##             14513 14517 14520 14521 14522  14524  14525  14527 14535 14539
## Predicted   119.3   113 119.7 120.4 120.4 119.18 118.82 119.72 118.2 114.3
## cvpred      119.4   113 119.7 120.5 120.5 119.24 118.87 119.78 118.2 114.2
## pm2.5        84.0    75  69.0  65.0  76.0 114.00 124.00 129.00  90.0 100.0
## CV residual -35.4   -38 -50.7 -55.5 -44.5  -5.24   5.13   9.22 -28.2 -14.2
##             14542 14543 14546 14551 14552 14554 14558 14559 14563 14567 14568
## Predicted   121.1 121.1 120.4 121.8 121.8 122.1 121.6 122.1 117.3 121.8 122.5
## cvpred      121.2 121.2 120.4 121.8 121.8 122.2 121.6 122.2 117.3 121.8 122.5
## pm2.5       135.0 179.0 184.0 171.0 171.0 172.0 143.0 141.0 147.0 155.0 172.0
## CV residual  13.8  57.8  63.6  49.2  49.2  49.8  21.4  18.8  29.7  33.2  49.5
##             14570 14573 14577 14583 14585 14590 14591 14592 14595 14596 14597
## Predicted   121.1 121.8 122.4   123   122   123   123   122 118.8 119.8 116.5
## cvpred      121.1 121.8 122.5   123   123   123   123   122 118.8 119.9 116.5
## pm2.5       205.0 204.0 204.0   233   266   309   300   341  36.0  41.0  52.0
## CV residual  83.9  82.2  81.5   110   143   186   177   219 -82.8 -78.9 -64.5
##             14598 14600 14601 14603 14604 14605 14607 14611 14612 14614 14615
## Predicted   114.9 112.2 111.0   118 118.1   118 113.8 105.9 104.7   103 102.4
## cvpred      114.9 112.2 110.9   118 118.2   118 113.8 105.8 104.5   103 102.3
## pm2.5        25.0  13.0  14.0    27  22.0    27  19.0  20.0  24.0    32  32.0
## CV residual -89.9 -99.2 -96.9   -91 -96.2   -91 -94.8 -85.8 -80.5   -71 -70.3
##             14616 14617 14618 14621 14623 14631 14635 14641 14645 14646 14647
## Predicted   103.5 103.1 102.8 117.3 117.6 115.3 113.9 120.4 119.4 119.7 119.7
## cvpred      103.3 102.9 102.5 117.4 117.7 115.3 113.8 120.5 119.4 119.8 119.8
## pm2.5        31.0  39.0  32.0  43.0  82.0  37.0  49.0  47.0  82.0  78.0  79.0
## CV residual -72.3 -63.9 -70.5 -74.4 -35.7 -78.3 -64.8 -73.5 -37.4 -41.8 -40.8
##             14651  14652 14653 14662  14663 14666 14668 14678 14680 14682 14683
## Predicted   118.1 116.84 115.9 120.4 118.82 119.7 119.0 116.0   118 116.1 115.1
## cvpred      118.1 116.86 115.9 120.5 118.87 119.8 119.1 116.1   118 116.1 115.2
## pm2.5        99.0 107.00  89.0 102.0 121.00 191.0 189.0  63.0    56  58.0  52.0
## CV residual -19.1  -9.86 -26.9 -18.5   2.13  71.2  69.9 -53.1   -62 -58.1 -63.2
##             14686 14688 14691 14695 14696 14699 14704 14706 14707 14709 14713
## Predicted   111.4 118.3 118.3 118.3 119.7 118.6 109.7   106 104.2 102.3 117.8
## cvpred      111.3 118.4 118.4 118.4 119.8 118.7 109.6   106 104.1 102.1 117.9
## pm2.5        39.0  48.0  90.0  78.0  85.0 163.0  92.0    96  51.0  58.0  49.0
## CV residual -72.3 -70.4 -28.4 -40.4 -34.8  44.3 -17.6   -10 -53.1 -44.1 -68.9
##             14716 14718 14730 14731 14733 14736 14738 14740 14747 14754 14755
## Predicted   117.3 116.6 108.3 107.7 106.4 103.8   103   102   121 116.1 117.1
## cvpred      117.4 116.6 108.2 107.6 106.3 103.5   103   101   121 116.1 117.1
## pm2.5        60.0  86.0 125.0 155.0 160.0 194.0   206   217   256  30.0  43.0
## CV residual -57.4 -30.6  16.8  47.4  53.7  90.5   103   116   135 -86.1 -74.1
##             14757 14759 14760 14762 14766 14768 14775 14779 14780 14781 14784
## Predicted   116.4 119.0 118.7 117.1 108.6   116 113.8 112.3 117.6 117.6   118
## cvpred      116.4 119.1 118.7 117.1 108.5   116 113.8 112.2 117.7 117.7   118
## pm2.5        70.0  79.0  76.0  69.0  13.0    10  51.0  57.0  58.0  58.0    48
## CV residual -46.4 -40.1 -42.7 -48.1 -95.5  -106 -62.8 -55.2 -59.7 -59.7   -70
##             14785 14786 14787 14795 14805 14814 14815 14826 14827 14829 14830
## Predicted     118 117.3 118.3  99.1   115   112 110.4   114   116 115.2   116
## cvpred        118 117.3 118.4  99.0   115   112 110.4   114   116 115.2   116
## pm2.5          43  58.0  54.0   7.0    32    22  11.0    17    15  27.0    31
## CV residual   -75 -59.3 -64.4 -92.0   -83   -90 -99.4   -97  -101 -88.2   -85
##             14831 14833 14843 14844 14847 14848 14850 14858 14859 14863 14864
## Predicted     116 113.2   116   116 114.1   116 115.2 115.6 114.5   115 115.2
## cvpred        116 113.3   116   116 114.2   116 115.2 115.6 114.6   115 115.3
## pm2.5          31  35.0    36    37  58.0    67  61.0  71.0  75.0   100  94.0
## CV residual   -85 -78.3   -80   -79 -56.2   -49 -54.2 -44.6 -39.6   -15 -21.3
##              14866 14868  14880 14883 14887 14891 14894 14896  14899 14902
## Predicted   115.89 117.3 105.78 103.1 119.0 115.4 112.7 110.2 107.55 119.0
## cvpred      115.94 117.4 105.63 102.9 119.1 115.4 112.7 110.1 107.41 119.1
## pm2.5       124.00 131.0 102.00 116.0 117.0 134.0 117.0 132.0 102.00 134.0
## CV residual   8.06  13.6  -3.63  13.1  -2.1  18.6   4.3  21.9  -5.41  14.9
##             14903 14907 14910 14912 14916 14926 14929 14931 14932 14935 14936
## Predicted   118.7 118.7 119.0 119.0 118.1 118.3 118.3 119.0   118 117.6 118.3
## cvpred      118.7 118.7 119.1 119.1 118.2 118.4 118.4 119.1   118 117.7 118.4
## pm2.5       136.0 164.0 172.0 178.0 186.0 146.0 204.0 180.0   186 203.0 173.0
## CV residual  17.3  45.3  52.9  58.9  67.8  27.6  85.6  60.9    68  85.3  54.6
##             14937 14940 14943 14947 14948 14950 14952 14954 14960 14961 14962
## Predicted   118.3 119.4 119.0 116.7   117 116.4 114.4 118.3 118.3 117.8 114.4
## cvpred      118.4 119.4 119.1 116.7   117 116.4 114.3 118.4 118.4 117.8 114.4
## pm2.5       183.0 168.0 164.0 102.0   105 108.0  92.0  31.0  28.0  33.0  26.0
## CV residual  64.6  48.6  44.9 -14.7   -12  -8.4 -22.3 -87.4 -90.4 -84.8 -88.4
##             14966 14970 14972 14978 14979 14982 14989 14993 14994 14995 14999
## Predicted   105.6 112.5 109.6 115.6 114.5   107 102.7   108   109 108.0 110.4
## cvpred      105.6 112.5 109.6 115.7 114.6   107 102.7   108   109 108.1 110.5
## pm2.5        12.0  16.0  25.0  26.0  24.0     5  11.0     7     7  21.0  47.0
## CV residual -93.6 -96.5 -84.6 -89.7 -90.6  -102 -91.7  -101  -102 -87.1 -63.5
##             15001 15002 15003 15007 15010 15012 15015 15019 15021 15022 15027
## Predicted   109.1 107.9 107.2 108.5 106.7 102.1  99.2 103.4 101.2  99.3 109.8
## cvpred      109.2 107.9 107.2 108.5 106.8 102.2  99.2 103.4 101.2  99.2 109.9
## pm2.5        49.0  35.0  28.0  31.0  14.0  17.0  11.0   8.0  26.0  28.0  64.0
## CV residual -60.2 -72.9 -79.2 -77.5 -92.8 -85.2 -88.2 -95.4 -75.2 -71.2 -45.9
##             15028 15030 15031 15033 15039 15041 15045 15046 15049 15051 15055
## Predicted   107.9   105 102.7 100.2  89.9 107.1 105.7 105.6 112.8   112 106.6
## cvpred      107.9   105 102.7 100.1  89.7 107.2 105.7 105.7 112.9   112 106.6
## pm2.5        41.0    25  28.0  29.0  11.0  22.0  22.0  29.0  64.0    78  25.0
## CV residual -66.9   -80 -74.7 -71.1 -78.7 -85.2 -83.7 -76.7 -48.9   -34 -81.6
##             15056 15063 15070 15072 15074 15079 15083 15084 15086 15087 15089
## Predicted   106.8  93.5 107.1   112 111.2 106.4 108.5 107.2 107.8 106.5 109.0
## cvpred      106.7  93.3 107.1   112 111.3 106.5 108.5 107.3 107.9 106.6 109.1
## pm2.5        27.0  16.0  49.0    24  47.0  57.0  38.0  31.0  14.0  18.0  18.0
## CV residual -79.7 -77.3 -58.1   -88 -64.3 -49.5 -70.5 -76.3 -93.9 -88.6 -91.1
##             15091 15095 15098 15101 15103 15108 15113 15121 15127  15138
## Predicted   107.0 113.2 112.6   107 103.4  93.6   107 113.8 109.4 104.56
## cvpred      107.1 113.2 112.7   107 103.4  93.4   107 113.9 109.4 104.47
## pm2.5        28.0  50.0  87.0    40  36.0  40.0    21 164.0  57.0 113.00
## CV residual -79.1 -63.2 -25.7   -67 -67.4 -53.4   -86  50.1 -52.4   8.53
##                15140  15141 15142 15145 15146 15148 15152 15156 15162 15166
## Predicted   114.8901 113.99   114   113 114.5 115.6 112.4   116 108.8 115.2
## cvpred      114.9681 114.05   114   113 114.6 115.7 112.4   116 108.8 115.3
## pm2.5       115.0000 120.00   179   227 197.0 152.0 139.0   150 141.0 163.0
## CV residual   0.0319   5.95    65   114  82.4  36.3  26.6    34  32.2  47.7
##             15167 15168 15169 15173 15176 15180 15182 15185 15186 15188 15191
## Predicted   114.5 116.3   116   116   116   116   115   112   112   118   117
## cvpred      114.6 116.3   116   116   116   116   115   112   112   118   117
## pm2.5       176.0 177.0   181   253   240   271   280   256   256   259   316
## CV residual  61.4  60.7    65   137   124   155   165   144   144   141   199
##             15192 15194 15198 15199 15201 15204 15211 15222 15227 15228 15229
## Predicted     116   118   116   116   117   116   103   115   117   117   115
## cvpred        116   118   116   116   117   116   103   115   117   117   115
## pm2.5         301   307   316   279   256   309   130   251   294   288   281
## CV residual   185   189   200   163   139   193    27   136   177   171   166
##             15231 15233 15235 15240 15242 15243 15250 15252 15253 15254 15256
## Predicted   115.2 111.3   110 116.3 116.3   117   117   117   117   117   118
## cvpred      115.3 111.3   110 116.3 116.3   117   117   117   117   117   118
## pm2.5       199.0 130.0   155 178.0 204.0   221   273   282   291   302   288
## CV residual  83.7  18.7    45  61.7  87.7   104   156   165   174   185   170
##             15258 15260 15261 15269 15274 15277 15278 15279 15280 15285 15290
## Predicted     117   118   118 102.5  84.1  77.2  75.6  72.6  70.6  61.8 104.1
## cvpred        117   118   118 102.5  83.8  76.8  75.1  72.0  70.0  61.0 104.2
## pm2.5         326   349   346  28.0  15.0  26.0  19.0  25.0  19.0  24.0  20.0
## CV residual   209   231   228 -74.5 -68.8 -50.8 -56.1 -47.0 -51.0 -37.0 -84.2
##             15294 15295 15297 15301 15303 15305 15306 15307 15323 15325 15327
## Predicted    94.2  92.2  88.6 104.3 104.2 103.6 102.3 101.8   100  92.2 102.2
## cvpred       94.1  92.1  88.4 104.4 104.3 103.7 102.4 101.8   100  92.1 102.3
## pm2.5        20.0  16.0  19.0  18.0  18.0  28.0  35.0  37.0    10   4.0  11.0
## CV residual -74.1 -76.1 -69.4 -86.4 -86.3 -75.7 -67.4 -64.8   -90 -88.1 -91.3
##             15328 15331 15334 15335 15336 15344 15345 15347 15348 15349 15352
## Predicted     105 105.0 102.0 101.3 100.6 106.4 104.1 104.3 100.7 102.8 104.2
## cvpred        105 105.1 102.1 101.4 100.6 106.4 104.1 104.4 100.7 102.9 104.3
## pm2.5          18  26.0  79.0  51.0  24.0  19.0   8.0  18.0  19.0  22.0  11.0
## CV residual   -87 -79.1 -23.1 -50.4 -76.6 -87.4 -96.1 -86.4 -81.7 -80.9 -93.3
##             15358 15360 15362 15366 15371 15372 15473 15476 15477 15479  15491
## Predicted   104.1 107.6 108.3 102.6  95.5   105 106.4 105.8   105 113.5 105.98
## cvpred      104.1 107.7 108.4 102.7  95.4   105 106.3 105.7   105 113.6 105.92
## pm2.5        35.0  55.0  67.0  36.0  24.0    26 162.0 144.0   146 168.0 110.00
## CV residual -69.1 -52.7 -41.4 -66.7 -71.4   -79  55.7  38.3    41  54.4   4.08
##             15507 15508 15509 15513 15522 15523 15524 15528 15529  15531 15534
## Predicted     117   116   116   117   113   113   112   105   114 114.20 114.5
## cvpred        117   116   116   117   113   113   112   105   114 114.28 114.6
## pm2.5         314   349   341   284   335   340   435   453   283 105.00  63.0
## CV residual   197   233   225   167   222   227   323   348   169  -9.28 -51.6
##             15536 15549 15550 15551 15552 15554 15559 15564  15566 15573 15574
## Predicted   113.8 106.4 112.1 112.5 112.8 113.2 114.2 112.4 113.30 108.7 108.4
## cvpred      113.9 106.3 112.2 112.5 112.9 113.2 114.2 112.5 113.37 108.7 108.3
## pm2.5        69.0  64.0  65.0  65.0  59.0  38.0  90.0  87.0 109.00 188.0 198.0
## CV residual -44.9 -42.3 -47.2 -47.5 -53.9 -75.2 -24.2 -25.5  -4.37  79.3  89.7
##             15575 15583 15586 15588 15589 15592 15594 15600 15603 15604 15609
## Predicted   116.3   115   116   116   115   117 114.0   114   112   112 110.4
## cvpred      116.3   115   116   116   115   117 114.1   114   112   112 110.4
## pm2.5       197.0   205   216   238   266   296 186.0   225   248   259  36.0
## CV residual  80.7    90   100   122   151   179  71.9   111   136   147 -74.4
##             15610 15612 15615 15617 15619 15621 15626 15627 15628 15630 15632
## Predicted     109   113 113.2 110.6 108.1 114.0 107.2 105.3 103.6 111.4   106
## cvpred        109   113 113.2 110.7 108.1 114.1 107.2 105.3 103.6 111.5   106
## pm2.5           8    13  26.0  43.0  40.0  46.0  23.0  32.0  21.0  15.0     6
## CV residual  -101  -100 -87.2 -67.7 -68.1 -68.1 -84.2 -73.3 -82.6 -96.5  -100
##             15636 15637 15639 15642 15644 15645 15646 15652 15654 15655 15656
## Predicted    91.3  87.0  79.8 106.6 106.7 107.4 106.7  94.9  91.0  89.0  89.7
## cvpred       91.1  86.8  79.5 106.7 106.8 107.5 106.8  94.7  90.8  88.7  89.4
## pm2.5         9.0   5.0  13.0  11.0  17.0  16.0  17.0  16.0  21.0  23.0  16.0
## CV residual -82.1 -81.8 -66.5 -95.7 -89.8 -91.5 -89.8 -78.7 -69.8 -65.7 -73.4
##             15660 15666 15671 15672 15674 15676 15679 15681 15685 15687 15690
## Predicted    79.7  56.7  47.7  45.1 108.5   109 107.2 107.1  99.8  91.6  81.4
## cvpred       79.3  55.9  46.7  44.0 108.5   109 107.3 107.2  99.8  91.4  81.1
## pm2.5        11.0   9.0  11.0  20.0  16.0     9  22.0  20.0   8.0   7.0   3.0
## CV residual -68.3 -46.9 -35.7 -24.0 -92.5  -100 -85.3 -87.2 -91.8 -84.4 -78.1
##             15691 15694 15696 15701 15704 15708 15710 15713 15716 15717 15718
## Predicted    79.8 105.4   107 107.1 108.2 103.7 105.6 102.2 109.4   110 110.1
## cvpred       79.4 105.4   107 107.2 108.3 103.7 105.7 102.2 109.5   110 110.2
## pm2.5         6.0  54.0    14  28.0  23.0  18.0  22.0  21.0  43.0    65  76.0
## CV residual -73.4 -51.4   -93 -79.2 -85.3 -85.7 -83.7 -81.2 -66.5   -45 -34.2
##             15720 15723  15726 15728 15740  15742 15743 15747 15749  15754
## Predicted   109.4 111.1 110.07 107.4 112.8 112.13 111.8   112 111.1 108.34
## cvpred      109.5 111.2 110.15 107.5 112.9 112.22 111.9   112 111.2 108.34
## pm2.5        78.0  96.0 102.00  78.0  98.0 122.00 123.0   154 100.0  99.00
## CV residual -31.5 -15.2  -8.15 -29.5 -14.9   9.78  11.1    42 -11.2  -9.34
##              15756 15757 15758 15762 15768 15773 15774 15775 15781 15783 15786
## Predicted   106.22 113.3 112.7   109   114   114   115   115   113   111   115
## cvpred      106.19 113.4 112.8   109   114   114   115   115   113   111   115
## pm2.5       103.00 133.0 157.0   209   294   258   269   263   332   293   302
## CV residual  -3.19  19.6  44.2   100   180   144   154   148   219   182   187
##             15789 15790 15791 15795 15796 15797 15798 15801 15802 15805 15812
## Predicted     115   114   113   114   113   112   112   112   116 113.8   115
## cvpred        115   114   114   114   113   112   113   112   116 113.9   115
## pm2.5         299   300   308   285   282   273   275   251   249 175.0   269
## CV residual   184   186   194   171   169   161   162   139   133  61.1   154
##             15815 15817 15818 15821 15825 15826 15827 15833 15839 15841 15842
## Predicted     113   114   114   113   111   115   114   115   115   115   115
## cvpred        113   114   114   113   111   115   114   115   115   115   115
## pm2.5         306   318   311   248   239   259   270   370   395   430   414
## CV residual   193   204   197   135   128   144   156   255   280   315   299
##             15844 15850 15854 15863 15865 15866 15870 15872 15878 15881 15886
## Predicted     115   111 105.4 105.6   107   107   103 101.6 101.4 101.6 100.7
## cvpred        115   111 105.4 105.7   107   107   103 101.6 101.5 101.6 100.8
## pm2.5         408   390  12.0  16.0     7     6    15  12.0   7.0   9.0  38.0
## CV residual   293   279 -93.4 -89.7  -100  -101   -88 -89.6 -94.5 -92.6 -62.8
##             15888 15890 15896 15906 15914 15917  15919 15923  15924   15927
## Predicted   102.1 101.5 102.2  95.8 107.3 107.6 107.28 109.0 109.38 109.015
## cvpred      102.2 101.6 102.3  95.8 107.4 107.7 107.35 109.1 109.46 109.097
## pm2.5         9.0   8.0  35.0  55.0 131.0 138.0 102.00  80.0 101.00 110.000
## CV residual -93.2 -93.6 -67.3 -40.8  23.6  30.3  -5.35 -29.1  -8.46   0.903
##             15949 15960 15964 15965 15966 15968 15973 15977 15978 15979 15980
## Predicted   109.7   109 104.2 108.7 107.8 107.6   108 108.3 108.6   111   111
## cvpred      109.7   109 104.3 108.8 107.9 107.7   108 108.4 108.7   111   111
## pm2.5       199.0   273 186.0 187.0 180.0 141.0    92 129.0 146.0   162   214
## CV residual  89.3   164  81.7  78.2  72.1  33.3   -16  20.6  37.3    51   103
##             15981 15984 15985 15988 15990 15991 15994 15997 15998 16000 16001
## Predicted     111   109   109   109 109.6 108.7 110.2   111   110   109   106
## cvpred        111   109   109   109 109.6 108.8 110.3   111   110   109   106
## pm2.5         227   301   336   285 148.0 139.0 161.0   283   302   226   207
## CV residual   116   192   227   176  38.4  30.2  50.7   172   192   117   101
##             16007 16016 16019 16021 16023 16029 16033 16038 16041 16044 16046
## Predicted     103   111   110   112   112   105   103   113   113   113   111
## cvpred        103   111   110   113   112   105   103   113   113   113   111
## pm2.5         267   275   291   387   460   217   257   257   264   269   214
## CV residual   164   164   181   274   348   112   154   144   151   156   103
##             16049 16050 16053 16054 16055 16057 16058 16059 16060 16066 16067
## Predicted   114.2   115   114   114   114   113   115   114   115   115   114
## cvpred      114.2   115   114   114   114   113   115   114   115   115   114
## pm2.5       208.0   214   252   248   248   266   253   245   246   284   297
## CV residual  93.8    99   138   134   134   153   138   131   131   169   183
##             16077 16079 16081 16084 16087 16091 16092 16106 16110 16113 16114
## Predicted   105.1 100.5  97.3  92.9  86.6   103 103.3 111.4 111.4 110.2 109.2
## cvpred      105.1 100.4  97.2  92.6  86.3   103 103.4 111.5 111.5 110.3 109.2
## pm2.5        44.0  32.0  38.0  34.0  29.0    25  26.0  24.0  59.0  72.0  79.0
## CV residual -61.1 -68.4 -59.2 -58.6 -57.3   -78 -77.4 -87.5 -52.5 -38.3 -30.2
##             16118 16123 16124 16128 16130  16133 16140  16143 16153 16154 16156
## Predicted   109.0 111.4 112.1 112.3 111.4 111.03 111.4 109.68 103.2 100.2  94.2
## cvpred      109.1 111.5 112.2 112.4 111.5 111.08 111.5 109.74 103.2 100.2  94.0
## pm2.5        62.0  80.0  81.0 123.0  89.0 108.00  87.0 103.00  38.0  14.0  24.0
## CV residual -47.1 -31.5 -31.2  10.6 -22.5  -3.08 -24.5  -6.74 -65.2 -86.2 -70.0
##             16158 16160 16162 16167 16168 16171 16172 16174 16176 16181 16182
## Predicted    90.9  88.7 108.8 108.6 107.8 109.3   108 110.8 111.6 110.4 110.7
## cvpred       90.7  88.4 108.9 108.6 107.9 109.4   108 110.8 111.7 110.5 110.8
## pm2.5        23.0  15.0  31.0  33.0  28.0  23.0    28  37.0  61.0  76.0  78.0
## CV residual -67.7 -73.4 -77.9 -75.6 -79.9 -86.4   -80 -73.8 -50.7 -34.5 -32.8
##             16183 16188 16191 16194 16196 16197  16198  16199 16200 16205 16206
## Predicted   108.7 104.3 103.2 106.6 108.3 108.7 108.51 107.79 106.7 103.0 101.8
## cvpred      108.8 104.3 103.2 106.7 108.4 108.8 108.59 107.86 106.8 103.1 101.8
## pm2.5        49.0  36.0  47.0  46.0  79.0  97.0 114.00 102.00 121.0  43.0  44.0
## CV residual -59.8 -68.3 -56.2 -60.7 -29.4 -11.8   5.41  -5.86  14.2 -60.1 -57.8
##             16208 16209 16215 16216 16217 16224 16225 16226 16228 16229 16230
## Predicted   100.5  99.6 105.6 105.5   107   109 109.4 110.2 107.8 107.0   105
## cvpred      100.5  99.5 105.7 105.6   107   109 109.5 110.3 107.8 107.1   105
## pm2.5        39.0  34.0  37.0  37.0    46    94 127.0 122.0 144.0  91.0    68
## CV residual -61.5 -65.5 -68.7 -68.6   -61   -15  17.5  11.7  36.2 -16.1   -37
##             16231 16233 16234 16236 16237 16238 16239 16241 16244 16249 16250
## Predicted   103.7 101.2  99.5  97.4  95.4   106 105.2   107 108.7   108 106.6
## cvpred      103.7 101.1  99.5  97.2  95.3   106 105.3   107 108.8   108 106.6
## pm2.5        56.0  47.0  33.0  27.0  25.0     8  16.0    17  31.0    65  61.0
## CV residual -47.7 -54.1 -66.5 -70.2 -70.3   -98 -89.3   -90 -77.8   -43 -45.6
##             16251 16252 16253 16255 16257 16259 16261 16262 16265 16266 16268
## Predicted   103.6 101.6 100.4  97.5  95.0 102.6 100.6  99.2   104 104.6   107
## cvpred      103.6 101.6 100.4  97.4  94.9 102.7 100.7  99.3   104 104.6   107
## pm2.5        54.0  33.0  33.0  22.0  32.0  21.0  23.0  24.0    21  25.0    44
## CV residual -49.6 -68.6 -67.4 -75.4 -62.9 -81.7 -77.7 -75.3   -83 -79.6   -63
##             16269 16270  16275 16282 16283 16284 16285 16290 16291 16292 16293
## Predicted   104.2   106 104.49  94.9  93.0  92.2 103.2 100.6 100.8 100.2 106.6
## cvpred      104.2   106 104.56  94.8  92.9  92.1 103.3 100.7 100.8 100.2 106.7
## pm2.5        43.0    66 113.00  44.0  43.0  50.0  47.0  54.0  55.0  63.0  84.0
## CV residual -61.2   -40   8.44 -50.8 -49.9 -42.1 -56.3 -46.7 -45.8 -37.2 -22.7
##             16295 16296 16297 16298 16300  16305 16306 16307  16310 16315 16316
## Predicted   107.3   107 105.6 106.8 105.2 105.03 105.0 106.6 105.54 108.7   109
## cvpred      107.4   107 105.7 106.9 105.3 105.11 105.1 106.7 105.61 108.8   109
## pm2.5       113.0   139 135.0 161.0 154.0 102.00  78.0  83.0  96.00 208.0   255
## CV residual   5.6    32  29.3  54.1  48.7  -3.11 -27.1 -23.7  -9.61  99.2   146
##             16319 16324 16325 16332 16334 16338 16347 16348 16349 16351 16356
## Predicted     108 102.5 100.2  91.1  82.5  69.8  88.9  87.3  85.7  82.4  70.4
## cvpred        108 102.5 100.1  91.0  82.3  69.4  88.8  87.2  85.5  82.3  70.1
## pm2.5         228  43.0  19.0  43.0  42.0  45.0   7.0   6.0   6.0   8.0  12.0
## CV residual   120 -59.5 -81.1 -48.0 -40.3 -24.4 -81.8 -81.2 -79.5 -74.3 -58.1
##             16361 16373 16377 16379 16380 16381  16382 16385 16392 16394 16397
## Predicted    95.9 100.7 102.1 101.1 100.1 100.0 100.74 102.8   102   104   105
## cvpred       96.0 100.8 102.2 101.2 100.2 100.1 100.84 102.9   102   104   105
## pm2.5        17.0 144.0 114.0  88.0 118.0 113.0 110.00 128.0   204   333   225
## CV residual -79.0  43.2  11.8 -13.2  17.8  12.9   9.16  25.1   102   229   120
##             16399 16400 16401 16412 16417 16418 16421 16426 16427 16434 16437
## Predicted   104.0 102.8 103.5 108.0 109.0   108 104.4 109.4 109.0   111   110
## cvpred      104.1 102.9 103.6 108.1 109.1   108 104.5 109.5 109.1   111   110
## pm2.5       190.0 185.0 188.0 206.0 206.0   187 184.0 149.0 154.0   342   336
## CV residual  85.9  82.1  84.4  97.9  96.9    79  79.5  39.5  44.9   231   226
##             16439 16441 16443  16444  16447  16448  16455  16456  16459  16460
## Predicted   105.8 103.7 108.3 108.66 108.09 107.53 111.77 111.05 106.45 105.73
## cvpred      105.9 103.7 108.4 108.74 108.14 107.55 111.85 111.12 106.46 105.73
## pm2.5       132.0 127.0  93.0 103.00 111.00 113.00 114.00 119.00 109.00 112.00
## CV residual  26.1  23.3 -15.4  -5.74   2.86   5.45   2.15   7.88   2.54   6.27
##             16469  16470  16472 16473 16475 16478 16480 16483 16484 16487 16493
## Predicted   105.6 104.63 102.66 100.7 107.8 105.2 106.3 104.5 102.5 98.08 103.4
## cvpred      105.5 104.59 102.58 100.6 107.8 105.2 106.3 104.4 102.4 97.96 103.5
## pm2.5       127.0  95.00  97.00  89.0  54.0  59.0  40.0  55.0  70.0 91.00  34.0
## CV residual  21.5  -9.59  -5.58 -11.6 -53.8 -46.2 -66.3 -49.4 -32.4 -6.96 -69.5
##             16494 16497 16499 16501 16509 16516 16519 16521 16524 16527 16528
## Predicted    96.7  81.4  72.7  63.0  44.0  98.1  98.6  96.7  93.1  98.1  97.5
## cvpred       96.7  81.2  72.3  62.5  43.2  98.2  98.7  96.7  93.2  98.2  97.6
## pm2.5        13.0   9.0  15.0  16.0  18.0  16.0  20.0  19.0  42.0  55.0  55.0
## CV residual -83.7 -72.2 -57.3 -46.5 -25.2 -82.2 -78.7 -77.7 -51.2 -43.2 -42.6
##             16530 16532 16533 16536 16537  16542 16543 16544 16548 16552 16556
## Predicted    95.6   104 101.8   104   103  99.43  99.4  96.8 102.5 102.2   105
## cvpred       95.6   104 101.9   104   103  99.48  99.4  96.8 102.6 102.3   105
## pm2.5        48.0    52  77.0   249   226 102.00  80.0  71.0  89.0 132.0   172
## CV residual -47.6   -52 -24.9   145   123   2.52 -19.4 -25.8 -13.6  29.7    67
##             16558 16559 16561 16570 16574 16581 16582 16584 16585 16588 16591
## Predicted     106   106   105 106.6  99.3  57.9  51.1  42.3  37.9  24.6 15.60
## cvpred        106   106   105 106.7  99.3  57.3  50.4  41.5  36.9  23.4 14.24
## pm2.5         196   210   380 194.0 208.0  10.0   7.0  19.0   6.0  10.0  8.00
## CV residual    90   104   275  87.3 108.7 -47.3 -43.4 -22.5 -30.9 -13.4 -6.24
##             16592 16604 16606 16614  16619 16620 16627 16628 16630 16632 16633
## Predicted   12.05  99.0  96.0 100.4 100.75 101.1   103   103   103   100  98.4
## cvpred      10.63  99.1  96.1 100.5 100.85 101.2   103   103   103   100  98.5
## pm2.5        9.00  28.0  48.0 135.0  96.00 114.0   266   273   290   333 305.0
## CV residual -1.63 -71.1 -48.1  34.5  -4.85  12.8   163   170   187   233 206.5
##             16634 16635 16636 16640 16641 16642 16647 16652 16654 16655 16659
## Predicted    98.7  96.8  95.4  94.1  94.1 103.2   102   104   105   105   103
## cvpred       98.8  96.8  95.4  94.1  94.0 103.3   102   104   105   105   103
## pm2.5       280.0 260.0 207.0 105.0 120.0 121.0   227   256   274   332   292
## CV residual 181.2 163.2 111.6  10.9  26.0  17.7   125   152   169   227   189
##             16663 16668 16669 16678 16679 16680 16682 16685 16686 16688 16696
## Predicted    99.2  93.1  92.4   102   105   104   102   103   102  98.3 101.7
## cvpred       99.2  93.0  92.3   102   105   104   102   103   102  98.3 101.7
## pm2.5       222.0 223.0 209.0   292   305   322   326   302   237 143.0 140.0
## CV residual 122.8 130.0 116.7   190   200   218   224   199   135  44.7  38.3
##             16700 16707 16709 16712 16716 16720 16725 16726 16730 16731 16738
## Predicted     106   103 101.7  97.4  99.6 101.8  92.7 104.6 100.1 101.8 100.7
## cvpred        106   103 101.7  97.3  99.6 101.7  92.6 104.6 100.2 101.9 100.8
## pm2.5         277   257 177.0 140.0 138.0 180.0  48.0  50.0  48.0  47.0  31.0
## CV residual   171   154  75.3  42.7  38.4  78.3 -44.6 -54.6 -52.2 -54.9 -69.8
##             16743  16748 16753  16754 16759 16760 16765 16769 16771 16772 16779
## Predicted    93.9 100.57 102.3 102.63  98.4  97.7  93.8  90.4  98.0  94.7 101.1
## cvpred       93.9 100.66 102.4 102.73  98.5  97.8  93.8  90.4  98.1  94.8 101.2
## pm2.5        51.0  97.00 127.0 112.00 208.0 163.0  20.0  31.0  40.0  70.0 174.0
## CV residual -42.9  -3.66  24.6   9.27 109.5  65.2 -73.8 -59.4 -58.1 -24.8  72.8
##             16781 16788 16794 16800 16801 16802 16803 16807 16810 16811 16815
## Predicted     100 100.4   102   103   102   104   104   105   105   105   105
## cvpred        100 100.5   102   103   102   104   104   105   105   105   105
## pm2.5         215  69.0   301   219   243   287   303   296   301   265   279
## CV residual   115 -31.5   199   116   141   183   199   191   196   160   174
##             16818 16826 16828 16830 16831 16833 16835 16836 16837 16838  16843
## Predicted     103   104  99.6  97.3 100.2  97.7 100.2  98.6  99.2  99.4 98.647
## cvpred        103   104  99.7  97.3 100.3  97.7 100.3  98.6  99.2  99.5 98.735
## pm2.5         295   477 288.0  17.0  26.0  36.0  34.0  27.0  29.0  29.0 99.000
## CV residual   192   373 188.3 -80.3 -74.3 -61.7 -66.3 -71.6 -70.2 -70.5  0.265
##             16846 16849 16850 16852 16854 16855 16859 16864 16866 16868 16869
## Predicted   103.2 102.1 103.2   102   102   102 102.8   103   102   101  99.3
## cvpred      103.3 102.2 103.3   103   103   102 102.9   104   102   101  99.4
## pm2.5       177.0 193.0 187.0   206   276   250  54.0   221   472   522 469.0
## CV residual  73.7  90.8  83.7   103   173   148 -48.9   117   370   421 369.6
##             16870 16871 16878 16883 16891 16892 16896 16898 16907 16910 16913
## Predicted    98.6   104   102   105   106   106   106   106   107   107 106.6
## cvpred       98.6   104   102   105   106   106   106   106   107   107 106.7
## pm2.5       412.0   372   416   282   332   335   266   252   210   215 193.0
## CV residual 313.4   268   314   177   226   229   160   146   103   108  86.3
##             16915 16917 16918 16921 16923 16931 16932 16933 16937 16941 16942
## Predicted   104.5   102   105   106   106 105.0  96.3    93  74.7  59.7  54.2
## cvpred      104.6   102   105   106   106 105.1  96.3    93  74.4  59.1  53.5
## pm2.5       187.0   232   279   340   286 146.0  27.0    28  18.0  12.0  11.0
## CV residual  82.4   130   174   234   180  40.9 -69.3   -65 -56.4 -47.1 -42.5
##             16943 16944 16946 16949 16951 16954 16955 16956 16957 16959 16960
## Predicted    49.5  46.3  37.7  26.3  20.9  94.3  92.0  91.1  86.5  78.6  74.1
## cvpred       48.8  45.5  36.8  25.2  19.7  94.4  92.1  91.1  86.4  78.5  73.9
## pm2.5        12.0  11.0  11.0  11.0   8.0  16.0  12.0  11.0  11.0   9.0  10.0
## CV residual -36.8 -34.5 -25.8 -14.2 -11.7 -78.4 -80.1 -80.1 -75.4 -69.5 -63.9
##             16962 16966 16975 16982 16986 16987 16989 17002 17007 17011 17012
## Predicted    66.6  52.6  94.5  84.5  74.4  71.8  65.7  38.8  27.8  96.0  94.1
## cvpred       66.2  52.0  94.6  84.5  74.1  71.4  65.2  37.8  26.6  96.1  94.1
## pm2.5        14.0   7.0  14.0  19.0  18.0  18.0  29.0  21.0  16.0  74.0  77.0
## CV residual -52.2 -45.0 -80.6 -65.5 -56.1 -53.4 -36.2 -16.8 -10.6 -22.1 -17.1
##             17013 17017   17020 17023 17025 17029 17031 17040 17041 17043 17045
## Predicted    93.5  99.4  99.012  99.4 101.4  97.2  90.8 100.7 100.4  98.4  95.2
## cvpred       93.5  99.5  99.106  99.5 101.5  97.3  90.7 100.8 100.5  98.5  95.2
## pm2.5        80.0  73.0 100.000 148.0 187.0  46.0  24.0  48.0  50.0  61.0  35.0
## CV residual -13.5 -26.5   0.894  48.5  85.5 -51.3 -66.7 -52.8 -50.5 -37.5 -60.2
##             17048 17050 17051 17053 17056 17058 17060 17062 17063 17067  17068
## Predicted    99.2  95.9    94 100.1  97.9  97.0 99.02    97  96.5   104 103.86
## cvpred       99.2  96.0    94 100.2  98.0  97.1 99.03    97  96.4   104 103.96
## pm2.5        16.0  25.0    29  43.0  61.0  57.0 91.00    62  62.0    90 100.00
## CV residual -83.2 -71.0   -65 -57.2 -37.0 -40.1 -8.03   -35 -34.4   -14  -3.96
##             17070 17074 17075 17079 17080 17082 17083 17084 17091 17098 17100
## Predicted   104.6 103.4   106 105.2 104.9   105   105   106  80.1  58.8  50.7
## cvpred      104.6 103.5   106 105.3 104.9   105   105   106  80.0  58.3  50.0
## pm2.5        79.0  93.0   121 186.0 200.0   238   247   279  14.0  13.0  18.0
## CV residual -25.6 -10.5    15  80.7  95.1   133   142   173 -66.0 -45.3 -32.0
##             17103 17105 17108 17109 17113 17114 17116 17123 17125 17129 17145
## Predicted    40.6  33.5 25.56 22.33 11.40  9.43  6.74  83.8  78.3  65.7  4.56
## cvpred       39.8  32.5 24.43 21.15 10.02  8.01  5.27  83.7  78.1  65.4  3.11
## pm2.5        17.0  11.0 17.00 20.00 16.00 16.00 16.00  19.0  19.0   7.0 14.00
## CV residual -22.8 -21.5 -7.43 -1.15  5.98  7.99 10.73 -64.7 -59.1 -58.4 10.89
##             17147 17148 17153 17158 17160 17161 17162 17170 17171 17175 17180
## Predicted   -2.61 -6.20 -20.7  93.8  94.9 94.54  93.2  88.1  88.1  91.7  96.5
## cvpred      -4.18 -7.83 -22.6  93.9  95.0 94.65  93.3  88.1  88.0  91.8  96.6
## pm2.5       13.00 12.00  17.0  49.0  85.0 96.00 123.0  58.0  57.0  77.0 109.0
## CV residual 17.18 19.83  39.6 -44.9 -10.0  1.35  29.7 -30.1 -31.0 -14.8  12.4
##             17185 17187 17190 17193 17194 17202 17204 17205 17209 17214 17217
## Predicted    92.4  89.5    91  85.8  84.2  94.2  95.6  94.9  88.8  92.6  93.3
## cvpred       92.4  89.5    91  85.8  84.1  94.3  95.7  95.0  88.8  92.7  93.4
## pm2.5       111.0  39.0    13  15.0  22.0  67.0 111.0 107.0  64.0  18.0  18.0
## CV residual  18.6 -50.5   -78 -70.8 -62.1 -27.3  15.3  12.0 -24.8 -74.7 -75.4
##             17219 17221 17224 17230 17231 17233 17241 17246 17249 17252 17266
## Predicted    90.3  91.8  90.4  95.9  95.9  97.0  87.3  95.2  95.9  96.4  90.1
## cvpred       90.4  91.9  90.5  96.0  96.0  97.1  87.3  95.3  96.0  96.5  90.1
## pm2.5        30.0  38.0  34.0 161.0 153.0 185.0  31.0  62.0 112.0  62.0  12.0
## CV residual -60.4 -53.9 -56.5  65.0  57.0  87.9 -56.3 -33.3  16.0 -34.5 -78.1
##             17267 17268 17271 17274 17279 17280 17282 17290 17294 17295 17296
## Predicted    87.7  83.5  71.0  55.1  92.8  92.6  92.7  79.1  67.0  64.7  62.7
## cvpred       87.7  83.4  70.7  54.5  93.0  92.7  92.8  79.0  66.7  64.3  62.3
## pm2.5        18.0  17.0  19.0  13.0  14.0  16.0  13.0  24.0  14.0  16.0  15.0
## CV residual -69.7 -66.4 -51.7 -41.5 -79.0 -76.7 -79.8 -55.0 -52.7 -48.3 -47.3
##             17305 17312 17315 17316 17318 17319 17323 17329 17337 17341 17345
## Predicted   95.92  95.9 96.73  94.1  89.8  85.6  75.7  87.9  90.7  91.3  80.9
## cvpred      96.03  96.0 96.81  94.2  89.8  85.5  75.5  87.8  90.7  91.4  80.8
## pm2.5       95.00  76.0 90.00  70.0  33.0  15.0   8.0  11.0  20.0  22.0  22.0
## CV residual -1.03 -20.0 -6.81 -24.2 -56.8 -70.5 -67.5 -76.8 -70.7 -69.4 -58.8
##             17347  17349 17350 17351 17352 17356 17364 17365 17366 17367 17369
## Predicted    79.6  95.92 94.66  96.6  97.1  96.6  95.9  95.9  96.3  95.9  95.9
## cvpred       79.5  96.03 94.75  96.7  97.3  96.7  96.0  96.0  96.4  96.0  96.0
## pm2.5        53.0 102.00 90.00 126.0 131.0  79.0  48.0  66.0  65.0  63.0  61.0
## CV residual -26.5   5.97 -4.75  29.3  33.7 -17.7 -48.0 -30.0 -31.4 -33.0 -35.0
##             17375 17383 17384 17385 17387 17389 17393 17398 17399 17412 17413
## Predicted    96.6  96.2 96.97  96.8  97.3  97.0  96.9  99.0  97.9  91.1  99.0
## cvpred       96.7  96.3 97.08  96.9  97.4  97.1  97.0  99.1  98.0  91.1  99.1
## pm2.5       214.0 134.0 95.00  79.0  49.0  56.0 121.0 307.0 302.0 142.0 146.0
## CV residual 117.3  37.7 -2.08 -17.9 -48.4 -41.1  24.0 207.9 204.0  50.9  46.9
##             17415 17416 17417 17424 17427 17438 17439 17440 17443 17444 17446
## Predicted    98.7  98.3 100.4   100  96.3  97.3  97.1 96.83  95.9  94.6  93.5
## cvpred       98.7  98.4 100.5   101  96.4  97.4  97.1 96.87  95.8  94.6  93.5
## pm2.5       157.0 162.0 161.0   356 199.0 101.0  63.0 99.00 316.0 437.0 104.0
## CV residual  58.3  63.6  60.5   255 102.6   3.6 -34.1  2.13 220.2 342.4  10.5
##             17451 17454 17464 17465 17468 17473 17474 17475 17476 17479 17481
## Predicted   100.1  97.4  86.3 85.59 83.44  80.5  80.9 100.4 101.1  99.4 100.4
## cvpred      100.2  97.5  86.2 85.45 83.26  80.3  80.6 100.5 101.2  99.5 100.5
## pm2.5        47.0  42.0  73.0 78.00 87.00  71.0  67.0  64.0  64.0  79.0  81.0
## CV residual -53.2 -55.5 -13.2 -7.45  3.74  -9.3 -13.6 -36.5 -37.2 -20.5 -19.5
##              17482 17486 17488 17489 17491 17492 17493 17494 17495 17496 17498
## Predicted   100.42 100.4 101.1 100.7   101   100   101   101  99.5  97.6  96.7
## cvpred      100.52 100.5 101.2 100.8   101   101   101   101  99.6  97.6  96.7
## pm2.5        91.00 141.0 170.0 190.0   211   218   222   207 208.0 195.0 196.0
## CV residual  -9.52  40.5  68.8  89.2   110   117   121   106 108.4  97.4  99.3
##             17502 17503 17506 17510 17513 17515 17516 17518 17523 17524 17525
## Predicted    90.8  90.1  87.7  95.4  96.3  98.0  97.6  98.3  96.6  95.3  96.0
## cvpred       90.7  90.0  87.6  95.5  96.4  98.1  97.7  98.5  96.7  95.4  96.1
## pm2.5       128.0 135.0 155.0  82.0  72.0 209.0 209.0 223.0 215.0 222.0  85.0
## CV residual  37.3  45.0  67.4 -13.5 -24.4 110.9 111.3 124.5 118.3 126.6 -11.1
##             17529 17532 17533 17537 17538 17541 17546 17547    17552 17558
## Predicted    87.9  80.5  77.5  95.6  93.9  96.3 95.24  95.2  99.9022  91.7
## cvpred       87.8  80.4  77.4  95.7  94.0  96.4 95.27  95.2 100.0123  91.7
## pm2.5        14.0  22.0  22.0  39.0  42.0  72.0 97.00  79.0 100.0000  39.0
## CV residual -73.8 -58.4 -55.4 -56.7 -52.0 -24.4  1.73 -16.2  -0.0123 -52.7
##             17562 17566 17567 17568 17573 17574 17584 17585 17586 17588 17596
## Predicted    74.3  56.4  50.5  46.0  33.1  30.8 -7.18 -12.0 -16.5 -26.2 -51.4
## cvpred       74.0  55.8  49.8  45.3  32.1  29.8 -8.87 -13.8 -18.4 -28.2 -53.9
## pm2.5        13.0  10.0  27.0  18.0  11.0  12.0 23.00  13.0  11.0  19.0  11.0
## CV residual -61.0 -45.8 -22.8 -27.3 -21.1 -17.8 31.87  26.8  29.4  47.2  64.9
##             17598 17601 17603 17604 17611 17612 17616 17617 17618 17620 17623
## Predicted    92.8  92.6  87.1  84.7  93.0  93.0 94.54 94.90 94.54 93.32  92.6
## cvpred       93.0  92.7  87.1  84.7  93.1  93.1 94.65 95.02 94.65 93.42  92.6
## pm2.5        13.0  20.0  16.0  17.0  42.0  55.0 87.00 90.00 89.00 99.00 130.0
## CV residual -80.0 -72.7 -71.1 -67.7 -51.1 -38.1 -7.65 -5.02 -5.65  5.58  37.4
##             17624 17626 17628 17629 17632 17636 17639 17640 17641 17646 17647
## Predicted    91.8  89.9  88.6 85.81  92.1  95.6  95.6  94.5  93.3  95.2  95.2
## cvpred       91.9  89.9  88.6 85.79  92.2  95.7  95.7  94.6  93.4  95.3  95.3
## pm2.5       102.0  72.0  70.0 76.00  53.0 179.0 189.0 161.0 189.0 183.0 172.0
## CV residual  10.1 -17.9 -18.6 -9.79 -39.2  83.3  93.3  66.4  95.6  87.7  76.7
##             17648 17649 17651 17652 17662 17663 17664 17666 17667 17668 17669
## Predicted    94.5  97.0  96.0  94.1  86.3  85.6  85.6  84.2  84.1  82.9  82.1
## cvpred       94.6  97.1  96.1  94.2  86.2  85.5  85.4  84.0  83.9  82.7  81.9
## pm2.5       170.0 179.0 183.0 150.0  51.0  52.0  45.0  49.0  47.0  40.0  46.0
## CV residual  75.4  81.9  86.9  55.8 -35.2 -33.5 -40.4 -35.0 -36.9 -42.7 -35.9
##             17676 17678 17681 17684 17685 17690 17692 17697 17700 17703 17707
## Predicted   102.1 103.2 101.4 102.8 102.5 102.5 101.6  94.5 100.7 100.4 100.4
## cvpred      102.2 103.3 101.4 102.9 102.6 102.6 101.7  94.5 100.8 100.5 100.5
## pm2.5        83.0 175.0 169.0 172.0 166.0 184.0 169.0 109.0 125.0 153.0 181.0
## CV residual -19.2  71.7  67.6  69.1  63.4  81.4  67.3  14.5  24.2  52.5  80.5
##             17708 17710 17712 17719 17721  17722 17724 17726 17729 17736 17740
## Predicted   101.3   101  99.7  94.1  92.1  94.17  99.0  96.3  95.8  98.3   100
## cvpred      101.4   101  99.8  94.2  92.2  94.18  99.1  96.4  95.9  98.4   100
## pm2.5       197.0   211 275.0  63.0 126.0 100.00  74.0  85.0 177.0 335.0   433
## CV residual  95.6   110 175.2 -31.2  33.8   5.82 -25.1 -11.4  81.1 236.6   333
##             17742 17746 17754 17755 17758 17761 17762 17763 17764 17765 17771
## Predicted    99.7  99.3  71.3  70.5  60.3  91.7  90.4  94.2  92.6  92.6  91.8
## cvpred       99.7  99.4  71.0  70.2  59.8  91.8  90.5  94.3  92.7  92.7  91.9
## pm2.5       534.0 502.0  13.0  15.0  12.0  17.0  14.0  17.0  13.0  14.0  31.0
## CV residual 434.3 402.6 -58.0 -55.2 -47.8 -74.8 -76.5 -77.3 -79.7 -78.7 -60.9
##             17773 17774 17775 17776 17779 17782 17784 17785 17790 17791 17794
## Predicted    94.9  94.3  92.7  90.8  85.9  82.8  96.3  95.9  95.2  93.8  93.6
## cvpred       95.0  94.4  92.8  90.8  85.9  82.7  96.4  96.0  95.3  93.9  93.6
## pm2.5        47.0  57.0  47.0  46.0  68.0 120.0 123.0 138.0 148.0 137.0 123.0
## CV residual -48.0 -37.4 -45.8 -44.8 -17.9  37.3  26.6  42.0  52.7  43.1  29.4
##             17806 17807 17808 17812 17815 17817 17821 17828 17830 17834 17837
## Predicted    96.6  95.9  93.9  87.5  83.9  83.3  78.3  91.2  97.7  94.6  96.0
## cvpred       96.7  96.0  94.0  87.4  83.8  83.2  78.1  91.2  97.8  94.7  96.1
## pm2.5       156.0 230.0 182.0  52.0  47.0  37.0  45.0  72.0  73.0 133.0 125.0
## CV residual  59.3 134.0  88.0 -35.4 -36.8 -46.2 -33.1 -19.2 -24.8  38.3  28.9
##             17919 17924 17927 17928 17934 17938 17941 17944 17945 17946 17953
## Predicted     101   102   104   104   102  94.3   101   101   100   102   102
## cvpred        102   102   104   104   102  94.2   101   101   100   102   102
## pm2.5         301   338   385   348   394 384.0   345   412   440   436   437
## CV residual   199   236   281   244   292 289.8   244   311   340   334   335
##             17958 17959 17960 17964 17968 17971 17973 17974 17976 17978 17982
## Predicted     101   100  98.7   100   102   101   101    99   100  98.2  86.8
## cvpred        101   100  98.8   100   103   101   101    99   100  98.2  86.8
## pm2.5         441   388 351.0   380   378   419   436   459   522 315.0  47.0
## CV residual   340   288 252.2   280   275   318   335   360   422 216.8 -39.8
##             17984 17986 17990 17991 17994 17998 17999 18000 18001 18002 18004
## Predicted    81.5  77.5  66.0  64.0  55.1  46.5  43.6  40.1  37.1  34.2  28.5
## cvpred       81.4  77.4  65.6  63.6  54.6  45.8  42.9  39.3  36.2  33.3  27.5
## pm2.5        17.0  24.0  22.0  21.0  13.0  17.0  21.0  18.0  17.0  10.0  11.0
## CV residual -64.4 -53.4 -43.6 -42.6 -41.6 -28.8 -21.9 -21.3 -19.2 -23.3 -16.5
##             18005 18007 18017 18018 18021 18022 18029 18032 18035 18040 18043
## Predicted    25.4  20.2  85.8  86.2  87.4  85.8  87.1  87.8  84.2  79.9  86.8
## cvpred       24.4  19.1  85.9  86.2  87.5  85.9  87.2  87.9  84.2  79.9  86.9
## pm2.5        11.0   7.0  13.0  20.0  22.0  28.0  11.0  16.0  21.0  23.0  54.0
## CV residual -13.4 -12.1 -72.9 -66.2 -65.5 -57.9 -76.2 -71.9 -63.2 -56.9 -32.9
##             18050 18057 18065 18066 18078 18092 18097 18103 18107 18108 18115
## Predicted    88.5  90.4  73.2  71.2  82.5  87.8  90.4  88.4  91.1  91.4  93.0
## cvpred       88.6  90.5  73.0  71.0  82.4  87.9  90.5  88.5  91.2  91.5  93.1
## pm2.5       994.0 141.0  24.0  13.0   6.0  18.0  33.0  42.0  50.0  52.0  60.0
## CV residual 905.4  50.5 -49.0 -58.0 -76.4 -69.9 -57.5 -46.5 -41.2 -39.5 -33.1
##             18127 18135 18141 18142 18145 18147 18148 18154 18160 18163 18165
## Predicted    91.0  93.1  95.1  94.0  93.3  88.9  93.5  88.9  92.1 91.11  90.2
## cvpred       91.1  93.2  95.2  94.1  93.4  88.9  93.6  89.0  92.1 91.14  90.2
## pm2.5        80.0  67.0 125.0 158.0 113.0  25.0  18.0  21.0  76.0 93.00 128.0
## CV residual -11.1 -26.2  29.8  63.9  19.6 -63.9 -75.6 -68.0 -16.1  1.86  37.8
##             18171 18172 18174 18176 18177 18178 18179 18187  18188 18190 18196
## Predicted    98.0  97.3  99.2  98.7  99.0  99.4  99.7 98.81  97.76  96.5  93.0
## cvpred       98.1  97.4  99.3  98.8  99.1  99.5  99.8 98.88  97.83  96.6  93.1
## pm2.5        58.0  59.0  67.0  63.0  60.0  72.0  75.0 96.00 103.00 132.0  44.0
## CV residual -40.1 -38.4 -32.3 -35.8 -39.1 -27.5 -24.8 -2.88   5.17  35.4 -49.1
##             18199 18200 18204 18205 18206 18207 18211 18216 18219 18226 18227
## Predicted    88.0  86.8  89.3  92.1  91.8  91.1  92.8 90.37  89.1 97.81  98.7
## cvpred       88.1  86.8  89.3  92.3  91.9  91.2  92.9 90.37  89.0 97.91  98.8
## pm2.5        14.0  14.0  19.0  18.0  20.0  20.0  38.0 87.00  77.0 99.00 112.0
## CV residual -74.1 -72.8 -70.3 -74.3 -71.9 -71.2 -54.9 -3.37 -12.0  1.09  13.2
##             18230 18231 18232 18233 18236 18239 18246 18247 18249 18254 18256
## Predicted    98.6 101.8 100.7 100.4 100.1  99.3  95.4  94.2  98.5  78.0  72.4
## cvpred       98.6 101.9 100.8 100.5 100.2  99.4  95.4  94.2  98.6  77.9  72.2
## pm2.5       133.0 129.0 134.0 135.0 157.0 152.0 144.0 154.0 147.0  19.0  23.0
## CV residual  34.4  27.1  33.2  34.5  56.8  52.6  48.6  59.8  48.4 -58.9 -49.2
##             18265 18267 18272 18275 18277 18279 18284 18288 18292 18295 18297
## Predicted    54.0  86.4  78.2  80.3  87.4    86  90.8  84.2    82  74.5  70.6
## cvpred       53.5  86.5  78.1  80.3  87.5    86  90.9  84.2    82  74.4  70.4
## pm2.5        15.0  13.0  13.0  14.0  14.0    13  25.0  24.0    10   6.0  11.0
## CV residual -38.5 -73.5 -65.1 -66.3 -73.5   -73 -65.9 -60.2   -72 -68.4 -59.4
##             18300 18301 18302 18309 18314 18317 18319 18323 18324 18325 18326
## Predicted    64.0  61.1  59.5  89.7  88.8  86.3  83.6  79.6  78.9  89.7  89.5
## cvpred       63.6  60.7  59.0  89.8  88.9  86.3  83.6  79.5  78.8  89.8  89.6
## pm2.5        16.0  14.0  17.0  69.0  61.0  68.0  63.0  49.0  59.0  60.0  52.0
## CV residual -47.6 -46.7 -42.0 -20.8 -27.9 -18.3 -20.6 -30.5 -19.8 -29.8 -37.6
##             18328 18334 18335 18339 18340 18344 18348 18349 18352 18359  18360
## Predicted   79.71  91.8  91.1  81.1  88.5  86.5  81.2  89.7  89.7  93.5  92.80
## cvpred      79.66  91.9  91.2  81.1  88.6  86.5  81.2  89.8  89.8  93.6  92.91
## pm2.5       76.00 147.0 114.0   9.0   9.0   9.0  19.0  20.0  40.0  82.0 100.00
## CV residual -3.66  55.1  22.8 -72.1 -79.6 -77.5 -62.2 -69.8 -49.8 -11.6   7.09
##             18361 18363 18365 18372 18376 18379 18381 18382 18396 18397 18401
## Predicted    92.1  95.9  97.8  98.3  96.6  92.1  92.8  99.2  56.9  51.3  26.2
## cvpred       92.2  96.0  97.9  98.5  96.7  92.2  92.8  99.3  56.4  50.7  25.2
## pm2.5       118.0 140.0 119.0  82.0 108.0 132.0 132.0 201.0  10.0  12.0  13.0
## CV residual  25.8  44.0  21.1 -16.5  11.3  39.8  39.2 101.7 -46.4 -38.7 -12.2
##             18404 18410 18413 18414 18415 18416 18419 18422 18425 18431 18432
## Predicted    12.9 -12.7 -26.1 -29.4 -32.2 -33.9    84  74.7  66.2  53.2  50.8
## cvpred       11.7 -14.4 -28.1 -31.4 -34.3 -35.9    84  74.5  65.9  52.6  50.2
## pm2.5        27.0  17.0   7.0   9.0   9.0   7.0    22  18.0  12.0   9.0   9.0
## CV residual  15.3  31.4  35.1  40.4  43.3  42.9   -62 -56.5 -53.9 -43.6 -41.2
##             18434 18437 18439 18441 18450 18454 18459 18464 18470 18479 18490
## Predicted    45.1  37.8  35.8  90.4  65.5  91.2  93.0  92.8  90.3  90.1  92.5
## cvpred       44.4  37.0  35.0  90.5  65.2  91.4  93.1  93.0  90.4  90.2  92.6
## pm2.5         9.0  11.0   8.0  12.0  17.0  26.0  36.0  38.0  40.0  57.0  29.0
## CV residual -35.4 -26.0 -27.0 -78.5 -48.2 -65.4 -57.1 -55.0 -50.4 -33.2 -63.6
##             18491 18493 18504 18506 18507 18509 18511 18515 18520 18526 18529
## Predicted    91.2  91.4  76.5  75.1  73.6  93.2  94.9  91.3  88.3 92.78  94.1
## cvpred       91.4  91.5  76.3  74.8  73.4  93.3  95.0  91.4  88.3 92.87  94.1
## pm2.5        19.0  23.0  82.0  95.0 102.0 121.0 112.0 121.0  39.0 87.00 175.0
## CV residual -72.4 -68.5   5.7  20.2  28.6  27.7  17.0  29.6 -49.3 -5.87  80.9
##             18533 18534  18544  18545 18548 18549 18550 18556 18557 18559 18562
## Predicted    98.3  98.3 100.42 100.06 101.1 100.4 101.1  98.7    98  97.6  95.6
## cvpred       98.5  98.5 100.52 100.16 101.2 100.5 101.2  98.8    98  97.6  95.6
## pm2.5        74.0  78.0 106.00 105.00 120.0 134.0 143.0 154.0   145 163.0 182.0
## CV residual -24.5 -20.5   5.48   4.84  18.8  33.5  41.8  55.2    47  65.4  86.4
##             18566 18567 18569 18571 18575 18576 18587 18589 18591 18594 18603
## Predicted   100.1  98.8  97.0   100   100  99.7  91.9  89.5  88.8  89.0  96.8
## cvpred      100.2  98.9  97.1   101   100  99.8  92.0  89.6  88.9  89.1  96.9
## pm2.5       165.0 192.0 221.0   228   332 352.0  16.0  15.0  25.0  24.0 149.0
## CV residual  64.8  93.1 123.9   127   232 252.2 -76.0 -74.6 -63.9 -65.1  52.1
##             18604  18612 18613 18614 18620 18621 18625 18630 18631 18634 18635
## Predicted    95.6 100.06  98.7  99.4 100.1  98.7  85.1  77.3  76.7  72.2  67.9
## cvpred       95.6 100.16  98.7  99.5 100.2  98.8  85.1  77.1  76.5  71.9  67.6
## pm2.5       132.0  96.00 113.0 138.0 126.0 133.0   4.0  10.0  11.0  17.0  15.0
## CV residual  36.4  -4.16  14.3  38.5  25.8  34.2 -81.1 -67.1 -65.5 -54.9 -52.6
##             18638 18639 18640 18643 18644 18652 18654 18656 18658  18660 18663
## Predicted    60.3  59.4  56.5  50.0  47.0    33  26.9 19.43 10.29  1.328 -12.8
## cvpred       59.9  58.9  56.0  49.3  46.2    32  25.9 18.26  8.96 -0.172 -14.6
## pm2.5        11.0  15.0  18.0  14.0  16.0    11  11.0 10.00 17.00 18.000  16.0
## CV residual -48.9 -43.9 -38.0 -35.3 -30.2   -21 -14.9 -8.26  8.04 18.172  30.6
##             18669 18671 18673 18674 18677 18678 18679 18680 18683 18685 18687
## Predicted   -30.8 -36.0 -43.2 -45.5  89.3  87.9    87  85.4  90.9  86.5  82.0
## cvpred      -32.9 -38.3 -45.5 -47.9  89.4  88.0    87  85.4  91.0  86.5  81.9
## pm2.5        11.0  18.0  14.0  16.0   8.0  10.0     8  17.0  27.0  27.0  26.0
## CV residual  43.9  56.3  59.5  63.9 -81.4 -78.0   -79 -68.4 -64.0 -59.5 -55.9
##             18690 18691 18697 18699 18700  18703 18704 18705 18707 18710 18712
## Predicted    75.3  90.2  93.9 93.52 92.47 91.754 90.50 91.85 94.21  92.5  90.3
## cvpred       75.2  90.3  94.0 93.64 92.59 91.855 90.58 91.91 94.33  92.6  90.4
## pm2.5        52.0  50.0 109.0 98.00 91.00 91.000 87.00 84.00 87.00  52.0  33.0
## CV residual -23.2 -40.3  15.0  4.36 -1.59 -0.855 -3.58 -7.91 -7.33 -40.6 -57.4
##             18714 18716 18717 18718 18719 18722 18723 18724 18726 18727 18729
## Predicted    88.6  85.6    85  93.5  93.9  93.2  92.8  93.9  92.2    91 90.93
## cvpred       88.7  85.6    85  93.6  94.0  93.3  92.9  94.0  92.3    91 90.96
## pm2.5        25.0  41.0    52  64.0  64.0  81.0 113.0 163.0 152.0   129 99.00
## CV residual -63.7 -44.6   -33 -29.6 -30.0 -12.3  20.1  69.0  59.7    38  8.04
##             18730 18731 18732 18735 18737 18739 18741 18742 18743 18744 18745
## Predicted    95.6 92.80  92.1  92.5  93.1  93.4  94.4  95.8  94.1  90.1 98.35
## cvpred       95.7 92.91  92.2  92.6  93.2  93.5  94.4  95.8  94.1  90.0 98.46
## pm2.5        94.0 85.00 110.0 127.0 135.0 184.0 254.0 260.0 216.0 160.0 93.00
## CV residual  -1.7 -7.91  17.8  34.4  41.8  90.5 159.6 164.2 121.9  70.0 -5.46
##             18746 18748 18751 18754 18757 18758 18759 18761 18765 18769 18773
## Predicted    98.2  96.8  97.3  97.2  97.6  98.7    98  96.8  99.5 102.5 104.2
## cvpred       98.3  96.9  97.4  97.3  97.7  98.8    98  96.9  99.6 102.6 104.3
## pm2.5        75.0  68.0  83.0 125.0 123.0 117.0   140 143.0 138.0 141.0 153.0
## CV residual -23.3 -28.9 -14.4  27.7  25.3  18.2    42  46.1  38.4  38.4  48.7
##             18776 18777 18779 18782 18783 18785 18786 18787 18789 18790 18793
## Predicted   104.6 105.2 103.5 104.2   104   104   102   102  95.1  91.4  87.7
## cvpred      104.6 105.3 103.6 104.3   104   104   102   102  95.2  91.5  87.6
## pm2.5       174.0 183.0 193.0 203.0   208   235   240   241 154.0  25.0  16.0
## CV residual  69.4  77.7  89.4  98.7   104   131   138   139  58.8 -66.5 -71.6
##             18795 18799 18802 18803 18804 18808 18809 18813 18818 18821 18823
## Predicted    96.6  92.7  86.4  83.1  81.8  91.8  91.6  89.1 87.92  87.1  85.2
## cvpred       96.7  92.7  86.4  83.0  81.7  91.9  91.7  89.1 87.83  87.0  85.0
## pm2.5        11.0  11.0  15.0  20.0  20.0  20.0  20.0  33.0 78.00  99.0 108.0
## CV residual -85.7 -81.7 -71.4 -63.0 -61.7 -71.9 -71.7 -56.1 -9.83  12.0  23.0
##              18824 18829 18830 18834 18837 18843 18845 18847 18850 18854 18856
## Predicted   100.42  99.4  98.7  98.0  95.4  84.8  78.8  74.5  70.4  61.9  59.9
## cvpred      100.52  99.5  98.8  98.1  95.4  84.7  78.6  74.3  70.1  61.4  59.4
## pm2.5       103.00 126.0 122.0 142.0  48.0  10.0  17.0  13.0  21.0  21.0  18.0
## CV residual   2.48  26.5  23.2  43.9 -47.4 -74.7 -61.6 -61.3 -49.1 -40.4 -41.4
##             18857 18863 18864 18866 18869 18871 18877 18878 18879 18880 18882
## Predicted    91.8  89.4  87.5  94.2  92.4  95.2  93.1  93.2  92.4  91.7  93.3
## cvpred       91.9  89.4  87.5  94.3  92.4  95.3  93.2  93.3  92.5  91.8  93.4
## pm2.5        20.0  44.0  49.0  70.0 139.0  34.0  24.0  25.0  22.0  33.0  47.0
## CV residual -71.9 -45.4 -38.5 -24.3  46.6 -61.3 -69.2 -68.3 -70.5 -58.8 -46.4
##             18883 18884 18890 18897 18900 18907 18909 18911 18912 18913 18916
## Predicted    93.3  92.6  90.3 101.4  98.2  94.2  93.8  99.4  99.7   100   100
## cvpred       93.4  92.6  90.2 101.5  98.2  94.2  93.8  99.5  99.8   100   101
## pm2.5        46.0  42.0 161.0 191.0 233.0 176.0 190.0 278.0 286.0   267   287
## CV residual -47.4 -50.6  70.8  89.5 134.8  81.8  96.2 178.5 186.2   167   186
##             18918 18921 18924 18925 18928 18931 18935 18937 18938 18946 18959
## Predicted     100   101   100  99.3  93.8  88.8  85.2  83.0  82.4 101.8   102
## cvpred        100   101   100  99.4  93.7  88.7  85.0  82.8  82.2 101.9   103
## pm2.5         274   259   308 281.0 140.0  99.0 129.0 175.0 173.0 176.0   318
## CV residual   174   158   208 181.6  46.3  10.3  44.0  92.2  90.8  74.1   215
##             18960 18967 18969 18976 18986 18987 18993 19006 19008 19009 19014
## Predicted     102  98.5   103   105 102.8 100.9  93.9 105.2 105.4 105.7  98.2
## cvpred        103  98.6   103   105 102.8 100.9  93.8 105.3 105.5 105.8  98.2
## pm2.5         324 227.0   222   268 165.0 154.0 136.0 132.0 151.0 130.0  77.0
## CV residual   221 128.4   119   163  62.2  53.1  42.2  26.7  45.5  24.2 -21.2
##              19018 19022 19025 19031 19036 19042 19049  19051 19054 19055 19057
## Predicted    95.61  87.8  84.6  78.9 101.3 102.1 98.29 100.42 101.8 101.8 101.4
## cvpred       95.56  87.7  84.4  78.6 101.4 102.2 98.38 100.52 101.9 101.9 101.5
## pm2.5       101.00  98.0 108.0 104.0 113.0 114.0 93.00 104.00 143.0 170.0 201.0
## CV residual   5.44  10.3  23.6  25.4  11.6  11.8 -5.38   3.48  41.1  68.1  99.5
##             19059 19066 19068 19070 19072 19077 19083 19089 19090 19092 19093
## Predicted     102 102.8 101.4  99.5  98.2 102.5  87.2  63.1  58.6  51.3  47.0
## cvpred        103 102.9 101.5  99.5  98.2 102.6  87.1  62.6  58.1  50.5  46.2
## pm2.5         220 182.0 176.0 166.0 130.0 162.0  19.0  15.0  20.0  17.0  13.0
## CV residual   117  79.1  74.5  66.5  31.8  59.4 -68.1 -47.6 -38.1 -33.5 -33.2
##             19095 19097 19100 19104 19108 19115 19120 19121 19126 19128 19130
## Predicted    39.5  33.9 27.48  97.1  97.7  88.5  71.8  67.1  50.3  44.2  41.1
## cvpred       38.6  32.9 26.36  97.3  97.8  88.4  71.5  66.8  49.7  43.5  40.2
## pm2.5        13.0  18.0 18.00  50.0  38.0  18.0  23.0  17.0  13.0  11.0  13.0
## CV residual -25.6 -14.9 -8.36 -47.3 -59.8 -70.4 -48.5 -49.8 -36.7 -32.5 -27.2
##             19134 19139 19142 19143 19146 19147 19151 19156 19158 19160 19169
## Predicted      86  91.2  89.5  89.5  86.4  91.5  94.9  95.5 100.7 101.1  90.3
## cvpred         86  91.3  89.6  89.6  86.5  91.6  95.0  95.6 100.8 101.2  90.2
## pm2.5          12  21.0  18.0  19.0  16.0  17.0  37.0 112.0  89.0 120.0  77.0
## CV residual   -74 -70.3 -71.6 -70.6 -70.5 -74.6 -58.0  16.4 -11.8  18.8 -13.2
##             19174 19183 19186 19187 19190 19192 19194 19195 19198 19204 19205
## Predicted    81.4  99.3  86.7  83.8  70.0  57.6  47.2  43.3  33.9  16.2 11.22
## cvpred       81.2  99.4  86.6  83.7  69.7  57.1  46.6  42.6  33.0  14.9  9.91
## pm2.5        67.0  85.0  26.0  24.0  27.0  20.0  20.0  10.0   7.0   7.0 17.00
## CV residual -14.2 -14.4 -60.6 -59.7 -42.7 -37.1 -26.6 -32.6 -26.0  -7.9  7.09
##             19206 19209  19210 19211 19218 19220 19228 19231 19233 19235 19236
## Predicted    9.04  3.61  0.746 -2.48 -20.7  87.2  95.2  93.1 93.02  93.9  92.5
## cvpred       7.68  2.13 -0.792 -4.08 -22.6  87.2  95.3  93.1 93.06  94.0  92.6
## pm2.5       12.00 12.00 29.000 18.00  18.0  30.0  81.0  79.0 95.00  46.0  47.0
## CV residual  4.32  9.87 29.792 22.08  40.6 -57.2 -14.3 -14.1  1.94 -48.0 -45.6
##             19238 19240 19243 19247 19250 19251 19254 19255 19256 19259 19260
## Predicted    91.8  91.0 87.55 96.97  95.9  96.5  98.9  98.0  99.0  99.0  98.7
## cvpred       91.9  91.1 87.53 97.08  95.9  96.6  99.0  98.1  99.1  99.1  98.8
## pm2.5        33.0  79.0 86.00 96.00 111.0 123.0 175.0 175.0 172.0 160.0 157.0
## CV residual -58.9 -12.1 -1.53 -1.08  15.1  26.4  76.0  76.9  72.9  60.9  58.2
##             19267 19270 19272 19273 19276 19278 19280 19283 19288 19293 19298
## Predicted    82.6  94.1  94.7  92.7  89.6  86.0  84.8  79.5  91.7  87.4  82.3
## cvpred       82.5  94.2  94.8  92.8  89.6  85.9  84.8  79.4  91.8  87.3  82.1
## pm2.5        63.0  75.0  13.0  10.0  11.0   7.0   9.0  24.0  23.0  72.0  62.0
## CV residual -19.5 -19.2 -81.8 -82.8 -78.6 -78.9 -75.8 -55.4 -68.8 -15.3 -20.1
##             19301 19302 19309 19314 19317 19320 19321 19322 19323 19324 19328
## Predicted    99.7  99.0  97.3  95.3   106 105.1 103.9 103.3   102 100.8   108
## cvpred       99.8  99.1  97.4  95.3   106 105.2 103.9 103.3   102 100.7   108
## pm2.5        46.0  54.0  85.0 137.0   165 176.0 180.0 187.0   180 181.0   222
## CV residual -53.8 -45.1 -12.4  41.7    59  70.8  76.1  83.7    78  80.3   114
##             19330 19334 19336 19338 19339 19340 19343 19344 19349 19354 19361
## Predicted     109   108   108   106   105   104   109   109   109 104.4  93.8
## cvpred        109   108   108   106   105   104   109   109   109 104.4  93.6
## pm2.5         263   335   360   272   315   318   302   310   214 175.0 195.0
## CV residual   154   227   252   166   210   214   193   201   105  70.6 101.4
##             19367 19368 19370 19373 19378 19379 19382 19383 19384 19388 19394
## Predicted    85.8 106.6 104.6  95.6  86.2  83.5 103.5 102.8 102.3  99.4   105
## cvpred       85.5 106.7 104.7  95.6  86.0  83.3 103.6 102.9 102.4  99.4   105
## pm2.5       137.0 120.0 107.0  18.0  16.0  15.0  26.0  26.0  39.0  76.0    64
## CV residual  51.5  13.3   2.3 -77.6 -70.0 -68.3 -77.6 -76.9 -63.4 -23.4   -41
##              19398 19401 19404 19405 19407 19408 19409  19410  19414 19417
## Predicted   104.88 103.8 100.7 101.7   103 101.7 100.8  99.15 104.34 105.2
## cvpred      104.97 103.9 100.8 101.8   103 101.7 100.8  99.13 104.42 105.3
## pm2.5       100.00  76.0 114.0 150.0   154 128.0 114.0 101.00 100.00 125.0
## CV residual  -4.97 -27.9  13.2  48.2    51  26.3  13.2   1.87  -4.42  19.7
##             19418 19422 19423 19426 19429 19436 19441 19446 19447 19448 19449
## Predicted   105.2 105.2 103.8 101.1  93.9  95.6  90.6  84.6 105.4   106   107
## cvpred      105.3 105.3 103.9 101.1  93.8  95.5  90.4  84.3 105.5   106   107
## pm2.5       137.0 166.0 164.0 155.0 107.0  82.0 187.0 180.0 193.0   217   252
## CV residual  31.7  60.7  60.1  53.9  13.2 -13.5  96.6  95.7  87.5   111   145
##             19454 19456 19457 19460 19466 19475 19478 19482  19483 19484 19486
## Predicted     107   106   107   108   107 102.9 101.6  95.7  97.18 95.89  90.9
## cvpred        107   106   107   108   107 102.9 101.6  95.7  97.13 95.81  90.8
## pm2.5         327   259   241   347   378 116.0  77.0 107.0 106.00 91.00  57.0
## CV residual   220   153   134   239   271  13.1 -24.6  11.3   8.87 -4.81 -33.8
##             19488 19492 19493 19495 19496 19497 19500 19503 19508 19511 19513
## Predicted    87.7  81.7  81.7  81.0   107 107.6  92.4  71.1  39.9 100.4  99.7
## cvpred       87.5  81.4  81.4  80.6   107 107.7  92.4  70.7  39.0 100.5  99.8
## pm2.5        39.0  40.0  50.0  56.0    67  81.0  22.0  15.0   9.0  20.0  14.0
## CV residual -48.5 -41.4 -31.4 -24.6   -40 -26.7 -70.4 -55.7 -30.0 -80.5 -85.8
##             19518 19522 19528 19532 19535 19541 19542 19543 19544 19545 19554
## Predicted    80.8  71.8  42.6  97.1  99.0  97.2  98.3  98.0 100.4  98.7    92
## cvpred       80.6  71.4  41.7  97.2  99.1  97.3  98.5  98.1 100.5  98.8    92
## pm2.5        16.0  13.0  12.0  11.0  46.0  15.0  13.0  16.0  25.0  22.0    37
## CV residual -64.6 -58.4 -29.7 -86.2 -53.1 -82.3 -85.5 -82.1 -75.5 -76.8   -55
##             19555 19557 19558 19560 19566 19575 19579 19580 19583 19587 19589
## Predicted    91.1 90.35  91.0 103.2 101.7 101.6 100.8 101.1   106   103   100
## cvpred       91.0 90.26  90.9 103.3 101.8 101.7 100.8 101.1   106   103   100
## pm2.5        50.0 83.00  93.0 124.0 136.0 144.0 134.0 146.0   237   250   235
## CV residual -41.0 -7.26   2.1  20.7  34.2  42.3  33.2  44.9   131   147   135
##             19591 19595 19598 19600 19602 19605 19609 19614 19615 19616  19618
## Predicted    97.4  91.0  82.4  78.2  99.4 100.9  99.5 101.3 101.6 103.5 102.81
## cvpred       97.4  90.9  82.2  78.0  99.5 100.9  99.6 101.4 101.7 103.6 102.91
## pm2.5       139.0  87.0  27.0  32.0  34.0  56.0 117.0   5.0  40.0  78.0  96.00
## CV residual  41.6  -3.9 -55.2 -46.0 -65.5 -44.9  17.4 -96.4 -61.7 -25.6  -6.91
##             19621 19623 19626 19628 19633 19635 19640 19646 19649 19656 19659
## Predicted    96.6  94.0  86.5  81.5 104.6 103.8   105  92.1  75.2  45.4  30.1
## cvpred       96.6  93.9  86.3  81.2 104.6 103.9   105  92.0  74.9  44.5  28.9
## pm2.5        58.0  59.0  48.0  37.0  47.0  66.0    77  50.0  23.0  18.0   7.0
## CV residual -38.6 -34.9 -38.3 -44.2 -57.6 -37.9   -28 -42.0 -51.9 -26.5 -21.9
##             19661 19662 19663 19670 19676 19677 19678 19685 19686 19690 19698
## Predicted    22.2  19.6 16.78 -12.0 -31.8 -33.0  99.7  85.6  82.0  89.3  91.4
## cvpred       20.9  18.3 15.39 -13.8 -33.9 -35.2  99.8  85.5  81.8  89.3  91.4
## pm2.5         7.0   5.0  7.00  13.0  20.0  30.0  32.0  11.0  10.0  17.0  26.0
## CV residual -13.9 -13.3 -8.39  26.8  53.9  65.2 -67.8 -74.5 -71.8 -72.3 -65.4
##             19706 19707 19718 19720 19723 19733 19736 19737 19738 19740 19746
## Predicted    87.1  85.8  92.5  87.8  80.1 102.0 102.5 102.4 103.2 101.4    95
## cvpred       86.9  85.7  92.4  87.7  79.8 102.1 102.5 102.5 103.3 101.5    95
## pm2.5        57.0  55.0  63.0  49.0  38.0  45.0  35.0  38.0  49.0  60.0    58
## CV residual -29.9 -30.7 -29.4 -38.7 -41.8 -57.1 -67.5 -64.5 -54.3 -41.5   -37
##             19748 19749 19750 19753 19754 19755 19756 19757 19759 19761 19762
## Predicted   103.7 104.0 100.9  89.0  84.0  80.3  77.1  74.7  97.7  95.9  96.1
## cvpred      103.7 104.1 100.9  88.9  83.9  80.1  76.8  74.5  97.8  96.0  96.2
## pm2.5        61.0  63.0  12.0  11.0  10.0   8.0   7.0   8.0  17.0  20.0  24.0
## CV residual -42.7 -41.1 -88.9 -77.9 -73.9 -72.1 -69.8 -66.5 -80.8 -76.0 -72.2
##             19763 19764 19765 19767 19768 19776 19777 19781 19783 19787 19788
## Predicted    93.1  90.7  95.4  94.4  92.8  94.9  97.3  97.0  91.4  82.7  78.8
## cvpred       93.1  90.7  95.4  94.5  92.8  95.0  97.4  97.1  91.5  82.5  78.6
## pm2.5        26.0  28.0  34.0  39.0  35.0  25.0  18.0   9.0  19.0  22.0  21.0
## CV residual -67.1 -62.7 -61.4 -55.5 -57.8 -70.0 -79.4 -88.1 -72.5 -60.5 -57.6
##             19791 19794 19795 19796 19800 19802 19804 19806 19811 19816 19819
## Predicted    65.8  54.0  51.1  47.2  93.7  87.2  82.8  78.9  69.0  51.0  37.8
## cvpred       65.4  53.4  50.4  46.4  93.8  87.2  82.7  78.7  68.7  50.3  36.8
## pm2.5        18.0  10.0  11.0  11.0  11.0  22.0  11.0  11.0  13.0  13.0  13.0
## CV residual -47.4 -43.4 -39.4 -35.4 -82.8 -65.2 -71.7 -67.7 -55.7 -37.3 -23.8
##             19820 19823 19824 19828 19830 19831 19832 19834 19836 19839 19843
## Predicted    33.3 26.45  25.0 102.5 103.3 103.2 104.6 101.1  99.1  98.6 101.7
## cvpred       32.2 25.24  23.7 102.6 103.5 103.3 104.6 101.2  99.2  98.6 101.7
## pm2.5        16.0 27.00  15.0  17.0  36.0  37.0  38.0  51.0  37.0  28.0  32.0
## CV residual -16.2  1.76  -8.7 -85.6 -67.5 -66.3 -66.6 -50.2 -62.2 -70.6 -69.7
##             19845 19850 19851 19854 19857 19859 19862 19864 19870 19876  19877
## Predicted    96.2 101.1 101.1 101.1    99  99.7 101.2  98.7 105.6 96.44 92.401
## cvpred       96.1 101.2 101.2 101.2    99  99.8 101.3  98.7 105.7 96.46 92.389
## pm2.5        28.0  14.0  27.0  53.0    53  53.0  80.0  81.0 171.0 93.00 92.000
## CV residual -68.1 -87.2 -74.2 -48.2   -46 -46.8 -21.3 -17.7  65.3 -3.46 -0.389
##             19881 19883 19884 19887 19890 19895 19901 19903 19906 19911 19912
## Predicted    79.3  74.1  72.4  66.5 59.66  95.9  94.7  94.6 106.3  99.2  98.6
## cvpred       79.1  73.8  72.1  66.1 59.08  96.0  94.6  94.5 106.3  99.1  98.5
## pm2.5        33.0  91.0  42.0  23.0 66.00  47.0 111.0 150.0 181.0 163.0 138.0
## CV residual -46.1  17.2 -30.1 -43.1  6.92 -49.0  16.4  55.5  74.7  63.9  39.5
##             19913 19915 19921  19924 19932 19933 19936 19942 19945 19946 19949
## Predicted    95.7  91.6 85.99 108.93  96.7  92.8  84.0 114.5 105.5 103.4  95.3
## cvpred       95.6  91.4 85.61 108.97  96.5  92.5  83.6 114.6 105.5 103.5  95.3
## pm2.5       119.0 108.0 81.00 101.00  50.0  62.0  56.0  32.0  37.0  38.0   9.0
## CV residual  23.4  16.6 -4.61  -7.97 -46.5 -30.5 -27.6 -82.6 -68.5 -65.5 -86.3
##             19950 19952 19959 19966 19967 19970 19972 19973 19977 19978 19981
## Predicted    99.8  91.9  76.8  97.7  96.1  98.2  93.7  91.7  84.9  82.4  75.7
## cvpred       99.9  91.8  76.5  97.7  96.1  98.3  93.7  91.7  84.8  82.2  75.3
## pm2.5         6.0   8.0  14.0  32.0  40.0  52.0  33.0  49.0  47.0  13.0  16.0
## CV residual -93.9 -83.8 -62.5 -65.7 -56.1 -46.3 -60.7 -42.7 -37.8 -69.2 -59.3
##             19987 19990 19994 19995 19996 19997 20000 20003 20007 20015 20017
## Predicted   102.3 101.8 106.6 107.3 107.3 107.6 108.1 106.2  95.6  78.3  74.1
## cvpred      102.4 101.8 106.7 107.4 107.4 107.7 108.2 106.3  95.5  77.9  73.6
## pm2.5        17.0  29.0  56.0  84.0  80.0  77.0  90.0  86.0  29.0  34.0  50.0
## CV residual -85.4 -72.8 -50.7 -23.4 -27.4 -30.7 -18.2 -20.3 -66.5 -43.9 -23.6
##             20021  20026 20029 20033 20035 20037 20040 20043  20047  20050
## Predicted   108.5 109.38 100.8  89.9  83.5  81.2 77.71 77.06 111.44 106.00
## cvpred      108.6 109.46 100.8  89.8  83.2  80.9 77.25 76.53 111.53 106.04
## pm2.5        63.0 112.00  51.0  36.0  22.0  34.0 69.00 84.00 114.00 112.00
## CV residual -45.6   2.54 -49.8 -53.8 -61.2 -46.9 -8.25  7.47   2.47   5.96
##             20056 20058 20059 20060 20067 20072 20073 20080 20082 20085 20086
## Predicted   109.1 104.1 101.5 99.51 106.6   107 101.8  97.0  94.3  91.6  90.7
## cvpred      109.2 104.1 101.4 99.42 106.7   107 101.9  97.1  94.2  91.5  90.5
## pm2.5        28.0  16.0 115.0 93.00  20.0    17  15.0  23.0  47.0  56.0  56.0
## CV residual -81.2 -88.1  13.6 -6.42 -86.7   -90 -86.9 -74.1 -47.2 -35.5 -34.5
##             20089 20093 20097 20100 20101 20103 20104 20112 20116 20119 20123
## Predicted    87.6  82.9  79.5 109.0 107.4 105.2   103  90.9  86.4  83.3  76.9
## cvpred       87.3  82.5  79.0 109.1 107.5 105.2   103  90.6  86.0  82.8  76.3
## pm2.5        70.0  86.0 101.0 127.0 128.0 121.0   235 108.0 136.0 141.0 145.0
## CV residual -17.3   3.5  22.0  17.9  20.5  15.8   132  17.4  50.0  58.2  68.7
##             20128 20130 20131 20132 20133 20136 20139 20140 20142 20145 20153
## Predicted    71.9   115   113   115   115 111.5 115.2 115.2 115.2 110.2 112.5
## cvpred       71.2   115   113   115   115 111.5 115.3 115.3 115.3 110.2 112.5
## pm2.5       202.0   222   219   221   225  51.0  70.0  59.0  69.0  97.0 154.0
## CV residual 130.8   107   106   106   110 -60.5 -45.3 -56.3 -46.3 -13.2  41.5
##             20158 20159 20160 20163 20166 20168 20173 20177  20181 20184 20185
## Predicted   109.9 113.5 112.5 112.4 113.8 115.6 107.0 99.51 114.89   113   115
## cvpred      109.9 113.6 112.5 112.5 113.9 115.7 106.9 99.32 114.97   113   115
## pm2.5       151.0 157.0 159.0 174.0 176.0 185.0 194.0 90.00 118.00   100   129
## CV residual  41.1  43.4  46.5  61.5  62.1  69.3  87.1 -9.32   3.03   -13    14
##             20186 20187 20189 20195 20196 20205 20207 20208 20209 20211 20212
## Predicted   114.5 113.1 112.4   105 112.8 110.8 108.8 107.4 113.8 114.2 113.8
## cvpred      114.6 113.2 112.5   105 112.9 110.8 108.8 107.4 113.9 114.3 113.9
## pm2.5       142.0 148.0 147.0   168 155.0 200.0 161.0 147.0 150.0 143.0 131.0
## CV residual  27.4  34.8  34.5    63  42.1  89.2  52.2  39.6  36.1  28.7  17.1
##              20214  20216 20219 20220 20222 20224 20234 20237 20238 20240 20242
## Predicted   110.49 108.36 113.5 113.2 113.1 114.0   104 113.3 112.6   111   116
## cvpred      110.53 108.38 113.6 113.2 113.2 114.1   104 113.3 112.6   111   116
## pm2.5       115.00 113.00 144.0 160.0 167.0 172.0   199 188.0 190.0   235   248
## CV residual   4.47   4.62  30.4  46.8  53.8  57.9    95  74.7  77.4   124   132
##             20244 20246 20250 20259 20266 20267 20273 20275 20278 20280 20282
## Predicted     115   113   118 116.3 115.3 115.7   100  95.9  90.7  85.7  80.1
## cvpred        115   113   118 116.3 115.4 115.7   100  95.6  90.3  85.3  79.6
## pm2.5         266   279   277 208.0 132.0  60.0    38  45.0  46.0  14.0  11.0
## CV residual   151   166   159  91.7  16.6 -55.7   -62 -50.6 -44.3 -71.3 -68.6
##             20284 20285 20286 20289 20296 20301 20306 20312 20314 20315 20318
## Predicted    72.7  70.4  68.1  62.2  35.2  22.8 107.6 108.0 107.3 108.3 109.2
## cvpred       72.2  69.9  67.5  61.5  34.1  21.4 107.7 108.1 107.4 108.4 109.2
## pm2.5         9.0  12.0  11.0  10.0  15.0   6.0  34.0  50.0  48.0  53.0  83.0
## CV residual -63.2 -57.9 -56.5 -51.5 -19.1 -15.4 -73.7 -58.1 -59.4 -55.4 -26.2
##             20320 20322 20330 20332 20336 20339 20346 20348 20353 20355 20357
## Predicted   105.1 101.5 112.6 112.5 112.4 96.36  51.2  44.4  95.7  93.9  87.5
## cvpred      105.2 101.5 112.7 112.5 112.5 96.34  50.5  43.5  95.8  93.9  87.5
## pm2.5        76.0  53.0 152.0 148.0 114.0 99.00  27.0  27.0  41.0  72.0 141.0
## CV residual -29.2 -48.5  39.3  35.5   1.5  2.66 -23.5 -16.5 -54.8 -21.9  53.5
##              20360 20362 20366 20369 20371 20373 20374 20376 20379 20380 20385
## Predicted   102.82 99.73 99.10  95.7 94.18  93.7  91.8  90.5  90.1 107.6 106.4
## cvpred      102.91 99.83 99.16  95.6 94.11  93.6  91.6  90.3  89.9 107.7 106.4
## pm2.5       108.00 90.00 90.00 114.0 97.00 160.0 188.0 182.0 195.0 190.0 198.0
## CV residual   5.09 -9.83 -9.16  18.4  2.89  66.4  96.4  91.7 105.1  82.3  91.6
##             20386 20395 20398 20399  20403  20406 20408 20409 20410 20414 20417
## Predicted     104 100.0  99.2  98.8 100.93 113.51 114.5 113.8   112 113.1 113.3
## cvpred        104  99.9  99.1  98.7 100.77 113.59 114.6 113.9   112 113.1 113.3
## pm2.5         205 120.0 162.0 170.0 107.00 115.00 144.0 166.0   312 184.0 155.0
## CV residual   101  20.1  62.9  71.3   6.23   1.41  29.4  52.1   200  70.9  41.7
##             20419 20422 20423 20425 20434 20440 20447 20449 20452 20453 20454
## Predicted   115.6   115   115   116 114.5 106.0  94.4 112.8 113.5 113.5 113.2
## cvpred      115.7   115   115   116 114.6 105.9  94.1 112.9 113.6 113.6 113.2
## pm2.5       189.0   247   256   267 173.0 199.0  78.0  74.0  78.0  91.0 100.0
## CV residual  73.3   132   141   151  58.4  93.1 -16.1 -38.9 -35.6 -22.6 -13.2
##              20458 20462  20464 20467 20470 20476 20480 20482 20485 20486 20487
## Predicted   113.84 109.9 109.50 105.7 114.2   115 110.3 106.4 107.3 107.3   107
## cvpred      113.91 109.9 109.56 105.6 114.3   115 110.3 106.4 107.4 107.4   107
## pm2.5       119.00  91.0 106.00  68.0  98.0   140  58.0  70.0  57.0  60.0    46
## CV residual   5.09 -18.9  -3.56 -37.6 -16.3    25 -52.3 -36.4 -50.4 -47.4   -61
##             20490 20491 20494 20498  20499 20501 20502 20504 20505 20511 20512
## Predicted   106.1 107.5 113.5 114.5 114.20   115 113.5 113.4 116.3 113.1 111.5
## cvpred      106.1 107.5 113.6 114.6 114.28   115 113.5 113.5 116.3 113.1 111.5
## pm2.5         9.0  18.0  49.0 106.0 123.00   132 128.0  84.0  82.0 137.0 126.0
## CV residual -97.1 -89.5 -64.6  -8.6   8.72    17  14.5 -29.5 -34.3  23.9  14.5
##              20516 20517 20520 20523 20525 20527  20529  20531 20536 20538
## Predicted   104.91 104.7 109.7 111.1 111.8 112.5 106.15  97.38 104.5   103
## cvpred      104.83 104.6 109.8 111.2 111.9 112.5 106.18  97.35 104.5   103
## pm2.5        98.00 116.0  45.0 150.0  69.0  94.0 108.00 107.00  47.0   286
## CV residual  -6.83  11.4 -64.8  38.8 -42.9 -18.5   1.82   9.65 -57.5   183
##             20539 20548 20549 20550  20555 20559 20564 20568 20574 20575 20576
## Predicted     101 113.5 112.1 112.5 112.46 107.8 101.7  89.4 111.8 112.1 111.1
## cvpred        101 113.6 112.2 112.5 112.54 107.8 101.5  89.1 111.8 112.2 111.2
## pm2.5         205  70.0  80.0  79.0 118.00  96.0 136.0  58.0  98.0  76.0  78.0
## CV residual   104 -43.6 -32.2 -33.5   5.46 -11.8  34.5 -31.1 -13.8 -36.2 -33.2
##             20577 20578 20586  20591 20594 20598 20599 20600 20602 20615 20617
## Predicted   110.5   109 108.0 107.04 107.5   110 111.1 111.7   109 105.0 102.0
## cvpred      110.6   109 108.1 107.09 107.6   110 111.2 111.8   109 104.9 101.9
## pm2.5        84.0    84  96.0  98.00  65.0    76  99.0  91.0   120  84.0  71.0
## CV residual -26.6   -25 -12.1  -9.09 -42.6   -34 -12.2 -20.8    11 -20.9 -30.9
##              20618  20620 20621  20622 20629  20630 20631 20632 20635   20638
## Predicted   102.78 112.13 111.1 111.42 109.8 106.45 104.1   101  96.6 96.1480
## cvpred      102.68 112.22 111.2 111.49 109.8 106.46 104.1   101  96.4 95.9272
## pm2.5        95.00 105.00  99.0 105.00 146.0  99.00  75.0    65  79.0 96.0000
## CV residual  -7.68  -7.22 -12.2  -6.49  36.2  -7.46 -29.1   -36 -17.4  0.0728
##             20643 20644 20646 20647 20651 20652 20654 20659 20664 20665 20666
## Predicted   114.2 114.2 114.2   114 113.8 115.6   114   109   104   103   115
## cvpred      114.3 114.3 114.3   114 113.9 115.7   114   109   103   103   115
## pm2.5       153.0 163.0 184.0   312 164.0 160.0   177   161   228   247   265
## CV residual  38.7  48.7  69.7   198  50.1  44.3    63    52   125   144   150
##             20669 20671  20677 20683 20688 20690 20695 20696 20699 20701 20702
## Predicted   111.8 107.2 116.09 112.7 116.6 114.9 115.4 116.3 116.6 114.5 111.1
## cvpred      111.7 107.1 116.16 112.6 116.7 114.9 115.4 116.3 116.7 114.6 111.1
## pm2.5       153.0 141.0 123.00 152.0 138.0 152.0 131.0 128.0 153.0  56.0  51.0
## CV residual  41.3  33.9   6.84  39.4  21.3  37.1  15.6  11.7  36.3 -58.6 -60.1
##             20705 20708 20720 20721 20723 20724 20725 20727 20728 20733 20734
## Predicted   110.6 104.0  89.8  88.1  83.8  81.5  79.2  73.3  70.6 112.7 113.6
## cvpred      110.6 103.9  89.3  87.7  83.3  81.0  78.6  72.6  69.9 112.7 113.6
## pm2.5        29.0  80.0 186.0 185.0 212.0 191.0 194.0 103.0 100.0  84.0 164.0
## CV residual -81.6 -23.9  96.7  97.3 128.7 110.0 115.4  30.4  30.1 -28.7  50.4
##             20735 20736 20737 20745 20747 20754 20757 20763 20765 20767 20773
## Predicted   114.7 113.1 110.8 106.3  99.1  86.1  79.4   105 103.4 108.3  88.1
## cvpred      114.7 113.1 110.8 106.3  99.2  85.9  79.1   105 103.5 108.4  87.9
## pm2.5        94.0  99.0  96.0  31.0  52.0  16.0  15.0    36  46.0  51.0  27.0
## CV residual -20.7 -14.1 -14.8 -75.3 -47.2 -69.9 -64.1   -69 -57.5 -57.4 -60.9
##             20775 20778 20781 20784 20791 20792 20793 20796 20797 20800 20801
## Predicted    82.0  69.3  66.1 106.1  96.6  92.3  89.1  74.6  69.1  59.7  55.0
## cvpred       81.7  68.7  65.5 106.1  96.5  92.2  88.8  74.1  68.5  58.9  54.2
## pm2.5        37.0  22.0  12.0  31.0  15.0  15.0  19.0  22.0  18.0  30.0  28.0
## CV residual -44.7 -46.7 -53.5 -75.1 -81.5 -77.2 -69.8 -52.1 -50.5 -28.9 -26.2
##             20803 20813 20819 20824 20825 20826 20835 20837 20838 20847 20848
## Predicted    49.1 107.9 111.8 104.4 102.8 101.5 111.8 112.8 112.8 114.7 114.1
## cvpred       48.2 107.9 111.8 104.4 102.7 101.4 111.8 112.9 112.9 114.7 114.2
## pm2.5        25.0  58.0  87.0  67.0  85.0  54.0  28.0  45.0  52.0 134.0 127.0
## CV residual -23.2 -49.9 -24.8 -37.4 -17.7 -47.4 -83.8 -67.9 -60.9  19.3  12.8
##             20853 20857 20858  20860 20866 20867 20869 20922  20923  20924
## Predicted   115.4 116.6   117 116.60 113.1 112.4 111.1 116.2 114.57 112.63
## cvpred      115.4 116.7   117 116.66 113.1 112.4 111.1 116.2 114.57 112.61
## pm2.5       138.0 146.0   137 123.00 156.0 159.0 164.0 136.0 123.00 116.00
## CV residual  22.6  29.3    20   6.34  42.9  46.6  52.9  19.8   8.43   3.39
##             20927 20928 20929 20930 20934 20952 20959 20960 20961 20962 20964
## Predicted   109.0 107.8 117.4   118 116.2  94.6 104.1 107.1 104.8 102.9  99.3
## cvpred      108.9 107.6 117.5   118 116.3  94.2 104.2 107.2 104.8 102.9  99.3
## pm2.5       155.0 168.0 170.0   145  90.0 129.0  17.0  13.0  13.0  12.0  15.0
## CV residual  46.1  60.4  52.5    27 -26.3  34.8 -87.2 -94.2 -91.8 -90.9 -84.3
##             20970 20971 20974 20983 20987 20991 20993 20996 21000 21002 21004
## Predicted   103.2   102 100.4 108.6 102.6 104.6   105 105.9 108.7 108.7 110.0
## cvpred      103.3   102 100.4 108.6 102.6 104.6   105 105.9 108.8 108.7 110.1
## pm2.5        19.0    23  35.0  52.0  33.0   6.0     6  17.0  56.0  91.0  70.0
## CV residual -84.3   -79 -65.4 -56.6 -69.6 -98.6   -99 -88.9 -52.8 -17.7 -40.1
##             21008 21009 21011 21013 21014 21017 21018 21029 21031 21033 21039
## Predicted   106.7 109.7 107.6 105.1 104.1 109.1 107.4 114.5 115.6 114.9 105.7
## cvpred      106.7 109.8 107.6 105.1 104.1 109.2 107.5 114.6 115.7 114.9 105.7
## pm2.5        15.0  22.0  39.0  49.0  72.0  63.0  27.0  95.0 144.0 156.0  46.0
## CV residual -91.7 -87.8 -68.6 -56.1 -32.1 -46.2 -80.5 -19.6  28.3  41.1 -59.7
##             21042 21044 21050 21053 21056  21058  21059 21065 21068 21069 21070
## Predicted    95.9  90.6  85.5 112.8 113.8 113.94 111.63 103.3  97.6  96.0  94.4
## cvpred       95.8  90.3  85.1 112.9 113.9 113.97 111.64 103.1  97.3  95.7  94.0
## pm2.5        32.0  31.0  53.0  77.0  84.0 104.00 105.00 144.0 140.0 138.0 152.0
## CV residual -63.8 -59.3 -32.1 -35.9 -29.9  -9.97  -6.64  40.9  42.7  42.3  58.0
##              21073  21074 21078 21088 21093 21095 21098 21099 21100 21101 21104
## Predicted   115.58 115.22 114.2 110.8  98.6   117 115.2 114.4 113.7 112.5 108.4
## cvpred      115.66 115.29 114.3 110.8  98.4   117 115.2 114.5 113.7 112.5 108.3
## pm2.5       124.00 120.00 137.0 144.0 125.0   150  89.0  97.0  94.0  96.0  94.0
## CV residual   8.34   4.71  22.7  33.2  26.6    33 -26.2 -17.5 -19.7 -16.5 -14.3
##              21106  21107 21110 21115 21116 21117 21119 21123 21124 21125 21126
## Predicted   104.43 100.73 94.84 107.5   104 103.5 111.3 104.8 104.7 104.0   112
## cvpred      104.29 100.55 94.57 107.4   104 103.4 111.4 104.7 104.7 103.9   112
## pm2.5        96.00  99.00 93.00  18.0    15  15.0  26.0  16.0  12.0  18.0    14
## CV residual  -8.29  -1.55 -1.57 -89.4   -89 -88.4 -85.4 -88.7 -92.7 -85.9   -98
##             21127 21128 21129 21130 21131 21134 21135 21137 21138 21139 21144
## Predicted   111.2   110   112   108 104.3   108 108.1 108.3 107.8 107.6 111.3
## cvpred      111.3   110   112   108 104.3   109 108.2 108.4 107.9 107.7 111.3
## pm2.5        14.0     9     6     5   5.0     8  11.0  12.0  14.0  15.0  43.0
## CV residual -97.3  -101  -106  -103 -99.3  -101 -97.2 -96.4 -93.9 -92.7 -68.3
##             21145  21152 21154 21155 21157 21158 21164 21166 21169 21180 21182
## Predicted     111 111.08 114.5 115.2 111.6 108.9 110.4   116 115.3 113.1 112.6
## cvpred        111 111.16 114.6 115.3 111.6 108.9 110.3   116 115.4 113.1 112.6
## pm2.5          68 103.00  88.0  80.0  68.0  53.0  46.0    48  50.0  55.0  55.0
## CV residual   -43  -8.16 -26.6 -35.3 -43.6 -55.9 -64.3   -68 -65.4 -58.1 -57.6
##             21186   21187 21190 21192 21199 21200 21203 21205 21210 21216 21217
## Predicted   108.9 107.308   118 116.9 118.3   118 113.7   111  97.7  94.4  93.8
## cvpred      108.9 107.221   118 116.9 118.4   118 113.7   111  97.5  94.0  93.4
## pm2.5        83.0 108.000   138 151.0 155.0   189 168.0   143  63.0 146.0 159.0
## CV residual -25.9   0.779    20  34.1  36.6    71  54.3    32 -34.5  52.0  65.6
##             21218 21225 21227 21231 21237  21242 21245 21246 21247 21253 21257
## Predicted    92.4   119   121 120.7 118.6 118.34 116.2 118.3 118.3 118.1   109
## cvpred       92.0   119   121 120.8 118.7 118.41 116.3 118.4 118.4 118.2   109
## pm2.5       168.0   237   242 216.0  63.0 120.00 139.0 141.0 146.0 141.0    75
## CV residual  76.0   118   121  95.2 -55.7   1.59  22.7  22.6  27.6  22.8   -34
##             21260 21265 21266 21276 21286 21288 21292 21293 21304 21306 21308
## Predicted     102 117.3 116.6 103.7 108.5 106.7 100.1  98.9 114.7 112.7 109.3
## cvpred        102 117.4 116.6 103.7 108.4 106.5  99.9  98.6 114.7 112.7 109.2
## pm2.5          74  69.0  70.0  13.0  57.0 166.0 148.0 141.0 204.0 168.0  49.0
## CV residual   -28 -48.4 -46.6 -90.7 -51.4  59.5  48.1  42.4  89.3  55.3 -60.2
##             21313 21329  21330 21332 21333 21334 21336 21338 21340 21342 21343
## Predicted   112.1 110.8 109.22 107.9 118.3 119.4 114.5 115.0 113.7 117.3 117.6
## cvpred      112.1 110.8 109.14 107.8 118.4 119.4 114.6 115.1 113.7 117.4 117.7
## pm2.5        48.0  91.0 101.00  87.0  80.0 108.0  29.0  23.0  99.0  90.0  81.0
## CV residual -64.1 -19.8  -8.14 -20.8 -38.4 -11.4 -85.6 -92.1 -14.7 -27.4 -36.7
##             21345 21355 21358 21362 21364 21366 21369 21370 21374 21384 21385
## Predicted   118.3 103.9 100.3  98.1 96.93 119.7 120.4 120.0 117.4 117.8 119.0
## cvpred      118.4 103.7 100.1  97.7 96.57 119.8 120.5 120.1 117.5 117.8 119.1
## pm2.5       103.0  36.0  74.0  82.0 93.00 161.0 186.0 192.0 178.0  34.0  47.0
## CV residual -15.4 -67.7 -26.1 -15.7 -3.57  41.2  65.5  71.9  60.5 -83.8 -72.1
##             21386 21387 21394 21397 21398 21400 21405 21406 21409 21410 21418
## Predicted   118.7 118.1 107.5   108   108 103.7 106.1 107.2 100.4  97.5 112.8
## cvpred      118.7 118.2 107.6   108   109 103.8 106.1 107.2 100.3  97.4 112.9
## pm2.5        33.0  24.0  13.0     6     7  10.0  18.0  18.0  26.0  27.0  38.0
## CV residual -85.7 -94.2 -94.6  -102  -102 -93.8 -88.1 -89.2 -74.3 -70.4 -74.9
##             21422 21427 21433 21442 21447 21450 21458 21459 21460 21461  21464
## Predicted   106.0 105.7   115 106.5   111   112   114   115 115.6 115.6 115.91
## cvpred      106.1 105.8   115 106.5   111   112   114   115 115.7 115.7 115.98
## pm2.5        15.0  12.0    60  11.0     6     5    10    15  29.0  58.0 112.00
## CV residual -91.1 -93.8   -55 -95.5  -105  -107  -104  -100 -86.7 -57.7  -3.98
##             21469 21473 21476 21479 21488 21489 21492 21495 21498 21503 21504
## Predicted   115.4 109.5 114.7 110.7   110 108.6   115   113   113   116   115
## cvpred      115.4 109.4 114.7 110.6   110 108.5   115   113   113   116   115
## pm2.5        80.0  65.0  48.0  36.0    10  14.0     6     8     5     7     7
## CV residual -35.4 -44.4 -66.7 -74.6  -100 -94.5  -109  -105  -108  -109  -108
##             21505 21507 21515 21517 21518 21521 21522 21529 21531 21532 21535
## Predicted     113   117   107   113 111.9   111   110 103.6 102.9 100.9 100.3
## cvpred        113   117   107   113 111.9   111   110 103.5 102.7 100.7 100.1
## pm2.5          11    21     6    12  16.0     6     9  16.0  31.0  34.0  37.0
## CV residual  -102   -96  -101  -101 -95.9  -105  -101 -87.5 -71.7 -66.7 -63.1
##             21539 21543 21544 21547 21552 21557 21563 21569  21570 21573 21575
## Predicted   113.3   113 112.5   116 115.3 117.3 116.6 105.3 104.01  98.5   116
## cvpred      113.4   113 112.5   116 115.4 117.4 116.7 105.2 103.92  98.3   116
## pm2.5        15.0    12  16.0    21  30.0  43.0  65.0 103.0  96.00  96.0    79
## CV residual -98.4  -101 -96.5   -95 -85.4 -74.4 -51.7  -2.2  -7.92  -2.3   -37
##              21580  21581  21582 21583 21586 21587 21594 21595 21598 21599
## Predicted   113.22 113.19 116.75 116.7 117.3 116.7 118.3   119   116   113
## cvpred      113.24 113.19 116.81 116.8 117.4 116.8 118.4   119   116   113
## pm2.5       118.00 116.00 126.00 133.0 145.0 151.0 216.0   232   257   305
## CV residual   4.76   2.81   9.19  16.2  27.6  34.2  97.6   113   141   192
##             21602 21605 21608 21609 21610 21619 21627 21628 21636 21639  21640
## Predicted     110 106.5 119.0 118.7 119.0   111   120   120 117.8 118.8 116.52
## cvpred        110 106.4 119.1 118.7 119.1   111   120   120 117.8 118.9 116.54
## pm2.5         236 164.0 132.0 140.0 150.0   225   287   338  72.0 101.0 113.00
## CV residual   126  57.6  12.9  21.3  30.9   114   167   218 -45.8 -17.9  -3.54
##             21643 21645 21648 21650 21653 21657 21658 21663 21674 21676 21677
## Predicted     112 109.5 107.5   107 119.7 119.4 120.0   118 106.5 120.0 118.1
## cvpred        112 109.4 107.3   106 119.7 119.4 120.1   118 106.3 120.1 118.1
## pm2.5         306 175.0 202.0   209 191.0 193.0 183.0   153  65.0  83.0  84.0
## CV residual   194  65.6  94.7   103  71.3  73.6  62.9    35 -41.3 -37.1 -34.1
##             21678 21679 21680 21681 21696 21700 21703 21705 21706 21707 21711
## Predicted   119.7 119.7 120.4 119.5  98.4 119.7 120.0 118.8 117.4 116.1 111.3
## cvpred      119.8 119.7 120.5 119.6  98.1 119.7 120.1 118.8 117.4 116.1 111.2
## pm2.5        88.0  86.0  87.0  85.0 111.0 164.0 187.0 159.0 140.0 136.0 165.0
## CV residual -31.8 -33.7 -33.5 -34.6  12.9  44.3  66.9  40.2  22.6  19.9  53.8
##             21716 21717 21722 21724 21726 21727 21730 21735 21738 21740 21741
## Predicted   121.4 121.8   122   119 117.5 115.9 110.7 121.8 122.1 118.9 121.8
## cvpred      121.5 121.8   122   120 117.5 115.9 110.6 121.8 122.2 118.9 121.8
## pm2.5       189.0 205.0   249   238 215.0 170.0 145.0 168.0 162.0 143.0 140.0
## CV residual  67.5  83.2   127   118  97.5  54.1  34.4  46.2  39.8  24.1  18.2
##             21743 21744 21745 21749 21750 21759  21760 21763 21764 21769 21771
## Predicted   120.0 121.1 120.7 118.8 120.0   115 113.74 109.6 108.4 102.6  98.7
## cvpred      120.1 121.2 120.8 118.8 120.1   115 113.68 109.5 108.2 102.4  98.4
## pm2.5       144.0  69.0  75.0  73.0  75.0   101 118.00 131.0 128.0  64.0 138.0
## CV residual  23.9 -52.2 -45.8 -45.8 -45.1   -14   4.32  21.5  19.8 -38.4  39.6
##             21775 21780  21782  21783 21784 21785 21788 21792 21795  21801
## Predicted   120.0 118.0 116.07 121.42 120.9 118.6 115.4 110.9 108.8 118.64
## cvpred      120.1 118.1 116.05 121.48 120.9 118.6 115.3 110.8 108.6 118.69
## pm2.5       127.0 107.0 118.00 121.00 150.0 149.0 100.0  44.0  66.0 111.00
## CV residual   6.9 -11.1   1.95  -0.48  29.1  30.4 -15.3 -66.8 -42.6  -7.69
##             21810 21811 21813 21819 21820 21824 21827 21828 21832 21833 21834
## Predicted   115.6 114.4   112 108.8 108.1 120.4 118.6 117.9 120.0 120.0 120.7
## cvpred      115.6 114.3   112 108.6 107.9 120.5 118.6 117.9 120.1 120.1 120.8
## pm2.5        46.0  31.0    39  51.0  59.0  63.0  86.0  89.0 174.0 208.0 194.0
## CV residual -69.6 -83.3   -73 -57.6 -48.9 -57.5 -32.6 -28.9  53.9  87.9  73.2
##             21836 21838 21839  21841 21843 21846 21849 21852 21855 21861 21862
## Predicted   119.8 120.7 121.1 120.38 120.7 120.7 120.4 119.3 121.1 116.5 121.1
## cvpred      119.9 120.8 121.2 120.43 120.8 120.8 120.5 119.3 121.2 116.5 121.2
## pm2.5       202.0 174.0 175.0 129.00 109.0 105.0  72.0  63.0  59.0  81.0  83.0
## CV residual  82.1  53.2  53.8   8.57 -11.8 -15.8 -48.5 -56.3 -62.2 -35.5 -38.2
##             21865 21866  21871 21873 21877 21879 21883 21887 21888 21890 21891
## Predicted   121.1 120.7 121.09 120.2 118.7 117.3 115.2 110.2 110.0 107.1 106.4
## cvpred      121.2 120.8 121.16 120.2 118.7 117.4 115.2 110.1 109.8 106.9 106.2
## pm2.5       110.0  98.0 128.00 100.0  36.0  24.0  40.0  69.0  69.0  77.0  90.0
## CV residual -11.2 -22.8   6.84 -20.2 -82.7 -93.4 -75.2 -41.1 -40.8 -29.9 -16.2
##             21892 21897 21899 21900 21902   21907 21915 21922 21924 21925 21926
## Predicted   121.8 118.2 117.4 116.2 113.7 121.574 115.8 115.6   117   115   113
## cvpred      121.8 118.2 117.4 116.1 113.5 121.621 115.9 115.7   117   115   113
## pm2.5       104.0 135.0 138.0 140.0 129.0 122.000 104.0  19.0     9    13    13
## CV residual -17.8  16.8  20.6  23.9  15.5   0.379 -11.9 -96.7  -108  -102  -100
##             21930 21932 21936 21942 21945 21952 21955 21957 21961 21963 21966
## Predicted   113.6 110.7 108.0 115.8 112.9 117.3 114.1   114 106.5 105.8 119.0
## cvpred      113.6 110.7 107.9 115.8 112.8 117.4 114.1   114 106.4 105.6 119.1
## pm2.5        16.0  21.0  23.0  48.0  29.0  26.0  24.0    24 115.0  45.0  87.0
## CV residual -97.6 -89.7 -84.9 -67.8 -83.8 -91.4 -90.1   -90   8.6 -60.6 -32.1
##             21967 21970 21972 21974 21976 21985 21986 21987 21988 21992 21994
## Predicted   119.4 118.7 118.1 116.8 118.5 102.9 101.6 120.0 118.8 121.4 121.4
## cvpred      119.4 118.7 118.2 116.9 118.5 102.6 101.4 120.1 118.8 121.5 121.5
## pm2.5        91.0  97.0  81.0  88.0  95.0  77.0  75.0  78.0  86.0  77.0 105.0
## CV residual -28.4 -21.7 -37.2 -28.9 -23.5 -25.6 -26.4 -42.1 -32.8 -44.5 -16.5
##             21998 22004 22006 22009 22015 22017 22021 22022 22026 22033 22038
## Predicted   120.7 113.4 111.9 117.9 120.0 121.1 121.4 121.4 122.1 121.8 122.5
## cvpred      120.8 113.3 111.8 117.9 120.1 121.2 121.5 121.5 122.2 121.8 122.5
## pm2.5        92.0 149.0 124.0  34.0  52.0  59.0 133.0 155.0 179.0 184.0 187.0
## CV residual -28.8  35.7  12.2 -83.9 -68.1 -62.2  11.5  33.5  56.8  62.2  64.5
##             22039 22042 22043  22050 22053 22056 22057 22062 22063 22065 22066
## Predicted   122.1 122.3 121.5 112.23   108   102 121.8 122.5 122.1 122.1 122.8
## cvpred      122.2 122.3 121.6 112.09   108   102 121.8 122.5 122.2 122.2 122.9
## pm2.5       177.0 173.0 175.0 103.00   210   163 171.0 169.0 177.0 186.0 185.0
## CV residual  54.8  50.7  53.4  -9.09   102    61  49.2  46.5  54.8  63.8  62.1
##              22071  22074  22075  22077 22078  22080 22084 22086  22089 22095
## Predicted   122.11 119.24 117.27 115.63 114.9 112.94 107.8 122.5 122.80 119.6
## cvpred      122.17 119.25 117.24 115.56 114.8 112.82 107.6 122.5 122.86 119.6
## pm2.5       120.00 113.00 113.00 122.00 125.0 109.00  95.0  92.0 127.00 106.0
## CV residual  -2.17  -6.25  -4.24   6.44  10.2  -3.82 -12.6 -30.5   4.14 -13.6
##             22096 22097 22099 22101 22103 22104 22105 22106 22107 22108 22115
## Predicted   118.3 116.7 113.8 111.5 122.5 122.1 121.4 120.7   120 122.5 123.2
## cvpred      118.3 116.7 113.7 111.4 122.5 122.2 121.4 120.7   120 122.5 123.2
## pm2.5        89.0  96.0  92.0  73.0  47.0  60.0  62.0  66.0    73  61.0  35.0
## CV residual -29.3 -20.7 -21.7 -38.4 -75.5 -62.2 -59.4 -54.7   -47 -61.5 -88.2
##             22127 22128 22132 22136 22141 22142 22149 22150 22151 22155 22159
## Predicted   119.4 121.1 120.7 120.7 121.6 121.5   120   118 121.4   121 118.6
## cvpred      119.5 121.2 120.8 120.8 121.6 121.6   120   118 121.5   121 118.6
## pm2.5        33.0  43.0  54.0  79.0  87.0  65.0    47    29  24.0    19  19.0
## CV residual -86.5 -78.2 -66.8 -41.8 -34.6 -56.6   -73   -89 -97.5  -102 -99.6
##             22160 22161 22163 22165 22167 22172 22180 22181 22188 22189 22190
## Predicted     118   121 121.4 120.7   120   119   120 119.3   116   120   119
## cvpred        118   121 121.5 120.8   120   119   120 119.4   116   120   119
## pm2.5          24    20  55.0  35.0    20    14    17  31.0     8     7    11
## CV residual   -94  -101 -66.5 -85.8  -100  -105  -103 -88.4  -108  -113  -108
##             22196 22197 22201 22202 22204 22205 22206 22208 22210 22212 22213
## Predicted     116 115.9 121.4 120.7 120.7 120.7 120.4 119.0 115.8   118   117
## cvpred        116 115.9 121.5 120.8 120.8 120.8 120.5 119.1 115.9   118   117
## pm2.5          36  38.0  46.0  47.0  57.0  54.0  48.0  25.0  21.0    17    16
## CV residual   -80 -77.9 -75.5 -73.8 -63.8 -66.8 -72.5 -94.1 -94.9  -101  -101
##             22217 22218 22219 22220 22222 22223 22226 22228 22229 22233 22235
## Predicted   117.4   116 115.3 114.7 114.4 113.6 120.0 119.7 119.4 118.1 117.2
## cvpred      117.5   116 115.3 114.8 114.3 113.6 120.1 119.8 119.4 118.2 117.2
## pm2.5        19.0    15  19.0  33.0  31.0  39.0  60.0  59.0  48.0  32.0  31.0
## CV residual -98.5  -101 -96.3 -81.8 -83.3 -74.6 -60.1 -60.8 -71.4 -86.2 -86.2
##             22236 22238 22240 22241 22248 22249 22250 22255  22256  22259 22262
## Predicted   116.5 119.0 115.5 116.6 110.4 109.9 109.3   121 120.73 119.69 117.3
## cvpred      116.5 119.1 115.6 116.7 110.4 109.8 109.2   121 120.79 119.75 117.4
## pm2.5        29.0  29.0  25.0  26.0  58.0  60.0  84.0    99 130.00 112.00  76.0
## CV residual -87.5 -90.1 -90.6 -90.7 -52.4 -49.8 -25.2   -22   9.21  -7.75 -41.4
##             22268 22272  22279 22280 22282 22283 22284 22287 22294 22295 22296
## Predicted   110.6 106.7 116.58 115.9 113.4   112   110 106.0  95.1  93.9  92.6
## cvpred      110.6 106.5 116.55 115.8 113.3   112   110 105.8  94.7  93.4  92.1
## pm2.5        46.0  53.0 110.00  94.0  95.0    92    85  76.0  64.0  72.0  80.0
## CV residual -64.6 -53.5  -6.55 -21.8 -18.3   -20   -25 -29.8 -30.7 -21.4 -12.1
##             22301 22308 22310 22320 22321  22325 22331   22334  22336 22337
## Predicted   88.09 120.7 120.0 109.8 109.0 121.42 117.8 115.653 114.91 113.5
## cvpred      87.54 120.8 120.1 109.6 108.9 121.48 117.8 115.592 114.82 113.4
## pm2.5       79.00  90.0  99.0  80.0  82.0 120.00 136.0 116.000 120.00 126.0
## CV residual -8.54 -30.8 -21.1 -29.6 -26.9  -1.48  18.2   0.408   5.18  12.6
##             22340  22341 22345 22352 22364 22368 22369 22372 22374 22376 22377
## Predicted   111.5 122.47 120.5 122.8 112.2   110   109   107 105.7 103.2   103
## cvpred      111.3 122.54 120.5 122.9 112.1   110   109   107 105.5 102.9   102
## pm2.5       133.0 124.00 160.0 202.0 192.0   219   240   227 174.0 192.0   233
## CV residual  21.7   1.46  39.5  79.1  79.9   109   131   120  68.5  89.1   131
##             22378 22380 22382 22386 22387 22388 22389 22395 22398 22399 22400
## Predicted     101  99.3   123 115.5 114.9 119.2 123.2   120   116   115 121.6
## cvpred        101  98.9   123 115.4 114.8 119.2 123.2   120   116   115 121.6
## pm2.5         256 283.0   318  46.0  95.0  23.0  29.0    13    12    12  24.0
## CV residual   155 184.1   195 -69.4 -19.8 -96.2 -94.2  -107  -104  -103 -97.6
##             22404 22407 22408 22412 22415 22419 22420 22421 22423 22429 22430
## Predicted     110  98.1  95.6   122 118.8   118   119 117.2   119 120.7 121.4
## cvpred        109  97.9  95.3   122 118.9   118   119 117.2   119 120.8 121.5
## pm2.5           9   9.0   9.0    15  27.0    17    12  20.0    12  30.0  25.0
## CV residual  -100 -88.9 -86.3  -107 -91.9  -101  -107 -97.2  -107 -90.8 -96.5
##             22431 22433 22434 22436 22437 22439 22446 22450 22452 22453 22456
## Predicted   121.4 118.7 117.8 113.9 112.3 109.6 120.7 119.3 121.8 121.4 121.1
## cvpred      121.4 118.7 117.8 113.9 112.2 109.5 120.8 119.3 121.8 121.5 121.2
## pm2.5        41.0  69.0  90.0  56.0  51.0  28.0  55.0  70.0  76.0  71.0  63.0
## CV residual -80.4 -49.7 -27.8 -57.9 -61.2 -81.5 -65.8 -49.3 -45.8 -50.5 -58.2
##             22457 22462  22465 22466 22469 22479 22480 22490 22491 22492 22503
## Predicted   120.2   119 116.19 115.5 113.3   113 113.3 113.7 112.9 123.5 114.2
## cvpred      120.2   119 116.14 115.4 113.2   113 113.1 113.5 112.8 123.5 114.1
## pm2.5        75.0    81 109.00 103.0  60.0    70  60.0  70.0  77.0  75.0  40.0
## CV residual -45.2   -38  -7.14 -12.4 -53.2   -43 -53.1 -43.5 -35.8 -48.5 -74.1
##             22507 22509 22511 22515 22517 22521 22523 22525 22528 22529 22530
## Predicted   109.9 107.9 122.8 122.5 123.2 123.2 122.8 123.1 123.5 123.5 122.2
## cvpred      109.7 107.7 122.9 122.5 123.2 123.2 122.9 123.2 123.5 123.5 122.2
## pm2.5        48.0  48.0  51.0  53.0  54.0  80.0 101.0  91.0  89.0  86.0  90.0
## CV residual -61.7 -59.7 -71.9 -69.5 -69.2 -43.2 -21.9 -32.2 -34.5 -37.5 -32.2
##             22532 22533 22541 22543 22544 22547 22549  22551  22552 22598 22602
## Predicted   124.2 123.9 122.8 119.6 118.0 116.0 114.8 110.56 108.23 117.5 123.9
## cvpred      124.2 123.9 122.8 119.6 117.9 115.9 114.7 110.36 107.99 117.5 123.9
## pm2.5        93.0 105.0  89.0  96.0  94.0 126.0 111.0 103.00 110.00  35.0  49.0
## CV residual -31.2 -18.9 -33.8 -23.6 -23.9  10.1  -3.7  -7.36   2.01 -82.5 -74.9
##             22606 22607 22609 22610 22611 22621 22622 22624 22629 22631 22633
## Predicted   121.6 121.4 119.4 120.9 120.4   117   119 120.0   115 111.8 108.6
## cvpred      121.7 121.5 119.5 120.9 120.5   117   119 120.1   115 111.7 108.4
## pm2.5        66.0  67.0  38.0  38.0  37.0    14    17  22.0    27  26.0   9.0
## CV residual -55.7 -54.5 -81.5 -82.9 -83.5  -103  -102 -98.1   -88 -85.7 -99.4
##             22634 22635 22638 22642 22644 22648 22650 22651 22653 22658 22663
## Predicted   107.3 106.1   120   119   119   119   119   118   115   118   119
## cvpred      107.1 105.9   120   119   119   119   119   118   115   118   119
## pm2.5        14.0   9.0    11    18     8    10     7     9     9    16    15
## CV residual -93.1 -96.9  -109  -101  -111  -109  -112  -109  -106  -102  -104
##             22665 22669 22670 22678 22690 22700 22701 22702 22703 22705 22707
## Predicted     117   120   121 122.5 122.1   114 112.4 111.7 110.1 108.0 120.9
## cvpred        117   120   121 122.5 122.1   114 112.3 111.6 109.9 107.8 120.9
## pm2.5           9    14     9  33.0  93.0    51  49.0  33.0  31.0  28.0  30.0
## CV residual  -108  -106  -112 -89.5 -29.1   -63 -63.3 -78.6 -78.9 -79.8 -90.9
##             22713 22714 22715 22716 22719 22722 22723 22727 22737 22739 22740
## Predicted   118.6   120   119 116.6   121 117.8 115.5 111.7 123.5 121.4 121.4
## cvpred      118.6   120   119 116.6   121 117.8 115.5 111.6 123.5 121.4 121.5
## pm2.5        30.0    19    16  18.0     6  24.0  20.0  44.0  49.0  56.0  53.0
## CV residual -88.6  -101  -103 -98.6  -115 -93.8 -95.5 -67.6 -74.5 -65.4 -68.5
##             22741 22742 22754 22757 22762 22763 22764 22772 22776 22779 22780
## Predicted   122.1 121.6 123.2 123.2 123.5 123.5 122.5 113.5 111.3 123.2 122.8
## cvpred      122.2 121.6 123.2 123.2 123.5 123.5 122.5 113.4 111.2 123.2 122.9
## pm2.5        28.0  22.0  67.0  83.0  81.0  78.0  73.0  44.0  45.0  59.0  67.0
## CV residual -94.2 -99.6 -56.2 -40.2 -42.5 -45.5 -49.5 -69.4 -66.2 -64.2 -55.9
##             22782 22784 22791 22792 22793 22794 22798 22799 22804   22805
## Predicted   122.5 123.5 121.9 120.3 119.4 118.1 113.7 123.9 120.1 119.365
## cvpred      122.5 123.5 121.9 120.3 119.4 118.1 113.6 123.9 120.1 119.344
## pm2.5        75.0  79.0  63.0  58.0  57.0  55.0  85.0  79.0 106.0 119.000
## CV residual -47.5 -44.5 -58.9 -62.3 -62.4 -63.1 -28.6 -44.9 -14.1  -0.344
##              22807 22808 22813 22818 22824 22829 22830 22834 22843 22847 22852
## Predicted   123.85 123.9 123.1 118.8 122.8   121   120 122.8 115.6 112.8 122.5
## cvpred      123.91 123.9 123.1 118.8 122.9   121   120 122.9 115.5 112.8 122.5
## pm2.5       127.00 136.0  75.0  25.0  33.0    15    10  46.0  39.0  34.0  57.0
## CV residual   3.09  12.1 -48.1 -93.8 -89.9  -106  -110 -76.9 -76.5 -78.8 -65.5
##             22856 22857 22861 22864 22865 22866 22870 22871 22875 22877  22879
## Predicted   123.2 122.8 121.1 117.5 116.3 115.6 110.9 109.7 120.7 121.8 120.70
## cvpred      123.2 122.9 121.2 117.5 116.3 115.5 110.8 109.6 120.7 121.8 120.75
## pm2.5        94.0 100.0  89.0  55.0  58.0  52.0  97.0  94.0  89.0 108.0 116.00
## CV residual -29.2 -22.9 -32.2 -62.5 -58.3 -63.5 -13.8 -15.6 -31.7 -13.8  -4.75
##              22882  22886 22888 22932 22933 22935 22942 22947 22950 22952 22954
## Predicted   120.70 120.73 120.7   117   113   115 118.7 119.4 119.0 119.0 120.0
## cvpred      120.75 120.79 120.8   117   113   115 118.7 119.4 119.1 119.1 120.1
## pm2.5       124.00 127.00  79.0    13    13    14  38.0  67.0  68.0  71.0  84.0
## CV residual   3.25   6.21 -41.8  -104  -100  -101 -80.7 -52.4 -51.1 -48.1 -36.1
##             22960 22961 22962 22964 22966 22969 22973 22976 22980 22986 22990
## Predicted   105.9 103.9 102.6  98.7  97.4  96.0 118.3 119.7 118.6   118 114.7
## cvpred      105.8 103.8 102.4  98.5  97.1  95.6 118.4 119.8 118.7   118 114.7
## pm2.5        37.0  42.0  52.0  27.0  33.0  48.0  69.0  71.0  59.0    20  80.0
## CV residual -68.8 -61.8 -50.4 -71.5 -64.1 -47.6 -49.4 -48.8 -59.7   -98 -34.7
##             22992 22993 22998 22999 23003 23005 23011 23013 23017 23021  23022
## Predicted   113.4 113.4 119.7 120.0 121.8 120.7 109.7 106.8 100.9  97.5 96.746
## cvpred      113.4 113.4 119.8 120.1 121.8 120.8 109.6 106.6 100.7  97.1 96.384
## pm2.5        89.0  91.0  65.0  83.0 102.0  60.0  64.0  64.0  70.0  78.0 96.000
## CV residual -24.4 -22.4 -54.8 -37.1 -19.8 -60.8 -45.6 -42.6 -30.7 -19.1 -0.384
##             23023  23026 23027 23030 23033 23042 23043 23044 23127 23140 23141
## Predicted    96.0 120.70   120   118 112.5  99.4  97.7  97.0   112   115   114
## cvpred       95.7 120.75   120   118 112.4  99.0  97.4  96.6   112   115   114
## pm2.5       112.0 129.00   143   139 130.0 192.0 202.0 198.0     5    10     9
## CV residual  16.3   8.25    23    21  17.6  93.0 104.6 101.4  -107  -105  -105
##             23143 23144 23146 23148 23152 23153 23154 23155 23156 23162 23168
## Predicted   114.0 111.7 111.4   109 106.5 103.9 104.3 103.4 102.5 113.8   116
## cvpred      114.1 111.7 111.5   109 106.6 103.9 104.3 103.4 102.4 113.8   116
## pm2.5        15.0  21.0  13.0     9  17.0  22.0  24.0  22.0  23.0  47.0    84
## CV residual -99.1 -90.7 -98.5  -100 -89.6 -81.9 -80.3 -81.4 -79.4 -66.8   -32
##             23169 23171 23174 23179 23183 23188 23193  23196 23197 23203 23206
## Predicted   115.6   117 117.3 109.6 105.5   118 119.0 116.22   113 104.3 117.6
## cvpred      115.6   117 117.4 109.5 105.3   118 119.1 116.26   113 104.2 117.7
## pm2.5        91.0   100  97.0  76.0  62.0    81 124.0 125.00    65  50.0  80.0
## CV residual -24.6   -17 -20.4 -33.5 -43.3   -37   4.9   8.74   -48 -54.2 -37.7
##             23212  23213  23214 23216 23217 23219  23222 23223 23230 23235
## Predicted   112.6 111.91 117.65 118.3   118   118 117.98 115.7 108.7 118.7
## cvpred      112.6 111.87 117.72 118.4   118   118 118.04 115.8 108.6 118.7
## pm2.5       102.0 108.00 117.00 143.0   149   154 126.00 128.0 121.0 140.0
## CV residual -10.6  -3.87  -0.72  24.6    31    36   7.96  12.2  12.4  21.3
##             23236 23240 23241 23252 23265 23267 23272 23274 23277 23278 23283
## Predicted   119.0 117.6 119.4 107.3 120.7 121.8   118 114.8 111.9 111.2 121.4
## cvpred      119.1 117.6 119.4 107.2 120.7 121.8   118 114.8 111.8 111.1 121.5
## pm2.5       151.0 185.0 180.0 172.0  80.0  56.0    44  59.0  43.0  49.0  68.0
## CV residual  31.9  67.4  60.6  64.8 -40.7 -65.8   -74 -55.8 -68.8 -62.1 -53.5
##             23284 23286 23290 23293 23294  23302 23304 23308 23310 23312 23313
## Predicted   121.4 121.1 120.9 120.7 120.7 122.47 121.6 121.4 119.3   118 115.7
## cvpred      121.5 121.2 120.9 120.8 120.8 122.54 121.6 121.5 119.3   118 115.7
## pm2.5        72.0  83.0  83.0  80.0  78.0 118.00 145.0 143.0 149.0    64  61.0
## CV residual -49.5 -38.2 -37.9 -40.8 -42.8  -4.54  23.4  21.5  29.7   -54 -54.7
##             23315 23317 23325 23328 23331 23333 23342 23344 23348 23349 23351
## Predicted   118.1 115.5 123.2   120   122   122   121 117.8 113.9   122 122.8
## cvpred      118.2 115.5 123.2   120   122   122   121 117.8 113.8   123 122.9
## pm2.5        41.0  29.0 160.0   229   268   281   239 197.0 213.0   224 215.0
## CV residual -77.2 -86.5  36.8   109   146   159   118  79.2  99.2   101  92.1
##             23353 23354 23363 23365 23366 23374 23376 23377 23389 23390  23392
## Predicted   122.1 121.4   123   120 117.7 122.5 120.9 122.5 118.7 117.4 121.42
## cvpred      122.1 121.4   123   120 117.7 122.5 120.9 122.5 118.7 117.4 121.48
## pm2.5       194.0 188.0   230   159 142.0 169.0 188.0 196.0 173.0 166.0 114.00
## CV residual  71.9  66.6   107    39  24.3  46.5  67.1  73.5  54.3  48.6  -7.48
##              23394  23396 23398 23400  23403  23404 23408 23410 23411 23412
## Predicted   122.11 119.45 121.8 121.4 122.47 122.47   108 101.1  98.8  97.2
## cvpred      122.17 119.47 121.8 121.5 122.54 122.54   107 100.9  98.5  96.8
## pm2.5       126.00 113.00 106.0 108.0 124.00 127.00     6   8.0   9.0   9.0
## CV residual   3.83  -6.47 -15.8 -13.5   1.46   4.46  -101 -92.9 -89.5 -87.8
##             23415 23416 23419 23422 23432 23436 23437 23438 23440 23442 23446
## Predicted     118   118   119 113.2 103.3   111 109.7 106.7  98.5  91.4  86.0
## cvpred        118   118   119 113.2 103.2   111 109.7 106.7  98.4  91.1  85.6
## pm2.5          14    12    15  16.0   8.0     9  10.0  12.0  10.0  12.0   9.0
## CV residual  -104  -106  -104 -97.2 -95.2  -102 -99.7 -94.7 -88.4 -79.1 -76.6
##             23447 23450 23451 23452 23453 23454 23458 23459 23462 23464 23466
## Predicted    83.7  81.1 113.5   114   112 110.8 105.1 100.7   110 106.9 109.3
## cvpred       83.2  80.6 113.6   114   112 110.9 105.1 100.7   110 106.9 109.3
## pm2.5        11.0  12.0  14.0     8     9  12.0  15.0   6.0     9  13.0  10.0
## CV residual -72.2 -68.6 -99.6  -106  -103 -98.9 -90.1 -94.7  -101 -93.9 -99.3
##             23471 23473 23479 23480 23481 23482 23487 23488 23494 23495 23503
## Predicted   107.4   115 113.1 115.6 115.2   115 111.5 108.5 100.5  99.1 115.2
## cvpred      107.3   115 113.1 115.7 115.3   115 111.6 108.5 100.3  98.9 115.3
## pm2.5        26.0    34  21.0  21.0  19.0    24  50.0  35.0  41.0  42.0  74.0
## CV residual -81.3   -81 -92.1 -94.7 -96.3   -91 -61.6 -73.5 -59.3 -56.9 -41.3
##             23508 23509 23511 23512 23513 23515 23519 23525 23527 23528 23530
## Predicted   115.2 115.5 115.3 114.1 112.8 110.9 118.3   118 116.9 116.2   118
## cvpred      115.3 115.6 115.4 114.1 112.8 110.8 118.4   118 116.9 116.2   118
## pm2.5        84.0  90.0  97.0  98.0  86.0 126.0 152.0   139 135.0 134.0   129
## CV residual -31.3 -25.6 -18.4 -16.1 -26.8  15.2  33.6    21  18.1  17.8    11
##             23537 23539 23540 23546 23548 23552 23556 23559 23569 23571  23573
## Predicted   112.9 109.4 118.3 118.7 118.7 116.6 118.3 116.5 118.7 118.3 117.98
## cvpred      112.9 109.3 118.4 118.7 118.7 116.6 118.4 116.6 118.7 118.4 118.04
## pm2.5        29.0  27.0  23.0  53.0  40.0  40.0  36.0  48.0  84.0  87.0 113.00
## CV residual -83.9 -82.3 -95.4 -65.7 -78.7 -76.6 -82.4 -68.6 -34.7 -31.4  -5.04
##              23576 23577 23578 23579 23580 23582  23592  23595 23596 23598
## Predicted   118.67 119.7 119.7 119.4 119.7 119.4 119.72 119.00 119.7 118.6
## cvpred      118.73 119.8 119.8 119.4 119.7 119.4 119.78 119.06 119.8 118.7
## pm2.5       125.00 130.0 145.0 153.0 138.0 134.0 126.00 129.00 145.0 145.0
## CV residual   6.27  10.2  25.2  33.6  18.3  14.6   6.22   9.94  25.2  26.3
##             23599 23600 23610 23611 23613 23614  23619 23631 23633 23634 23636
## Predicted   119.7 119.4 115.6 114.9 114.2 120.4 119.36 112.6 109.0 107.4 104.9
## cvpred      119.8 119.4 115.6 114.9 114.1 120.5 119.42 112.5 108.9 107.2 104.7
## pm2.5       160.0 159.0  99.0  91.0  80.0  86.0 123.00  79.0  83.0  78.0  92.0
## CV residual  40.2  39.6 -16.6 -23.9 -34.1 -34.5   3.58 -33.5 -25.9 -29.2 -12.7
##             23639 23643 23644 23648 23654 23656 23659 23660 23662 23663 23665
## Predicted   118.7 118.2 116.7 104.2  82.6   107 101.5 100.2 112.6 111.2 107.9
## cvpred      118.7 118.2 116.8 104.1  82.2   107 101.4 100.1 112.7 111.3 107.9
## pm2.5        34.0  68.0  70.0   7.0   9.0     7  16.0  13.0  21.0  16.0  10.0
## CV residual -84.7 -50.2 -46.8 -97.1 -73.2  -100 -85.4 -87.1 -91.7 -95.3 -97.9
##             23666 23668 23672 23675 23677 23678 23679 23680 23681 23690 23692
## Predicted     112   112 114.2 110.4 107.8 109.9 107.9 112.3 109.3 111.7   109
## cvpred        112   113 114.3 110.5 107.8 109.9 107.9 112.3 109.3 111.7   109
## pm2.5           6    10  30.0  15.0  10.0  13.0  13.0  15.0  15.0  13.0    14
## CV residual  -106  -103 -84.3 -95.5 -97.8 -96.9 -94.9 -97.3 -94.3 -98.7   -95
##             23693 23695 23701 23704 23705 23707 23708 23712 23714 23716 23718
## Predicted   107.1 104.6 109.7   108 108.3   111   115   115 114.9 113.3 110.1
## cvpred      107.1 104.5 109.7   108 108.4   111   115   115 114.9 113.4 110.1
## pm2.5        26.0  20.0  12.0     7  10.0     7    27    30  53.0  56.0  20.0
## CV residual -81.1 -84.5 -97.7  -101 -98.4  -104   -88   -85 -61.9 -57.4 -90.1
##             23719 23720 23723 23725 23728 23729 23732 23735 23741 23743 23750
## Predicted   108.5 107.6 102.8 112.8 110.4 109.9 107.3 114.5   115 112.0 113.1
## cvpred      108.5 107.5 102.6 112.9 110.5 109.9 107.3 114.6   115 112.1 113.2
## pm2.5        24.0  20.0  29.0  26.0  32.0  26.0  28.0  45.0    77  41.0  62.0
## CV residual -84.5 -87.5 -73.6 -86.9 -78.5 -83.9 -79.3 -69.6   -38 -71.1 -51.2
##             23751 23754 23756 23757 23758 23759 23761 23763 23764 23767 23774
## Predicted   110.3 108.4 110.5 113.2 115.6 115.6   115 114.2 112.2 108.5 109.7
## cvpred      110.4 108.4 110.6 113.2 115.7 115.7   115 114.2 112.3 108.4 109.8
## pm2.5        66.0  37.0  46.0  45.0  47.0  42.0    64  61.0  60.0  55.0  15.0
## CV residual -44.4 -71.4 -64.6 -68.2 -68.7 -73.7   -51 -53.2 -52.3 -53.4 -94.8
##             23776 23777 23782 23789 23791 23793 23801 23807 23809 23810 23813
## Predicted   110.4 111.1 112.3 109.7 106.5 104.4 105.8 106.2 114.2   115 113.8
## cvpred      110.4 111.2 112.3 109.8 106.5 104.3 105.9 106.2 114.3   115 113.9
## pm2.5        15.0  16.0  61.0  38.0  45.0  27.0  11.0  34.0  29.0    32  36.0
## CV residual -95.4 -95.2 -51.3 -71.8 -61.5 -77.3 -94.9 -72.2 -85.3   -83 -77.9
##             23815 23816 23819 23822 23827 23828 23829  23830  23831 23833 23838
## Predicted     115 114.5   110 110.1 107.4 108.8 116.3 115.91 116.96 116.3 114.5
## cvpred        115 114.6   110 110.2 107.4 108.8 116.3 115.98 117.03 116.3 114.6
## pm2.5          19  31.0    26  17.0  77.0  89.0  93.0 124.00 125.00 159.0  69.0
## CV residual   -96 -83.6   -84 -93.2 -30.4 -19.8 -23.3   8.02   7.97  42.7 -45.6
##             23840 23841 23846 23851 23852 23858 23859 23860 23862 23863 23865
## Predicted   115.2 115.4 116.2 112.7 113.7   117 116.6   117 116.6   117 117.6
## cvpred      115.3 115.4 116.3 112.7 113.7   117 116.7   117 116.7   117 117.7
## pm2.5        57.0  65.0 137.0  96.0 101.0   174 166.0   168 174.0   183 205.0
## CV residual -58.3 -50.4  20.7 -16.7 -12.7    57  49.3    51  57.3    66  87.3
##             23867  23873 23874 23881 23885 23886 23887 23889 23890 23891
## Predicted     118 108.08 108.9   117 118.3 118.3 118.3 118.3   118 117.3
## cvpred        118 108.03 108.8   117 118.4 118.4 118.4 118.4   118 117.3
## pm2.5         226 101.00  92.0    50  53.0 136.0 164.0 157.0   154 180.0
## CV residual   108  -7.03 -16.8   -67 -65.4  17.6  45.6  38.6    36  62.7
##               23894 23897 23898 23901 23906 23907 23910  23911 23914 23918
## Predicted   116.597 114.7 114.6 117.6 117.3   117 116.6 116.96 112.8 115.6
## cvpred      116.665 114.7 114.7 117.7 117.4   117 116.7 117.03 112.8 115.6
## pm2.5       116.000  78.0  70.0  89.0 137.0   129 143.0 125.00  88.0  93.0
## CV residual  -0.665 -36.7 -44.7 -28.7  19.6    12  26.3   7.97 -24.8 -22.6
##               23924 23929 23931 23932 23933 23937 23939 23941 23945 23946 23951
## Predicted   117.980 114.3 114.7 116.4 116.1 116.2 116.6 116.7 116.0 114.6 113.4
## cvpred      118.045 114.3 114.7 116.5 116.2 116.3 116.7 116.8 116.1 114.7 113.4
## pm2.5       119.000  58.0  71.0  52.0  40.0  40.0  56.0  79.0  93.0  81.0  49.0
## CV residual   0.955 -56.3 -43.7 -64.5 -76.2 -76.3 -60.7 -37.8 -23.1 -33.7 -64.4
##             23954 23962 23965  23966 23967 23972 23977 23983 23989 23997 23998
## Predicted   112.3 108.3 106.9 117.77 116.5 114.7   116 112.6 114.7 115.2 114.5
## cvpred      112.3 108.2 106.7 117.82 116.5 114.7   116 112.6 114.7 115.3 114.6
## pm2.5        55.0  89.0  88.0 109.00  99.0  23.0    18  19.0  27.0  41.0  59.0
## CV residual -57.3 -19.2 -18.7  -8.82 -17.5 -91.7   -98 -93.6 -87.7 -74.3 -55.6
##             24004 24005 24017 24020 24027 24029 24031 24037 24041 24044 24045
## Predicted   113.6   115   113 107.7  83.8  76.7  67.8  37.8  18.7 13.55 10.00
## cvpred      113.7   115   113 107.7  83.5  76.2  67.2  36.7  17.3 12.03  8.42
## pm2.5        72.0    57     8  16.0   3.0   5.0   2.0   4.0   1.0  3.00  5.00
## CV residual -41.7   -58  -105 -91.7 -80.5 -71.2 -65.2 -32.7 -16.3 -9.03 -3.42
##              24048   24049 24052 24058 24062 24063 24075 24079 24080 24081
## Predicted    5.103  3.8201 103.6 106.4  99.5  98.3   110 107.9 107.3 106.8
## cvpred       3.409  2.0886 103.7 106.5  99.5  98.2   110 107.9 107.3 106.7
## pm2.5        3.000  2.0000   7.0  14.0   7.0   6.0     2  17.0  29.0  12.0
## CV residual -0.409 -0.0886 -96.7 -92.5 -92.5 -92.2  -108 -90.9 -78.3 -94.7
##             24083 24084 24088 24093 24104 24105 24107 24108 24111 24112 24119
## Predicted   101.3  99.4   106 107.5 109.1 109.7 110.4 110.8 109.7 109.7   115
## cvpred      101.3  99.3   106 107.6 109.1 109.8 110.5 110.8 109.8 109.8   115
## pm2.5        11.0   8.0     4  32.0  28.0  25.0  26.0  23.0  37.0  37.0   104
## CV residual -90.3 -91.3  -102 -75.6 -81.1 -84.8 -84.5 -87.8 -72.8 -72.8   -11
##             24121 24126 24131 24133 24134 24138 24142 24144 24145 24149 24153
## Predicted   114.2 111.6   115 114.2 114.5 111.3   117   116   116   116 111.1
## cvpred      114.3 111.6   115 114.2 114.6 111.3   117   116   116   116 111.1
## pm2.5        97.0  79.0   142 145.0 145.0 165.0   248   289   269   252  13.0
## CV residual -17.3 -32.6    27  30.8  30.4  53.7   131   173   153   136 -98.1
##             24156 24159 24162 24163 24167 24169 24172 24174 24175 24177 24180
## Predicted    95.3  89.1 108.0 112.6 108.1   110   111   111   111 112.8 105.1
## cvpred       95.2  88.8 108.1 112.7 108.1   110   111   112   111 112.9 105.1
## pm2.5         9.0   9.0  10.0  15.0  10.0     9     8    11    11  13.0  10.0
## CV residual -86.2 -79.8 -98.1 -97.7 -98.1  -101  -103  -101  -100 -99.9 -95.1
##             24185 24186 24187 24199 24204 24205 24208 24210 24213 24214 24215
## Predicted   106.1 106.7 107.1 110.2   103 108.5 109.9 108.0 108.0 114.2 113.8
## cvpred      106.1 106.8 107.2 110.3   103 108.5 109.9 108.1 107.9 114.3 113.9
## pm2.5        13.0  19.0  19.0  17.0    23  18.0  16.0  43.0  90.0 126.0 151.0
## CV residual -93.1 -87.8 -88.2 -93.3   -80 -90.5 -93.9 -65.1 -17.9  11.7  37.1
##             24216 24218 24219 24225 24228 24231 24232  24237  24238 24240 24244
## Predicted     115 115.1 113.8 108.5 109.4 106.6 105.7 107.62 108.64 114.2 113.7
## cvpred        115 115.1 113.9 108.5 109.5 106.7 105.8 107.61 108.62 114.3 113.8
## pm2.5         161 196.0 193.0  68.0  28.0  29.0  28.0 110.00 114.00 138.0 130.0
## CV residual    46  80.9  79.1 -40.5 -81.5 -77.7 -77.8   2.39   5.38  23.7  16.2
##             24247 24248 24251 24253 24254 24256  24258 24264 24268 24271 24273
## Predicted   110.2 109.6 114.2 114.5 115.6 114.5 113.48   115   114   113 115.4
## cvpred      110.2 109.6 114.3 114.6 115.7 114.6 113.55   115   114   114 115.5
## pm2.5        95.0  89.0  85.0 110.0 137.0 147.0 104.00   189   220   235 206.0
## CV residual -15.2 -20.6 -29.3  -4.6  21.3  32.4  -9.55    74   106   121  90.5
##             24277 24282 24283 24284 24290 24291 24292 24293 24300 24301 24304
## Predicted     114   111   111   111   114   116   116   112   103  97.2  80.8
## cvpred        114   111   111   111   114   116   116   112   103  97.1  80.4
## pm2.5         220   235   276   308   436   407   390   331    14   9.0   9.0
## CV residual   106   124   165   197   322   291   274   219   -89 -88.1 -71.4
##             24307 24308 24313 24314 24315 24317 24318 24319 24324 24330 24334
## Predicted    65.1  62.0  48.4  46.4  45.1   106 107.6 107.3 102.9  89.2 101.8
## cvpred       64.5  61.3  47.5  45.4  44.1   106 107.7 107.4 102.9  89.1 101.8
## pm2.5         6.0  10.0   2.0   9.0   7.0     7  12.0  12.0  14.0  10.0  43.0
## CV residual -58.5 -51.3 -45.5 -36.4 -37.1   -99 -95.7 -95.4 -88.9 -79.1 -58.8
##              24338 24342 24344 24351 24352 24354 24355 24356 24358 24359 24362
## Predicted   109.71 109.4 109.3  98.0  97.1  94.7  97.8 112.1 111.4 111.4 110.4
## cvpred      109.79 109.5 109.4  97.9  97.0  94.6  97.7 112.2 111.5 111.5 110.5
## pm2.5       111.00  98.0  73.0 130.0 131.0 121.0 118.0 131.0 168.0 176.0 146.0
## CV residual   1.21 -11.5 -36.4  32.1  34.0  26.4  20.3  18.8  56.5  64.5  35.5
##             24363 24366 24368 24371 24373 24377 24379 24386 24390 24397 24399
## Predicted   110.0   109 108.3 107.2 106.5   105 104.3   102 100.4  97.9  97.2
## cvpred      110.1   109 108.3 107.2 106.5   105 104.3   102 100.3  97.8  97.0
## pm2.5       143.0   182 145.0 146.0 137.0   149 172.0   220   7.0  11.0   6.0
## CV residual  32.9    73  36.7  38.8  30.5    44  67.7   118 -93.3 -86.8 -91.0
##             24401 24404 24412 24416 24417 24419 24423 24430 24431 24436 24438
## Predicted    96.5  95.4  93.2  91.8  91.5  90.7  89.3 86.82  86.5  84.7  84.0
## cvpred       96.3  95.2  93.0  91.5  91.2  90.5  89.0 86.46  86.1  84.3  83.6
## pm2.5        11.0  13.0  35.0  21.0   9.0  18.0  34.0 93.00 105.0 133.0  99.0
## CV residual -85.3 -82.2 -58.0 -70.5 -82.2 -72.5 -55.0  6.54  18.9  48.7  15.4
##             24442 24446 24447 24449 24450 24453 24454 24455 24458 24461 24465
## Predicted    82.5  81.1  80.8  80.0  79.7  78.6  78.3  77.9 113.5 114.0 112.2
## cvpred       82.1  80.6  80.3  79.6  79.2  78.1  77.7  77.4 113.6 114.1 112.2
## pm2.5        77.0  98.0  97.0 103.0 101.0 113.0 113.0 111.0  95.0  88.0  77.0
## CV residual  -5.1  17.4  16.7  23.4  21.8  34.9  35.3  33.6 -18.6 -26.1 -35.2
##             24470 24471 24474 24483 24484 24492 24496 24500 24502 24507 24508
## Predicted    91.5  85.7  71.0   105   106  97.2  80.6    97  95.5 107.6 108.2
## cvpred       91.3  85.4  70.5   105   106  97.3  80.4    97  95.4 107.7 108.3
## pm2.5        25.0  12.0   7.0     6     4  16.0  14.0    45  55.0  90.0  82.0
## CV residual -66.3 -73.4 -63.5   -99  -102 -81.3 -66.4   -52 -40.4 -17.7 -26.3
##             24509 24510 24512 24515 24516 24518 24524  24527 24532 24535 24542
## Predicted   108.0   107 106.6 105.7 105.6  98.6 104.6 111.09 108.7 107.6 109.0
## cvpred      108.1   107 106.6 105.8 105.7  98.6 104.7 111.16 108.7 107.6 109.1
## pm2.5        90.0    90  56.0  47.0  46.0  27.0  48.0 110.00  87.0  47.0 185.0
## CV residual -18.1   -17 -50.6 -58.8 -59.7 -71.6 -56.7  -1.16 -21.7 -60.6  75.9
##             24543 24544 24547 24548 24556 24563 24565 24571 24577 24586 24590
## Predicted   109.4   107   112   112   109   103   108   112 112.1 109.7 107.7
## cvpred      109.5   107   112   112   109   103   108   112 112.2 109.8 107.7
## pm2.5       187.0   209   230   271   245   215   220   273  40.0  53.0  56.0
## CV residual  77.5   102   118   159   136   112   112   161 -72.2 -56.8 -51.7
##             24592 24593 24595 24599 24604 24605 24608 24610 24611 24612 24616
## Predicted   105.8 104.2   112 111.8 110.8 107.1 102.2 109.0 104.1  97.1  77.5
## cvpred      105.8 104.1   112 111.8 110.8 107.1 102.2 109.1 104.1  97.1  77.1
## pm2.5        49.0  44.0    37  39.0  33.0  33.0  12.0  14.0  10.0   8.0  15.0
## CV residual -56.8 -60.1   -75 -72.8 -77.8 -74.1 -90.2 -95.1 -94.1 -89.1 -62.1
##             24617 24620 24629 24631 24632 24634 24637 24643 24647 24649 24651
## Predicted    74.3 108.7 107.4 107.3 108.3 110.1 105.2 111.4 110.7 110.8 109.7
## cvpred       73.8 108.8 107.5 107.4 108.4 110.2 105.3 111.5 110.8 110.8 109.8
## pm2.5        10.0  32.0  87.0  54.0  33.0  46.0  56.0  57.0 167.0 177.0 154.0
## CV residual -63.8 -76.8 -20.5 -53.4 -75.4 -64.2 -49.3 -54.5  56.2  66.2  44.2
##             24652 24654 24656  24657 24658  24667 24672 24674 24680 24683 24686
## Predicted   110.2 109.0 109.0 111.08 110.4 107.07 112.1 111.4 109.7 110.4   110
## cvpred      110.3 109.1 109.1 111.16 110.4 107.13 112.2 111.5 109.8 110.5   110
## pm2.5       149.0 129.0 123.0 119.00  88.0 116.00 174.0 178.0  50.0  67.0   230
## CV residual  38.7  19.9  13.9   7.84 -22.4   8.87  61.8  66.5 -59.8 -43.5   120
##             24687 24689 24691 24692 24698 24703 24706 24707 24710 24716 24717
## Predicted     110   109   114   114   114   115   113   112   114   114   113
## cvpred        110   109   114   114   114   115   113   112   114   114   113
## pm2.5         275   220   331   338   249   248   271   283   288   329   313
## CV residual   165   111   217   224   135   133   158   171   174   215   200
##             24721 24722 24723 24725 24728 24729 24730 24731 24737 24738 24744
## Predicted     109   108   114   114   110   114   115   113  89.3  86.6  71.3
## cvpred        109   108   114   114   110   114   115   113  89.1  86.4  70.9
## pm2.5         304   297   281   275   241   239   250   248  27.0  20.0  11.0
## CV residual   195   189   167   161   131   125   135   135 -62.1 -66.4 -59.9
##             24753 24754 24755 24757 24759 24760 24762 24771 24783 24786 24787
## Predicted    98.8  95.8  94.2 102.1 101.4  99.7  98.9 108.3 109.4 108.5 101.4
## cvpred       98.8  95.8  94.1 102.2 101.4  99.8  98.9 108.4 109.4 108.5 101.4
## pm2.5        20.0  18.0   9.0  11.0  23.0  27.0  38.0  41.0  66.0  10.0  11.0
## CV residual -78.8 -77.8 -85.1 -91.2 -78.4 -72.8 -60.9 -67.4 -43.4 -98.5 -90.4
##             24790 24791 24793 24794 24802 24803 24808 24811 24813 24814 24815
## Predicted      95  90.7  81.7  79.8 101.8  97.4  87.0  84.5 97.52  99.4  89.2
## cvpred         95  90.7  81.6  79.6 101.9  97.5  86.8  84.3 97.56  99.4  89.2
## pm2.5           9   8.0   8.0  11.0  27.0  24.0  48.0  62.0 88.00  57.0  10.0
## CV residual   -86 -82.7 -73.6 -68.6 -74.9 -73.5 -38.8 -22.3 -9.56 -42.4 -79.2
##             24818 24819 24822 24823 24829 24840 24841 24842  24844 24846 24847
## Predicted    82.0 101.1   104 103.2  97.1   105   106 106.1 105.57   106 105.6
## cvpred       81.9 101.2   104 103.3  97.2   105   106 106.2 105.66   106 105.7
## pm2.5         5.0   6.0    11  16.0  10.0    91   124 135.0 102.00    70  49.0
## CV residual -76.9 -95.2   -93 -87.3 -87.2   -14    18  28.8  -3.66   -36 -56.7
##             24848 24850  24854 24856 24857 24859 24864 24866 24871 24873 24876
## Predicted     106 105.0 101.38 101.0  98.7 107.3 104.2 107.1 106.6 105.3 109.7
## cvpred        106 105.1 101.44 101.1  98.8 107.4 104.2 107.2 106.6 105.3 109.8
## pm2.5          26  57.0  93.00  64.0  77.0  90.0 172.0 141.0 139.0 148.0 134.0
## CV residual   -80 -48.1  -8.44 -37.1 -21.8 -17.4  67.8  33.8  32.4  42.7  24.2
##             24878 24882 24885 24887 24895 24896 24897 24899 24901 24903 24906
## Predicted   109.2 111.3 110.4 110.8 111.6 111.4 112.1 109.3   107 112.6   108
## cvpred      109.2 111.3 110.5 110.8 111.7 111.5 112.2 109.3   107 112.7   108
## pm2.5       170.0 176.0 196.0 208.0 196.0 194.0 194.0 199.0   208 190.0   154
## CV residual  60.8  64.7  85.5  97.2  84.3  82.5  81.8  89.7   101  77.3    46
##             24907 24908 24909 24911 24916 24920 24921 24923 24924 24926 24928
## Predicted   102.0  97.4  91.8  83.1  62.3  53.0  52.3  49.4  48.8  41.3 31.67
## cvpred      101.9  97.2  91.6  82.7  61.6  52.1  51.3  48.4  47.8  40.2 30.39
## pm2.5        14.0  12.0   9.0   7.0   7.0  11.0  14.0  27.0  22.0  29.0 26.00
## CV residual -87.9 -85.2 -82.6 -75.7 -54.6 -41.1 -37.3 -21.4 -25.8 -11.2 -4.39
##             24929 24931 24933 24934 24940 24948 24950 24951 24952 24953 24954
## Predicted   26.50  19.7  12.5  8.24 -15.7 -40.1 -47.2 -50.5 -54.1 -57.3 -60.2
## cvpred      25.13  18.2  10.9  6.56 -17.8 -42.6 -49.9 -53.2 -56.8 -60.1 -63.1
## pm2.5       23.00  25.0  27.0 29.00  17.0  24.0  34.0  27.0  33.0  36.0  34.0
## CV residual -2.13   6.8  16.1 22.44  34.8  66.6  83.9  80.2  89.8  96.1  97.1
##             24956 24957 24971 24973  24981 24982 24983  24984 24992 24994 24996
## Predicted   -65.4 -68.2   103   105 108.00 106.4 106.4 104.29 104.1   103  93.7
## cvpred      -68.3 -71.3   103   105 108.09 106.5 106.4 104.34 104.2   103  93.6
## pm2.5        36.0  38.0    65    80 116.00 138.0 135.0 114.00  91.0    87  65.0
## CV residual 104.3 109.3   -38   -25   7.91  31.5  28.6   9.66 -13.2   -16 -28.6
##             24997 25003 25009 25013 25014 25017 25018 25019 25021 25025 25026
## Predicted    90.1  74.4  66.3  64.7  63.3  62.0  60.1  58.0 102.8 102.2 105.2
## cvpred       90.0  74.0  65.7  64.1  62.7  61.3  59.3  57.2 102.9 102.3 105.3
## pm2.5        48.0  31.0  40.0  24.0  40.0  28.0  27.0  38.0  42.0  60.0  61.0
## CV residual -42.0 -43.0 -25.7 -40.1 -22.7 -33.3 -32.3 -19.2 -60.9 -42.3 -44.3
##             25027 25028 25032  25034  25037 25043 25046  25052 25055 25056
## Predicted   107.1 107.5 107.3 105.87 108.69 107.8 108.3 108.69 107.6 107.3
## cvpred      107.2 107.5 107.4 105.94 108.78 107.9 108.4 108.78 107.7 107.3
## pm2.5        69.0  79.0 102.0 114.00 107.00 128.0  95.0 105.00 160.0 127.0
## CV residual -38.2 -28.5  -5.4   8.06  -1.78  20.1 -13.4  -3.78  52.3  19.7
##             25059 25060 25064 25065  25067 25068 25071 25073 25078 25083 25088
## Predicted   109.4 109.4 109.0 109.2 109.70 109.2 105.6  99.9  92.7  66.9  48.5
## cvpred      109.5 109.5 109.1 109.2 109.78 109.2 105.6  99.8  92.5  66.4  47.7
## pm2.5       160.0 122.0 112.0 121.0 108.00  83.0  57.0  48.0  17.0  10.0  11.0
## CV residual  50.5  12.5   2.9  11.8  -1.78 -26.2 -48.6 -51.8 -75.5 -56.4 -36.7
##             25094  25095 25096 25099  25100 25109 25111 25112 25116 25134 25135
## Predicted   22.01 17.169 13.38  3.19 -0.752 -19.9 -24.2 -24.8  95.1  41.3  39.8
## cvpred      20.73 15.805 11.93  1.57 -2.442 -21.9 -26.3 -26.9  95.2  40.5  38.9
## pm2.5       17.00 15.000 15.00 14.00 11.000  12.0  10.0  14.0  26.0  10.0   7.0
## CV residual -3.73 -0.805  3.07 12.43 13.442  33.9  36.3  40.9 -69.2 -30.5 -31.9
##             25140 25141 25143 25152 25154 25158 25160 25162 25166 25167 25168
## Predicted   22.33 18.74  9.99 -21.7 -24.3  97.1  94.9  95.4  94.3  93.8  96.1
## cvpred      21.12 17.48  8.57 -23.7 -26.3  97.2  94.9  95.4  94.4  93.8  96.2
## pm2.5       15.00 14.00 12.00  24.0  17.0  13.0  15.0  26.0  18.0  18.0  26.0
## CV residual -6.12 -3.48  3.43  47.7  43.3 -84.2 -79.9 -69.4 -76.4 -75.8 -70.2
##             25169 25173 25175 25180 25182 25189 25193 25194 25195 25200 25201
## Predicted    96.0 100.2 102.5 103.0 102.1 102.1  99.5 101.1 101.4 106.6 106.3
## cvpred       96.1 100.3 102.6 103.1 102.2 102.2  99.6 101.2 101.5 106.7 106.3
## pm2.5        19.0  55.0 130.0 200.0 145.0 183.0 145.0 125.0 130.0 137.0 129.0
## CV residual -77.1 -45.3  27.4  96.9  42.8  80.8  45.4  23.8  28.5  30.3  22.7
##             25202 25203 25204 25205 25206 25210 25212 25213 25214 25217 25221
## Predicted   106.6 106.3 106.3 105.5 106.6 105.4   107   108   108  97.8  87.2
## cvpred      106.7 106.3 106.3 105.6 106.7 105.4   107   108   108  97.8  87.0
## pm2.5       126.0 136.0 159.0 159.0 180.0 176.0   252   263   256  13.0  20.0
## CV residual  19.3  29.7  52.7  53.4  73.3  70.6   145   155   148 -84.8 -67.0
##             25223 25225 25227 25230 25231 25237 25239  25246 25260 25261 25263
## Predicted    83.0  81.8  79.5 104.5 102.8 102.8 101.1 104.70   105 104.5 103.8
## cvpred       82.7  81.6  79.2 104.6 102.9 102.9 101.2 104.79   105 104.6 103.9
## pm2.5        23.0  17.0  28.0  38.0  56.0  58.0  62.0 114.00   164 170.0 156.0
## CV residual -59.7 -64.6 -51.2 -66.6 -46.9 -44.9 -39.2   9.21    59  65.4  52.1
##             25266 25268 25270 25271 25280 25283 25286 25290 25291 25313 25314
## Predicted    99.3  89.1  83.2  79.9  99.8  97.1  98.3  95.6  99.5 101.4 101.8
## cvpred       99.3  89.0  83.0  79.6  99.9  97.1  98.5  95.6  99.6 101.5 101.9
## pm2.5       152.0  13.0  12.0   8.0  14.0  20.0  23.0  36.0  51.0  57.0  87.0
## CV residual  52.7 -76.0 -71.0 -71.6 -85.9 -77.1 -75.5 -59.6 -48.6 -44.5 -14.9
##             25316 25318 25322 25326 25330 25337 25338 25341 25344 25345 25347
## Predicted   102.4 105.2 103.8   105   106   103   105   106   106   106   105
## cvpred      102.5 105.3 103.9   105   106   103   105   106   106   107   105
## pm2.5       132.0 134.0 163.0   370   285   237   249   286   350   404   418
## CV residual  29.5  28.7  59.1   265   179   134   144   180   244   297   313
##             25348 25355 25361 25365 25367 25368 25371 25374 25377 25380 25382
## Predicted     106 106.4  87.4  72.9  64.7  62.4  94.3  92.8  96.8  92.2  89.7
## cvpred        106 106.5  87.3  72.6  64.3  61.9  94.4  92.9  96.9  92.2  89.7
## pm2.5         431 190.0  19.0  11.0   6.0  11.0  15.0  14.0  25.0  27.0  29.0
## CV residual   325  83.5 -68.3 -61.6 -58.3 -50.9 -79.4 -78.9 -71.9 -65.2 -60.7
##             25384 25389 25394 25397 25401 25403 25406 25407 25408 25413 25424
## Predicted    87.2 96.17 101.6 100.7 101.4 102.5  99.0  97.0  99.5   103   104
## cvpred       87.1 96.23 101.7 100.8 101.5 102.6  99.1  97.1  99.6   103   104
## pm2.5        43.0 94.00 116.0 155.0 121.0  90.0  83.0 121.0 141.0   221   248
## CV residual -44.1 -2.23  14.3  54.2  19.5 -12.6 -16.1  23.9  41.4   118   144
##             25426 25429 25430 25442 25445 25449 25451 25453 25454 25460 25465
## Predicted     102  90.1  86.2  90.2  83.0  77.1  73.6  66.5  62.2  92.4 93.46
## cvpred        102  90.1  86.1  90.1  82.9  76.9  73.3  66.1  61.8  92.5 93.45
## pm2.5         247  33.0  20.0  11.0  16.0  14.0  16.0  20.0  17.0  34.0 98.00
## CV residual   145 -57.1 -66.1 -79.1 -66.9 -62.9 -57.3 -46.1 -44.8 -58.5  4.55
##             25468 25470 25477 25480 25487 25490 25494 25496 25498 25500 25501
## Predicted    99.0 100.4   101   101  85.9 72.40  58.3  54.5  49.9  42.4  38.8
## cvpred       99.1 100.5   101   101  86.0 72.15  57.8  53.9  49.2  41.6  37.9
## pm2.5       130.0 171.0   234   244  68.0 63.00  11.0   9.0  13.0  16.0  10.0
## CV residual  30.9  70.5   133   143 -18.0 -9.15 -46.8 -44.9 -36.2 -25.6 -27.9
##             25505 25507 25509 25511 25513 25515 25516  25520 25522 25526 25527
## Predicted    31.2  27.7  95.4    98  98.7  98.1  99.7 100.06  99.7  93.2  92.4
## cvpred       30.2  26.5  95.5    98  98.8  98.2  99.8 100.16  99.8  93.3  92.5
## pm2.5        12.0  13.0  23.0    36  44.0  65.0 145.0  97.00  72.0  40.0  42.0
## CV residual -18.2 -13.5 -72.5   -62 -54.8 -33.2  45.2  -3.16 -27.8 -53.3 -50.5
##             25528 25529 25531 25532 25533 25536 25539 25546 25547 25553 25554
## Predicted    93.5  93.9  97.0 100.4 100.1    98  95.4  73.3  70.5  57.6  89.7
## cvpred       93.6  94.0  97.1 100.5 100.2    98  95.4  73.1  70.2  57.2  89.8
## pm2.5        41.0  46.0  59.0  80.0  71.0   122  78.0  11.0  21.0  16.0  14.0
## CV residual -52.6 -48.0 -38.1 -20.5 -29.2    24 -17.4 -62.1 -49.2 -41.2 -75.8
##             25555 25558 25560 25561 25566 25567 25569 25570 25579 25582 25583
## Predicted    91.1  94.2  94.2  95.2  94.2  94.5  96.3  95.2 89.45  89.0  87.6
## cvpred       91.2  94.3  94.3  95.3  94.3  94.6  96.4  95.3 89.34  88.9  87.5
## pm2.5        32.0  25.0  51.0  41.0  77.0  53.0  78.0  84.0 93.00 105.0 112.0
## CV residual -59.2 -69.3 -43.3 -54.3 -17.3 -41.6 -18.4 -11.3  3.66  16.1  24.5
##             25584 25594 25595 25597 25599 25606 25607 25610 25612 25618 25622
## Predicted    87.6   102   102   103   103   103   102   102  99.0  77.9  67.4
## cvpred       87.4   102   102   103   103   103   103   102  99.1  77.7  67.0
## pm2.5       119.0   232   253   294   289   259   268   318 315.0   9.0  18.0
## CV residual  31.6   130   151   191   186   156   165   216 215.9 -68.7 -49.0
##             25623 25628 25629 25630 25632 25633 25634 25637  25639 25641 25645
## Predicted    64.5  50.7  49.0  97.0  97.5  97.3  96.0  97.7  97.30  98.3 97.66
## cvpred       64.1  50.0  48.3  97.1  97.6  97.4  96.1  97.8  97.41  98.5 97.77
## pm2.5        16.0  20.0  23.0  27.0  40.0  36.0  54.0  71.0 100.00  82.0 95.00
## CV residual -48.1 -30.0 -25.3 -70.1 -57.6 -61.4 -42.1 -26.8   2.59 -16.5 -2.77
##             25647 25648 25654 25656 25668 25670 25671 25674 25675 25678 25679
## Predicted    96.3  95.2  98.0  97.0  65.3  56.0  52.1  42.0  40.4  91.8  92.8
## cvpred       96.4  95.3  98.1  97.1  65.0  55.5  51.5  41.3  39.6  91.9  93.0
## pm2.5       113.0 125.0  78.0  39.0  11.0  15.0  12.0   9.0  10.0  17.0  25.0
## CV residual  16.6  29.7 -20.1 -58.1 -54.0 -40.5 -39.5 -32.3 -29.6 -74.9 -68.0
##             25682 25683 25685 25689 25690 25700 25701 25703 25706 25707 25708
## Predicted    93.1  94.9  93.9  96.6  97.7  95.6  96.5  95.0  92.7  90.7 88.75
## cvpred       93.2  95.0  94.0  96.7  97.8  95.7  96.6  95.1  92.7  90.7 88.73
## pm2.5        44.0  43.0  47.0  41.0  42.0 106.0 155.0 137.0 149.0 114.0 84.00
## CV residual -49.2 -52.0 -47.0 -55.7 -55.8  10.3  58.4  41.9  56.3  23.3 -4.73
##             25711 25713 25717 25722 25730 25735 25738 25739 25742 25745  25748
## Predicted    82.7  81.5  92.8  86.5  55.4  38.2  29.0 25.13 17.22  7.88 -0.756
## cvpred       82.7  81.3  93.0  86.4  54.9  37.4  28.1 24.13 16.07  6.54 -2.266
## pm2.5        40.0  36.0  46.0 102.0  13.0  10.0  16.0 16.00 14.00 14.00 14.000
## CV residual -42.7 -45.3 -47.0  15.6 -41.9 -27.4 -12.1 -8.13 -2.07  7.46 16.266
##              25751 25754 25757 25762 25764 25765 25766 25767 25768 25784 25785
## Predicted    -9.56 -19.6 -27.1 -35.2 -40.1 -43.6 -47.9 -50.7 -53.6  95.2  96.8
## cvpred      -11.25 -21.4 -29.1 -37.4 -42.3 -45.9 -50.2 -53.1 -56.0  95.3  96.9
## pm2.5        13.00  17.0  10.0  15.0  17.0  18.0  21.0  20.0  14.0  38.0  59.0
## CV residual  24.25  38.4  39.1  52.4  59.3  63.9  71.2  73.1  70.0 -57.3 -37.9
##             25799 25800 25801 25802 25805 25810 25812 25815 25816 25818 25822
## Predicted    98.9  99.4  98.3  98.1  96.9 98.80  96.1  98.0  98.0  97.2  95.5
## cvpred       99.0  99.5  98.4  98.2  97.0 98.88  96.2  98.1  98.1  97.3  95.5
## pm2.5       120.0 129.0 179.0 165.0 146.0 95.00  73.0 115.0 111.0 167.0 139.0
## CV residual  21.0  29.5  80.6  66.8  49.0 -3.88 -23.2  16.9  12.9  69.7  43.5
##             25823 25826 25827 25829 25831 25835 25842 25853 25855 25858 25861
## Predicted    96.1  95.7    95  93.5  92.8  90.6   104   104   102  99.4  96.7
## cvpred       96.1  95.7    95  93.5  92.7  90.5   104   104   102  99.4  96.7
## pm2.5       126.0 142.0   140 205.0 184.0 121.0   277   243   258 214.0 185.0
## CV residual  29.9  46.3    45 111.5  91.3  30.5   173   139   156 114.6  88.3
##             25862 25864 25865 25866 25867 25869 25873 25875 25877 25878 25879
## Predicted    94.7  93.3  92.6  91.3  90.1  87.6  83.9  81.8  78.9  77.3  75.3
## cvpred       94.7  93.2  92.5  91.2  89.9  87.4  83.7  81.4  78.5  76.9  74.9
## pm2.5       186.0 204.0 208.0 203.0 197.0 206.0 205.0 199.0 184.0 175.0 191.0
## CV residual  91.3 110.8 115.5 111.8 107.1 118.6 121.3 117.6 105.5  98.1 116.1
##             25880 25881 25883 25887 25890 25892 25895 25904 25905 25906 25911
## Predicted    73.3  72.0  68.5  63.2  61.4   106   106 104.8   106 106.6   105
## cvpred       72.8  71.5  67.9  62.5  60.7   106   107 104.9   106 106.7   105
## pm2.5       196.0 200.0 241.0 210.0 195.0   207   232 197.0   186 172.0   322
## CV residual 123.2 128.5 173.1 147.5 134.3   101   125  92.1    80  65.3   217
##             25916 25924 25926 25927 25932 25936  25940 25942 25944 25946 25951
## Predicted     105   103  99.5  97.9  87.4 102.8 103.86 104.2 101.7  99.0  89.9
## cvpred        105   103  99.5  97.8  87.2 102.9 103.96 104.3 101.8  99.1  89.9
## pm2.5         323   251 218.0 124.0  76.0  78.0 112.00 138.0 141.0 138.0  21.0
## CV residual   218   148 118.5  26.2 -11.2 -24.9   8.04  33.7  39.2  38.9 -68.9
##             25957 25960 25962 25968 25969 25976 25977 25980 25981 25982 25988
## Predicted    69.0  60.4  52.8    34  30.4  91.0  93.7  93.3  92.1  95.2  96.6
## cvpred       68.6  59.8  52.1    33  29.4  91.1  93.8  93.4  92.1  95.3  96.7
## pm2.5        18.0  19.0  20.0    23  17.0  21.0  17.0  31.0  25.0  29.0  62.0
## CV residual -50.6 -40.8 -32.1   -10 -12.4 -70.1 -76.8 -62.4 -67.1 -66.3 -34.7
##             25999 26001 26003 26010 26019 26025 26027 26035 26042 26043 26046
## Predicted    98.0  97.6  97.6   100  92.2  99.5 100.1   101   103   102  98.6
## cvpred       98.1  97.7  97.6   101  92.2  99.6 100.2   102   103   103  98.7
## pm2.5       174.0 172.0 142.0   236 240.0 244.0 169.0   276   380   355 289.0
## CV residual  75.9  74.3  44.4   135 147.8 144.4  68.8   174   277   252 190.3
##             26048 26054 26056 26057 26058 26061 26063 26064 26068 26070 26072
## Predicted    95.4  95.5  89.3  87.6  85.3  77.3  73.4  71.8  93.0  89.4  85.1
## cvpred       95.4  95.5  89.2  87.5  85.2  77.1  73.1  71.5  93.1  89.4  85.1
## pm2.5       280.0  18.0  22.0  19.0  20.0  19.0  15.0  21.0  13.0  21.0  25.0
## CV residual 184.6 -77.5 -67.2 -68.5 -65.2 -58.1 -58.1 -50.5 -80.1 -68.4 -60.1
##             26082 26084 26085 26089 26090 26091 26222 26226 26228 26231 26235
## Predicted    79.2  71.4  66.0  46.2  43.3  39.7  83.3  80.0  80.3  78.3  95.6
## cvpred       79.1  71.1  65.7  45.5  42.6  39.0  83.1  79.8  80.0  77.9  95.6
## pm2.5        33.0  23.0  24.0  12.0  10.0  15.0 205.0 270.0 254.0 249.0 164.0
## CV residual -46.1 -48.1 -41.7 -33.5 -32.6 -24.0 121.9 190.2 174.0 171.1  68.4
##             26237 26244 26248 26250 26253 26255 26256 26258 26262 26263 26269
## Predicted    86.9  64.1  46.8  41.3  92.8  90.3  89.1  84.8  79.0  76.7  64.1
## cvpred       86.9  63.7  46.1  40.5  93.0  90.4  89.1  84.8  78.9  76.5  63.7
## pm2.5        16.0  17.0  12.0   8.0  18.0  13.0  12.0  11.0  11.0  14.0  16.0
## CV residual -70.9 -46.7 -34.1 -32.5 -75.0 -77.4 -77.1 -73.8 -67.9 -62.5 -47.7
##             26274 26278 26280 26289 26290 26291 26293 26295 26296  26299  26300
## Predicted    48.2  94.2  94.9  89.2  89.8  89.1  95.2 94.52 95.23  93.77  97.66
## cvpred       47.5  94.3  95.0  89.2  89.9  89.1  95.3 94.61 95.34  93.84  97.77
## pm2.5        13.0  23.0  82.0  56.0  52.0  53.0  73.0 87.00 87.00 103.00 104.00
## CV residual -34.5 -71.3 -13.0 -33.2 -37.9 -36.1 -22.3 -7.61 -8.34   9.16   6.23
##             26302 26308 26313 26319 26321 26326 26328 26332 26340 26341 26345
## Predicted    96.6  91.4    91  69.4  61.2  43.7  36.9 25.12 -1.77 -6.94 -22.9
## cvpred       96.7  91.4    91  69.2  60.9  43.1  36.2 24.12 -3.25 -8.50 -24.8
## pm2.5       113.0  21.0     7  17.0  13.0  16.0  13.0 16.00 16.00 13.00  19.0
## CV residual  16.3 -70.4   -84 -52.2 -47.9 -27.1 -23.2 -8.12 19.25 21.50  43.8
##             26347 26350 26353 26358 26363 26367 26371 26374 26375 26376 26377
## Predicted   -29.8 -41.9 -52.0 -70.2  85.8  89.2  92.5  90.3  89.6  88.4  87.7
## cvpred      -31.8 -44.2 -54.4 -73.0  85.9  89.3  92.6  90.4  89.7  88.4  87.7
## pm2.5        22.0  19.0  23.0  20.0  29.0  20.0  25.0  36.0  42.0  40.0  37.0
## CV residual  53.8  63.2  77.4  93.0 -56.9 -69.3 -67.6 -54.4 -47.7 -48.4 -50.7
##             26383 26390 26398 26400 26404 26405 26407 26410 26412 26415 26419
## Predicted    79.8  89.8  93.9  93.2  90.6  89.3  89.8  89.1  89.1  86.3  84.9
## cvpred       79.7  89.9  94.0  93.3  90.7  89.3  89.9  89.2  89.2  86.3  84.9
## pm2.5        37.0  63.0 186.0 204.0 140.0  78.0  31.0  40.0  43.0  37.0  49.0
## CV residual -42.7 -26.9  92.0 110.7  49.3 -11.3 -58.9 -49.2 -46.2 -49.3 -35.9
##             26420 26425 26427 26428 26433 26434 26435 26436 26439 26440 26442
## Predicted    92.5  93.2  92.6  91.7  84.4  83.8  81.8  79.9  92.4  92.6  90.8
## cvpred       92.6  93.3  92.7  91.8  84.3  83.7  81.7  79.8  92.5  92.7  90.9
## pm2.5        69.0  72.0  48.0  34.0  41.0  45.0  61.0  50.0  78.0 108.0 193.0
## CV residual -23.6 -21.3 -44.7 -57.8 -43.3 -38.7 -20.7 -29.8 -14.5  15.3 102.1
##             26446 26449 26452 26454  26455 26460 26464 26466 26473 26474 26475
## Predicted    96.3  97.1  92.7 91.28 89.340  95.6  93.5  95.1  96.6  97.0  96.9
## cvpred       96.4  97.3  92.8 91.32 89.355  95.7  93.6  95.2  96.7  97.1  97.0
## pm2.5       392.0 285.0 159.0 99.00 89.000  78.0 134.0 133.0 333.0 357.0 390.0
## CV residual 295.6 187.7  66.2  7.68 -0.355 -17.7  40.4  37.8 236.3 259.9 293.0
##             26477 26479 26486 26493 26495 26500 26507 26514 26517 26518 26520
## Predicted    95.5  95.4  80.6  63.3  59.8  88.0  93.2  93.0  91.8  97.0  96.3
## cvpred       95.6  95.4  80.5  62.9  59.3  88.1  93.3  93.1  91.8  97.1  96.4
## pm2.5       402.0 257.0  18.0  21.0  17.0  18.0  35.0  67.0  38.0  41.0 234.0
## CV residual 306.4 161.6 -62.5 -41.9 -42.3 -70.1 -58.3 -26.1 -53.8 -56.1 137.6
##             26521 26528 26531 26532 26533 26537 26543 26544 26547 26548 26555
## Predicted    96.3  89.7  96.3  95.9  96.3  97.2   102   102   101   101   101
## cvpred       96.4  89.7  96.4  96.0  96.4  97.3   102   102   101   102   101
## pm2.5       305.0 114.0  63.0  79.0  84.0 279.0   486   488   418   416   377
## CV residual 208.6  24.3 -33.4 -17.0 -12.4 181.7   384   386   317   314   276
##             26557 26560 26561 26566 26568 26570 26573 26584 26596 26599 26601
## Predicted    98.4   100  99.3  99.7   100  98.7  98.3  99.3   102   102  99.1
## cvpred       98.4   100  99.4  99.8   100  98.8  98.5  99.3   102   102  99.1
## pm2.5       361.0   353 340.0 292.0   369 391.0 442.0 802.0   684   584 341.0
## CV residual 262.6   253 240.6 192.2   269 292.2 343.5 702.7   582   482 241.9
##             26604 26606 26608 26609 26612 26614 26616 26619 26622 26627 26630
## Predicted    96.4   103   101   100   101   101   100  97.4  94.7   101   102
## cvpred       96.4   103   101   100   101   102   101  97.5  94.8   102   102
## pm2.5       236.0   419   323   326   343   311   301 362.0 447.0   257   345
## CV residual 139.6   316   222   226   242   209   200 264.5 352.2   155   243
##             26635 26636 26637 26638 26639 26644  26647 26649 26659 26660 26665
## Predicted    96.4  95.6  95.1  92.1  90.5  83.0 79.419 77.98 100.4 101.1  98.6
## cvpred       96.3  95.6  95.0  92.0  90.4  82.8 79.129 77.67 100.5 101.2  98.7
## pm2.5       278.0 285.0 282.0 217.0 169.0  61.0 79.000 71.00 155.0 166.0 177.0
## CV residual 181.7 189.4 187.0 125.0  78.6 -21.8 -0.129 -6.67  54.5  64.8  78.3
##             26670 26675 26678 26679 26686 26687 26696 26701  26706 26707 26713
## Predicted    88.5   100  94.0  94.7  88.8  87.5  94.0  85.9 92.719  91.5  97.7
## cvpred       88.5   101  94.1  94.8  88.8  87.5  94.1  85.9 92.782  91.5  97.8
## pm2.5        38.0   269 169.0  53.0  47.0  26.0  34.0  38.0 92.000  78.0 285.0
## CV residual -50.5   168  74.9 -41.8 -41.8 -61.5 -60.1 -47.9 -0.782 -13.5 187.2
##             26716 26718 26719 26723 26725 26726 26729 26730 26731 26739 26742
## Predicted    97.3  97.8  97.0 95.48  94.7  98.0  97.7  99.0  99.7  94.6  98.0
## cvpred       97.4  97.9  97.1 95.53  94.8  98.1  97.8  99.1  99.8  94.6  98.1
## pm2.5       193.0 213.0 180.0 87.00 122.0 138.0 450.0 372.0 358.0 312.0 277.0
## CV residual  95.6 115.1  82.9 -8.53  27.2  39.9 352.2 272.9 258.2 217.4 178.9
##             26746 26747 26748 26749  26751 26754  26756 26759 26761 26764 26766
## Predicted     102   100  98.1  99.7 98.110  96.3 101.10  97.6 93.68  98.9 100.7
## cvpred        102   100  98.2  99.8 98.188  96.4 101.21  97.6 93.71  99.0 100.8
## pm2.5         290   371 353.0 227.0 98.000  73.0 100.00 141.0 88.00  59.0  57.0
## CV residual   188   271 254.8 127.2 -0.188 -23.4  -1.21  43.4 -5.71 -40.0 -43.8
##             26770  26773 26776  26777 26785 26786 26790 26793 26794 26796 26798
## Predicted   103.5 104.19 103.5 103.15 103.5 103.5   100  96.6  96.4 102.3 100.5
## cvpred      103.6 104.28 103.6 103.23 103.6 103.6   100  96.6  96.3 102.4 100.5
## pm2.5        88.0 100.00 114.0 110.00 161.0 160.0   176 179.0 198.0 164.0 144.0
## CV residual -15.6  -4.28  10.4   6.77  57.4  56.4    76  82.4 101.7  61.6  43.5
##             26800  26803 26804 26805 26812 26813 26816 26821 26825 26834 26836
## Predicted   96.41 102.66 102.5 101.8 101.1 100.1  96.6 101.4  99.8   101  99.6
## cvpred      96.42 102.76 102.6 101.9 101.2 100.2  96.7 101.5  99.8   101  99.7
## pm2.5       88.00  98.00 114.0 184.0  60.0  45.0  40.0  46.0 382.0   439 437.0
## CV residual -8.42  -4.76  11.4  82.1 -41.2 -55.2 -56.7 -55.5 282.2   338 337.3
##             26839 26840 26850 26851 26852 26857 26858 26861 26864 26865 26868
## Predicted     102   102  98.9  97.8   101  92.5  90.1  82.1  97.0  95.4  82.9
## cvpred        102   102  98.9  97.9   101  92.5  90.1  81.9  97.1  95.4  82.8
## pm2.5         417   422 273.0 297.0   321 255.0  29.0  11.0  13.0  14.0  32.0
## CV residual   315   320 174.1 199.1   220 162.5 -61.1 -70.9 -84.1 -81.4 -50.8
##             26873 26876 26878 26879 26880 26894 26895 26899 26900 26904 26907
## Predicted    66.6  93.0  93.2  93.2  92.3  95.2  95.9  97.7  98.3  98.2  95.9
## cvpred       66.2  93.1  93.3  93.3  92.4  95.3  96.0  97.8  98.5  98.3  96.0
## pm2.5        16.0  23.0  27.0  23.0  27.0  65.0  71.0  84.0 109.0 124.0 161.0
## CV residual -50.2 -70.1 -66.3 -70.3 -65.4 -30.3 -25.0 -13.8  10.5  25.7  65.0
##             26910 26916 26918 26924 26926 26927 26930 26931 26932 26941 26949
## Predicted    95.0 98.68  99.4 101.1 100.4 100.0   101   101  99.0   103   103
## cvpred       95.1 98.78  99.5 101.2 100.5 100.1   101   101  99.1   103   103
## pm2.5       169.0 94.00 156.0 177.0 165.0 170.0   307   347 318.0   306   317
## CV residual  73.9 -4.78  56.5  75.8  64.5  69.9   206   246 218.9   203   214
##             26955 26957 26959 26962 26964 26966 26967 26968 26969 26971 26972
## Predicted     103   103   103   102   101   103   103   103   102  99.6  98.9
## cvpred        103   103   103   102   101   103   103   103   102  99.6  98.9
## pm2.5         362   364   357   348   357   384   394   409   496 459.0 446.0
## CV residual   259   261   254   246   256   281   291   306   394 359.4 347.1
##             26973 26979 26980 26984 26986 26988 26989 26991 26992 27000 27001
## Predicted    98.8   103   102   102   102   101   104   103   102    94  93.3
## cvpred       98.8   103   102   103   103   101   104   103   102    94  93.2
## pm2.5       444.0   472   451   460   425   493   484   476   445   322 316.0
## CV residual 345.2   369   349   357   322   392   380   373   343   228 222.8
##             27002 27003 27005 27008 27019 27020 27022 27024 27043 27045 27046
## Predicted    92.6  91.9  90.4   103   103   104   102   104 104.7 102.2 101.4
## cvpred       92.5  91.8  90.3   103   103   104   102   104 104.7 102.2 101.5
## pm2.5       315.0 304.0 260.0   273   248   222   265   296 136.0 146.0 149.0
## CV residual 222.5 212.2 169.7   170   145   118   163   192  31.3  43.8  47.5
##             27048 27051 27057 27059 27062 27066 27069 27072 27073 27076 27081
## Predicted    98.2 100.7    97  97.1  90.9  94.0  90.6  84.3  83.1  94.0  89.3
## cvpred       98.2 100.7    97  97.1  90.9  94.1  90.6  84.2  83.0  94.1  89.3
## pm2.5       111.0 134.0    29  18.0  22.0  16.0  27.0  14.0  14.0  16.0  38.0
## CV residual  12.8  33.3   -68 -79.1 -68.9 -78.1 -63.6 -70.2 -69.0 -78.1 -51.3
##             27082 27089 27095 27103 27107 27108 27109 27111 27116 27117 27118
## Predicted    88.7  94.7 101.1 102.2 102.8 102.0 101.7 104.2   105   104   102
## cvpred       88.7  94.7 101.2 102.3 102.8 102.1 101.7 104.3   105   104   102
## pm2.5        32.0  55.0  83.0 135.0 165.0 181.0 194.0 202.0   232   219   239
## CV residual -56.7 -39.7 -18.2  32.7  62.2  78.9  92.3  97.7   127   115   137
##              27123 27129 27132 27135 27136 27139 27143 27146  27154 27155 27157
## Predicted   102.27  81.0  95.0  91.9  89.3  96.9  94.4  94.6 88.471 88.44   104
## cvpred      102.36  80.9  95.1  92.0  89.3  97.0  94.4  94.6 88.304 88.26   104
## pm2.5       100.00  12.0  18.0  19.0  21.0  29.0  29.0  77.0 89.000 85.00    82
## CV residual  -2.36 -68.9 -77.1 -73.0 -68.3 -68.0 -65.4 -17.6  0.696 -3.26   -22
##             27159 27160 27164 27167 27168 27175 27177 27180 27181 27183 27186
## Predicted   104.2 103.5  99.6 101.1 100.4  98.0  99.7 103.2  95.7  84.4  67.3
## cvpred      104.3 103.6  99.6 101.2 100.5  98.1  99.8 103.3  95.8  84.3  67.0
## pm2.5        89.0  90.0 115.0 148.0 152.0 208.0 220.0  11.0   9.0   9.0   8.0
## CV residual -15.3 -13.6  15.4  46.8  51.5 109.9 120.2 -92.3 -86.8 -75.3 -59.0
##             27188 27191 27193 27194 27196 27197 27199 27200 27202 27203 27204
## Predicted    58.1  48.0  38.4  37.4  88.3  88.1  87.6  86.4  85.5  86.0  84.4
## cvpred       57.6  47.4  37.6  36.6  88.5  88.2  87.8  86.5  85.5  86.1  84.5
## pm2.5         8.0   9.0   9.0   7.0   7.0   6.0   8.0  11.0   8.0  10.0  10.0
## CV residual -49.6 -38.4 -28.6 -29.6 -81.5 -82.2 -79.8 -75.5 -77.5 -76.1 -74.5
##             27210 27214 27215 27223 27224 27226 27227 27229 27232 27233 27242
## Predicted    87.2  87.0    85  88.6  87.1  85.7  91.5  90.4  92.6  92.1  94.5
## cvpred       87.2  87.1    85  88.6  87.2  85.7  91.6  90.5  92.7  92.1  94.5
## pm2.5        12.0  18.0    20  10.0  15.0  26.0  26.0  26.0  56.0  57.0 111.0
## CV residual -75.2 -69.1   -65 -78.6 -72.2 -59.7 -65.6 -64.5 -36.7 -35.1  16.5
##             27245 27246 27250 27259 27263 27264 27273 27276 27283 27285 27286
## Predicted    96.3  95.9  97.7  95.4  94.7  92.4    87  80.4  90.1  88.1  87.4
## cvpred       96.4  96.0  97.8  95.4  94.8  92.5    87  80.3  90.2  88.2  87.4
## pm2.5       128.0 156.0 192.0 175.0 512.0 167.0    17  20.0  14.0  31.0  58.0
## CV residual  31.6  60.0  94.2  79.6 417.2  74.5   -70 -60.3 -76.2 -57.2 -29.4
##             27287 27292 27295 27299 27303 27304  27305 27306 27314 27319 27324
## Predicted    86.9  90.5  93.8  94.5 98.65  97.9  95.63 93.68 100.6  99.7  96.6
## cvpred       86.8  90.5  93.9  94.6 98.73  98.0  95.68 93.71 100.7  99.8  96.7
## pm2.5        67.0  20.0  41.0  36.0 93.00 103.0 100.00 87.00  68.0 130.0  38.0
## CV residual -19.8 -70.5 -52.9 -58.6 -5.73   5.0   4.32 -6.71 -32.7  30.2 -58.7
##             27329 27331 27332 27334 27337 27349 27350 27351 27352 27353 27354
## Predicted    89.5  88.0  87.1  85.2 100.1   103   101   100  98.9  97.3    96
## cvpred       89.5  87.9  87.0  85.1 100.2   103   101   100  98.9  97.3    96
## pm2.5        71.0 123.0 163.0 167.0 197.0   344   365   348 330.0 334.0   320
## CV residual -18.5  35.1  76.0  81.9  96.8   241   264   248 231.1 236.7   224
##             27355 27358 27361 27362 27363 27369 27375 27381 27382 27383 27392
## Predicted    94.1  93.3   101   101  96.9  81.4  63.0  91.9  91.8  93.6  81.5
## cvpred       94.0  93.2   101   101  97.0  81.2  62.6  92.0  91.9  93.7  81.3
## pm2.5       292.0 293.0   392   374 208.0  13.0   9.0  54.0 126.0 237.0  12.0
## CV residual 198.0 199.8   291   273 111.0 -68.2 -53.6 -38.0  34.1 143.3 -69.3
##             27393 27396 27400 27402 27403 27404 27409 27410 27411 27412 27416
## Predicted    80.9  91.1  93.1  89.2  89.0  88.3  82.0 81.29 99.04  98.3  98.7
## cvpred       80.7  91.2  93.2  89.1  88.9  88.2  81.8 81.08 99.14  98.5  98.8
## pm2.5        16.0  26.0  66.0  59.0  69.0  63.0  66.0 87.00 96.00  75.0  86.0
## CV residual -64.7 -65.2 -27.2 -30.1 -19.9 -25.2 -15.8  5.92 -3.14 -23.5 -12.8
##             27418 27421 27426 27430 27431 27432 27438 27447 27451 27452 27454
## Predicted   99.37 101.8  97.8  94.2  93.5   104   105  80.8  71.9  92.3    91
## cvpred      99.47 101.9  97.8  94.1  93.4   104   105  80.8  71.6  92.4    91
## pm2.5       97.00 135.0 167.0 227.0 241.0   259   253  14.0  10.0  12.0     8
## CV residual -2.47  33.1  69.2 132.9 147.6   155   148 -66.8 -61.6 -80.4   -83
##             27457 27458 27461 27467 27474 27480 27483 27484 27488 27489 27490
## Predicted    91.8  91.1  95.0  93.9  90.2  82.1  74.9  91.2  87.9    87  89.9
## cvpred       91.9  91.1  95.1  94.0  90.2  82.0  74.7  91.4  88.0    87  90.0
## pm2.5        19.0  14.0  10.0  15.0  41.0   9.0   5.0   8.0   9.0    11  13.0
## CV residual -72.9 -77.1 -85.1 -79.0 -49.2 -73.0 -69.7 -83.4 -79.0   -76 -77.0
##             27491 27501 27505 27507 27518 27522 27523 27524 27525 27527 27534
## Predicted    90.4  84.2 82.90 81.46  97.3  92.5  93.1  94.4  91.9  95.4  98.9
## cvpred       90.5  84.1 82.71 81.25  97.4  92.6  93.2  94.5  92.0  95.4  98.9
## pm2.5        24.0  62.0 77.00 73.00 126.0  12.0  42.0  58.0  67.0  68.0 147.0
## CV residual -66.5 -22.1 -5.71 -8.25  28.6 -80.6 -51.2 -36.5 -25.0 -27.4  48.1
##             27540 27543 27546 27547 27550 27551 27555 27560 27563 27564 27575
## Predicted   102.8   102   101   101   102   103  99.1  90.6  75.5  72.8  96.3
## cvpred      102.9   103   101   101   102   103  99.2  90.5  75.3  72.6  96.4
## pm2.5       191.0   222   264   271   285   316 321.0  28.0   9.0  10.0  38.0
## CV residual  88.1   119   163   170   183   213 221.8 -62.5 -66.3 -62.6 -58.4
##             27578 27582 27584 27585 27587 27588 27589 27591 27598 27600 27607
## Predicted    97.1 96.22  94.1  94.8  96.3  95.2  95.6 94.69  99.7  98.6   100
## cvpred       97.3 96.31  94.2  94.8  96.4  95.3  95.7 94.79  99.8  98.7   100
## pm2.5       116.0 90.00  63.0  54.0  58.0  61.0  76.0 88.00 256.0 364.0   245
## CV residual  18.7 -6.31 -31.2 -40.8 -38.4 -34.3 -19.7 -6.79 156.2 265.3   145
##             27612 27614 27620 27621 27630 27632 27636 27637 27647 27650 27651
## Predicted     101   100   102   101   104   103  99.6  99.5  96.7  94.0  92.3
## cvpred        102   100   103   102   104   103  99.6  99.5  96.7  93.9  92.2
## pm2.5         319   337   313   404   200   176 111.0 118.0 148.0 153.0 153.0
## CV residual   217   237   210   302    96    73  11.4  18.5  51.3  59.1  60.8
##             27652 27656 27657 27658 27659 27674 27677 27687 27689 27691 27693
## Predicted    91.5  86.2  87.6  86.0  85.4   103   104  89.7  93.9  92.6  96.9
## cvpred       91.4  86.1  87.4  85.7  85.2   103   104  89.7  94.0  92.6  96.9
## pm2.5       148.0 175.0 143.0 155.0 172.0   414   414  32.0  23.0 277.0 241.0
## CV residual  56.6  88.9  55.6  69.3  86.8   311   310 -57.7 -71.0 184.4 144.1
##             27694 27698 27699 27700 27702 27705 27706 27709 27711 27714 27715
## Predicted    96.9   105   103   103   102   107   108  92.8 80.77  65.2  61.3
## cvpred       96.9   105   103   103   102   107   108  92.9 80.64  64.8  60.8
## pm2.5       259.0   392   400   441   485   449   469 111.0 89.00  17.0  13.0
## CV residual 162.1   287   297   338   383   342   361  18.1  8.36 -47.8 -47.8
##             27720 27724 27726  27727 27728 27730 27731 27735 27736 27743 27746
## Predicted    37.0 10.74  3.34  1.160 -2.07  87.4  86.9  88.1  87.2  89.2  93.9
## cvpred       36.1  9.45  1.89 -0.343 -3.63  87.5  87.0  88.2  87.3  89.3  94.0
## pm2.5         9.0  6.00  8.00  9.000  9.00  10.0  11.0   9.0   9.0  27.0  11.0
## CV residual -27.1 -3.45  6.11  9.343 12.63 -77.5 -76.0 -79.2 -78.3 -62.3 -83.0
##             27749 27752 27754 27757 27759 27760 27761 27769 27771 27772 27775
## Predicted    95.9  92.7  89.1  92.8  93.1  91.7  91.0  97.7  99.0  98.3  97.2
## cvpred       96.0  92.7  89.1  92.9  93.2  91.8  91.1  97.8  99.1  98.4  97.3
## pm2.5         9.0  19.0  18.0  33.0  39.0  42.0  56.0 157.0 145.0 113.0 134.0
## CV residual -87.0 -73.7 -71.1 -59.9 -54.2 -49.8 -35.1  59.2  45.9  14.6  36.7
##             27777 27782 27785 27786 27787 27788 27792 27794 27796 27797 27798
## Predicted    97.3  94.7  87.8  94.0  95.2  94.5  99.4  90.9  87.4  86.2  98.0
## cvpred       97.4  94.8  87.8  94.1  95.3  94.6  99.5  90.9  87.4  86.1  98.1
## pm2.5       123.0 110.0  25.0  50.0  55.0 143.0  86.0  24.0   4.0   5.0   7.0
## CV residual  25.6  15.2 -62.8 -44.1 -40.3  48.4 -13.5 -66.9 -83.4 -81.1 -91.1
##             27801 27803 27805 27815 27824 27825 27829 27831 27832 27834 27837
## Predicted    96.4  94.5  94.9  88.1 101.1 102.5  99.0  97.2  99.5   101   101
## cvpred       96.5  94.6  95.0  88.1 101.2 102.6  99.1  97.3  99.6   101   101
## pm2.5        17.0  16.0  14.0  60.0 126.0 130.0 192.0 187.0 204.0   222   235
## CV residual -79.5 -78.6 -81.0 -28.1  24.8  27.4  92.9  89.7 104.4   121   134
##             27841 27844 27848 27849 27865 27866 27868 27869 27873 27874 27875
## Predicted     102  98.9  94.2  93.0   105   104   104   102   106   105   105
## cvpred        102  98.9  94.1  92.9   105   104   104   102   106   105   105
## pm2.5         302 207.0 202.0 203.0   242   239   238   338   331   327   306
## CV residual   200 108.1 107.9 110.1   137   135   134   236   225   222   201
##             27880 27886 27888 27889 27891 27896 27897 27898 27902 27903 27905
## Predicted     103   107   107   106   103   103   107   105 100.5  97.3  91.7
## cvpred        103   107   107   106   103   103   107   105 100.5  97.2  91.6
## pm2.5         279   510   469   450   365   337   323   306 189.0 410.0 145.0
## CV residual   176   403   362   344   262   234   216   201  88.5 312.8  53.4
##             27907 27909 27914 27916 27917 27921 27922 27923 27925 27926 27933
## Predicted   87.82  85.2 103.5   104 104.2 102.4 100.1 103.7  82.7  73.5  43.6
## cvpred      87.59  84.9 103.6   104 104.3 102.4 100.1 103.7  82.6  73.2  42.8
## pm2.5       87.00  95.0 105.0   119 128.0 124.0 136.0 141.0  42.0  32.0  12.0
## CV residual -0.59  10.1   1.4    15  23.7  21.6  35.9  37.3 -40.6 -41.2 -30.8
##             27936 27937 27945 27949 27953 27954 27956  27968 27971 27972 27974
## Predicted    32.8  93.2  98.7  85.3  78.1  76.5 75.31 102.13  98.8  97.4  95.4
## cvpred       31.9  93.3  98.8  85.3  77.9  76.3 75.04 102.22  98.8  97.4  95.4
## pm2.5        12.0  12.0  27.0  32.0  37.0  42.0 67.00  94.00 155.0 150.0 134.0
## CV residual -19.9 -81.3 -71.8 -53.3 -40.9 -34.3 -8.04  -8.22  56.2  52.6  38.6
##             27979 27981 27983 27984 27987 27993 27996 27997 27998 27999 28014
## Predicted    90.2  89.8  87.2  86.5 104.6 107.1 108.0 108.7 107.4 106.2  97.8
## cvpred       90.1  89.7  87.0  86.3 104.6 107.2 108.1 108.8 107.5 106.2  97.9
## pm2.5       148.0 164.0 117.0 108.0 131.0 127.0 164.0 167.0 148.0 153.0  17.0
## CV residual  57.9  74.3  30.0  21.7  26.4  19.8  55.9  58.2  40.5  46.8 -80.9
##             28015 28020 28022 28023 28028 28029 28030 28032 28033 28038 28043
## Predicted    97.2  89.5  85.1  94.2  96.4    95  94.9    95  97.6 92.39 102.8
## cvpred       97.3  89.5  85.0  94.3  96.4    95  95.0    95  97.5 92.28 102.9
## pm2.5        14.0  17.0  10.0  14.0  37.0    38  30.0    48  71.0 84.00  92.0
## CV residual -83.3 -72.5 -75.0 -80.3 -59.4   -57 -65.0   -47 -26.5 -8.28 -10.9
##              28044 28052 28058 28059 28061 28064 28071 28079 28083 28085 28096
## Predicted   103.50  93.5 104.2   104   103 104.2   104   107   102   106   101
## cvpred      103.59  93.4 104.3   104   103 104.3   104   107   102   106   101
## pm2.5       112.00 127.0 195.0   205   226 187.0   271   328   346   327   208
## CV residual   8.41  33.6  90.7   101   123  82.7   167   221   244   221   107
##             28100 28102 28103 28106 28110 28114 28115 28119 28122 28123 28127
## Predicted    98.7  95.5  93.5   107   106   107   107   108   104   104   108
## cvpred       98.6  95.3  93.4   107   106   107   107   108   104   104   108
## pm2.5       251.0 250.0 205.0   216   236   273   287   394   400   422   541
## CV residual 152.4 154.7 111.6   109   130   166   180   286   296   318   433
##             28131 28132 28136 28137 28141 28142 28155 28156 28158 28159 28160
## Predicted     103 101.5  71.2  67.5  88.9  91.1 103.3 102.7 100.6 100.2  99.9
## cvpred        103 101.5  70.9  67.1  89.0  91.2 103.4 102.8 100.6 100.3  99.9
## pm2.5         246  39.0  13.0   9.0   6.0   9.0  34.0  36.0  23.0  22.0  34.0
## CV residual   143 -62.5 -57.9 -58.1 -83.0 -82.2 -69.4 -66.8 -77.6 -78.3 -65.9
##             28161 28163 28165 28167 28171  28174 28177 28181 28183 28184 28186
## Predicted     105 103.3 103.8 105.7 100.3 106.26 102.7   105 103.1 101.9 102.5
## cvpred        105 103.4 103.8 105.8 100.3 106.35 102.7   105 103.2 101.9 102.6
## pm2.5          34  59.0  69.0  69.0  41.0 100.00  75.0    45  28.0  36.0  48.0
## CV residual   -71 -44.4 -34.8 -36.8 -59.3  -6.35 -27.7   -60 -75.2 -65.9 -54.6
##             28190 28200 28202 28207   28209 28211 28212 28213 28214 28215 28216
## Predicted    94.9  92.0  89.5  83.6 102.963 104.6 104.2 103.5 104.6 104.5   105
## cvpred       94.9  91.9  89.3  83.3 103.046 104.6 104.3 103.6 104.6 104.6   105
## pm2.5        65.0 119.0 114.0 108.0 104.000 123.0 148.0 164.0 173.0 172.0   183
## CV residual -29.9  27.1  24.7  24.7   0.954  18.4  43.7  60.4  68.4  67.4    78
##             28223 28227  28228 28234 28235 28236 28238 28241 28247 28252 28253
## Predicted     103  98.9 100.54  97.3  97.3 100.2  96.2  89.6  80.2  74.6  73.0
## cvpred        103  99.0 100.62  97.4  97.4 100.3  96.2  89.5  79.9  74.2  72.5
## pm2.5         211 125.0  94.00  18.0  17.0  66.0  62.0  62.0  61.0  51.0  51.0
## CV residual   108  26.0  -6.62 -79.4 -80.4 -34.3 -34.2 -27.5 -18.9 -23.2 -21.5
##             28256 28262  28263 28265 28273 28275 28277 28279 28280 28281 28282
## Predicted   68.89 102.5 102.13 95.24  92.0    88  95.7  96.7  97.3  92.6  90.6
## cvpred      68.34 102.6 102.22 95.27  92.1    88  95.8  96.8  97.4  92.6  90.6
## pm2.5       60.00  90.0  96.00 86.00   9.0     9   9.0  13.0  18.0  18.0  11.0
## CV residual -8.34 -12.6  -6.22 -9.27 -83.1   -79 -86.8 -83.8 -79.4 -74.6 -79.6
##             28284 28285 28286 28287 28292 28296 28298 28301 28305 28312 28314
## Predicted    94.5  93.3  92.1  93.5  91.6  99.7 99.28  95.8 102.1  99.5    96
## cvpred       94.6  93.4  92.1  93.6  91.6  99.8 99.34  95.8 102.2  99.6    96
## pm2.5        12.0  11.0  15.0  13.0  32.0  58.0 91.00  74.0 121.0 137.0   115
## CV residual -82.6 -82.4 -77.1 -80.6 -59.6 -41.8 -8.34 -21.8  18.8  37.4    19
##             28315 28316 28318  28319 28324 28329 28331 28332 28334 28336 28339
## Predicted    95.4  94.7  94.6  93.90  89.2 106.3   104   104   100    95  91.2
## cvpred       95.4  94.7  94.6  93.86  89.1 106.3   104   104   100    95  91.1
## pm2.5       117.0 135.0 127.0 102.00 153.0 196.0   217   229   231   210 223.0
## CV residual  21.6  40.3  32.4   8.14  63.9  89.7   113   125   131   115 131.9
##             28347 28348 28350 28351 28357 28358 28361 28364 28369 28370 28378
## Predicted   101.5 100.8  99.4  99.3 107.6 101.2    90  73.4  87.8  85.1  91.9
## cvpred      101.5 100.7  99.3  99.2 107.7 101.3    90  73.2  87.8  85.1  92.0
## pm2.5       134.0 135.0 139.0 171.0 156.0  84.0    15  16.0  16.0   8.0  13.0
## CV residual  32.5  34.3  39.7  71.8  48.3 -17.3   -75 -57.2 -71.8 -77.1 -79.0
##             28379 28383 28384 28385 28386 28388 28389 28390  28396  28397
## Predicted    90.5  91.4  87.7  93.6  91.8  95.2 99.82 101.2 103.50 102.48
## cvpred       90.6  91.4  87.7  93.7  91.9  95.3 99.89 101.2 103.59 102.58
## pm2.5        19.0  11.0  21.0  20.0  22.0  60.0 97.00 120.0 100.00 110.00
## CV residual -71.6 -80.4 -66.7 -73.7 -69.9 -35.3 -2.89  18.8  -3.59   7.42
##              28400 28402 28403 28405 28407 28408 28416 28417 28418 28423 28428
## Predicted   104.19 101.4  99.8  93.7  94.7  93.2  96.4  95.9  95.1 100.7  99.1
## cvpred      104.28 101.4  99.9  93.8  94.6  93.2  96.4  95.8  95.1 100.8  99.1
## pm2.5        97.00 127.0 117.0  78.0 121.0 108.0  66.0  60.0  72.0  81.0 122.0
## CV residual  -7.28  25.6  17.1 -15.8  26.4  14.8 -30.4 -35.8 -23.1 -19.8  22.9
##             28429 28432 28437 28439 28444 28451 28453 28454 28457 28459 28461
## Predicted   97.82  95.7 89.05  87.1  83.1  77.7  76.4  75.7  72.5   108   106
## cvpred      97.84  95.7 88.83  86.8  82.8  77.2  75.9  75.2  71.9   108   106
## pm2.5       90.00 110.0 98.00 100.0 109.0 193.0 230.0 227.0 243.0   258   259
## CV residual -7.84  14.3  9.17  13.2  26.2 115.8 154.1 151.8 171.1   150   153
##             28468 28469 28472 28474 28479 28480 28481 28483 28486 28489 28490
## Predicted     108   108   108 102.6  98.3  98.9 100.5  97.5  93.9  96.6  96.8
## cvpred        108   108   108 102.6  98.3  99.0 100.6  97.5  93.9  96.7  96.9
## pm2.5         256   250   247  18.0  37.0  39.0  41.0  31.0  19.0   6.0  13.0
## CV residual   148   142   139 -84.6 -61.3 -60.0 -59.6 -66.5 -74.9 -90.7 -83.9
##             28491 28493 28494 28495 28496 28499 28504 28507 28515 28517 28518
## Predicted    98.3 102.0 102.3 102.8   104 105.6    97  90.4 105.6   106   106
## cvpred       98.5 102.1 102.4 102.9   104 105.7    97  90.3 105.7   106   106
## pm2.5        20.0  64.0  96.0 122.0   133 176.0   119 123.0 153.0   179   183
## CV residual -78.5 -38.1  -6.4  19.1    29  70.3    22  32.7  47.3    73    77
##             28522 28525 28527 28528 28530 28539 28545 28548 28549  28550  28551
## Predicted   105.0 100.9  95.0  91.8  84.1  74.8 103.5 102.5 102.1 102.81 101.20
## cvpred      105.1 100.9  94.9  91.6  83.9  74.4 103.6 102.5 102.2 102.91 101.26
## pm2.5       150.0 156.0 243.0 122.0  73.0  47.0  89.0  87.0  89.0 100.00 107.00
## CV residual  44.9  55.1 148.1  30.4 -10.9 -27.4 -14.6 -15.5 -13.2  -2.91   5.74
##             28553 28558 28563 28564 28565 28566  28570  28571 28577 28589 28594
## Predicted   103.1 95.01  89.2  87.8  86.6 110.1 108.39 106.42  73.9  99.8  93.8
## cvpred      103.1 94.82  88.9  87.5  86.2 110.2 108.42 106.41  73.5  99.9  93.9
## pm2.5        78.0 99.00 113.0 108.0 110.0 121.0 107.00 111.00  15.0   6.0  11.0
## CV residual -25.1  4.18  24.1  20.5  23.8  10.8  -1.42   4.59 -58.5 -93.9 -82.9
##             28596 28597 28601 28605 28608 28611 28614 28618  28621 28622 28626
## Predicted    87.6  97.8  97.4  93.5  92.8  89.6  88.2  82.1 77.612 75.31  67.8
## cvpred       87.5  97.9  97.5  93.4  92.8  89.5  88.0  81.8 77.193 74.86  67.2
## pm2.5        13.0  10.0  11.0  24.0  32.0  55.0  59.0  67.0 77.000 80.00 126.0
## CV residual -74.5 -87.9 -86.5 -69.4 -60.8 -34.5 -29.0 -14.8 -0.193  5.14  58.8
##             28627 28628 28630 28633 28636 28647 28648 28650 28656 28658 28659
## Predicted    65.8  63.8   105 107.6 105.3  45.2  41.3  32.0 12.88  7.45  3.51
## cvpred       65.1  63.2   105 107.7 105.4  44.4  40.4  30.9 11.46  5.90  1.88
## pm2.5        97.0  83.0    90  54.0  22.0  17.0  13.0  17.0 13.00 10.00  8.00
## CV residual  31.9  19.8   -15 -53.7 -83.4 -27.4 -27.4 -13.9  1.54  4.10  6.12
##             28662 28663  28664 28668 28672 28677 28680 28681 28686 28688 28691
## Predicted   -4.91 -6.20  -8.86 -23.1  98.7  84.8  77.9  76.6  66.7  62.8  51.0
## cvpred      -6.69 -8.01 -10.71 -25.2  98.8  84.6  77.7  76.3  66.2  62.2  50.2
## pm2.5        8.00  9.00   9.00  13.0  14.0  14.0  11.0  10.0   8.0  11.0  12.0
## CV residual 14.69 17.01  19.71  38.2 -84.8 -70.6 -66.7 -66.3 -58.2 -51.2 -38.2
##             28698  28701 28706 28709 28710 28711 28717 28718 28721 28724 28729
## Predicted    24.2 18.112  12.9 10.65  9.94  7.27 -16.6 -20.5 -30.6  95.2  95.8
## cvpred       23.0 16.792  11.4  9.14  8.41  5.72 -18.5 -22.5 -32.7  95.3  95.9
## pm2.5         7.0 17.000  27.0 16.00 15.00 13.00  13.0  12.0   8.0   5.0  32.0
## CV residual -16.0  0.208  15.6  6.86  6.59  7.28  31.5  34.5  40.7 -90.3 -63.9
##             28733 28734 28735 28736 28737 28741 28744 28745 28750 28752 28753
## Predicted     104 102.3 101.6   104 101.8  99.7  97.9  95.9   105 106.6 107.3
## cvpred        104 102.4 101.7   104 101.9  99.8  97.9  95.9   105 106.7 107.4
## pm2.5          42  55.0  62.0    66  64.0  50.0  41.0  29.0    47  54.0  59.0
## CV residual   -62 -47.4 -39.7   -38 -37.9 -49.8 -56.9 -66.9   -58 -52.7 -48.4
##             28755  28759  28762  28763 28764 28772 28776 28780 28784 28793
## Predicted   107.1 107.64 108.33 107.64 107.1  76.5  94.5  93.9  90.8  93.7
## cvpred      107.2 107.72 108.41 107.72 107.2  76.1  94.5  94.0  90.8  93.6
## pm2.5        65.0 101.00 110.00 117.00 132.0  10.0  12.0   6.0   6.0  39.0
## CV residual -42.2  -6.72   1.59   9.28  24.8 -66.1 -82.5 -88.0 -84.8 -54.6
##             28794 28795 28802 28803 28810 28812 28813 28815  28819 28821 28823
## Predicted    91.7  90.4 105.2 105.6   103   103 101.3  99.1  93.07  87.4  84.0
## cvpred       91.6  90.3 105.3 105.7   103   103 101.4  99.1  92.86  87.1  83.7
## pm2.5        45.0  42.0  53.0  42.0    62    73  78.0  79.0 102.00  69.0  55.0
## CV residual -46.6 -48.3 -52.3 -63.7   -41   -30 -23.4 -20.1   9.14 -18.1 -28.7
##             28824 28826 28830 28833 28835 28839 28840 28850 28851 28853 28855
## Predicted    82.6 105.4 105.5 106.4 103.2 103.1 103.1  89.7  88.5 107.3 105.7
## cvpred       82.3 105.4 105.6 106.5 103.2 103.2 103.2  89.5  88.2 107.4 105.8
## pm2.5        53.0  57.0  61.0  74.0  80.0  39.0  36.0  48.0  52.0  37.0  28.0
## CV residual -29.3 -48.4 -44.6 -32.5 -23.2 -64.2 -67.2 -41.5 -36.2 -70.4 -77.8
##             28857 28859 28865 28869 28874 28882 28883 28887 28888 28896 28899
## Predicted   103.7  96.3  86.3  77.8  98.6  86.5  84.3  92.2  89.2  95.2 101.3
## cvpred      103.7  96.3  86.1  77.5  98.7  86.4  84.2  92.3  89.3  95.3 101.3
## pm2.5        45.0  49.0  72.0  49.0  10.0   9.0   7.0   4.0   7.0  23.0  56.0
## CV residual -58.7 -47.3 -14.1 -28.5 -88.7 -77.4 -77.2 -88.3 -82.3 -72.3 -45.3
##             28901 28905 28908 28910 28913 28914 28916 28920 28921 28922 28927
## Predicted    98.1  93.8  91.5 103.3  98.5  97.2  93.9  88.1  86.9  86.2 107.3
## cvpred       98.0  93.7  91.3 103.4  98.4  97.1  93.8  87.9  86.6  85.9 107.4
## pm2.5        63.0  51.0  43.0  35.0  59.0  57.0  57.0  73.0  67.0  64.0  83.0
## CV residual -35.0 -42.7 -48.3 -68.4 -39.4 -40.1 -36.8 -14.9 -19.6 -21.9 -24.4
##             28931 28935 28942 28943 28946 28948 28952 28958 28959 28961 28962
## Predicted   106.6 100.1 91.08  91.1 105.7 108.0 108.3 102.8 101.2  94.4  92.1
## cvpred      106.7 100.1 90.92  90.9 105.8 108.1 108.4 102.8 101.1  94.3  91.9
## pm2.5        84.0  81.0 81.00  78.0 117.0 125.0 136.0 147.0 134.0 140.0 142.0
## CV residual -22.7 -19.1 -9.92 -12.9  11.2  16.9  27.6  44.2  32.9  45.7  50.1
##             28963 28964 28972 28973 28977 28980 28981 28988 28990 28991 28992
## Predicted    91.5  90.2  79.3 109.4 106.5 109.9   109  97.1 111.1 111.1 109.8
## cvpred       91.3  90.0  78.8 109.5 106.5 109.9   109  97.0 111.2 111.2 109.9
## pm2.5       149.0 137.0 123.0 128.0 160.0 195.0   201 166.0 183.0 197.0 188.0
## CV residual  57.7  47.0  44.2  18.5  53.5  85.1    92  69.0  71.8  85.8  78.1
##             28996 28997 28998 29000 29002 29003 29006 29008 29009 29013 29015
## Predicted   103.9 103.4 102.7  99.8 111.1   111   111   112   111 111.4   111
## cvpred      103.9 103.3 102.6  99.7 111.2   111   111   112   111 111.5   112
## pm2.5       134.0 140.0 146.0 195.0 201.0   214   247   258   260 200.0   217
## CV residual  30.1  36.7  43.4  95.3  89.8   103   136   146   149  88.5   105
##             29019 29020 29021 29023 29024 29026 29028 29036 29037 29038 29040
## Predicted     111 110.0 108.6 106.1 106.9 111.4 107.1  80.4 102.4  99.6  93.8
## cvpred        112 110.1 108.7 106.1 106.9 111.5 107.2  80.1 102.4  99.6  93.7
## pm2.5         217 179.0 154.0 148.0 165.0  87.0  73.0  14.0  18.0  14.0   4.0
## CV residual   105  68.9  45.3  41.9  58.1 -24.5 -34.2 -66.1 -84.4 -85.6 -89.7
##             29049 29055 29056 29059 29063 29064 29066 29070  29072 29073 29078
## Predicted    70.6  46.7  42.1  29.5 102.1  97.3 101.6 106.6 105.91 104.2 104.1
## cvpred       70.2  45.9  41.2  28.4 102.2  97.4 101.7 106.7 105.99 104.2 104.2
## pm2.5         9.0   8.0   9.0   7.0  52.0  40.0  40.0  83.0 115.00  70.0  80.0
## CV residual -61.2 -37.9 -32.2 -21.4 -50.2 -57.4 -61.7 -23.7   9.01 -34.2 -24.2
##             29079 29080 29082 29092 29093 29095 29096 29099 29101 29109 29110
## Predicted   104.1 102.5  99.9 107.3   107 108.0 108.3 102.7 100.6 91.07  89.1
## cvpred      104.1 102.5  99.9 107.4   107 108.1 108.4 102.8 100.6 90.81  88.8
## pm2.5        78.0  70.0  74.0  69.0    81  82.0  55.0  46.0  50.0 95.00  77.0
## CV residual -26.1 -32.5 -25.9 -38.4   -26 -26.1 -53.4 -56.8 -50.6  4.19 -11.8
##             29111 29113 29114 29119 29120 29121 29123 29129 29135 29136 29137
## Predicted   87.87  86.4 85.18 110.8 110.1 109.7 107.5 110.7 102.8  97.2  94.9
## cvpred      87.57  86.1 84.83 110.8 110.2 109.8 107.6 110.8 102.9  97.3  94.9
## pm2.5       81.00 103.0 85.00  91.0  81.0  81.0  80.0  92.0  20.0  17.0  11.0
## CV residual -6.57  16.9  0.17 -19.8 -29.2 -28.8 -27.6 -18.8 -82.9 -80.3 -83.9
##             29139 29142 29145 29148 29149 29150 29151 29156 29157 29169 29170
## Predicted    91.9   106 103.5  97.0  95.7  90.4  86.8  64.4  62.9  96.1  94.5
## cvpred       91.8   106 103.6  97.1  95.7  90.4  86.7  63.9  62.4  96.2  94.5
## pm2.5        14.0    17  24.0  47.0  44.0  39.0  27.0  74.0  37.0  14.0  10.0
## CV residual -77.8   -89 -79.6 -50.1 -51.7 -51.4 -59.7  10.1 -25.4 -82.2 -84.5
##             29171 29173 29176 29180 29181 29182 29186 29187 29190 29195 29199
## Predicted    92.6  88.3  96.0  99.7 100.1 101.8 100.6 105.6 109.4 106.3 102.8
## cvpred       92.5  88.2  96.1  99.8 100.2 101.9 100.6 105.7 109.5 106.3 102.9
## pm2.5         9.0  70.0  13.0  22.0  36.0  45.0  81.0  41.0  46.0  30.0  34.0
## CV residual -83.5 -18.2 -83.1 -77.8 -64.2 -56.9 -19.6 -64.7 -63.5 -76.3 -68.9
##             29202 29212 29214 29218 29220 29222  29224  29225 29230 29233 29234
## Predicted   101.1  90.1  89.3 111.1 108.5 105.5 102.26 102.03  91.8  86.3 110.2
## cvpred      101.1  89.8  89.0 111.2 108.5 105.5 102.25 101.98  91.6  85.9 110.3
## pm2.5        35.0  53.0  72.0 100.0  75.0  89.0  96.00  97.00  79.0  59.0  68.0
## CV residual -66.1 -36.8 -17.0 -11.2 -33.5 -16.5  -6.25  -4.98 -12.6 -26.9 -42.3
##             29240 29242 29245 29246 29247 29250 29252 29253  29256 29258 29259
## Predicted   113.2 112.1 109.3 109.3 109.2 106.5 103.6   103 101.05  97.8  97.1
## cvpred      113.2 112.2 109.4 109.3 109.2 106.5 103.6   103 100.94  97.7  96.9
## pm2.5        51.0  56.0  61.0  69.0  71.0  60.0  52.0    66  96.00  71.0  67.0
## CV residual -62.2 -56.2 -48.4 -40.3 -38.2 -46.5 -51.6   -37  -4.94 -26.7 -29.9
##             29265 29267 29269 29275 29276 29278 29279 29287 29288 29291 29292
## Predicted   112.4 113.2 106.1  87.1  86.9  87.0 90.07 112.8 113.5 113.2 113.5
## cvpred      112.5 113.2 106.1  86.9  86.6  86.7 89.73 112.9 113.6 113.2 113.6
## pm2.5       124.0 139.0  83.0  54.0  65.0  75.0 80.00 167.0 157.0 169.0 161.0
## CV residual  11.5  25.8 -23.1 -32.9 -21.6 -11.7 -9.73  54.1  43.4  55.8  47.4
##             29294 29298 29299 29301 29307 29308 29317  29321 29322 29326 29328
## Predicted   113.5 110.2   109   106   117   116   117 107.29 104.6 102.7 116.1
## cvpred      113.5 110.2   109   106   117   116   117 107.29 104.6 102.6 116.2
## pm2.5       172.0 187.0   209   230   314   301   265 103.00  82.0 148.0 137.0
## CV residual  58.5  76.8   100   124   197   185   148  -4.29 -22.6  45.4  20.8
##             29330 29332 29333 29339 29346 29349 29350 29353 29362 29363 29367
## Predicted   115.6 115.2 115.6   117 106.6 101.4  97.8  95.9 110.7 110.1 105.7
## cvpred      115.6 115.3 115.7   117 106.5 101.3  97.6  95.7 110.7 110.1 105.6
## pm2.5       157.0 156.0 157.0   251 143.0 182.0 164.0 196.0 135.0 126.0 163.0
## CV residual  41.4  40.7  41.3   134  36.5  80.7  66.4 100.3  24.3  15.9  57.4
##             29368 29369 29373 29376 29379 29381 29382 29387 29389 29396 29400
## Predicted     104 103.5  98.2  92.5 113.1 112.4 111.7 104.7   101   115   115
## cvpred        104 103.4  98.0  92.2 113.2 112.4 111.7 104.6   101   115   115
## pm2.5         148 139.0 103.0  35.0  54.0  49.0  55.0  21.0    25    66    65
## CV residual    44  35.6   5.0 -57.2 -59.2 -63.4 -56.7 -83.6   -76   -49   -50
##             29401 29402 29403 29404  29408 29415 29416 29417 29418 29422 29423
## Predicted   113.3 113.5 113.2 113.5 113.49    99  98.1 102.3  98.8 101.1 100.1
## cvpred      113.4 113.6 113.2 113.6 113.55    99  98.0 102.4  98.9 101.1 100.1
## pm2.5        73.0  76.0  93.0  97.0 116.00    12   9.0  14.0  13.0  33.0  43.0
## CV residual -40.4 -37.6 -20.2 -16.6   2.45   -87 -89.0 -88.4 -85.9 -68.1 -57.1
##             29424 29429 29430 29436 29438 29441 29446 29447 29448 29449 29453
## Predicted    99.2 110.7 109.7 101.7  96.4  80.5 103.5 100.4 105.2  99.5 105.6
## cvpred       99.1 110.8 109.8 101.7  96.3  80.3 103.6 100.5 105.3  99.6 105.7
## pm2.5        46.0  70.0  89.0  58.0  27.0  25.0  38.0  48.0  31.0  25.0 122.0
## CV residual -53.1 -40.8 -20.8 -43.7 -69.3 -55.3 -65.6 -52.5 -74.3 -74.6  16.3
##             29455 29456 29460 29461 29463  29464 29465 29467 29468 29470 29472
## Predicted     104 102.8 102.1 100.1 100.2 100.21 101.4  99.4  98.1  96.6  95.7
## cvpred        104 102.9 102.2 100.2 100.3 100.29 101.4  99.4  98.1  96.6  95.6
## pm2.5          36  53.0  22.0  10.0  23.0  93.00  35.0  35.0  46.0  77.0  59.0
## CV residual   -68 -49.9 -80.2 -90.2 -77.3  -7.29 -66.4 -64.4 -52.1 -19.6 -36.6
##             29473 29478 29479 29482 29483 29485 29486 29494 29495 29498 29509
## Predicted   108.0 109.0   109 104.9 109.4   107 109.0   115 115.6 115.6  78.0
## cvpred      108.1 109.1   109 104.9 109.5   107 109.1   115 115.7 115.7  77.6
## pm2.5        35.0  91.0    96  83.0  78.0    65  68.0   144 179.0 195.0  93.0
## CV residual -73.1 -18.1   -13 -21.9 -31.5   -42 -41.1    29  63.3  79.3  15.4
##             29510 29511 29516 29521 29522 29524  29527 29528 29530  29531 29539
## Predicted   105.6 106.2   107 111.4 109.4 111.1 112.13 111.1 107.2 107.17 102.7
## cvpred      105.7 106.3   107 111.5 109.5 111.2 112.22 111.2 107.2 107.19 102.6
## pm2.5       140.0  75.0    44  67.0  79.0  77.0 111.00 126.0  60.0  99.00  39.0
## CV residual  34.3 -31.3   -63 -44.5 -30.5 -34.2  -1.22  14.8 -47.2  -8.19 -63.6
##             29544 29545 29546 29549 29552 29554 29555  29563 29570 29573
## Predicted    99.2  97.2  96.0 111.8 112.4 111.7 110.3 102.81  96.6 113.1
## cvpred       99.0  97.0  95.7 111.9 112.5 111.8 110.4 102.73  96.4 113.2
## pm2.5        39.0  40.0  47.0  53.0  59.0  70.0  56.0 108.00  71.0  98.0
## CV residual -60.0 -57.0 -48.7 -58.9 -53.5 -41.8 -54.4   5.27 -25.4 -15.2
##                29575 29579 29580  29582  29583 29603  29605 29607 29615 29618
## Predicted   113.8440 111.1 111.1 115.22 113.81 110.9 105.87 100.9  84.7   114
## cvpred      113.9168 111.2 111.1 115.29 113.87 110.8 105.76 100.7  84.3   114
## pm2.5       114.0000 126.0 132.0 117.00 119.00 162.0 104.00  73.0  29.0    46
## CV residual   0.0832  14.8  20.9   1.71   5.13  51.2  -1.76 -27.7 -55.3   -68
##             29619 29622 29623 29625 29626  29627 29628 29635 29636 29639 29641
## Predicted   111.7 108.2 106.6 104.4   103 102.47   114  71.1  68.7  58.7   104
## cvpred      111.7 108.2 106.5 104.3   103 102.29   114  70.8  68.3  58.0   104
## pm2.5        56.0  66.0  67.0  73.0    73 101.00   102  22.0  57.0  22.0    27
## CV residual -55.7 -42.2 -39.5 -31.3   -30  -1.29   -12 -48.8 -11.3 -36.0   -77
##             29642 29649 29651 29652 29654 29655 29656 29660 29664 29668 29671
## Predicted     106 101.2  96.2  93.6  90.0  89.2  85.9  75.7 74.60  71.1 112.1
## cvpred        106 101.3  96.2  93.5  89.9  89.0  85.7  75.2 74.06  70.5 112.2
## pm2.5          25  57.0  40.0  34.0  62.0  74.0  57.0  43.0 79.00  87.0  85.0
## CV residual   -81 -44.3 -56.2 -59.5 -27.9 -15.0 -28.7 -32.2  4.94  16.5 -27.2
##             29672  29684 29690 29694 29695 29696 29697 29701 29704 29705 29707
## Predicted   112.1 114.14 113.2   112 114.2 114.4 113.3 107.8 100.9  98.6  94.3
## cvpred      112.2 114.19 113.2   112 114.3 114.5 113.4 107.8 100.8  98.4  94.1
## pm2.5        92.0 124.00  61.0    69  77.0  85.0  89.0  86.0  65.0  57.0  40.0
## CV residual -20.2   9.81 -52.2   -43 -37.3 -29.5 -24.4 -21.8 -35.8 -41.4 -54.1
##             29708 29722 29726 29727 29729 29735 29739 29742 29746 29747 29749
## Predicted    92.7 113.5 110.4 111.9 110.4 117.6 118.7   118 112.7 109.4 104.8
## cvpred       92.5 113.6 110.5 111.9 110.4 117.7 118.7   118 112.8 109.4 104.7
## pm2.5        39.0  55.0  77.0  81.0 123.0 132.0 215.0   233 131.0  90.0  39.0
## CV residual -53.5 -58.6 -33.5 -30.9  12.6  14.3  96.3   115  18.2 -19.4 -65.7
##             29750 29755 29756 29764 29765 29767 29771 29773 29775 29777 29780
## Predicted   105.4   117 116.6   117   116 116.3 112.5 113.2   111 108.8 105.9
## cvpred      105.3   117 116.7   117   116 116.3 112.5 113.2   111 108.8 105.8
## pm2.5        43.0    56  54.0    55    69  59.0  43.0  65.0    82  83.0  72.0
## CV residual -62.3   -61 -62.7   -62   -47 -57.3 -69.5 -48.2   -29 -25.8 -33.8
##             29785 29787   29789 29792 29794 29796 29800 29803 29804 29808 29810
## Predicted     103   118 117.266 119.0 117.3   118 113.2 108.7 107.0   100 116.6
## cvpred        103   118 117.318 119.1 117.3   118 113.2 108.6 106.9   100 116.7
## pm2.5          86   108 118.000 115.0 101.0   108 143.0  80.0  76.0    50  56.0
## CV residual   -17   -10   0.682  -4.1 -16.3   -10  29.8 -28.6 -30.9   -50 -60.7
##             29811 29817 29824 29825 29827  29830 29833 29835 29836  29837 29839
## Predicted     117 116.6 116.6 115.9   117 117.29 112.4 111.2 109.9 108.50   118
## cvpred        117 116.6 116.7 115.9   117 117.35 112.4 111.1 109.8 108.41   118
## pm2.5          60  63.0  80.0  86.0    91 111.00  92.0  89.0  92.0 100.00   101
## CV residual   -57 -53.6 -36.7 -29.9   -26  -6.35 -20.4 -22.1 -17.8  -8.41   -17
##              29841 29844 29845 29851 29854 29857 29861 29863 29865 29866 29869
## Predicted   117.98 114.6 113.2 110.1 107.6  99.7  90.1  85.9  80.6  77.5  68.0
## cvpred      118.04 114.6 113.2 110.1 107.5  99.6  89.8  85.6  80.1  77.1  67.4
## pm2.5       117.00  65.0  59.0  44.0  88.0  67.0   9.0  13.0  13.0  13.0  15.0
## CV residual  -1.04 -49.6 -54.2 -66.1 -19.5 -32.6 -80.8 -72.6 -67.1 -64.1 -52.4
##             29872 29876 29878 29882 29883 29891 29896 29897 29903 29911 29912
## Predicted    56.1 101.6 102.2 113.2 112.3 111.8  94.4  90.8 80.08 115.2 114.7
## cvpred       55.5 101.6 102.2 113.2 112.4 111.8  94.3  90.7 79.59 115.3 114.7
## pm2.5        17.0  23.0  32.0  49.0  49.0  54.0  37.0  42.0 70.00  83.0  87.0
## CV residual -38.5 -78.6 -70.2 -64.2 -63.4 -57.8 -57.3 -48.7 -9.59 -32.3 -27.7
##              29917  29922 29925 29929 29932 29934 29936  29937 29938 29940
## Predicted   108.35  96.79  94.0 117.3   117 116.3 116.1 115.37 112.6 103.5
## cvpred      108.27  96.54  93.6 117.4   117 116.3 116.1 115.43 112.6 103.6
## pm2.5       105.00 105.00 108.0 105.0   130 151.0 133.0 124.00  93.0  26.0
## CV residual  -3.27   8.46  14.4 -12.4    13  34.7  16.9   8.57 -19.6 -77.6
##             29943 29946 29953 29957 29966 29967 29969 29970 29974 29977 29981
## Predicted   105.6   106 111.8 114.9   110   109 105.9 104.7  99.7   118 116.6
## cvpred      105.7   106 111.8 114.9   110   109 105.8 104.5  99.4   118 116.7
## pm2.5        27.0    22  56.0  96.0   244   216 137.0 130.0 111.0   153 170.0
## CV residual -78.7   -84 -55.8 -18.9   134   107  31.2  25.5  11.6    35  53.3
##             29986 29988 29990 29991 29994 29996 29998 29999 30001 30006 30007
## Predicted   116.2 114.5 107.8 107.2 106.5 109.2 117.3   117 115.2 109.6 108.7
## cvpred      116.2 114.6 107.9 107.3 106.6 109.2 117.4   117 115.3 109.5 108.5
## pm2.5       152.0 127.0  65.0  53.0  70.0  96.0 103.0   150 166.0 203.0 179.0
## CV residual  35.8  12.4 -42.9 -54.3 -36.6 -13.2 -14.4    33  50.7  93.5  70.5
##             30008 30009 30012 30015 30018 30020 30024 30027 30028 30029  30033
## Predicted   107.0 105.8 101.5 117.1 117.3 117.4 116.7 118.7 118.7 119.0 118.67
## cvpred      106.9 105.6 101.3 117.1 117.4 117.5 116.8 118.7 118.7 119.1 118.73
## pm2.5       203.0 167.0 137.0 143.0  86.0  77.0  89.0  74.0  69.0  77.0 114.00
## CV residual  96.1  61.4  35.7  25.9 -31.4 -40.5 -27.8 -44.7 -49.7 -42.1  -4.73
##             30036 30037 30038 30041 30050 30052 30054 30058 30063 30067 30068
## Predicted   116.5 115.1 113.9 110.8 118.3   118   116   114 119.7 119.4 118.1
## cvpred      116.5 115.1 113.8 110.7 118.4   118   116   114 119.8 119.4 118.1
## pm2.5       142.0 161.0 178.0 180.0 163.0   165   166    99 165.0 207.0 200.0
## CV residual  25.5  45.9  64.2  69.3  44.6    47    50   -15  45.2  87.6  81.9
##             30069 30071 30077 30082 30085 30086 30089 30098 30106 30115 30118
## Predicted   116.8 114.9 119.5 119.0 119.7 119.4 119.7 119.0 118.7 119.4 116.1
## cvpred      116.9 114.9 119.6 119.1 119.8 119.4 119.8 119.1 118.7 119.4 116.1
## pm2.5       166.0 158.0 145.0 117.0 136.0 136.0 161.0 139.0 161.0 191.0 194.0
## CV residual  49.1  43.1  25.4  -2.1  16.2  16.6  41.2  19.9  42.3  71.6  77.9
##             30120 30122 30131 30132 30134 30137 30138 30139 30140 30142 30143
## Predicted   119.7 118.8   111 108.7 104.0  98.1  96.5  93.8  92.6  89.4 117.6
## cvpred      119.8 118.9   111 108.6 103.8  97.8  96.2  93.5  92.2  88.9 117.7
## pm2.5       182.0 169.0    13  36.0  15.0  16.0  12.0  17.0  16.0  24.0  27.0
## CV residual  62.2  50.1   -98 -72.6 -88.8 -81.8 -84.2 -76.5 -76.2 -64.9 -90.7
##             30146 30149 30150 30151 30152 30153 30157 30159 30160 30164 30167
## Predicted   115.9   117   117   117 117.3   117 115.6 114.5 113.4 111.1 110.5
## cvpred      115.9   117   117   117 117.4   117 115.6 114.5 113.5 111.1 110.4
## pm2.5        33.0    31    28    38  44.0    45  29.0  22.0  18.0  35.0  41.0
## CV residual -82.9   -86   -89   -79 -73.4   -72 -86.6 -92.5 -95.5 -76.1 -69.4
##             30168 30169 30172 30173 30174 30175 30178 30179 30183 30190 30191
## Predicted   109.8   109 117.3 117.3 117.6 117.5 116.7 116.7 110.7   110 109.5
## cvpred      109.7   109 117.4 117.4 117.7 117.5 116.8 116.8 110.6   110 109.5
## pm2.5        40.0    40  48.0  51.0  62.0  64.0  75.0  70.0 107.0    72  55.0
## CV residual -69.7   -69 -69.4 -66.4 -55.7 -53.5 -41.8 -46.8  -3.6   -38 -54.5
##             30192 30194 30196 30197 30198 30204 30207 30209  30216  30225
## Predicted   115.2 115.6 115.8 115.4 114.4 115.4 111.9   109 101.37 115.34
## cvpred      115.3 115.7 115.8 115.5 114.4 115.4 111.9   109 101.16 115.39
## pm2.5        24.0  24.0  30.0  33.0  47.0  55.0  65.0    83 104.00 112.00
## CV residual -91.3 -91.7 -85.8 -82.5 -67.4 -60.4 -46.9   -26   2.84  -3.39
##              30227 30229 30230 30232  30233 30234 30237 30242 30245 30246 30247
## Predicted   116.75 114.8 114.2 109.9 106.92 103.2 119.0 109.5 104.9 103.6 103.1
## cvpred      116.81 114.8 114.2 109.9 106.81 103.1 119.1 109.5 104.8 103.5 102.9
## pm2.5       110.00 125.0 130.0 124.0 109.00  78.0 103.0  81.0  80.0  82.0  83.0
## CV residual  -6.81  10.2  15.8  14.1   2.19 -25.1 -16.1 -28.5 -24.8 -21.5 -19.9
##             30248 30258 30261  30266 30277 30285 30287 30289 30297 30300 30301
## Predicted   102.5  87.7  82.6 115.22   117 115.2 111.2 117.6 113.3 112.5 111.8
## cvpred      102.3  87.3  82.0 115.29   117 115.2 111.1 117.7 113.3 112.4 111.7
## pm2.5        91.0 126.0 131.0 107.00   129 197.0 157.0 148.0 152.0 181.0 196.0
## CV residual -11.3  38.7  49.0  -8.29    12  81.8  45.9  30.3  38.7  68.6  84.3
##             30304 30305 30307 30311 30312 30313 30315 30317 30319 30321 30325
## Predicted   119.3 119.5 117.5 119.5 116.8 114.9 110.3 107.0 116.7   117   117
## cvpred      119.4 119.6 117.5 119.6 116.9 114.9 110.2 106.9 116.8   117   117
## pm2.5       200.0 198.0 205.0 190.0 189.0 163.0  50.0  43.0  17.0    16    18
## CV residual  80.6  78.4  87.5  70.4  72.1  48.1 -60.2 -63.9 -99.8  -101   -99
##             30326 30332 30334 30338 30340 30342 30343 30344 30350 30352 30356
## Predicted     117 112.3 110.8 118.7 119.0 119.7 120.4 120.4 109.1 104.5  97.3
## cvpred        117 112.3 110.7 118.7 119.1 119.8 120.5 120.5 109.1 104.3  97.0
## pm2.5          16  46.0  57.0  54.0  55.0  66.0  67.0  80.0  48.0  39.0  45.0
## CV residual  -101 -66.3 -53.7 -64.7 -64.1 -53.8 -53.5 -40.5 -61.1 -65.3 -52.0
##             30358 30359 30360 30363 30368 30370 30375 30378 30383 30386  30390
## Predicted     118   118 117.4 118.7 119.4 117.4 112.5 112.5 115.2   118 119.35
## cvpred        118   118 117.5 118.7 119.4 117.4 112.5 112.5 115.3   118 119.42
## pm2.5          62    66  75.0  70.0  89.0  67.0  18.0  16.0  56.0    58 128.00
## CV residual   -56   -52 -42.5 -48.7 -30.4 -50.4 -94.5 -96.5 -59.3   -60   8.58
##             30393 30394 30404  30410 30412 30413 30417 30418 30419 30431 30435
## Predicted   117.6 118.7 112.8 118.67 118.7 119.0   118 119.0 117.4  96.2  94.0
## cvpred      117.6 118.7 112.7 118.73 118.7 119.1   118 119.1 117.5  95.9  93.6
## pm2.5        41.0  37.0  77.0 123.00 155.0 165.0    88 122.0 105.0  28.0  42.0
## CV residual -76.6 -81.7 -35.7   4.27  36.3  45.9   -30   2.9 -12.5 -67.9 -51.6
##             30437 30441 30442 30443 30445 30448 30458 30459 30460 30468 30471
## Predicted     118 120.0 120.0 118.8 119.5 114.7 119.4 118.3   118 117.3 114.7
## cvpred        118 120.1 120.1 118.8 119.6 114.7 119.4 118.4   118 117.4 114.7
## pm2.5          47 108.0  85.0  70.0  54.0  56.0  85.0  91.0    90  40.0  33.0
## CV residual   -71 -12.1 -35.1 -48.8 -65.6 -58.7 -34.4 -27.4   -28 -77.4 -81.7
##             30474 30475 30480 30481 30483 30484 30486 30487 30489 30494 30496
## Predicted   112.9   113 107.2 105.9 104.0 103.4 120.0 118.8   117 115.7 111.8
## cvpred      112.9   113 107.1 105.8 103.8 103.2 120.1 118.8   117 115.7 111.7
## pm2.5        59.0    65  86.0  88.0  46.0  50.0  67.0  66.0   248 148.0 126.0
## CV residual -53.9   -48 -21.1 -17.8 -57.8 -53.2 -53.1 -52.8   131  32.3  14.3
##               30497 30504   30513  30514  30519 30521 30525 30529 30531 30533
## Predicted   110.550 119.4 120.404 120.05 120.05 119.5 119.8   117 120.7 119.7
## cvpred      110.438 119.4 120.472 120.11 120.11 119.5 119.9   117 120.8 119.8
## pm2.5       110.000  58.0 120.000 127.00 113.00 139.0 166.0   171 166.0 161.0
## CV residual  -0.438 -61.4  -0.472   6.89  -7.11  19.5  46.1    54  45.2  41.2
##             30537 30538 30540 30543  30544 30546 30550 30552  30555 30556 30558
## Predicted   119.7 120.7 118.8 115.5 113.92 110.3 104.8   120 118.46 119.7 117.7
## cvpred      119.7 120.8 118.8 115.5 113.86 110.2 104.5   120 118.51 119.8 117.8
## pm2.5       186.0 189.0 177.0 147.0 111.00  87.0 119.0   254 111.00  93.0  58.0
## CV residual  66.3  68.2  58.2  31.5  -2.86 -23.2  14.5   134  -7.51 -26.8 -59.8
##             30563 30564 30569 30574  30575 30578 30582 30597 30598 30600 30602
## Predicted   114.9 113.0 116.6 121.4 120.02   120   121   122   122 119.4 120.4
## cvpred      114.9 112.9 116.7 121.5 120.06   120   121   122   123 119.4 120.5
## pm2.5       145.0  54.0  42.0 103.0 124.00   248   277   448   406  37.0  34.0
## CV residual  30.1 -58.9 -74.7 -18.5   3.94   128   156   326   283 -82.4 -86.5
##             30603 30604 30607 30609 30610 30613  30614  30616 30618  30619
## Predicted   120.0 120.0 120.0 120.0 119.3 120.2 118.94 121.42 120.2 122.11
## cvpred      120.1 120.1 120.1 120.1 119.4 120.2 118.97 121.48 120.2 122.17
## pm2.5        52.0  68.0  70.0  65.0  63.0 105.0 113.00 122.00 122.0 120.00
## CV residual -68.1 -52.1 -50.1 -55.1 -56.4 -15.2  -5.97   0.52   1.8  -2.17
##              30620 30624 30629 30635 30641 30643 30646 30647 30648 30652 30655
## Predicted   120.70 121.8 121.1   118 111.4 122.8 121.6 122.5 122.1 121.8 121.6
## cvpred      120.75 121.8 121.2   118 111.2 122.9 121.6 122.5 122.2 121.8 121.7
## pm2.5       125.00 164.0 189.0   270 155.0 149.0 215.0 101.0 112.0 156.0 153.0
## CV residual   4.25  42.2  67.8   152  43.8  26.1  93.4 -21.5 -10.2  34.2  31.3
##             30674 30675 30677 30678 30681 30684 30690 30695 30703 30705 30707
## Predicted   116.5 113.4 110.6 109.2 106.3  99.3  81.1 108.5 120.7 120.7 117.8
## cvpred      116.5 113.4 110.5 109.1 106.1  99.1  80.6 108.3 120.8 120.8 117.8
## pm2.5        32.0  19.0  14.0  11.0  15.0  11.0  13.0  23.0  50.0  44.0  30.0
## CV residual -84.5 -94.4 -96.5 -98.1 -91.1 -88.1 -67.6 -85.3 -70.8 -76.8 -87.8
##             30712 30724 30725 30728 30736 30737 30757 30762 30763 30765 30768
## Predicted   110.1 118.5 118.4 114.0   116   116   117 114.1 113.5 111.2 108.0
## cvpred      110.1 118.5 118.5 113.9   116   116   117 114.1 113.5 111.1 107.9
## pm2.5        24.0  27.0  27.0  19.0    13    17     9  19.0  24.0  25.0  35.0
## CV residual -86.1 -91.5 -91.5 -94.9  -103   -99  -108 -95.1 -89.5 -86.1 -72.9
##             30769 30776  30777  30779 30781 30788 30789 30791 30794 30796 30797
## Predicted   107.4   120 121.78 121.42 114.4 103.4 101.4  97.8 118.4 121.1 120.0
## cvpred      107.3   120 121.85 121.48 114.4 103.2 101.2  97.5 118.5 121.2 120.1
## pm2.5        39.0    93 117.00 112.00  48.0  60.0  65.0  77.0  37.0  42.0  38.0
## CV residual -68.3   -27  -4.85  -9.48 -66.4 -43.2 -36.2 -20.5 -81.5 -79.2 -82.1
##             30801 30804 30809 30810 30813 30814 30817 30818 30819 30827 30829
## Predicted   120.9 121.6 114.2 112.6 111.3 111.0 119.8 121.4 121.8 122.1 122.5
## cvpred      120.9 121.6 114.1 112.5 111.1 110.8 119.8 121.5 121.8 122.2 122.5
## pm2.5        53.0  72.0 100.0 120.0 142.0 147.0 216.0  70.0  79.0  80.0  80.0
## CV residual -67.9 -49.6 -14.1   7.5  30.9  36.2  96.2 -51.5 -42.8 -42.2 -42.5
##             30833  30836 30843 30844 30848 30852 30857 30860 30864 30865 30872
## Predicted   119.6 116.37 122.8 122.1   123 120.3 121.8 121.8 121.4 121.8 115.5
## cvpred      119.6 116.33 122.9 122.1   123 120.3 121.8 121.8 121.5 121.8 115.5
## pm2.5        80.0 111.00 164.0 160.0   140  59.0  35.0  32.0  50.0  39.0  30.0
## CV residual -39.6  -5.33  41.1  37.9    17 -61.3 -86.8 -89.8 -71.5 -82.8 -85.5
##             30873 30875 30878 30879 30881 30882 30884 30885 30890 30891 30894
## Predicted   114.3 121.1 118.9   117 113.4 112.5 108.5 107.8 103.3 101.9 100.8
## cvpred      114.2 121.2 118.9   117 113.3 112.4 108.4 107.7 103.1 101.7 100.5
## pm2.5        36.0  34.0  41.0    44  30.0  28.0  25.0  35.0  36.0  32.0  30.0
## CV residual -78.2 -87.2 -77.9   -73 -83.3 -84.4 -83.4 -72.7 -67.1 -69.7 -70.5
##             30897 30902 30903 30904 30906 30911 30913 30914 30915 30918 30924
## Predicted    98.5 120.0 119.4 118.8 118.6 116.8 115.6 115.2 120.0 120.4 120.0
## cvpred       98.2 120.1 119.4 118.9 118.7 116.9 115.5 115.2 120.1 120.5 120.1
## pm2.5        34.0  41.0  44.0  45.0  38.0  53.0  62.0  65.0  64.0  71.0  58.0
## CV residual -64.2 -79.1 -75.4 -73.9 -80.7 -63.9 -53.5 -50.2 -56.1 -49.5 -62.1
##             30925 30926 30928 30929 30931 30932 30936 30937 30939  30941
## Predicted   120.2 121.4 121.6 119.2 115.7 113.7 110.3 108.3 106.7 121.78
## cvpred      120.2 121.5 121.6 119.2 115.6 113.6 110.1 108.2 106.5 121.85
## pm2.5        54.0  52.0  67.0  53.0  51.0  50.0 128.0 120.0 128.0 112.00
## CV residual -66.2 -69.5 -54.6 -66.2 -64.6 -63.6  17.9  11.8  21.5  -9.85
##               30942  30943 30948 30950 30953 30959 30962 30963 30967 30971
## Predicted   121.783 122.47 120.9 119.4 117.4 108.9 105.0 103.7 100.4  97.6
## cvpred      121.848 122.54 120.9 119.5 117.4 108.7 104.7 103.5 100.1  97.2
## pm2.5       121.000 128.00 108.0  96.0  67.0 140.0  94.0  92.0 136.0  83.0
## CV residual  -0.848   5.46 -12.9 -23.5 -50.4  31.3 -10.7 -11.5  35.9 -14.2
##             30972 30976 30979 30985 30987 30993 30994 30995 30997 30998 30999
## Predicted   121.8 121.4 116.5 122.5 120.2 117.3 115.7 113.7 110.4   109 107.9
## cvpred      121.8 121.5 116.5 122.5 120.2 117.2 115.6 113.6 110.3   109 107.7
## pm2.5        71.0  67.0  64.0  78.0  75.0  71.0  48.0  38.0  66.0    65  71.0
## CV residual -50.8 -54.5 -52.5 -44.5 -45.2 -46.2 -67.6 -75.6 -44.3   -44 -36.7
##             31001 31002 31003 31014 31020 31021 31025 31026 31029 31030 31034
## Predicted   105.4 121.2 119.8 116.8 106.8 103.8 115.2   116 118.3 115.5 118.7
## cvpred      105.2 121.3 119.8 116.8 106.7 103.6 115.3   116 118.3 115.5 118.7
## pm2.5        53.0  50.0  45.0  33.0   9.0  11.0  16.0    16  31.0  34.0  32.0
## CV residual -52.2 -71.3 -74.8 -83.8 -97.7 -92.6 -99.3  -100 -87.3 -81.5 -86.7
##             31035 31036 31037 31040 31042 31044 31046 31052 31053 31054 31055
## Predicted   118.3 119.0 119.0 118.7 120.0 120.4 117.4 109.9 108.9 106.3 106.1
## cvpred      118.4 119.1 119.1 118.7 120.1 120.5 117.5 109.7 108.8 106.1 105.9
## pm2.5        49.0  59.0  68.0  42.0  52.0  60.0  57.0  33.0  54.0  79.0  49.0
## CV residual -69.4 -60.1 -51.1 -76.7 -68.1 -60.5 -60.5 -76.7 -54.8 -27.1 -56.9
##             31057 31060 31065 31068 31070 31072  31076 31079 31082 31085 31093
## Predicted   103.5 101.5 119.6   116 112.8 109.6 104.40 121.1 120.4 119.3 120.2
## cvpred      103.3 101.2 119.7   116 112.7 109.4 104.15 121.2 120.5 119.4 120.2
## pm2.5        72.0 135.0 154.0   169 161.0 173.0 108.00  77.0 107.0 146.0 116.0
## CV residual -31.3  33.8  34.3    53  48.3  63.6   3.85 -44.2 -13.5  26.6  -4.2
##              31096 31100 31104 31112 31113  31114 31117 31121 31123 31126
## Predicted   121.42 115.3 121.4 121.8 122.5 119.35   116 113.5 119.7 121.1
## cvpred      121.48 115.3 121.5 121.8 122.5 119.42   116 113.5 119.8 121.2
## pm2.5       118.00 103.0 110.0 161.0 152.0 116.00    30  15.0  56.0 139.0
## CV residual  -3.48 -12.3 -11.5  39.2  29.5  -3.42   -86 -98.5 -63.8  17.8
##              31129 31131 31133 31134 31135 31137 31140 31141 31144 31145 31149
## Predicted   118.91 116.9 121.1 120.7 120.7 121.1 121.4 121.4 119.8 117.2 112.2
## cvpred      118.93 116.9 121.2 120.8 120.8 121.2 121.5 121.5 119.9 117.2 112.1
## pm2.5       109.00  87.0  65.0  65.0  83.0  85.0  90.0  94.0  75.0  66.0  42.0
## CV residual  -9.93 -29.9 -56.2 -55.8 -37.8 -36.2 -31.5 -27.5 -44.9 -51.2 -70.1
##             31154 31156 31157 31158  31160 31162 31171 31173 31181 31188 31192
## Predicted   110.2 109.5 109.5 120.4 120.70 121.1   111 109.7 114.8 116.1 116.5
## cvpred      110.1 109.3 109.3 120.5 120.75 121.2   111 109.6 114.8 116.1 116.5
## pm2.5        73.0  92.0  92.0 104.0 124.00  99.0    96 122.0  59.0  18.0  26.0
## CV residual -37.1 -17.3 -17.3 -16.5   3.25 -22.2   -15  12.4 -55.8 -98.1 -90.5
##             31193 31195 31196 31197 31198 31201 31202 31203 31204 31205 31211
## Predicted   113.9 110.6 109.0 107.4 106.8 104.7 120.4 120.4 119.7 120.0 119.4
## cvpred      113.8 110.5 108.9 107.2 106.6 104.5 120.5 120.5 119.8 120.1 119.4
## pm2.5        31.0  33.0  41.0  40.0  46.0  58.0  64.0  70.0  75.0  72.0  28.0
## CV residual -82.8 -77.5 -67.9 -67.2 -60.6 -46.5 -56.5 -50.5 -44.8 -48.1 -91.4
##             31214 31215 31221 31223 31225 31233 31234 31246 31247 31248 31255
## Predicted   110.3 109.0  98.9 118.7 119.4 109.4 107.8 105.1 105.0 103.1 119.0
## cvpred      110.3 108.9  98.6 118.7 119.4 109.3 107.6 104.9 104.9 102.9 119.1
## pm2.5        13.0  12.0  17.0  40.0  38.0  18.0  17.0  69.0  53.0  49.0  41.0
## CV residual -97.3 -96.9 -81.6 -78.7 -81.4 -91.3 -90.6 -35.9 -51.9 -53.9 -78.1
##             31256 31258 31260 31263 31270 31271 31280 31281 31282 31286  31290
## Predicted   117.6   118 116.9 118.8 121.1 120.7 120.3 121.8 121.4 121.0 121.04
## cvpred      117.7   118 116.9 118.8 121.2 120.8 120.4 121.8 121.5 121.1 121.07
## pm2.5        55.0    54  56.0  56.0  62.0  71.0  90.0  88.0  80.0 103.0 112.00
## CV residual -62.7   -64 -60.9 -62.8 -59.2 -49.8 -30.4 -33.8 -41.5 -18.1  -9.07
##              31291 31292 31295 31299 31300 31301 31303 31305 31309 31314 31315
## Predicted   122.47 122.1 122.1 120.9 121.8 120.9 117.7 120.7 116.7 113.2 116.7
## cvpred      122.54 122.2 122.2 120.9 121.8 120.9 117.7 120.8 116.8 113.2 116.8
## pm2.5       128.00 149.0 156.0 138.0 141.0 131.0  89.0  62.0  23.0  31.0  25.0
## CV residual   5.46  26.8  33.8  17.1  19.2  10.1 -28.7 -58.8 -93.8 -82.2 -91.8
##             31321 31326 31327 31328 31331 31332 31333 31334 31336 31337 31346
## Predicted   120.7 121.1 121.4 122.5 122.5 120.9 119.8 121.6 121.1 121.4 121.8
## cvpred      120.8 121.1 121.4 122.5 122.5 120.9 119.9 121.6 121.2 121.5 121.8
## pm2.5        36.0  72.0  69.0  70.0  81.0  87.0  78.0  69.0  55.0  54.0  99.0
## CV residual -84.8 -49.1 -52.4 -52.5 -41.5 -33.9 -41.9 -52.6 -66.2 -67.5 -22.8
##              31351  31355 31356 31361 31363 31364 31366 31367 31371 31377 31380
## Predicted   121.09 122.47 122.1 118.3 115.4 113.7 112.5 112.4 118.5 119.7 119.4
## cvpred      121.16 122.54 122.2 118.3 115.3 113.7 112.4 112.3 118.5 119.7 119.4
## pm2.5       128.00 132.00 104.0  65.0  51.0  74.0  99.0  82.0  19.0  40.0  42.0
## CV residual   6.84   9.46 -18.2 -53.3 -64.3 -39.7 -13.4 -30.3 -99.5 -79.7 -77.4
##             31385 31397 31400 31401 31402 31403 31404 31407 31411 31420 31423
## Predicted   115.3 119.7 120.0 120.0 118.8 118.1 120.4 121.1 120.0 120.0   120
## cvpred      115.3 119.8 120.1 120.1 118.8 118.1 120.5 121.2 120.1 120.1   120
## pm2.5        69.0  38.0  34.0  39.0  42.0  41.0  39.0  39.0  56.0  90.0    63
## CV residual -46.3 -81.8 -86.1 -81.1 -76.8 -77.1 -81.5 -82.2 -64.1 -30.1   -57
##             31425 31426 31428 31431 31442 31443 31447 31451 31454 31455 31457
## Predicted   118.6 117.9 120.0 120.7 116.1 119.0 116.0   118 116.0   116 111.7
## cvpred      118.6 117.9 120.1 120.8 116.1 119.1 116.1   118 116.1   116 111.7
## pm2.5        55.0  65.0  74.0  81.0  32.0  26.0  27.0    25  32.0    28  27.0
## CV residual -63.6 -52.9 -46.1 -39.8 -84.1 -93.1 -89.1   -93 -84.1   -88 -84.7
##             31463 31464 31465 31467 31473 31474 31475 31485 31486 31487 31489
## Predicted   106.1 104.8   104 120.7 121.8 121.4 120.2 117.7 115.8 118.8 119.7
## cvpred      105.9 104.6   104 120.8 121.8 121.5 120.2 117.8 115.8 118.9 119.8
## pm2.5        57.0  63.0    76  84.0 110.0 107.0  63.0 144.0  21.0  21.0  31.0
## CV residual -48.9 -41.6   -28 -36.8 -11.8 -14.5 -57.2  26.2 -94.8 -97.9 -88.8
##             31490 31492 31494 31496 31497 31498 31499 31500 31504 31506 31507
## Predicted   119.4 119.4 118.3 117.6 116.8 116.1 119.4   118 120.0 118.1 117.5
## cvpred      119.4 119.4 118.4 117.6 116.9 116.1 119.4   118 120.1 118.1 117.5
## pm2.5        38.0  48.0  62.0  55.0  46.0  39.0  35.0    35  46.0  57.0  55.0
## CV residual -81.4 -71.4 -56.4 -62.6 -70.9 -77.1 -84.4   -83 -74.1 -61.1 -62.5
##             31515  31525  31529  31531 31540 31543 31548 31550 31551 31552
## Predicted   120.7 122.80 120.62 118.11 120.2 121.1 120.7 118.2 117.7   113
## cvpred      120.7 122.86 120.63 118.07 120.2 121.2 120.8 118.2 117.7   113
## pm2.5        71.0 130.00 128.00 128.00  33.0  43.0  43.0  24.0  27.0    26
## CV residual -49.7   7.14   7.37   9.93 -87.2 -78.2 -77.8 -94.2 -90.7   -87
##             31557 31559 31565 31573 31574 31577 31578 31579 31584 31586 31597
## Predicted   103.0  99.8   119 118.8 115.8 117.2 114.5 111.9 117.4 114.5 117.4
## cvpred      102.8  99.6   119 118.9 115.9 117.2 114.5 111.8 117.5 114.5 117.5
## pm2.5        32.0  23.0    17  35.0  36.0  34.0  30.0  31.0  50.0  31.0  32.0
## CV residual -70.8 -76.6  -102 -83.9 -79.9 -83.2 -84.5 -80.8 -67.5 -83.5 -85.5
##             31599 31600 31601 31605 31620  31621  31622 31632 31636 31647 31653
## Predicted   116.7 117.3 116.7 115.0 122.4 122.80 122.08 122.1 120.8 118.1 120.9
## cvpred      116.8 117.4 116.8 114.9 122.5 122.86 122.13 122.1 120.8 118.1 120.9
## pm2.5        42.0  36.0  40.0  49.0 104.0 115.00 117.00  80.0 106.0 167.0  62.0
## CV residual -74.8 -81.4 -76.8 -65.9 -18.5  -7.86  -5.13 -42.1 -14.8  48.9 -58.9
##             31655 31656 31657 31659 31660 31665 31666 31671 31674 31676 31677
## Predicted   121.4 120.0 119.8 116.6 115.3 111.7 110.5 103.2  99.7  96.9  95.6
## cvpred      121.5 120.1 119.8 116.6 115.3 111.6 110.3 102.9  99.4  96.5  95.2
## pm2.5        58.0  60.0  57.0  67.0  56.0  51.0  50.0  53.0  49.0  50.0  57.0
## CV residual -63.5 -60.1 -62.8 -49.6 -59.3 -60.6 -60.3 -49.9 -50.4 -46.5 -38.2
##             31680 31683 31684 31690 31691 31692 31693 31694 31697 31698 31703
## Predicted   121.1 119.3   118 122.1 121.8 120.7 120.4 121.4 117.8 116.9 122.3
## cvpred      121.1 119.3   118 122.2 121.8 120.8 120.4 121.5 117.8 116.9 122.3
## pm2.5        77.0  90.0    82  76.0  69.0  64.0  76.0  77.0  88.0  89.0  96.0
## CV residual -44.1 -29.3   -36 -46.2 -52.8 -56.8 -44.4 -44.5 -29.8 -27.9 -26.3
##             31707 31712 31714 31719 31720 31725 31728 31731 31735 31741 31744
## Predicted   120.4 121.8 121.8 118.3 116.7 110.1 106.8 104.0 122.8 121.4 118.9
## cvpred      120.5 121.8 121.8 118.3 116.7 109.9 106.6 103.7 122.9 121.4 118.8
## pm2.5        51.0  53.0  42.0  49.0  59.0  84.0  69.0  66.0  79.0  90.0 105.0
## CV residual -69.5 -68.8 -79.8 -69.3 -57.7 -25.9 -37.6 -37.7 -43.9 -31.4 -13.8
##              31746 31754 31755 31756 31763 31764 31766  31768 31772 31774 31777
## Predicted   116.35 107.8 105.8 105.8 123.9 123.5 124.2 123.64 124.2 123.9 122.8
## cvpred      116.28 107.6 105.6 105.6 123.9 123.5 124.2 123.69 124.2 123.9 122.8
## pm2.5       115.00  55.0  60.0  65.0  96.0 111.0 102.0 127.00 143.0 148.0 155.0
## CV residual  -1.28 -52.6 -45.6 -40.6 -27.9 -12.5 -22.2   3.31  18.8  24.1  32.2
##             31778 31780 31781 31786 31788 31795 31797 31798 31801 31808 31815
## Predicted   124.2 124.0 122.8 103.2  96.1  73.0  68.7  69.2   116   116   115
## cvpred      124.2 124.1 122.9 103.1  95.8  72.3  68.0  68.4   116   116   115
## pm2.5       157.0 113.0  40.0  25.0  39.0  18.0  17.0  13.0    16    11    10
## CV residual  32.8 -11.1 -82.9 -78.1 -56.8 -54.3 -51.0 -55.4  -100  -105  -105
##             31816 31820 31829 31834 31835 31836 31839 31840 31849 31851 31854
## Predicted   115.2 115.0 111.2 115.2 114.7   114 113.1   114 117.6 116.1 118.1
## cvpred      115.3 115.1 111.1 115.3 114.7   114 113.2   114 117.6 116.1 118.1
## pm2.5        16.0  20.0  29.0  17.0  21.0    17  17.0     8  41.0  70.0  92.0
## CV residual -99.3 -95.1 -82.1 -98.3 -93.7   -97 -96.2  -106 -76.6 -46.1 -26.1
##              31855   31857 31867  31871  31876  31877  31878  31879  31881
## Predicted   119.35 120.044 118.9 121.42 120.73 121.78 121.78 120.73 121.43
## cvpred      119.42 120.105 118.9 121.48 120.79 121.85 121.85 120.79 121.48
## pm2.5       116.00 120.000 104.0 123.00 111.00 113.00 120.00 118.00 117.00
## CV residual  -3.42  -0.105 -14.9   1.52  -9.79  -8.85  -1.85  -2.79  -4.48
##              31882  31885 31889 31894 31896  31898 31899 31904  31906  31909
## Predicted   121.07 118.79   112 106.7 106.3 105.91 119.7 120.4 117.56 120.73
## cvpred      121.12 118.83   112 106.5 106.1 105.73 119.8 120.5 117.59 120.79
## pm2.5       118.00 112.00    69  90.0  90.0  97.00  98.0 140.0 108.00 115.00
## CV residual  -3.12  -6.83   -43 -16.5 -16.1  -8.73 -21.8  19.5  -9.59  -5.79
##              31913 31914 31917   31920 31924 31926 31928 31929 31932 31933
## Predicted   120.73 119.5 120.0 121.270 117.7 114.2 111.3 109.3 103.5 113.8
## cvpred      120.79 119.5 120.1 121.339 117.7 114.1 111.2 109.2 103.4 113.9
## pm2.5       127.00 139.0 117.0 121.000 150.0  89.0  97.0  77.0  59.0  35.0
## CV residual   6.21  19.5  -3.1  -0.339  32.3 -25.1 -14.2 -32.2 -44.4 -78.9
##             31934 31937 31938 31944 31947 31955 31960 31968 31975 31976 31979
## Predicted   111.5 110.1 115.2 119.0 118.3 107.5   111 118.7 114.4 114.4 118.3
## cvpred      111.6 110.1 115.3 119.1 118.4 107.4   111 118.7 114.4 114.4 118.4
## pm2.5        26.0  15.0  18.0  39.0  85.0  22.0    11  52.0  28.0  31.0  27.0
## CV residual -85.6 -95.1 -97.3 -80.1 -33.4 -85.4  -100 -66.7 -86.4 -83.4 -91.4
##             31981 31988 31989 31994 31995 31996 31998 31999 32005 32006 32007
## Predicted   116.6 103.6 104.1 118.7 119.0 118.1 117.4 115.8   114   114   111
## cvpred      116.7 103.5 103.9 118.7 119.1 118.2 117.5 115.9   114   114   111
## pm2.5        27.0  37.0  45.0  53.0  62.0  65.0  74.0  57.0    13    16    30
## CV residual -89.7 -66.5 -58.9 -65.7 -57.1 -53.2 -43.5 -58.9  -101   -98   -81
##             32008 32010 32011 32016 32017 32030 32034 32035 32042 32048 32053
## Predicted     110 109.2 110.0 100.2  99.5 119.4 116.8 115.6   103 119.4 120.4
## cvpred        110 109.1 109.9  99.9  99.2 119.4 116.8 115.5   103 119.4 120.5
## pm2.5          30  75.0 121.0  50.0  59.0  60.0  54.0  50.0    37  60.0 103.0
## CV residual   -80 -34.1  11.1 -49.9 -40.2 -59.4 -62.8 -65.5   -66 -59.4 -17.5
##             32056  32064  32065  32067 32069 32074 32075 32077 32078 32079
## Predicted   119.3 119.69 120.40 120.05 119.7  98.2  94.9  85.5  79.2  74.8
## cvpred      119.4 119.75 120.47 120.11 119.8  98.0  94.7  85.1  78.8  74.2
## pm2.5        75.0 116.00 124.00 113.00 106.0  16.0  12.0  11.0   9.0  10.0
## CV residual -44.4  -3.75   3.53  -7.11 -13.8 -82.0 -82.7 -74.1 -69.8 -64.2
##             32093 32094 32099 32100 32106 32107 32112 32113 32115 32122 32123
## Predicted     113   113 103.3 100.0   110 109.9 114.2   115 113.5 111.6 110.5
## cvpred        113   113 103.3  99.9   110 109.9 114.3   115 113.5 111.6 110.6
## pm2.5           9     6  13.0  10.0    10  13.0  31.0    34  35.0  27.0  19.0
## CV residual  -104  -107 -90.3 -89.9  -100 -96.9 -83.3   -81 -78.5 -84.6 -91.6
##             32127 32132 32133 32136 32137 32138 32141 32142 32143 32148 32149
## Predicted   108.3 113.5 114.5 112.4 110.7   115   115 114.0 112.7 111.5 113.8
## cvpred      108.4 113.6 114.6 112.4 110.7   115   115 114.1 112.8 111.5 113.9
## pm2.5        10.0  16.0  24.0  38.0  55.0    76    39  37.0  40.0  31.0  35.0
## CV residual -98.4 -97.6 -90.6 -74.4 -55.7   -39   -76 -77.1 -72.8 -80.5 -78.9
##             32151 32152 32156 32157 32159 32160 32162 32163 32173 32174 32175
## Predicted   113.2 112.5 114.1 117.4 115.7 116.6 115.4 115.6 114.5 114.5 114.5
## cvpred      113.2 112.5 114.1 117.5 115.8 116.7 115.4 115.7 114.6 114.6 114.6
## pm2.5        30.0  42.0  64.0  66.0  65.0  55.0  84.0  89.0  43.0  47.0  57.0
## CV residual -83.2 -70.5 -50.1 -51.5 -50.8 -61.7 -31.4 -26.7 -71.6 -67.6 -57.6
##             32176 32180 32182 32185 32188 32194 32197 32199 32200  32201 32208
## Predicted   113.8 112.5 112.8 111.0 117.8 117.6 115.5 117.3 116.6 116.75 111.7
## cvpred      113.9 112.5 112.7 110.9 117.9 117.7 115.6 117.4 116.6 116.81 111.7
## pm2.5        55.0  76.0  89.0  82.0  96.0  66.0  80.0  93.0  98.0 109.00 123.0
## CV residual -58.9 -36.5 -23.7 -28.9 -21.9 -51.7 -35.6 -24.4 -18.6  -7.81  11.3
##             32209 32214 32217 32223 32225 32228 32229 32230 32235 32239 32240
## Predicted   111.0 116.7 117.6 117.3 116.7 115.3 118.5 118.8 110.5   105 103.5
## cvpred      110.9 116.8 117.7 117.3 116.8 115.3 118.6 118.9 110.5   105 103.3
## pm2.5       133.0  38.0  58.0  74.0  68.0  65.0  81.0  90.0  19.0    12  13.0
## CV residual  22.1 -78.8 -59.7 -43.3 -48.8 -50.3 -37.6 -28.9 -91.5   -93 -90.3
##             32241 32242 32246 32249 32250 32252 32253 32255 32256 32257 32259
## Predicted     116   115   113 112.7 112.8 108.2 106.6 104.6 116.3 116.3   116
## cvpred        116   115   113 112.8 112.8 108.1 106.5 104.5 116.3 116.3   116
## pm2.5          16    15    13  16.0  20.0  48.0  52.0  48.0  60.0  62.0    68
## CV residual  -100  -100  -100 -96.8 -92.8 -60.1 -54.5 -56.5 -56.3 -54.3   -48
##             32260 32266 32267 32268 32269 32271  32276  32277  32278 32282
## Predicted   116.2 115.2 116.6 115.6 114.8 114.7 109.25 108.53 107.82 117.6
## cvpred      116.3 115.2 116.7 115.6 114.9 114.7 109.19 108.46 107.73 117.7
## pm2.5        67.0  66.0  65.0  70.0  69.0  74.0 103.00 111.00 117.00 140.0
## CV residual -49.3 -49.2 -51.7 -45.6 -45.9 -40.7  -6.19   2.54   9.27  22.3
##             32290 32292 32293 32295 32296 32297 32299 32300 32303 32309 32313
## Predicted   113.2 112.6 110.7 111.8 111.8 110.4 111.7 115.6   117 115.0 116.6
## cvpred      113.2 112.7 110.7 111.8 111.8 110.5 111.8 115.7   117 115.1 116.7
## pm2.5       101.0  70.0  39.0  25.0  20.0  26.0  29.0  31.0    90  94.0  42.0
## CV residual -12.2 -42.7 -71.7 -86.8 -91.8 -84.5 -82.8 -84.7   -27 -21.1 -74.7
##             32316 32319   32321 32322 32326 32328 32329 32330  32337  32338
## Predicted     116 115.9 117.980   118 117.6   117 116.6 117.3 117.98 117.26
## cvpred        116 115.9 118.045   118 117.7   117 116.7 117.4 118.04 117.31
## pm2.5         225 126.0 119.000   138 159.0    46  45.0  53.0 112.00 114.00
## CV residual   109  10.1   0.955    20  41.3   -71 -71.7 -64.4  -6.04  -3.31
##             32342 32344 32347 32349  32350  32354  32360 32363 32368 32371
## Predicted   113.2 110.7 108.0 106.5 105.81 102.77 117.80 112.7  97.4  90.8
## cvpred      113.2 110.7 107.9 106.4 105.67 102.57 117.86 112.7  97.3  90.6
## pm2.5        75.0  69.0  84.0  99.0 103.00 104.00 124.00  35.0  11.0  13.0
## CV residual -38.2 -41.7 -23.9  -7.4  -2.67   1.43   6.14 -77.7 -86.3 -77.6
##             32374    32377 32378 32379 32390 32397 32398 32399  32401 32403
## Predicted   115.2 114.8901 114.5 114.2 114.7 103.9   103 102.4 101.72 100.3
## cvpred      115.2 114.9681 114.6 114.2 114.7 103.7   103 102.2 101.52 100.1
## pm2.5        68.0 115.0000  98.0  86.0  90.0  90.0    80  85.0 106.00 119.0
## CV residual -47.2   0.0319 -16.6 -28.2 -24.7 -13.7   -23 -17.2   4.48  18.9
##             32404 32405 32406 32408 32413 32415 32417 32418 32419 32421 32424
## Predicted    98.9  98.2   116   117 115.0   111 117.3 116.4 119.0 117.4 110.7
## cvpred       98.6  97.9   116   117 115.1   111 117.4 116.4 119.1 117.5 110.6
## pm2.5       127.0 132.0   132   164 140.0   124 160.0 191.0 178.0 198.0 132.0
## CV residual  28.4  34.1    16    47  24.9    13  42.6  74.6  58.9  80.5  21.4
##             32425 32426 32427 32433 32436 32437 32440 32444 32448 32449 32451
## Predicted   108.7 117.6 117.3 111.9 109.9 109.2 107.7 119.0 118.1 117.8 118.7
## cvpred      108.6 117.7 117.4 111.9 109.8 109.1 107.6 119.1 118.2 117.8 118.7
## pm2.5        46.0  86.0  69.0  50.0  80.0  88.0 134.0 186.0 134.0 144.0 146.0
## CV residual -62.6 -31.7 -48.4 -61.9 -29.8 -21.1  26.4  66.9  15.8  26.2  27.3
##             32452 32457 32458 32461 32462 32463 32470 32471 32472 32473 32474
## Predicted     118 116.7 115.9 117.3 107.6 104.2 112.0   112 111.9 109.3 108.7
## cvpred        118 116.7 115.9 117.4 107.6 104.2 112.1   112 111.9 109.3 108.7
## pm2.5         116 104.0  92.0  58.0  39.0  12.0  37.0    31  66.0  52.0  17.0
## CV residual    -2 -12.7 -23.9 -59.4 -68.6 -92.2 -75.1   -81 -45.9 -57.3 -91.7
##             32475 32479 32485 32486 32487 32489 32490 32491 32498 32502 32503
## Predicted   105.7 106.6   107 108.0 108.5 109.3 107.3 106.6 115.6   115 114.5
## cvpred      105.7 106.6   107 108.1 108.5 109.3 107.3 106.6 115.7   115 114.6
## pm2.5        20.0   8.0    22  29.0  28.0  28.0  29.0  28.0  26.0    60  75.0
## CV residual -85.7 -98.6   -85 -79.1 -80.5 -81.3 -78.3 -78.6 -89.7   -55 -39.6
##             32509 32514 32516 32517  32521   32523   32524 32526 32527 32531
## Predicted   114.2 108.5   109   109 116.96 117.467 116.958 116.6 117.1   117
## cvpred      114.2 108.4   109   109 117.03 117.536 117.032 116.6 117.2   117
## pm2.5        54.0  46.0    57    64 113.00 117.000 117.000  90.0  87.0    85
## CV residual -60.2 -62.4   -52   -45  -4.03  -0.536  -0.032 -26.6 -30.2   -32
##             32534 32536 32537 32540 32542   32545 32548 32551 32553  32554
## Predicted   117.4 118.7 118.3   118   118 118.665 116.9 119.0 118.3 119.35
## cvpred      117.5 118.7 118.4   118   118 118.729 116.9 119.1 118.4 119.42
## pm2.5        97.0  93.0  95.0   108   179 118.000 128.0 106.0 104.0 110.00
## CV residual -20.5 -25.7 -23.4   -10    61  -0.729  11.1 -13.1 -14.4  -9.42
##              32555 32559 32561   32567  32569  32571 32574 32576 32582  32583
## Predicted   119.35 119.0 116.7 115.675 114.93 118.34 118.5 117.3   118 118.67
## cvpred      119.42 119.1 116.8 115.712 114.94 118.41 118.6 117.3   118 118.73
## pm2.5       126.00 105.0  95.0 116.000 113.00 123.00 131.0 128.0   108 109.00
## CV residual   6.58 -14.1 -21.8   0.288  -1.94   4.59  12.4  10.7   -10  -9.73
##              32588 32595 32596 32601 32602 32606 32611 32612 32614 32616 32618
## Predicted   112.39 117.1 115.8   108 112.6 107.6 116.4   117 116.6 117.6   117
## cvpred      112.34 117.1 115.9   108 112.6 107.6 116.5   117 116.6 117.7   117
## pm2.5       121.00 153.0 147.0    59  38.0  12.0  29.0    49  75.0  94.0    77
## CV residual   8.66  35.9  31.1   -49 -74.6 -95.6 -87.5   -68 -41.6 -23.7   -40
##             32622 32624 32625 32626 32630 32635 32636 32641 32646 32649 32652
## Predicted   116.6 117.3 115.9 116.3 112.7 108.2 105.5 114.7   117 117.6 116.6
## cvpred      116.7 117.4 115.9 116.3 112.8 108.1 105.4 114.7   117 117.7 116.7
## pm2.5        53.0  42.0  41.0  39.0  56.0  61.0  83.0  37.0    62  72.0  85.0
## CV residual -63.7 -75.4 -74.9 -77.3 -56.8 -47.1 -22.4 -77.7   -55 -45.7 -31.7
##              32657  32658 32660 32662  32669 32670 32671 32673 32677 32679
## Predicted   117.65 117.65 118.3 118.3 116.01   110   105 100.5  89.2  82.0
## cvpred      117.72 117.72 118.4 118.4 116.04   110   105 100.3  88.9  81.5
## pm2.5       111.00 111.00 137.0 134.0 110.00    69    18  10.0  10.0  10.0
## CV residual  -6.72  -6.72  18.6  15.6  -6.04   -41   -87 -90.3 -78.9 -71.5
##             32686 32687 32688 32691 32694 32695 32699 32702 32703 32707 32711
## Predicted   111.8 109.8 108.2 104.8 107.8   110 102.3  95.7  94.1 107.8 109.2
## cvpred      111.8 109.9 108.2 104.8 107.8   110 102.3  95.7  94.0 107.9 109.2
## pm2.5        23.0  16.0  44.0  17.0  11.0    10  11.0  10.0   7.0  13.0  29.0
## CV residual -88.8 -93.9 -64.2 -87.8 -96.8  -100 -91.3 -85.7 -87.0 -94.9 -80.2
##             32722 32723 32726 32737 32741 32743 32746 32747 32748 32749 32750
## Predicted     106   102  94.6 110.8 107.0 109.4 109.0 108.3 107.0   105 107.6
## cvpred        106   102  94.6 110.8 107.1 109.5 109.1 108.4 107.1   105 107.7
## pm2.5          20    16  10.0  47.0  33.0  30.0  20.0  30.0  55.0    48  55.0
## CV residual   -86   -86 -84.6 -63.8 -74.1 -79.5 -89.1 -78.4 -52.1   -57 -52.7
##             32755 32756 32757 32760 32762 32766 32767   32769 32772 32774 32777
## Predicted   106.6   109 113.5 112.1 111.6 111.8 112.1 113.151 112.5 109.1   107
## cvpred      106.6   109 113.6 112.2 111.7 111.8 112.2 113.225 112.5 109.2   107
## pm2.5        47.0    51  69.0 138.0 184.0 129.0 126.0 113.000 159.0 166.0   229
## CV residual -59.6   -58 -44.6  25.8  72.3  17.2  13.8  -0.225  46.5  56.8   122
##             32780 32782 32783 32784 32786 32787 32796 32803 32805 32811 32816
## Predicted     108   114   114   113 109.3 112.8   111   115   114   112   111
## cvpred        107   114   114   113 109.3 112.9   111   115   114   112   111
## pm2.5         281   298   266   250 207.0 209.0   273   246   274   286   232
## CV residual   174   184   152   137  97.7  96.1   162   131   160   174   121
##             32824 32831 32834 32835 32840 32844 32845  32846  32847 32848 32849
## Predicted     103   116 115.2   115 116.2   112 111.4 109.10 107.16 105.9 105.2
## cvpred        103   116 115.3   115 116.3   112 111.4 109.05 107.08 105.8 105.1
## pm2.5         210   208 214.0   221 100.0   128 125.0 114.00 102.00 103.0  84.0
## CV residual   107    92  98.7   106 -16.3    16  13.6   4.95  -5.08  -2.8 -21.1
##             32851  32852 32853 32856 32861 32863 32864 32865 32868 32870 32871
## Predicted   116.6 116.42 116.6 116.6   117   117 116.7 116.0 115.4 114.3 112.6
## cvpred      116.7 116.49 116.7 116.7   117   117 116.8 116.1 115.4 114.3 112.6
## pm2.5        93.0 114.00 164.0 188.0   147   145 134.0 131.0  23.0  23.0  16.0
## CV residual -23.7  -2.49  47.3  71.3    30    28  17.2  14.9 -92.4 -91.3 -96.6
##             32872 32877 32879 32883 32885 32887 32891 32892 32894 32895 32897
## Predicted     110 114.7   112 113.2 111.1   112  99.3  96.6  94.1 103.5   103
## cvpred        110 114.7   112 113.2 111.2   112  99.3  96.6  94.0 103.6   103
## pm2.5          10  64.0    34  37.0  24.0     9   7.0   5.0  10.0   9.0     8
## CV residual  -100 -50.7   -78 -76.2 -87.2  -103 -92.3 -91.6 -84.0 -94.6   -95
##             32898 32899 32900 32901 32902 32905 32911 32912 32913 32914 32920
## Predicted   102.7 102.5 100.9 109.4 110.4 110.4 110.6   111 111.1 110.4 104.2
## cvpred      102.8 102.5 100.9 109.5 110.5 110.5 110.7   111 111.2 110.5 104.1
## pm2.5        13.0  16.0  21.0  27.0  26.0  43.0  36.0    36  45.0  48.0  81.0
## CV residual -89.8 -86.5 -79.9 -82.5 -84.5 -67.5 -74.7   -75 -66.2 -62.5 -23.1
##             32921 32924 32927 32928 32929 32930 32931 32934 32940 32945 32947
## Predicted   104.2 111.7 113.5 113.2 112.8 114.2 114.4 113.5 113.5 110.6 110.2
## cvpred      104.1 111.7 113.6 113.2 112.9 114.3 114.5 113.6 113.6 110.6 110.2
## pm2.5        71.0  58.0  55.0  42.0  40.0  47.0  58.0  67.0 127.0 168.0 180.0
## CV residual -33.1 -53.7 -58.6 -71.2 -72.9 -67.3 -56.5 -46.6  13.4  57.4  69.8
##             32953 32956 32957 32963 32966 32967 32970 32971 32972 32974 32975
## Predicted     115   114   114   115   112   111   109   116   116   116   116
## cvpred        115   114   114   115   112   111   109   116   116   116   116
## pm2.5         393   346   319   308   277   269   242   255   316   337   308
## CV residual   278   232   205   193   165   158   133   139   200   221   192
##             32982 32991 32993 32995 32997 33001 33005 33009 33011 33022 33037
## Predicted     114 115.6 114.8 115.0 116.1 114.2 113.8 110.2 103.5 112.6 109.3
## cvpred        114 115.6 114.9 115.1 116.2 114.2 113.9 110.1 103.4 112.7 109.3
## pm2.5         251 168.0 179.0 177.0 206.0 201.0 185.0 160.0  66.0  55.0  65.0
## CV residual   137  52.4  64.1  61.9  89.8  86.8  71.1  49.9 -37.4 -57.7 -44.3
##             33038 33043 33044 33050 33055 33056 33062 33063 33070 33071 33073
## Predicted     107 103.2 103.5 112.8 112.1 113.5 113.1 114.2   114   114 114.5
## cvpred        107 103.1 103.4 112.9 112.2 113.6 113.2 114.3   114   114 114.6
## pm2.5          60  69.0  73.0  98.0  99.0 102.0 125.0 148.0   226   224 208.0
## CV residual   -47 -34.1 -30.4 -14.9 -13.2 -11.6  11.8  33.7   112   110  93.4
##             33074 33077 33081 33087 33089 33091 33094 33097 33102 33105 33106
## Predicted   114.0 114.2 114.7  84.4  74.6  68.9  61.2 105.6 107.6 109.4 108.3
## cvpred      114.1 114.3 114.7  84.1  74.1  68.3  60.5 105.7 107.7 109.5 108.4
## pm2.5       194.0 203.0 207.0  16.0  12.0  11.0  10.0  22.0  21.0  46.0  51.0
## CV residual  79.9  88.7  92.3 -68.1 -62.1 -57.3 -50.5 -83.7 -86.7 -63.5 -57.4
##             33108 33112 33117 33118 33123 33125 33128 33129 33139 33147 33157
## Predicted   103.6 105.0 109.6 110.8 110.0 107.4 104.1 104.8 111.4 110.1 112.5
## cvpred      103.7 105.1 109.7 110.8 110.1 107.4 104.1 104.8 111.5 110.2 112.5
## pm2.5        39.0  46.0 102.0 149.0  72.0  57.0  70.0  63.0  59.0  48.0  57.0
## CV residual -64.7 -59.1  -7.7  38.2 -38.1 -50.4 -34.1 -41.8 -52.5 -62.2 -55.5
##             33159 33160 33163 33167 33170 33172 33183 33185 33187 33188 33189
## Predicted   112.8 112.5 113.5 113.5 113.2 113.2  82.2  77.6 101.8 104.2 105.2
## cvpred      112.9 112.5 113.6 113.6 113.2 113.2  82.0  77.3 101.9 104.3 105.3
## pm2.5        61.0  63.0  70.0  72.0  77.0 100.0  16.0   8.0  16.0  28.0  22.0
## CV residual -51.9 -49.5 -43.6 -41.6 -36.2 -13.2 -66.0 -69.3 -85.9 -76.3 -83.3
##             33190 33195 33196 33198 33199 33203 33210 33213 33216 33221 33226
## Predicted   104.9 104.6   105 100.0 103.2  98.6  97.8  98.7 106.3 104.0  96.7
## cvpred      104.9 104.6   105 100.1 103.3  98.7  97.9  98.7 106.3 104.1  96.6
## pm2.5        27.0   5.0     7   9.0   8.0  17.0  18.0  49.0  60.0  64.0  50.0
## CV residual -77.9 -99.6   -98 -91.1 -95.3 -81.7 -79.9 -49.7 -46.3 -40.1 -46.6
##             33233 33234 33236  33237 33244 33245 33251 33254 33257 33260 33264
## Predicted    99.3  98.8 103.2 103.87 107.6 107.3 108.3 103.4 96.79  98.1   109
## cvpred       99.4  98.8 103.2 103.89 107.7 107.4 108.4 103.4 96.72  98.0   109
## pm2.5        30.0  26.0  70.0  97.00 169.0 172.0 129.0 178.0 95.00 170.0   216
## CV residual -69.4 -72.8 -33.2  -6.89  61.3  64.6  20.6  74.6 -1.72  72.0   107
##             33267 33268 33270 33272 33277 33279 33280 33284 33286 33289 33291
## Predicted     108   109   109   108   109   107   105   111   111   111   111
## cvpred        108   109   109   108   109   107   105   111   111   111   111
## pm2.5         233   262   259   227   218   252   231   251   302   283   268
## CV residual   125   153   150   119   109   145   126   140   191   172   157
##             33292 33294 33299 33307 33310 33314 33315 33317 33319 33322 33323
## Predicted     110 106.8  89.7  67.1  57.6 104.3   106 103.6 100.8   103 102.8
## cvpred        110 106.8  89.6  66.5  56.9 104.4   106 103.7 100.8   103 102.9
## pm2.5         273 162.0  17.0  15.0  15.0  29.0    20  21.0  30.0    29  24.0
## CV residual   163  55.2 -72.6 -51.5 -41.9 -75.4   -86 -82.7 -70.8   -74 -78.9
##             33325 33329 33330 33337 33339 33354 33356 33358 33359 33360 33362
## Predicted   102.1 103.5 103.5 107.3 106.7 100.2 109.4 109.0 108.7 108.7 109.0
## cvpred      102.2 103.6 103.6 107.4 106.8 100.1 109.5 109.1 108.8 108.8 109.1
## pm2.5        17.0  16.0  23.0  66.0  90.0  79.0  77.0 122.0 121.0 134.0 149.0
## CV residual -85.2 -87.6 -80.6 -41.4 -16.8 -21.1 -32.5  12.9  12.2  25.2  39.9
##             33363 33366 33367 33370 33371 33372 33379 33381 33382  33383 33390
## Predicted   108.0 108.0 107.8 109.4 109.7 108.4 108.8 112.1 111.4 109.70 104.7
## cvpred      108.1 108.1 107.9 109.5 109.8 108.5 108.8 112.2 111.5 109.78 104.7
## pm2.5       143.0 187.0 193.0 182.0 187.0 184.0 154.0  95.0 125.0 116.00  21.0
## CV residual  34.9  78.9  85.1  72.5  77.2  75.5  45.2 -17.2  13.5   6.22 -83.7
##             33396 33402 33407 33409 33411 33412 33418 33419 33422 33423 33425
## Predicted    89.6  68.3  91.0  84.2  77.7  75.4  98.5  99.5  92.0  90.3  86.5
## cvpred       89.6  67.9  90.9  84.0  77.5  75.1  98.6  99.6  91.9  90.2  86.3
## pm2.5        26.0  24.0  17.0  11.0  13.0  12.0  18.0  17.0  23.0  22.0  22.0
## CV residual -63.6 -43.9 -73.9 -73.0 -64.5 -63.1 -80.6 -82.6 -68.9 -68.2 -64.3
##             33427 33428 33433 33441 33442 33444 33448 33450 33453 33457 33463
## Predicted    80.8  78.8  70.7  62.4  59.8  54.8 101.4 102.1 104.3 104.3    95
## cvpred       80.5  78.5  70.2  61.8  59.1  54.0 101.5 102.2 104.4 104.4    95
## pm2.5        33.0  36.0  37.0  43.0  43.0  31.0  25.0  31.0  84.0  52.0    41
## CV residual -47.5 -42.5 -33.2 -18.8 -16.1 -23.0 -76.5 -71.2 -20.4 -52.4   -54
##             33469 33483 33491 33502 33507 33508 33511 33514 33516 33519 33522
## Predicted    84.9   107   107   109   108   106   102   101  97.1   108   108
## cvpred       84.7   107   107   109   108   106   102   101  97.0   108   108
## pm2.5        44.0   178   155   335   348   318   274   282 275.0   275   321
## CV residual -40.7    71    48   226   240   212   172   181 178.0   167   213
##             33526 33528 33530 33531 33532 33533 33534 33536 33543 33544 33545
## Predicted     110   109 110.1 107.8 106.5 105.1 108.0 106.6  99.5  98.1 100.1
## cvpred        110   109 110.2 107.9 106.6 105.2 108.1 106.7  99.6  98.2 100.2
## pm2.5         386   359 144.0  28.0  15.0  13.0  16.0  20.0  10.0  12.0  12.0
## CV residual   276   250  33.8 -79.9 -91.6 -92.2 -92.1 -86.7 -89.6 -86.2 -88.2
##             33551  33554 33555 33558 33560 33563 33564 33566 33573 33575 33577
## Predicted   105.2 105.57 105.2 105.2 105.2   106   105 104.2 107.3 108.2 108.0
## cvpred      105.3 105.66 105.3 105.3 105.3   106   105 104.3 107.4 108.3 108.1
## pm2.5        52.0 103.00 123.0  87.0  37.0    37    37  70.0 164.0 142.0 165.0
## CV residual -53.3  -2.66  17.7 -18.3 -68.3   -69   -68 -34.3  56.6  33.7  56.9
##             33580 33583 33586 33589 33592 33595 33596 33597 33601 33605 33615
## Predicted   106.3 103.8 101.6  96.3 105.0 105.7   109   109   108   108   108
## cvpred      106.3 103.8 101.6  96.2 105.1 105.7   109   109   108   108   108
## pm2.5       192.0 121.0 118.0 127.0 141.0 174.0   233   218   274   308   254
## CV residual  85.7  17.2  16.4  30.8  35.9  68.3   124   109   166   200   146
##             33616 33617 33620 33621 33625 33626 33627 33633 33634 33636 33637
## Predicted     106   105 109.4 109.7 108.7 108.3 108.6   108   109   110   110
## cvpred        106   105 109.5 109.8 108.7 108.4 108.7   108   109   110   110
## pm2.5         266   241 180.0 175.0 196.0 195.0 205.0   247   290   323   356
## CV residual   160   136  70.5  65.2  87.3  86.6  96.3   139   181   213   246
##             33643 33644 33646 33647 33651 33654 33661 33663 33665 33666 33667
## Predicted     103   102   109   110   108 100.9  84.6  76.4  71.0  68.0  66.3
## cvpred        103   102   109   110   108 100.9  84.4  76.1  70.5  67.5  65.8
## pm2.5         285   284   320   325   314  22.0  14.0  10.0   7.0   6.0  16.0
## CV residual   182   182   211   215   206 -78.9 -70.4 -66.1 -63.5 -61.5 -49.8
##             33673 33674 33678 33680 33682 33683 33687  33694 33699 33702 33704
## Predicted   104.6   105 102.8 104.6 102.2 100.3 100.2 106.62   107 106.3   107
## cvpred      104.6   105 102.9 104.6 102.3 100.3 100.3 106.71   107 106.3   107
## pm2.5         9.0    24  44.0  47.0  41.0  33.0  41.0 105.00   227 152.0   135
## CV residual -95.6   -81 -58.9 -57.6 -61.3 -67.3 -59.3  -1.71   120  45.7    28
##             33711 33712 33715 33718 33719 33721 33726 33728 33729 33730 33734
## Predicted   106.3 104.9   108   108   107   107   104 106.3 106.7 105.5  85.2
## cvpred      106.3 104.9   108   108   107   107   104 106.3 106.8 105.5  85.2
## pm2.5       182.0 163.0   221   286   304   296   239 206.0 183.0 159.0  34.0
## CV residual  75.7  58.1   113   178   197   189   135  99.7  76.2  53.5 -51.2
##             33735 33739 33740 33745 33746 33747 33748 33749 33755 33760 33761
## Predicted    81.3  64.8  61.0  49.8  49.2  45.6  44.0  42.4  97.3  89.4  88.5
## cvpred       81.1  64.4  60.5  49.0  48.4  44.8  43.1  41.5  97.4  89.4  88.5
## pm2.5        26.0  12.0  11.0  10.0   7.0   7.0   8.0   7.0  17.0  31.0  35.0
## CV residual -55.1 -52.4 -49.5 -39.0 -41.4 -37.8 -35.1 -34.5 -80.4 -58.4 -53.5
##             33764 33765  33767 33770 33772 33773 33782 33783 33784 33786 33793
## Predicted   103.2 103.2 102.82 104.0   102 102.8 104.6   103 104.6 105.2 105.4
## cvpred      103.3 103.3 102.91 104.1   102 102.9 104.6   103 104.6 105.3 105.4
## pm2.5        66.0  89.0 112.00 196.0   217 174.0 143.0   159 164.0 177.0 178.0
## CV residual -37.3 -14.3   9.09  91.9   115  71.1  38.4    56  59.4  71.7  72.6
##             33794 33799 33804 33807 33814 33818 33822 33832 33836 33838 33840
## Predicted   105.6   106  99.5 100.2  81.7  55.8  41.1 10.39  88.9  93.9  96.3
## cvpred      105.7   106  99.5 100.3  81.5  55.3  40.4  9.09  89.0  94.0  96.4
## pm2.5       170.0   178 148.0 115.0  13.0   6.0   3.0 12.00  53.0  78.0  16.0
## CV residual  64.3    72  48.5  14.7 -68.5 -49.3 -37.4  2.91 -36.0 -16.0 -80.4
##             33853 33856 33858 33862 33863 33872 33873 33879 33881 33883 33884
## Predicted    90.2  92.1  87.8 101.1 102.1  97.3  97.3  99.4  99.7 102.5 102.5
## cvpred       90.2  92.2  87.8 101.2 102.2  97.3  97.3  99.5  99.8 102.6 102.5
## pm2.5        14.0  38.0  48.0  81.0  87.0  58.0  45.0  24.0  14.0  36.0  49.0
## CV residual -76.2 -54.2 -39.8 -20.2 -15.2 -39.3 -52.3 -75.5 -85.8 -66.6 -53.5
##             33885 33892 33894 33899 33900 33902 33906 33910 33911 33914 33918
## Predicted   100.4 104.6 105.2 105.6 105.2   105   107   106   105   100  95.3
## cvpred      100.4 104.6 105.3 105.7 105.3   105   107   106   105   100  95.2
## pm2.5        55.0 124.0 128.0 160.0 185.0   198   270   264   282   211  23.0
## CV residual -45.4  19.4  22.7  54.3  79.7    93   163   158   177   111 -72.2
##             33919 33929 33934  33939  33940 33946  33947 33953 33960 33961
## Predicted    94.6  73.5  99.0 102.48 102.13   104 100.74  93.7 101.8   102
## cvpred       94.5  73.3  99.1 102.58 102.22   104 100.84  93.7 101.9   102
## pm2.5        18.0  27.0  76.0  93.00 106.00   172 106.00 108.0 187.0   210
## CV residual -76.5 -46.3 -23.1  -9.58   3.78    68   5.16  14.3  85.1   108
##             33969 33972 33973 33977 33980 33988 33994 33998 34004 34006 34008
## Predicted    86.1  70.1  64.5  42.7  28.2 100.7  91.4  73.1  52.1  49.6  48.1
## cvpred       86.0  69.7  64.1  41.8  27.1 100.8  91.5  72.9  51.5  48.9  47.3
## pm2.5        32.0  14.0  11.0   7.0   7.0  48.0   6.0   9.0  10.0  10.0  12.0
## CV residual -54.0 -55.7 -53.1 -34.8 -20.1 -52.8 -85.5 -63.9 -41.5 -38.9 -35.3
##             34016 34022 34023 34026 34027 34028 34030 34033 34035 34036 34037
## Predicted    27.2  6.08  2.85 -6.83 -8.11 -11.7  89.6  85.1  95.4  92.6  93.4
## cvpred       26.1  4.62  1.34 -8.52 -9.84 -13.5  89.6  85.0  95.5  92.7  93.5
## pm2.5         7.0 14.00 13.00  8.00  9.00  20.0  17.0  19.0  14.0  14.0  12.0
## CV residual -19.1  9.38 11.66 16.52 18.84  33.5 -72.6 -66.0 -81.5 -78.7 -81.5
##             34038 34040 34042 34046 34048 34052   34053 34055 34057 34060 34062
## Predicted    92.7  95.9  91.7  92.8  92.8  93.8 93.9500  98.6  99.7  96.6  94.4
## cvpred       92.7  96.0  91.7  93.0  93.0  93.9 94.0212  98.7  99.8  96.6  94.4
## pm2.5        10.0  16.0  25.0  20.0  26.0  80.0 94.0000  87.0 116.0 130.0  71.0
## CV residual -82.7 -80.0 -66.7 -73.0 -67.0 -13.9 -0.0212 -11.7  16.2  33.4 -23.4
##             34070 34075 34076 34082 34084  34087 34098 34099 34101 34103 34106
## Predicted    97.4  98.0  99.0 100.7 100.4  98.24  99.0  99.2 101.8   101   101
## cvpred       97.5  98.1  99.1 100.8 100.4  98.29  99.1  99.2 101.9   101   102
## pm2.5        24.0  32.0  70.0 191.0 197.0 103.00  70.0 158.0 166.0   218   239
## CV residual -73.5 -66.1 -29.1  90.2  96.6   4.71 -29.1  58.8  64.1   117   137
##             34107 34108 34115 34116 34118 34121 34122 34123 34124 34130 34135
## Predicted     101  99.3  89.5  88.8  98.3  98.8  98.6  97.3  96.6   103  97.8
## cvpred        101  99.4  89.4  88.7  98.4  98.9  98.7  97.4  96.6   103  97.9
## pm2.5         230 165.0  68.0  59.0  74.0 203.0 176.0 185.0 212.0   314 218.0
## CV residual   129  65.6 -21.4 -29.7 -24.4 104.1  77.3  87.6 115.4   211 120.1
##             34136 34138 34143 34144 34145 34146 34149 34150 34155 34156 34157
## Predicted   101.8 101.6  96.5  95.3    93   101   102   102   104   103   102
## cvpred      101.9 101.7  96.6  95.3    93   101   102   103   104   103   102
## pm2.5       201.0 147.0 107.0 141.0   199   222   271   273   303   347   210
## CV residual  99.1  45.3  10.4  45.7   106   121   169   170   199   244   108
##              34158 34162 34165 34166 34171 34173 34175 34176 34180 34182 34185
## Predicted   102.12  95.2  86.6  83.6  99.4  95.0  86.9  84.0  71.1  64.9  54.4
## cvpred      102.22  95.2  86.5  83.4  99.5  95.1  86.9  83.9  70.8  64.4  53.8
## pm2.5        98.00  42.0  58.0  63.0  74.0  68.0  38.0  23.0  19.0  18.0  17.0
## CV residual  -4.22 -53.2 -28.5 -20.4 -25.5 -27.1 -48.9 -60.9 -51.8 -46.4 -36.8
##             34186 34190 34195  34197 34201 34205 34207 34211 34214 34217 34219
## Predicted    49.4  40.1 22.42 94.901  98.5  97.0  99.0  91.9  87.9  73.6  65.1
## cvpred       48.7  39.2 21.28 95.017  98.6  97.1  99.1  92.0  87.9  73.5  64.9
## pm2.5        19.0  13.0 14.00 96.000  67.0  51.0  26.0  16.0  17.0  16.0   8.0
## CV residual -29.7 -26.2 -7.28  0.983 -31.6 -46.1 -73.1 -76.0 -70.9 -57.5 -56.9
##             34221 34222 34223 34225 34229 34231 34234 34236 34237 34239 34242
## Predicted    58.3  55.9  53.3  44.8  33.8  23.3  9.66 -2.08 -5.67 -12.1 -22.9
## cvpred       57.9  55.4  52.8  44.1  32.9  22.2  8.36 -3.56 -7.21 -13.8 -24.7
## pm2.5        26.0  12.0   8.0   7.0   5.0   6.0  3.00  6.00 13.00  10.0  10.0
## CV residual -31.9 -43.4 -44.8 -37.1 -27.9 -16.2 -5.36  9.56 20.21  23.8  34.7
##             34243 34245 34246 34248 34256 34259 34264 34269 34274 34275 34277
## Predicted   -25.7 -32.2 -34.3 -41.5 -60.2 -71.8 -88.7 -92.9  -101  97.0  93.4
## cvpred      -27.6 -34.2 -36.4 -43.7 -62.8 -74.5 -91.7 -96.1  -104  97.1  93.5
## pm2.5         8.0   9.0   9.0   7.0  11.0  13.0  13.0  91.0    33  38.0  21.0
## CV residual  35.6  43.2  45.4  50.7  73.8  87.5 104.7 187.1   137 -59.1 -72.5
##             34280 34282 34283 34287 34289 34291 34292 34293 34297 34298 34299
## Predicted    91.8  96.6  93.3  93.3  89.4  86.8  94.7  95.7 97.99  96.9 96.04
## cvpred       91.8  96.7  93.4  93.4  89.4  86.8  94.7  95.8 98.09  97.0 96.12
## pm2.5        27.0  65.0  63.0  32.0  74.0 122.0 128.0 105.0 97.00 109.0 95.00
## CV residual -64.8 -31.7 -30.4 -61.4 -15.4  35.2  33.3   9.2 -1.09  12.0 -1.12
##             34314 34316 34317 34321 34324 34326 34329  34330 34331 34337  34340
## Predicted    93.5  94.5  94.2  97.7  97.7  96.3  96.8  96.97 95.23  94.0  92.64
## cvpred       93.6  94.6  94.3  97.8  97.8  96.4  96.9  97.08 95.34  94.1  92.66
## pm2.5        24.0  29.0  35.0  28.0  46.0  60.0 125.0 101.00 93.00  83.0 102.00
## CV residual -69.6 -65.6 -59.3 -69.8 -51.8 -36.4  28.1   3.92 -2.34 -11.1   9.34
##             34345 34347 34349 34351 34352 34353 34354 34357 34360 34362 34363
## Predicted    99.4  99.3  95.3 99.04  97.4  96.9  94.9 95.23  95.6  97.7  98.9
## cvpred       99.5  99.4  95.4 99.14  97.5  97.0  95.0 95.34  95.7  97.8  99.0
## pm2.5       161.0 202.0 107.0 97.00 109.0 140.0  69.0 87.00  71.0 117.0 138.0
## CV residual  61.5 102.6  11.6 -2.14  11.5  43.0 -26.0 -8.34 -24.7  19.2  39.0
##             34366 34379 34381 34387 34389 34390 34395 34399 34400 34404 34408
## Predicted    98.7  96.1  94.7  85.9  95.9  96.6  98.1 100.4 100.1  97.4  92.8
## cvpred       98.8  96.2  94.7  85.9  96.0  96.7  98.2 100.5 100.2  97.5  92.8
## pm2.5       213.0  50.0  48.0  46.0 136.0 152.0 187.0 139.0 151.0  71.0  41.0
## CV residual 114.2 -46.2 -46.7 -39.9  40.0  55.3  88.8  38.5  50.8 -26.5 -51.8
##             34409 34410 34414 34415  34416 34420 34425 34436 34441 34442 34444
## Predicted    92.2  98.3 100.2 100.1  99.34 100.7  97.1  95.9  98.0 98.32  99.0
## cvpred       92.2  98.5 100.3 100.2  99.42 100.8  97.2  96.0  98.1 98.42  99.1
## pm2.5        43.0  56.0 175.0 155.0 106.00 142.0  33.0  62.0  84.0 91.00 130.0
## CV residual -49.2 -42.5  74.7  54.8   6.58  41.2 -64.2 -34.0 -14.1 -7.42  30.9
##             34454 34455 34456 34463 34470 34476 34477 34483 34485 34489 34493
## Predicted    97.3  98.3  98.0   103   100   101   103   104   105   104   106
## cvpred       97.4  98.5  98.1   103   100   102   103   104   105   104   106
## pm2.5       122.0  81.0 167.0   269   320   203   277   443   439   440   432
## CV residual  24.6 -17.5  68.9   166   220   101   174   339   334   336   326
##             34497 34500 34502 34504 34506 34507 34514 34516 34528 34531 34533
## Predicted     105   103  99.1  95.4  85.9  81.9  54.9  52.0  8.39  93.9  98.3
## cvpred        105   104  99.1  95.5  85.8  81.8  54.3  51.3  6.96  94.0  98.5
## pm2.5         379   343 206.0  47.0  15.0  15.0   8.0   6.0 12.00  12.0  20.0
## CV residual   274   239 106.9 -48.5 -70.8 -66.8 -46.3 -45.3  5.04 -82.0 -78.5
##             34534 34535 34538 34539 34540 34541 34542 34543 34547 34548 34550
## Predicted    96.6  96.3  97.7  97.3  96.1  96.7  95.3  95.7  98.3  96.6  85.8
## cvpred       96.7  96.4  97.8  97.4  96.2  96.8  95.4  95.7  98.5  96.7  85.8
## pm2.5        55.0  68.0  52.0  44.0  60.0  64.0  44.0  38.0  41.0  53.0  16.0
## CV residual -41.7 -28.4 -45.8 -53.4 -36.2 -32.8 -51.4 -57.7 -57.5 -43.7 -69.8
##             34552 34554 34559 34562 34564 34567 34571 34573 34574 34575 34581
## Predicted    74.4  64.0  44.6  34.0  28.5  93.8  86.6  81.6  88.6  84.6  92.5
## cvpred       74.2  63.7  43.9  33.1  27.4  93.9  86.6  81.5  88.6  84.6  92.6
## pm2.5         8.0   8.0  14.0   8.0   6.0   9.0  16.0  35.0  33.0  33.0  75.0
## CV residual -66.2 -55.7 -29.9 -25.1 -21.4 -84.9 -70.6 -46.5 -55.6 -51.6 -17.6
##             34584 34585 34588 34592 34593 34596 34599 34601 34602 34605 34607
## Predicted   94.54  93.1  95.9  90.3  82.4  66.0  48.9  44.5  41.6  88.7  89.2
## cvpred      94.65  93.2  96.0  90.4  82.4  65.7  48.4  43.9  41.0  88.8  89.3
## pm2.5       89.00  60.0  61.0  23.0  10.0   9.0   6.0  10.0   8.0  23.0  16.0
## CV residual -5.65 -33.2 -35.0 -67.4 -72.4 -56.7 -42.4 -33.9 -33.0 -65.8 -73.3
##             34609 34610 34616 34618 34622 34624 34626 34630 34631 34636 34637
## Predicted    91.5  89.9 91.40 93.34  89.0  86.2 90.77  92.8  92.5 87.76    85
## cvpred       91.6  90.0 91.49 93.46  89.1  86.2 90.89  93.0  92.6 87.76    85
## pm2.5        49.0  45.0 88.00 85.00  58.0  52.0 88.00  66.0  68.0 91.00    69
## CV residual -42.6 -45.0 -3.49 -8.46 -31.1 -34.2 -2.89 -27.0 -24.6  3.24   -16
##             34638 34639 34640 34645 34646 34648 34649 34652 34655 34657 34660
## Predicted    93.5  92.3  89.6  83.2  80.9  86.6  87.3  90.7  91.2  93.2  91.9
## cvpred       93.6  92.4  89.7  83.3  80.9  86.8  87.4  90.9  91.4  93.3  92.0
## pm2.5        53.0  51.0  43.0  26.0  21.0  23.0  28.0 122.0  61.0  52.0  69.0
## CV residual -40.6 -41.4 -46.7 -57.3 -59.9 -63.8 -59.4  31.1 -30.4 -41.3 -23.0
##             34663 34665 34671 34672 34674 34675 34677 34679 34685 34690 34695
## Predicted    88.8  86.3  88.3  88.6  91.5  92.5  95.8 95.23  94.9  97.7  92.6
## cvpred       88.9  86.3  88.4  88.7  91.6  92.6  95.9 95.34  95.0  97.8  92.7
## pm2.5        16.0  22.0  29.0  38.0  60.0  67.0  79.0 98.00 201.0  82.0 143.0
## CV residual -72.9 -64.3 -59.4 -50.7 -31.6 -25.6 -16.9  2.66 106.0 -15.8  50.3
##             34698 34704 34708 34714 34719 34724 34725 34727 34728 34731 34733
## Predicted    96.3  98.3  95.8  89.3  91.4  85.1  82.8  79.2  77.3  72.4  69.5
## cvpred       96.4  98.5  95.9  89.3  91.4  85.1  82.8  79.1  77.1  72.1  69.2
## pm2.5       202.0 291.0 259.0  24.0  27.0  30.0  27.0  13.0  11.0  10.0  13.0
## CV residual 105.6 192.5 163.1 -65.3 -64.4 -55.1 -55.8 -66.1 -66.1 -62.1 -56.2
##             34738 34739 34743 34770 34773 34775 34778 34782 34788 34790 34796
## Predicted    88.7  87.5  92.5  92.1  92.4 93.13  93.3  90.8  92.8  89.6  94.9
## cvpred       88.8  87.5  92.6  92.3  92.5 93.23  93.4  90.9  93.0  89.7  95.0
## pm2.5        19.0  18.0  13.0  30.0  80.0 95.00 117.0  25.0  34.0  17.0  50.0
## CV residual -69.8 -69.5 -79.6 -62.3 -12.5  1.77  23.6 -65.9 -59.0 -72.7 -45.0
##             34803 34804 34807 34809 34812 34815 34817 34820 34825 34827 34829
## Predicted    88.3  86.7  92.1  91.1  92.5  91.8  91.8  92.5  96.3  96.6  94.2
## cvpred       88.4  86.7  92.1  91.1  92.6  91.9  91.9  92.6  96.4  96.7  94.2
## pm2.5        22.0  22.0  19.0  26.0  42.0  34.0  89.0 158.0 267.0 148.0 165.0
## CV residual -66.4 -64.7 -73.1 -65.1 -50.6 -57.9  -2.9  65.4 170.6  51.3  70.8
##             34831 34832 34840 34841 34843 34844 34847 34849 34850 34852 34853
## Predicted   92.72  92.0  94.5  94.5  95.9  98.3  98.3  96.6  96.8  93.9  92.0
## cvpred      92.78  92.1  94.6  94.6  95.9  98.5  98.5  96.7  96.9  94.0  92.1
## pm2.5       96.00  70.0 138.0 130.0 315.0 317.0 336.0 345.0 332.0 384.0 240.0
## CV residual  3.22 -22.1  43.4  35.4 219.1 218.5 237.5 248.3 235.1 290.0 147.9
##             34855 34857 34861 34864 34866 34867 34876 34886 34887 34895 34900
## Predicted    88.8  87.0  89.7  84.9  93.9  93.3  97.1  98.3  98.7   100  97.2
## cvpred       88.8  86.9  89.7  84.8  94.0  93.4  97.3  98.4  98.7   100  97.3
## pm2.5       111.0 124.0  47.0  36.0  29.0 105.0 417.0 283.0 313.0   302 326.0
## CV residual  22.2  37.1 -42.7 -48.8 -65.0  11.6 319.7 184.6 214.3   202 228.7
##             34901 34903 34911 34917 34918 34919 34922 34923 34925 34929 34931
## Predicted    96.5  93.1 82.09  54.9  49.4  43.1  30.5  27.3 19.41  5.81 -0.64
## cvpred       96.5  93.2 81.93  54.4  48.7  42.4  29.5  26.2 18.22  4.39 -2.18
## pm2.5       305.0 254.0 84.00  32.0  21.0  18.0  15.0  11.0 16.00 18.00 16.00
## CV residual 208.5 160.8  2.07 -22.4 -27.7 -24.4 -14.5 -15.2 -2.22 13.61 18.18
##             34937 34939 34941 34942 34944 34948 34950 34951 34952 34953 34954
## Predicted     -26 -33.2 -38.3 -41.9 -46.7 -54.9 -58.2 -60.2 -62.5 -64.7 -67.7
## cvpred        -28 -35.3 -40.5 -44.1 -49.1 -57.5 -60.8 -62.8 -65.2 -67.4 -70.5
## pm2.5          13  14.0  16.0  13.0  15.0  18.0  16.0   9.0  14.0  18.0  24.0
## CV residual    41  49.3  56.5  57.1  64.1  75.5  76.8  71.8  79.2  85.4  94.5
##             34955 34962 34964 34965 34966 34967 34969 34971 34972 34975 34977
## Predicted   -70.0  90.4  92.8  93.5  94.4  93.9  91.8  89.9    87  77.2  72.0
## cvpred      -72.8  90.5  93.0  93.6  94.5  94.0  91.9  89.9    87  77.1  71.8
## pm2.5        25.0  27.0  54.0  64.0 126.0 108.0  30.0  14.0    12  13.0  17.0
## CV residual  97.8 -63.5 -39.0 -29.6  31.5  14.0 -61.9 -75.9   -75 -64.1 -54.8
##             34983 34984 34985 34987 34990 34993 34994 35003 35005 35008 35029
## Predicted    48.2  44.6  43.0  38.4 34.22  89.5  88.1 91.45  89.7  84.2  57.4
## cvpred       47.6  44.0  42.3  37.6 33.35  89.6  88.2 91.58  89.8  84.2  56.9
## pm2.5        15.0  21.0  14.0  22.0 38.00  58.0  64.0 84.00  59.0  44.0  25.0
## CV residual -32.6 -23.0 -28.3 -15.6  4.65 -31.6 -24.2 -7.58 -30.8 -40.2 -31.9
##             35031 35035 35036 35037 35038 35042 35043 35051 35054 35056 35057
## Predicted    50.6 39.49 38.77  91.2  92.5 92.47  94.2  79.7  68.4  61.2  57.3
## cvpred       49.9 38.67 37.94  91.4  92.6 92.59  94.3  79.6  68.1  60.8  56.7
## pm2.5        25.0 36.00 36.00  64.0  67.0 87.00 107.0  48.0  28.0  19.0  16.0
## CV residual -24.9 -2.67 -1.94 -27.4 -25.6 -5.59  12.7 -31.6 -40.1 -41.8 -40.7
##             35058 35059 35063 35064 35066 35070 35071 35074 35075 35079 35081
## Predicted    52.7  49.8  40.2  38.0  34.1 92.96  90.3  83.8  81.8  69.6  64.4
## cvpred       52.0  49.1  39.4  37.1  33.1 93.05  90.4  83.7  81.7  69.3  64.0
## pm2.5        21.0  15.0  20.0  23.0  53.0 92.00 106.0  33.0  51.0  23.0  26.0
## CV residual -31.0 -34.1 -19.4 -14.1  19.9 -1.05  15.6 -50.7 -30.7 -46.3 -38.0
##             35082 35083 35084 35093 35108 35109 35115 35116 35120 35125 35128
## Predicted    63.1  61.9  95.2  98.3  97.4  97.7  99.2 100.4  96.8  87.7  93.8
## cvpred       62.7  61.4  95.3  98.5  97.4  97.8  99.2 100.5  96.9  87.7  93.9
## pm2.5        26.0  27.0  43.0 172.0 195.0 239.0 146.0  34.0  43.0  25.0  21.0
## CV residual -36.7 -34.4 -52.3  73.5  97.6 141.2  46.8 -66.5 -53.9 -62.7 -72.9
##             35132  35136 35137 35138 35140 35145 35147 35148 35153 35155 35156
## Predicted    94.7  99.49 100.1  99.4 101.4 101.8 102.1 102.1   101  98.8  98.1
## cvpred       94.8  99.56 100.2  99.5 101.5 101.9 102.2 102.2   102  98.8  98.1
## pm2.5        46.0 103.00  85.0  86.0  77.0  95.0 132.0 153.0   219 212.0 221.0
## CV residual -48.8   3.44 -15.2 -13.5 -24.5  -6.9  29.8  50.8   117 113.2 122.9
##             35157 35158 35161 35164 35165 35167 35168 35173 35174 35180 35182
## Predicted    97.3   101 100.0  94.9  92.9  90.0  88.1  96.1  94.8  98.3  97.1
## cvpred       97.4   101 100.1  94.9  92.9  89.9  88.0  96.2  94.9  98.5  97.2
## pm2.5       221.0   217 192.0 177.0 183.0 151.0 137.0  54.0  34.0  54.0  47.0
## CV residual 123.6   116  91.9  82.1  90.1  61.1  49.0 -42.2 -60.9 -44.5 -50.2
##             35193 35194 35195 35198 35200 35201 35204 35207 35210 35212 35214
## Predicted   101.4  99.4  98.9  94.4  92.4  91.7 102.5 102.5   102   102   101
## cvpred      101.4  99.5  98.9  94.3  92.3  91.6 102.6 102.6   103   102   101
## pm2.5       126.0 159.0 149.0 146.0 160.0 148.0 167.0 185.0   208   213   211
## CV residual  24.6  59.5  50.1  51.7  67.7  56.4  64.4  82.4   105   111   110
##             35216 35217 35218 35220 35225 35231 35232 35233 35236 35240 35241
## Predicted    97.3  96.4  94.1  97.8  95.2  81.7  82.8  80.5  77.4  90.5  91.6
## cvpred       97.3  96.4  94.1  97.9  95.3  81.7  82.8  80.4  77.3  90.6  91.7
## pm2.5       212.0 205.0 196.0 124.0  31.0  26.0  11.0  14.0  11.0  17.0  19.0
## CV residual 114.7 108.6 101.9  26.1 -64.3 -55.7 -71.8 -66.4 -66.3 -73.6 -72.7
##             35244 35248 35250 35252 35253 35257 35260 35261 35268 35271 35272
## Predicted    91.8  77.9  73.3  70.0  68.1  90.8  88.4  87.2  72.6  62.5  58.3
## cvpred       91.9  77.9  73.1  69.8  67.8  90.9  88.5  87.2  72.5  62.3  58.0
## pm2.5        17.0  22.0  17.0  23.0  22.0  66.0  10.0  10.0  20.0  10.0  10.0
## CV residual -74.9 -55.9 -56.1 -46.8 -45.8 -24.9 -78.5 -77.2 -52.5 -52.3 -48.0
##             35280 35281 35282 35289 35293 35294 35296 35297 35298 35300 35304
## Predicted    92.1 92.83  92.5  91.5  88.7  87.6  87.6  85.0  87.4  84.9  92.1
## cvpred       92.3 92.95  92.6  91.6  88.8  87.8  87.8  85.1  87.5  85.0  92.2
## pm2.5        73.0 83.00  81.0  70.0  69.0  66.0  43.0  48.0  67.0 127.0 104.0
## CV residual -19.3 -9.95 -11.6 -21.6 -19.8 -21.8 -44.8 -37.1 -20.5  42.0  11.8
##             35306 35312 35313 35314 35315 35317 35318 35321 35322 35325 35327
## Predicted    93.2  91.6  92.5 94.21 92.47 87.59 89.03  88.1  88.9  94.2  91.2
## cvpred       93.3  91.7  92.6 94.33 92.59 87.68 89.15  88.2  89.0  94.3  91.3
## pm2.5       141.0 135.0 108.0 97.00 87.00 81.00 82.00 143.0 153.0 273.0 227.0
## CV residual  47.7  43.3  15.4  2.67 -5.59 -6.68 -7.15  54.8  64.0 178.7 135.7
##             35329 35336 35337 35340 35350 35354 35356 35357 35359 35362 35370
## Predicted    88.2  73.9  91.5  88.3  91.3  92.5  93.9 91.75 93.52  94.2  91.5
## cvpred       88.3  73.7  91.6  88.5  91.4  92.6  94.0 91.85 93.64  94.3  91.6
## pm2.5        20.0  12.0  17.0  20.0  56.0  75.0 110.0 97.00 84.00 120.0 125.0
## CV residual -68.3 -61.7 -74.6 -68.5 -35.4 -17.6  16.0  5.15 -9.64  25.7  33.4
##             35374 35377 35380 35382 35383 35384 35387 35390 35391 35394 35411
## Predicted    93.9  93.9  89.2  93.5  92.5  93.5  96.6 89.36  90.4  92.7  90.4
## cvpred       94.0  94.0  89.3  93.6  92.6  93.6  96.6 89.47  90.5  92.8  90.5
## pm2.5       177.0 250.0 123.0  36.0  59.0  85.0 227.0 93.00  80.0 135.0  66.0
## CV residual  83.0 156.0  33.7 -57.6 -33.6  -8.6 130.4  3.53 -10.5  42.2 -24.5
##             35415 35419 35420 35421 35423 35424 35434 35436 35438 35442 35443
## Predicted    90.4  93.6  93.1  97.7  98.7  99.7  99.3  98.7  96.5  96.5  98.0
## cvpred       90.5  93.7  93.1  97.8  98.8  99.8  99.4  98.8  96.5  96.6  98.1
## pm2.5        47.0 279.0 435.0 489.0 539.0 567.0 479.0 476.0 327.0 310.0 332.0
## CV residual -43.5 185.3 341.9 391.2 440.2 467.2 379.6 377.2 230.5 213.4 233.9
##             35444 35449 35451 35458 35459  35460 35464 35474 35480 35483 35484
## Predicted    97.3   101    98  98.6  97.9 100.42  89.6  70.1  92.6  90.1  91.6
## cvpred       97.3   101    98  98.7  98.0 100.52  89.7  69.8  92.6  90.2  91.7
## pm2.5       391.0   351   290  77.0  81.0  95.00  13.0  19.0  22.0  40.0  43.0
## CV residual 293.7   250   192 -21.7 -17.0  -5.52 -76.7 -50.8 -70.6 -50.2 -48.7
##             35486 35487 35488  35489 35492 35493 35497 35498 35501 35503 35504
## Predicted    91.4  91.9  91.0 89.729  95.6  95.9  94.5  93.6 101.8 101.4 101.8
## cvpred       91.5  92.0  91.1 89.765  95.7  96.0  94.5  93.5 101.9 101.5 101.9
## pm2.5        57.0 153.0 108.0 89.000 111.0 112.0 170.0 161.0 112.0 130.0 133.0
## CV residual -34.5  61.0  16.9 -0.765  15.3  16.0  75.5  67.5  10.1  28.5  31.1
##             35507 35510 35513 35514 35516 35517 35519 35520 35522 35524 35533
## Predicted   102.1 100.4  98.1  97.4  87.7  83.7  76.2  74.0  69.2  57.1 16.27
## cvpred      102.2 100.5  98.1  97.4  87.7  83.7  76.1  73.8  68.9  56.6 15.07
## pm2.5       143.0 198.0 203.0 209.0  28.0  26.0  24.0  16.0  17.0   9.0  9.00
## CV residual  40.8  97.5 104.9 111.6 -59.7 -57.7 -52.1 -57.8 -51.9 -47.6 -6.07
##              35539 35541 35542 35544 35549 35552 35554 35560 35563 35565 35566
## Predicted    -9.93 -13.3 -16.1 -21.0 -34.7 -39.9  90.7  88.8    84  84.8  84.7
## cvpred      -11.62 -15.1 -18.0 -22.9 -36.9 -42.2  90.8  88.9    84  84.7  84.7
## pm2.5         9.00  10.0   8.0  11.0  16.0  18.0  23.0  54.0    56  95.0 111.0
## CV residual  20.62  25.1  26.0  33.9  52.9  60.2 -67.8 -34.9   -28  10.3  26.3
##             35569 35574 35575 35577 35578 35580 35588 35591 35593 35594 35607
## Predicted    93.9  92.1  92.0  88.8  95.6  91.2  95.6  94.5  94.5  95.2  97.0
## cvpred       94.0  92.1  92.1  88.9  95.7  91.3  95.7  94.6  94.6  95.3  97.1
## pm2.5       127.0 142.0 107.0 100.0  97.0 105.0 210.0 258.0 324.0 344.0 232.0
## CV residual  33.0  49.9  14.9  11.1   1.3  13.7 114.3 163.4 229.4 248.7 134.9
##             35612 35615 35616 35617 35620 35626 35629 35633 35635 35638 35639
## Predicted    98.0  99.0  98.3  97.6  94.9  98.0    92  85.6  81.7  89.9  90.4
## cvpred       98.1  99.1  98.4  97.7  94.9  98.1    92  85.6  81.6  90.0  90.5
## pm2.5       295.0 319.0 335.0 301.0 296.0 231.0   178  47.0  32.0  25.0  26.0
## CV residual 196.9 219.9 236.6 203.3 201.1 132.9    86 -38.6 -49.6 -65.0 -64.5
##             35641 35645 35647 35652 35654 35656 35657 35662 35663 35665 35666
## Predicted    92.5  94.5  91.2  88.9  83.6  77.9  76.3  96.8  99.6  96.1  94.7
## cvpred       92.6  94.6  91.3  89.0  83.5  77.8  76.2  96.9  99.7  96.1  94.7
## pm2.5        54.0  55.0  36.0  14.0  15.0  19.0  17.0  55.0  71.0  42.0  31.0
## CV residual -38.6 -39.6 -55.3 -75.0 -68.5 -58.8 -59.2 -41.9 -28.7 -54.1 -63.7
##             35668 35670 35671 35673 35675 35677 35681 35688 35691 35698 35700
## Predicted   100.7  98.6  97.2  93.9  93.3  89.0 80.81  96.3  99.7  96.1  91.5
## cvpred      100.8  98.7  97.3  93.9  93.3  88.9 80.61  96.3  99.8  96.1  91.5
## pm2.5        39.0  26.0  25.0  24.0  28.0  35.0 72.00 119.0 132.0 143.0 133.0
## CV residual -61.8 -72.7 -72.3 -69.9 -65.3 -53.9 -8.61  22.7  32.2  46.9  41.5
##             35704 35706 35708 35709 35710 35712 35715 35719 35720 35722 35723
## Predicted    86.3  98.3  81.9  77.4  73.2  87.8  89.6  91.2  91.1  93.2  91.1
## cvpred       86.2  98.5  81.9  77.4  73.0  87.9  89.7  91.4  91.2  93.3  91.2
## pm2.5       167.0  53.0  32.0  15.0  11.0  11.0  19.0  17.0  16.0  31.0  23.0
## CV residual  80.8 -45.5 -49.9 -62.4 -62.0 -76.9 -70.7 -74.4 -75.2 -62.3 -68.2
##             35725 35727 35728 35734 35741 35743 35744 35745   35747 35748 35753
## Predicted    92.4  90.5  89.2 81.93  99.5  99.7  99.7  99.4 101.433 100.7  99.7
## cvpred       92.4  90.4  89.1 81.68  99.6  99.8  99.8  99.5 101.529 100.8  99.8
## pm2.5        57.0  64.0  65.0 83.00  84.0  86.0  84.0  88.0 102.000 121.0 203.0
## CV residual -35.4 -26.4 -24.1  1.32 -15.6 -13.8 -15.8 -11.5   0.471  20.2 103.2
##             35758 35763 35765 35773 35774 35776 35778 35779 35780 35783 35785
## Predicted    98.8  99.4 94.66  84.8  87.1  86.4  84.5  83.8  86.0  90.1  86.2
## cvpred       98.9  99.5 94.75  84.9  87.2  86.4  84.5  83.8  85.9  89.9  86.0
## pm2.5       225.0 218.0 88.00  16.0  16.0  17.0  25.0  39.0  54.0 157.0 137.0
## CV residual 126.1 118.5 -6.75 -68.9 -71.2 -69.4 -59.5 -44.8 -31.9  67.1  51.0
##             35794 35800 35801 35804 35806 35817 35825 35835 35837 35838 35843
## Predicted    99.1 102.8 102.1 101.1 101.7  97.1 104.1  91.8  89.8 105.2  88.8
## cvpred       99.1 102.9 102.2 101.2 101.8  97.1 104.2  91.6  89.6 105.3  88.7
## pm2.5       143.0 130.0 146.0 140.0 155.0 189.0 127.0 159.0 174.0 164.0  66.0
## CV residual  43.9  27.1  43.8  38.8  53.2  91.9  22.8  67.4  84.4  58.7 -22.7
##             35849 35850 35856 35857 35859 35866 35871 35873 35875 35877 35879
## Predicted    54.6  48.9  74.1  72.1  74.8  66.1  46.8  37.6  36.9  33.7  81.9
## cvpred       54.1  48.4  74.1  72.0  74.7  65.9  46.4  37.0  36.2  32.9  82.0
## pm2.5        13.0  10.0   8.0  10.0  10.0   6.0   6.0   6.0   6.0  11.0  13.0
## CV residual -41.1 -38.4 -66.1 -62.0 -64.7 -59.9 -40.4 -31.0 -30.2 -21.9 -69.0
##             35884 35890 35894 35896 35916  35920 35925 35926 35929 35933 35939
## Predicted    74.7  62.2  51.0  48.7  92.8  94.46  93.3 92.97  97.6  97.0  97.3
## cvpred       74.7  61.9  50.6  48.2  92.9  94.53  93.4 92.99  97.7  97.1  97.4
## pm2.5         6.0   9.0  10.0   8.0 118.0 102.00  76.0 90.00 139.0 200.0 146.0
## CV residual -68.7 -52.9 -40.6 -40.2  25.1   7.47 -17.4 -2.99  41.3 102.9  48.6
##             35940 35942 35948 35952 35964 35966 35969 35971 35973 35976 35985
## Predicted    95.9  95.9  96.8 99.79  87.1 86.35  83.0  81.5  79.0  77.6   101
## cvpred       95.9  96.0  96.9 99.85  86.9 86.15  82.7  81.3  78.7  77.2   101
## pm2.5       150.0 130.0 118.0 93.00 107.0 84.00  98.0 109.0 107.0 109.0   147
## CV residual  54.1  34.0  21.1 -6.85  20.1 -2.15  15.3  27.7  28.3  31.8    46
##             35986 35988 35990 35992 35996 35997 35998 36000 36003 36004 36005
## Predicted   100.2 100.2  95.7  94.7  82.2  79.9  76.9  72.3  65.3  63.3  61.4
## cvpred      100.3 100.3  95.8  94.8  82.1  79.8  76.7  72.0  64.9  62.9  61.0
## pm2.5       146.0  38.0  14.0   6.0   8.0   7.0  14.0   6.0   9.0  10.0   9.0
## CV residual  45.7 -62.3 -81.8 -88.8 -74.1 -72.8 -62.7 -66.0 -55.9 -52.9 -52.0
##             36006 36013 36014 36016 36017 36020 36024 36028 36029 36031 36035
## Predicted    60.8  48.1  46.5  44.0  91.5  88.4  81.7  76.7  75.5  91.8  88.9
## cvpred       60.4  47.4  45.8  43.2  91.6  88.4  81.7  76.6  75.3  91.9  89.0
## pm2.5        10.0  14.0  14.0  14.0  10.0  14.0  18.0   9.0  13.0   8.0  22.0
## CV residual -50.4 -33.4 -31.8 -29.2 -81.6 -74.4 -63.7 -67.6 -62.3 -83.9 -67.0
##             36036 36042 36048 36051 36054 36057 36058 36061 36065 36068 36069
## Predicted    90.6  88.9  96.3  96.3  95.2 92.39  93.0 95.23  92.0  91.7  97.7
## cvpred       90.7  88.9  96.4  96.4  95.3 92.46  93.1 95.34  92.1  91.7  97.8
## pm2.5        10.0  25.0  65.0  83.0 111.0 84.00  66.0 90.00 143.0 221.0 203.0
## CV residual -80.7 -63.9 -31.4 -13.4  15.7 -8.46 -27.1 -5.34  50.9 129.3 105.2
##             36071 36075 36082 36083 36084  36089 36096 36097 36098 36099 36101
## Predicted    97.7  94.7 93.31  92.6  88.6  91.93  90.9  90.0  87.7  85.7  83.1
## cvpred       97.8  94.8 93.41  92.7  88.7  92.04  90.8  89.9  87.6  85.6  82.9
## pm2.5       184.0 255.0 87.00  66.0  44.0 100.00 145.0 268.0 237.0 208.0 175.0
## CV residual  86.2 160.2 -6.41 -26.7 -44.7   7.96  54.2 178.1 149.4 122.4  92.1
##             36102 36106 36108 36110 36111 36117 36119 36120 36125 36127 36128
## Predicted    82.4  77.2  74.7  73.4  72.7  99.4  97.9  97.6  99.0  98.3  97.6
## cvpred       82.2  76.9  74.3  73.0  72.3  99.5  98.0  97.6  99.1  98.4  97.7
## pm2.5       160.0 198.0 206.0 214.0 204.0 239.0 243.0 251.0 264.0 250.0 235.0
## CV residual  77.8 121.1 131.7 141.0 131.7 139.5 145.0 153.4 164.9 151.6 137.3
##             36131 36132 36134 36139 36144 36150 36152 36154 36163 36165 36167
## Predicted     102 101.4  99.7   101   101  98.6  96.5   102   101   101   101
## cvpred        102 101.5  99.8   101   101  98.6  96.5   102   101   101   101
## pm2.5         205 196.0 234.0   311   436 344.0 287.0   282   338   336   353
## CV residual   103  94.5 134.2   210   335 245.4 190.5   180   237   235   252
##             36168 36173 36174 36179 36184 36189 36191 36193 36197 36200 36201
## Predicted     101    95  94.1  85.5  95.2  94.6  92.5 101.8 100.4  99.7 100.4
## cvpred        101    95  94.1  85.4  95.3  94.6  92.4 101.9 100.5  99.8 100.5
## pm2.5         375   382 362.0 280.0 120.0 247.0 225.0 165.0 119.0  53.0  67.0
## CV residual   274   287 267.9 194.6  24.7 152.4 132.6  63.1  18.5 -46.8 -33.5
##             36203 36207 36212 36213 36214 36216 36220 36221 36224 36225 36227
## Predicted    94.7  88.5  84.0  83.4  82.4  79.9  98.3  98.0  95.1  95.1  92.2
## cvpred       94.8  88.5  83.9  83.2  82.3  79.7  98.5  98.1  95.2  95.2  92.2
## pm2.5        61.0  73.0  66.0  66.0  75.0  41.0  27.0  46.0  54.0  63.0  69.0
## CV residual -33.8 -15.5 -17.9 -17.2  -7.3 -38.7 -71.5 -52.1 -41.2 -32.2 -23.2
##             36235 36237  36239 36240 36247 36248  36249 36253 36255 36263 36264
## Predicted   81.68  99.7  98.68  98.3  99.0  98.0  99.36  94.5  94.9  91.4  90.0
## cvpred      81.48  99.8  98.78  98.4  99.1  98.1  99.47  94.6  95.0  91.4  89.9
## pm2.5       88.00  89.0 104.00 123.0 122.0 112.0 108.00  38.0  22.0 124.0 142.0
## CV residual  6.52 -10.8   5.22  24.6  22.9  13.9   8.53 -56.6 -73.0  32.6  52.1
##             36271 36272 36274 36275 36278 36279 36284 36288 36290 36291 36295
## Predicted   103.2 102.8 101.4   100  96.6  95.3  91.2   102   102   101   101
## cvpred      103.3 102.9 101.4   100  96.6  95.3  91.1   103   102   101   101
## pm2.5       180.0 185.0 190.0   196 233.0 240.0 392.0   424   398   383   313
## CV residual  76.7  82.1  88.6    96 136.4 144.7 300.9   321   296   282   212
##             36298 36301 36302 36304 36306 36307 36311 36321 36324 36325 36326
## Predicted     103   102   102   102   102   102   101  96.4   103   103   103
## cvpred        103   103   102   102   102   102   101  96.4   103   103   103
## pm2.5         305   267   334   327   309   321   340 336.0   283   323   377
## CV residual   202   164   232   225   207   219   239 239.6   180   220   274
##             36327 36331 36335 36336 36338 36340 36343 36345 36350 36354 36356
## Predicted     104   104   101  99.9  97.8  96.4   102   101   102   102   102
## cvpred        104   104   101  99.9  97.8  96.3   102   101   102   103   103
## pm2.5         357   335   327 303.0 279.0 264.0   233   246   279   333   360
## CV residual   253   231   226 203.1 181.2 167.7   131   145   177   230   257
##             36361 36365 36371 36373 36375 36381 36384 36385 36388 36390 36391
## Predicted     103   102   102   102   103   102   104   104   103   103   102
## cvpred        103   103   102   102   103   102   104   104   103   103   102
## pm2.5         348   339   350   347   342   363   357   371   453   463   463
## CV residual   245   236   248   245   239   261   253   267   350   360   361
##             36393 36395 36403 36405 36407 36412 36419 36422 36423 36424 36433
## Predicted     101   104   103   103   104   103   106   106   105   106    95
## cvpred        101   104   103   103   104   103   106   106   105   106    95
## pm2.5         384   369   482   507   545   495   512   562   542   502    31
## CV residual   283   265   379   404   441   392   406   456   437   396   -64
##             36434 36435 36437 36438 36441 36442 36445 36446 36450 36453 36454
## Predicted    90.4  86.0  78.2  74.3  69.4  64.5  93.0  92.6  91.8  92.4  95.6
## cvpred       90.4  85.9  78.0  74.0  69.0  64.0  93.1  92.7  91.9  92.5  95.7
## pm2.5        15.0  17.0  21.0  17.0  12.0  10.0   8.0  12.0  18.0  31.0  45.0
## CV residual -75.4 -68.9 -57.0 -57.0 -57.0 -54.0 -85.1 -80.7 -73.9 -61.5 -50.7
##             36458 36465 36467  36470  36472 36479 36483 36487  36488 36489
## Predicted    96.1 103.2 102.1 97.159 100.42 101.4   100  98.9  98.00    95
## cvpred       96.2 103.3 102.2 97.192 100.52 101.5   100  99.0  98.02    95
## pm2.5        34.0  57.0  81.0 97.000 103.00 179.0   206 149.0 100.00    83
## CV residual -62.2 -46.3 -21.2 -0.192   2.48  77.5   106  50.0   1.98   -12
##             36491 36492 36494 36496 36500 36504 36507 36513 36515 36518 36519
## Predicted    84.5  80.1  75.2  89.7    90  86.3  89.9 101.8 100.7  99.0  97.4
## cvpred       84.5  80.0  75.0  89.8    90  86.2  89.8 101.9 100.8  99.1  97.5
## pm2.5        29.0  15.0  17.0  10.0    51 112.0 150.0 134.0 154.0 158.0 151.0
## CV residual -55.5 -65.0 -58.0 -79.8   -39  25.8  60.2  32.1  53.2  58.9  53.5
##             36520 36530 36531 36532 36534 36537 36544 36548 36555 36557 36562
## Predicted    95.8   103 102.8 103.5 102.3   102   100  98.4  88.9  88.1  89.7
## cvpred       95.9   103 102.9 103.6 102.4   103   100  98.4  88.8  88.0  89.8
## pm2.5       141.0   222 193.0 188.0 184.0   238   308 237.0 232.0 215.0   6.0
## CV residual  45.1   119  90.1  84.4  81.6   135   208 138.6 143.2 127.0 -83.8
##             36566 36570 36571 36573 36575 36583 36585 36586 36587 36589 36597
## Predicted    72.6  57.8  55.6  52.3  49.8  95.8  95.9  90.7  89.7  86.9  71.0
## cvpred       72.4  57.4  55.2  51.8  49.2  95.9  96.0  90.8  89.8  87.0  70.7
## pm2.5        11.0   8.0  11.0  13.0   9.0  26.0  35.0  27.0  13.0  27.0  48.0
## CV residual -61.4 -49.4 -44.2 -38.8 -40.2 -69.9 -61.0 -63.8 -76.8 -60.0 -22.7
##             36603 36604 36609 36612 36616 36618 36621 36634 36640 36641 36642
## Predicted    80.1  77.1  88.3  87.0  81.7  76.8  85.1 95.38  87.0  87.6  86.9
## cvpred       80.0  77.0  88.4  87.1  81.7  76.8  85.2 95.48  87.1  87.7  87.0
## pm2.5         8.0  11.0  14.0  10.0  11.0  12.0  29.0 92.00  17.0  20.0  31.0
## CV residual -72.0 -66.0 -74.4 -77.1 -70.7 -64.8 -56.2 -3.48 -70.1 -67.7 -56.0
##             36646 36647 36648 36654 36656 36657 36658 36660 36664 36667 36668
## Predicted    91.5  93.2  92.4  97.1    97   104   103 102.5  99.5  94.9 101.8
## cvpred       91.6  93.3  92.5  97.1    97   104   103 102.5  99.6  94.9 101.9
## pm2.5        51.0  69.0  77.0 136.0   160   159   167 196.0 202.0 187.0 199.0
## CV residual -40.6 -24.3 -15.5  38.9    63    55    64  93.5 102.4  92.1  97.1
##             36669 36670 36671 36672 36673 36676 36678   36682 36686 36687 36689
## Predicted     101   102 101.4   102 100.7 100.4  99.8  99.036  98.1  96.9  93.7
## cvpred        101   102 101.5   103 100.8 100.5  99.9  99.145  98.2  97.0  93.7
## pm2.5         206   213 187.0   218 134.0 112.0 172.0 100.000 149.0 163.0 133.0
## CV residual   105   111  85.5   115  33.2  11.5  72.1   0.855  50.8  66.0  39.3
##             36690 36691 36692 36694 36695 36700 36701 36707 36708 36712 36722
## Predicted    91.7  92.4  89.7  87.2  88.0  81.0 101.1 100.7 100.0  99.3   103
## cvpred       91.7  92.4  89.7  87.1  87.8  80.8 101.2 100.8 100.1  99.4   103
## pm2.5       126.0 124.0 122.0  98.0  91.0  48.0  54.0  86.0  89.0 111.0   259
## CV residual  34.3  31.6  32.3  10.9   3.2 -32.8 -47.2 -14.8 -11.1  11.6   156
##             36728 36729 36732 36739 36740 36743 36744 36746 36749 36750 36751
## Predicted     102   102  96.7   101  93.9  87.0  97.8  97.1  96.5  94.2  90.5
## cvpred        102   102  96.7   101  93.9  86.8  97.8  97.1  96.6  94.3  90.5
## pm2.5         270   234 303.0   202 168.0  18.0  13.0  11.0  10.0  10.0  10.0
## CV residual   168   132 206.3   101  74.1 -68.8 -84.8 -86.1 -86.6 -84.3 -80.5
##             36752 36755 36756 36759 36763 36765 36771 36780 36782 36785 36786
## Predicted    87.9  88.8  85.8  89.7  89.7  89.7  87.7  88.5  87.8  86.3    85
## cvpred       87.8  88.9  85.8  89.8  89.8  89.8  87.7  88.6  87.9  86.3    85
## pm2.5        11.0  12.0  13.0   9.0  15.0  41.0  20.0  12.0  16.0  20.0    19
## CV residual -76.8 -76.9 -72.8 -80.8 -74.8 -48.8 -67.7 -76.6 -71.9 -66.3   -66
##             36787 36788 36798 36799 36803 36805 36806 36807 36809 36813 36817
## Predicted    82.6  81.4  70.0  67.3  62.6  90.6  88.3  90.2  86.6  81.8 79.20
## cvpred       82.6  81.3  69.7  67.0  62.2  90.7  88.3  90.3  86.6  81.7 78.98
## pm2.5        28.0  32.0  10.0   7.0  16.0  12.0  19.0  22.0  16.0  38.0 72.00
## CV residual -54.6 -49.3 -59.7 -60.0 -46.2 -78.7 -69.3 -68.3 -70.6 -43.7 -6.98
##             36818 36819 36824  36826 36829 36834 36835 36836 36837 36840 36843
## Predicted    79.9  98.3 101.8 98.167  98.0  94.2  94.2    95  94.3  93.1  99.7
## cvpred       79.6  98.5 101.9 98.273  98.1  94.3  94.2    95  94.3  93.0  99.8
## pm2.5        63.0  69.0  93.0 99.000 109.0 119.0 116.0   101 131.0 183.0 148.0
## CV residual -16.6 -29.5  -8.9  0.727  10.9  24.7  21.8     6  36.7  90.0  48.2
##             36845 36848 36852 36853 36854  36856 36857 36861 36862 36863 36865
## Predicted    99.7  98.7  95.7  96.1  97.1  95.58  94.7  90.3  89.7  88.5 103.2
## cvpred       99.8  98.8  95.8  96.2  97.2  95.59  94.6  90.2  89.6  88.3 103.3
## pm2.5       140.0 109.0  79.0  73.0  75.0 104.00 116.0 159.0 157.0 151.0 149.0
## CV residual  40.2  10.2 -16.8 -23.2 -22.2   8.41  21.4  68.8  67.4  62.7  45.7
##             36866 36868 36872 36873 36875 36876 36879 36887 36892 36894 36895
## Predicted   104.0   104 102.8 101.5  98.3    92  82.3  54.2  94.8  98.3  97.4
## cvpred      104.1   104 102.9 101.6  98.3    92  82.1  53.5  94.8  98.5  97.5
## pm2.5       141.0   148 155.0 165.0 191.0   124  49.0  17.0  17.0  13.0  17.0
## CV residual  36.9    44  52.1  63.4  92.7    32 -33.1 -36.5 -77.8 -85.5 -80.5
##             36898 36908 36910 36912 36915 36916 36918 36919  36922 36924 36926
## Predicted      93  79.2  75.0  71.3  71.4 70.63 100.7 101.1 101.44 100.2  98.4
## cvpred         93  78.9  74.7  70.9  70.9 70.19 100.8 101.2 101.53 100.3  98.4
## pm2.5          18  66.0  57.0  30.0  47.0 72.00  70.0  78.0  94.00  77.0  79.0
## CV residual   -75 -12.9 -17.7 -40.9 -23.9  1.81 -30.8 -23.2  -7.53 -23.3 -19.4
##             36927 36930 36931 36932 36933 36934 36935 36940 36941 36948 36949
## Predicted    98.5 103.5 103.5 102.2 100.6  90.2  85.3  77.8  75.9  60.1  58.9
## cvpred       98.4 103.6 103.6 102.3 100.7  90.2  85.2  77.6  75.6  59.6  58.3
## pm2.5        74.0  44.0  48.0  52.0  20.0  15.0  13.0   6.0   7.0  11.0  17.0
## CV residual -24.4 -59.6 -55.6 -50.3 -80.7 -75.2 -72.2 -71.6 -68.6 -48.6 -41.3
##             36950 36955 36958 36959 36972 36974 36978 36987 36990 36991  36992
## Predicted    94.0  94.5  95.9  98.7  96.1  91.2    90  98.8  99.1 99.44 97.340
## cvpred       94.1  94.6  96.0  98.8  96.2  91.3    90  98.9  99.2 99.48 97.376
## pm2.5        14.0  11.0  11.0  11.0  24.0  22.0    28  72.0  89.0 98.00 97.000
## CV residual -80.1 -83.6 -85.0 -87.8 -72.2 -69.3   -62 -26.9 -10.2 -1.48 -0.376
##             36994 36995 36996 37000 37002 37004 37006 37007 37008 37012 37017
## Predicted    97.3  93.3  92.2  87.2  82.9  95.6  95.5  95.9  93.8 101.8 102.8
## cvpred       97.4  93.4  92.3  87.2  82.8  95.7  95.5  95.9  93.8 101.9 102.9
## pm2.5        89.0  66.0  72.0  17.0  16.0  17.0  61.0 151.0 163.0 125.0 173.0
## CV residual  -8.4 -27.4 -20.3 -70.2 -66.8 -78.7 -34.5  55.1  69.2  23.1  70.1
##             37018 37022 37023 37029 37035 37038 37040 37043 37048 37051 37056
## Predicted     104  97.9    97  91.1   106   106   107   107   102 102.3   109
## cvpred        104  97.9    97  90.9   106   106   107   107   102 102.4   109
## pm2.5         184 141.0   141 118.0   253   262   262   281   242 168.0   277
## CV residual    80  43.1    44  27.1   147   156   155   174   140  65.6   168
##             37058 37079 37081 37089 37091 37092 37093 37097 37099 37101 37103
## Predicted     108 109.4 109.0   110   109   109   112   109   106   106   111
## cvpred        108 109.5 109.1   110   109   109   112   109   106   106   111
## pm2.5         299 157.0 190.0   317   346   350   331   246   309   360   399
## CV residual   191  47.5  80.9   207   237   241   219   137   203   254   288
##             37106 37108 37110 37115 37116 37118 37120 37122 37124 37127 37128
## Predicted     111   112   111   110   108 100.0 96.94 106.6 106.5 108.7 107.6
## cvpred        112   112   111   110   108  99.9 96.86 106.7 106.6 108.8 107.7
## pm2.5         436   426   358   369   403 306.0 90.00  85.0  96.0 125.0 123.0
## CV residual   324   314   247   259   295 206.1 -6.86 -21.7 -10.6  16.2  15.3
##             37131 37134 37137 37149 37154 37158 37159 37160 37161 37163 37164
## Predicted   109.0 109.7   112 103.2   112 107.0 105.3 104.4 101.8 105.0 105.0
## cvpred      109.1 109.8   112 103.1   112 107.1 105.3 104.4 101.7 105.1 105.1
## pm2.5       159.0 195.0   175 148.0   219  16.0  28.0  32.0  25.0  22.0  18.0
## CV residual  49.9  85.2    63  44.9   107 -91.1 -77.3 -72.4 -76.7 -83.1 -87.1
##             37165 37167 37168 37172 37179 37186 37188 37193 37194 37195 37199
## Predicted   104.3 103.6 102.2 105.5   107 101.7  97.1  99.5  98.1  95.8  92.7
## cvpred      104.4 103.7 102.3 105.6   107 101.8  97.1  99.6  98.2  95.9  92.6
## pm2.5        23.0  25.0  18.0  27.0    66  35.0  34.0  12.0  13.0  18.0  39.0
## CV residual -81.4 -78.7 -84.3 -78.6   -41 -66.8 -63.1 -87.6 -85.2 -77.9 -53.6
##             37200 37201 37204 37207 37211 37212 37213 37214 37216 37217  37221
## Predicted    93.5  93.6  91.4  90.3 109.4   110   108   108   108 106.1 108.22
## cvpred       93.4  93.5  91.2  90.0 109.4   110   109   108   108 106.1 108.24
## pm2.5        44.0  64.0 165.0 127.0 209.0   235   254   250   210 127.0 113.00
## CV residual -49.4 -29.5  73.8  37.0  99.6   125   145   142   102  20.9   4.76
##             37225 37226 37233 37238 37252 37255 37257 37262 37263  37264 37265
## Predicted   111.4 111.1   112 105.7 109.0 108.3 108.6  95.2 105.7 101.32  99.8
## cvpred      111.5 111.2   112 105.8 109.1 108.4 108.7  95.1 105.8 101.36  99.8
## pm2.5       159.0 161.0   220 124.0 119.0 124.0 160.0  76.0  98.0 105.00  86.0
## CV residual  47.5  49.8   108  18.2   9.9  15.6  51.3 -19.1  -7.8   3.64 -13.8
##             37266 37268 37272 37274 37275 37279 37290 37291 37296 37297 37300
## Predicted    98.2  94.3  90.0  86.4   106  95.2  77.3  75.0  97.9  97.3  93.8
## cvpred       98.1  94.2  89.8  86.2   106  95.3  77.3  74.9  98.0  97.4  93.7
## pm2.5       132.0 105.0  70.0  55.0    58  12.0   7.0   7.0  33.0  40.0  29.0
## CV residual  33.9  10.8 -19.8 -31.2   -48 -83.3 -70.3 -67.9 -65.0 -57.4 -64.7
##             37303 37304 37308 37310 37312 37313 37317 37320 37321 37323 37331
## Predicted   102.8 102.1 100.7  98.8  94.2  92.4  83.3  99.6 101.4 101.2  89.9
## cvpred      102.9 102.2 100.8  98.9  94.3  92.5  83.2  99.7 101.5 101.3  89.9
## pm2.5        37.0  42.0  55.0  31.0  24.0  13.0  20.0  31.0  34.0  34.0   6.0
## CV residual -65.9 -60.2 -45.8 -67.9 -70.3 -79.5 -63.2 -68.7 -67.5 -67.3 -83.9
##             37333 37336 37342 37343 37345 37346 37351 37354 37356 37361 37364
## Predicted    86.0  94.7  91.8  91.2   104 105.2 104.6  99.4  95.7  85.7  83.7
## cvpred       85.9  94.8  91.7  91.1   104 105.3 104.6  99.5  95.8  85.6  83.5
## pm2.5         8.0  14.0  48.0  48.0    57  58.0  71.0  84.0  27.0  40.0  59.0
## CV residual -77.9 -80.8 -43.7 -43.1   -47 -47.3 -33.6 -15.5 -68.8 -45.6 -24.5
##             37365 37370 37372 37373 37374  37381 37383  37384  37385 37395
## Predicted    80.4 105.2 105.2 105.2 106.3 105.57 103.3 102.27 100.66 106.1
## cvpred       80.1 105.3 105.3 105.3 106.3 105.66 103.4 102.36 100.72 106.2
## pm2.5        59.0  55.0  70.0  74.0  80.0 110.00  93.0  97.00  95.00 191.0
## CV residual -21.1 -50.3 -35.3 -31.3 -26.3   4.34 -10.4  -5.36  -5.72  84.8
##             37396 37397 37402 37403 37404 37405 37406 37408 37411 37413 37414
## Predicted   108.7 109.6 109.0   108 109.0 108.5 107.8 101.1  96.3  97.0  96.3
## cvpred      108.8 109.6 109.1   108 109.1 108.5 107.9 101.1  96.2  96.9  96.2
## pm2.5       180.0 187.0 193.0   196 199.0 206.0 175.0 152.0 138.0 146.0 139.0
## CV residual  71.2  77.4  83.9    88  89.9  97.5  67.1  50.9  41.8  49.1  42.8
##             37417 37419 37420 37423 37427 37429 37434 37440 37444  37446 37448
## Predicted    92.9  91.8  91.7 111.4 110.5 100.2  90.9  93.7 107.3 107.28 102.7
## cvpred       92.7  91.5  91.5 111.5 110.6 100.3  90.8  93.6 107.4 107.36 102.7
## pm2.5       136.0 140.0 145.0 153.0 164.0  62.0  65.0 181.0 101.0 102.00  95.0
## CV residual  43.3  48.5  53.5  41.5  53.4 -38.3 -25.8  87.4  -6.4  -5.36  -7.7
##             37452 37453 37455 37457 37464 37465 37467 37469 37471 37473 37476
## Predicted   96.66  95.3 102.3  98.3 104.2 104.9 101.5 101.4  96.9 105.6   105
## cvpred      96.62  95.2 102.4  98.3 104.3 104.9 101.5 101.5  96.8 105.7   105
## pm2.5       93.00  71.0  68.0  51.0  67.0  51.0  64.0  76.0  69.0  48.0    41
## CV residual -3.62 -24.2 -34.4 -47.3 -37.3 -53.9 -37.5 -25.5 -27.8 -57.7   -64
##             37477 37482 37486   37488 37492 37496 37499  37507 37515 37520
## Predicted   103.5  99.6  98.8 98.0636   106 108.0 104.6 103.86 108.0 109.4
## cvpred      103.6  99.7  98.8 98.0297   106 108.1 104.6 103.96 108.1 109.5
## pm2.5        40.0  52.0  83.0 98.0000    96 158.0 151.0 109.00 131.0 149.0
## CV residual -63.6 -47.7 -15.8 -0.0297   -10  49.9  46.4   5.04  22.9  39.5
##             37523 37526 37530 37531 37538 37540 37542 37544 37546 37547 37555
## Predicted   109.7 104.4  98.7  98.1  93.7   111   111   111   112   112   108
## cvpred      109.8 104.4  98.6  98.0  93.5   111   111   112   112   112   108
## pm2.5       182.0 167.0 157.0 159.0 249.0   282   268   247   270   280   224
## CV residual  72.2  62.6  58.4  61.0 155.5   171   157   135   158   168   116
##             37556 37559 37560 37565 37566 37567 37568 37570  37571  37572
## Predicted     107 104.2 100.9 108.5 107.3 106.6 112.8 110.8 107.86 107.27
## cvpred        107 104.1 100.8 108.6 107.3 106.6 112.9 110.9 107.88 107.25
## pm2.5         246 187.0  80.0  67.0  69.0  78.0  83.0 112.0 104.00 103.00
## CV residual   139  82.9 -20.8 -41.6 -38.3 -28.6 -29.9   1.1  -3.88  -4.25
##              37574 37576 37579 37580 37584 37586 37587 37590 37591 37595 37596
## Predicted    96.56  88.5  84.3  81.7 105.2 106.6 106.6 108.0 107.3 102.5 100.1
## cvpred       96.45  88.3  84.0  81.4 105.3 106.7 106.7 108.1 107.4 102.6 100.2
## pm2.5       106.00  54.0  40.0  34.0  41.0  35.0  51.0  59.0  51.0  52.0  47.0
## CV residual   9.55 -34.3 -44.0 -47.4 -64.3 -71.7 -55.7 -49.1 -56.4 -50.6 -53.2
##             37598 37599 37600 37602  37604  37607 37610  37612 37613  37616
## Predicted   100.7 100.7 100.4 102.1 100.33 105.24 106.6 104.47 103.7 111.08
## cvpred      100.8 100.8 100.4 102.2 100.39 105.34 106.7 104.52 103.8 111.16
## pm2.5        85.0  80.0  62.0  56.0  96.00 101.00 123.0 109.00 145.0 109.00
## CV residual -15.8 -20.8 -38.4 -46.2  -4.39  -4.34  16.3   4.48  41.2  -2.16
##              37618 37628 37631 37634 37635 37638 37639 37651 37655 37659 37663
## Predicted   110.55 110.5 107.8 106.3 105.9 114.2 113.8 104.3  92.4 108.3 109.7
## cvpred      110.61 110.5 107.7 106.2 105.9 114.3 113.9 104.2  92.2 108.4 109.8
## pm2.5       116.00 128.0 137.0 148.0 151.0 141.0 140.0 153.0  74.0  84.0  59.0
## CV residual   5.39  17.5  29.3  41.8  45.1  26.7  26.1  48.8 -18.2 -24.4 -50.8
##             37664 37666 37667 37669 37674 37684 37685 37689 37693 37696 37702
## Predicted   108.3 106.9 106.1  98.8  93.6 110.1 109.7 105.6  97.5 103.6  99.3
## cvpred      108.4 106.9 106.2  98.8  93.4 110.2 109.8 105.6  97.4 103.7  99.2
## pm2.5        59.0  69.0  69.0  44.0  57.0 128.0 127.0  87.0  23.0  22.0  69.0
## CV residual -49.4 -37.9 -37.2 -54.8 -36.4  17.8  17.2 -18.6 -74.4 -81.7 -30.2
##             37703 37707 37709 37710 37715 37717 37721 37723 37729 37730 37735
## Predicted    98.4 109.0 106.6 105.8   105 102.8  99.7  94.5 109.0 108.3 104.8
## cvpred       98.3 109.1 106.6 105.9   105 102.9  99.7  94.4 109.1 108.4 104.8
## pm2.5        59.0  91.0  91.0  66.0    44  23.0  30.0  30.0  73.0  90.0  52.0
## CV residual -39.3 -18.1 -15.6 -39.9   -61 -79.9 -69.7 -64.4 -36.1 -18.4 -52.8
##             37736 37738 37739 37742 37743 37744 37746  37747 37750 37764 37769
## Predicted   105.5 102.1 100.7 105.0 103.0 101.4  99.2  97.54  93.7  81.7  69.6
## cvpred      105.5 102.1 100.7 105.1 103.1 101.4  99.1  97.42  93.5  81.2  68.9
## pm2.5        68.0  84.0  42.0  51.0 170.0  87.0 107.0 105.00  76.0 164.0 143.0
## CV residual -37.5 -18.1 -58.7 -54.1  66.9 -14.4   7.9   7.58 -17.5  82.8  74.1
##             37775 37778 37780  37783 37788 37790  37794 37797  37798 37800
## Predicted   110.7 108.3 105.8 103.44 114.2 114.7 107.54 103.6 115.58 111.4
## cvpred      110.7 108.3 105.7 103.33 114.3 114.7 107.49 103.5 115.66 111.4
## pm2.5        73.0  76.0  89.0 107.00 125.0 128.0 117.00 117.0 118.00 140.0
## CV residual -37.7 -32.3 -16.7   3.67  10.7  13.3   9.51  13.5   2.34  28.6
##             37801  37807 37809 37811 37813 37823 37825 37827 37830 37832 37837
## Predicted     110 112.46 111.9 113.5 113.1 98.07  93.2   112 105.3 111.2 105.2
## cvpred        110 112.54 111.9 113.6 113.2 97.85  92.9   112 105.3 111.3 105.2
## pm2.5         139 118.00 135.0 163.0 169.0 92.00  27.0    27  23.0  29.0  42.0
## CV residual    29   5.46  23.1  49.4  55.8 -5.85 -65.9   -85 -82.3 -82.3 -63.2
##             37838 37840 37851 37852 37856 37858 37861 37862 37869 37876 37877
## Predicted     107 108.3 113.5 113.5 108.7  99.7 100.5  98.2 103.6 112.1   112
## cvpred        107 108.4 113.6 113.6 108.7  99.6 100.5  98.1 103.6 112.2   112
## pm2.5          47  47.0  49.0  59.0  46.0  43.0  20.0  78.0  75.0  38.0    64
## CV residual   -60 -61.4 -64.6 -54.6 -62.7 -56.6 -80.5 -20.1 -28.6 -74.2   -48
##             37879 37881 37885 37887 37891 37894  37895 37897 37899 37901 37906
## Predicted   111.2 108.7 104.3 105.2 104.8 110.1 111.09 111.4 108.6 110.1 108.7
## cvpred      111.3 108.7 104.4 105.2 104.8 110.2 111.16 111.5 108.6 110.2 108.7
## pm2.5        73.0  86.0  68.0  47.0  58.0  72.0 105.00  81.0  93.0  94.0 121.0
## CV residual -38.3 -22.7 -36.4 -58.2 -46.8 -38.2  -6.16 -30.5 -15.6 -16.2  12.3
##             37907 37909  37911   37913  37918 37923 37924 37931 37939  37940
## Predicted   109.0 109.7 108.45 104.533  99.23 97.38 112.8   114 101.7 101.17
## cvpred      109.1 109.8 108.51 104.533  99.08 97.17 112.9   114 101.6 101.04
## pm2.5       136.0 133.0 111.00 104.000 105.00 89.00  94.0   221 119.0  94.00
## CV residual  26.9  23.2   2.49  -0.533   5.92 -8.17 -18.9   107  17.4  -7.04
##             37943 37945 37947 37948 37949 37950 37953 37957 37965 37966 37967
## Predicted   97.38 95.21  93.4  93.4  91.9  91.2  89.9 113.4  96.1  92.2  86.6
## cvpred      97.17 94.94  93.1  93.0  91.6  90.9  89.5 113.4  96.0  91.9  86.3
## pm2.5       90.00 94.00 107.0 112.0 152.0 129.0 150.0 144.0 113.0  54.0  51.0
## CV residual -7.17 -0.94  13.9  19.0  60.4  38.1  60.5  30.6  17.0 -37.9 -35.3
##             37968 37970 37971 37976  37977 37978 37979 37983 37986 37987 37990
## Predicted    80.6  71.9  67.9  46.7 40.805  36.9  33.3  25.6  20.2 16.99   107
## cvpred       80.2  71.3  67.3  45.7 39.773  35.8  32.2  24.3  18.8 15.44   107
## pm2.5        48.0  44.0  34.0  26.0 39.000  52.0  54.0  59.0  32.0 24.00    27
## CV residual -32.2 -27.3 -33.3 -19.7 -0.773  16.2  21.8  34.7  13.2  8.56   -80
##             37996  38001 38003 38010 38014 38016 38018 38019 38029  38030 38031
## Predicted   108.7 110.04 107.8 86.23  66.7  59.6 49.43 45.85  4.85  1.389 -3.81
## cvpred      108.7 110.11 107.9 86.06  66.1  58.9 48.57 44.92  3.29 -0.262 -5.55
## pm2.5        40.0 104.00 167.0 95.00  50.0  48.0 39.00 35.00 46.00 50.000 52.00
## CV residual -68.7  -6.11  59.1  8.94 -16.1 -10.9 -9.57 -9.92 42.71 50.262 57.55
##             38032 38034 38035 38038 38043 38047 38051 38055 38057 38060 38063
## Predicted    -9.0 -16.7 -21.4 100.7   105 104.3  98.8  98.8  99.1  94.6  93.4
## cvpred      -10.8 -18.7 -23.4 100.8   105 104.4  98.9  98.9  99.2  94.6  93.3
## pm2.5        49.0  43.0  32.0  32.0    65  36.0  39.0  36.0  33.0  39.0  50.0
## CV residual  59.8  61.7  55.4 -68.8   -40 -68.4 -59.9 -62.9 -66.2 -55.6 -43.3
##             38064 38066 38069 38073  38075 38079 38080  38082 38086 38092 38095
## Predicted   106.6 105.0 107.3 106.4 107.76 108.5 107.6 106.27 111.8 112.8 112.1
## cvpred      106.7 105.1 107.4 106.4 107.82 108.5 107.6 106.28 111.8 112.9 112.2
## pm2.5        59.0  56.0  71.0  93.0 110.00 138.0 111.0 108.00 154.0 132.0 159.0
## CV residual -47.7 -49.1 -36.4 -13.4   2.18  29.5   3.4   1.72  42.2  19.1  46.8
##             38096 38103 38105 38108 38111 38114 38116 38121 38123 38124 38126
## Predicted   111.8  85.5  77.6   103 104.2   112 110.8 113.8 113.5 112.1 107.2
## cvpred      111.8  85.2  77.3   103 104.2   112 110.9 113.9 113.6 112.2 107.2
## pm2.5       151.0 112.0  36.0    15  16.0    93 128.0 147.0  72.0  64.0  58.0
## CV residual  39.2  26.8 -41.3   -88 -88.2   -19  17.1  33.1 -41.6 -48.2 -49.2
##             38127 38130 38133 38136 38139 38140 38144 38150 38151 38153 38155
## Predicted   105.6  99.3  93.1  90.3 110.8 111.4 109.0 100.7  99.1  95.0  91.1
## cvpred      105.6  99.2  92.9  90.0 110.8 111.5 109.1 100.6  98.9  94.9  90.8
## pm2.5        65.0  74.0  68.0  70.0  65.0  70.0  91.0  70.0  72.0  71.0  43.0
## CV residual -40.6 -25.2 -24.9 -20.0 -45.8 -41.5 -18.1 -30.6 -26.9 -23.9 -47.8
##             38158 38159 38160 38165 38168 38181 38185 38186 38188 38191 38193
## Predicted    85.5  83.9  83.2 107.2 110.7 106.4 112.5 111.2 109.6 107.6 104.4
## cvpred       85.1  83.5  82.8 107.2 110.8 106.4 112.5 111.3 109.6 107.6 104.3
## pm2.5        56.0  59.0  59.0  46.0  46.0  65.0  42.0  48.0  57.0  40.0  33.0
## CV residual -29.1 -24.5 -23.8 -61.2 -64.8 -41.4 -70.5 -63.3 -52.6 -67.6 -71.3
##             38194 38200 38206 38207 38215 38217 38219 38224 38234 38236 38237
## Predicted   102.8 104.4 110.6 109.4 112.8   115 113.2 101.8  82.9 112.8 113.7
## cvpred      102.6 104.3 110.7 109.4 112.9   115 113.2 101.7  82.4 112.9 113.8
## pm2.5        26.0  17.0  30.0  28.0  65.0    75  53.0  23.0  43.0  50.0  47.0
## CV residual -76.6 -87.3 -80.7 -81.4 -47.9   -40 -60.2 -78.7 -39.4 -62.9 -66.8
##             38239 38250 38261 38263 38264 38265 38266 38268 38269 38278 38281
## Predicted     115  91.7  54.7  48.2  43.9  39.5  35.0 27.61  25.4 104.7 109.0
## cvpred        115  91.6  53.9  47.3  42.9  38.4  33.8 26.28  24.0 104.7 109.1
## pm2.5          80  34.0  34.0  26.0  23.0  22.0  17.0 20.00  14.0  30.0  30.0
## CV residual   -35 -57.6 -19.9 -21.3 -19.9 -16.4 -16.8 -6.28 -10.0 -74.7 -79.1
##             38282 38284 38285 38287 38297 38301 38308 38309 38312 38313 38314
## Predicted   109.4 110.8 109.7 108.6  98.5 94.14 111.4 112.1   108 107.4   104
## cvpred      109.4 110.8 109.8 108.6  98.5 93.96 111.5 112.2   108 107.5   104
## pm2.5        76.0  77.0  68.0  45.0 111.0 95.00  83.0  85.0    75  57.0   271
## CV residual -33.4 -33.8 -41.8 -63.6  12.5  1.04 -28.5 -27.2   -33 -50.5   167
##             38317 38324 38325 38334 38335 38336 38337  38340 38343 38344 38348
## Predicted   107.4 107.6 106.3 111.8 111.4 112.5 109.8 111.08 104.2 101.8  92.9
## cvpred      107.5 107.6 106.3 111.9 111.5 112.5 109.9 111.16 104.1 101.8  92.6
## pm2.5        56.0  43.0  47.0  69.0  68.0  94.0  96.0 109.00  90.0  69.0  40.0
## CV residual -51.5 -64.6 -59.3 -42.9 -43.5 -18.5 -13.9  -2.16 -14.1 -32.8 -52.6
##             38349 38352 38354 38358 38359 38360  38362 38363 38364 38365 38366
## Predicted    92.1  90.1  89.4 112.1 112.1 112.1 111.77 112.1 112.5 112.1 112.3
## cvpred       91.9  89.9  89.1 112.2 112.2 112.2 111.85 112.2 112.5 112.2 112.3
## pm2.5        41.0  28.0  58.0  68.0  77.0  84.0 103.00  99.0 100.0 132.0 198.0
## CV residual -50.9 -61.9 -31.1 -44.2 -35.2 -28.2  -8.85 -13.2 -12.5  19.8  85.7
##             38368 38371 38376 38383 38386 38391  38398 38401 38403 38407 38408
## Predicted   108.0   102 95.32   117 118.3 112.8 117.29   117 116.4 111.7 108.3
## cvpred      107.9   102 95.03   117 118.4 112.8 117.35   117 116.4 111.7 108.3
## pm2.5       137.0   124 99.00    70  79.0 147.0 123.00   174 215.0 122.0  66.0
## CV residual  29.1    22  3.97   -47 -39.4  34.2   5.65    57  98.6  10.3 -42.3
##             38416 38417 38419 38420 38430 38438 38443 38444 38445 38449 38452
## Predicted   111.8 111.8 108.2 107.7   115 114.1 109.6 110.3 108.9 105.5   117
## cvpred      111.8 111.8 108.2 107.7   115 114.2 109.5 110.2 108.8 105.3   117
## pm2.5        16.0  18.0  22.0  22.0    85  90.0 130.0 132.0 136.0 146.0   178
## CV residual -95.8 -93.8 -86.2 -85.7   -30 -24.2  20.5  21.8  27.2  40.7    61
##             38457 38460   38462 38464 38471 38477  38478  38479 38486 38488
## Predicted     119   117 111.758 101.9  90.7  85.6 115.91 116.60 102.0  97.0
## cvpred        119   117 111.738 101.8  90.3  85.1 115.98 116.66 101.9  96.8
## pm2.5         258   224 111.000  43.0  65.0  96.0 109.00 110.00  61.0  46.0
## CV residual   139   107  -0.738 -58.8 -25.3  10.9  -6.98  -6.66 -40.9 -50.8
##             38498 38499 38503 38505  38508 38516 38519   38524 38525 38526
## Predicted   110.0 116.6 114.7 113.5 110.24 114.9 112.2 117.947 117.6 119.0
## cvpred      109.9 116.7 114.8 113.4 110.15 114.9 112.2 117.998 117.6 119.1
## pm2.5        92.0  89.0  84.0 102.0 104.00  79.0  88.0 117.000 140.0 150.0
## CV residual -17.9 -27.7 -30.8 -11.4  -6.15 -35.9 -24.2  -0.998  22.4  30.9
##             38528 38534 38545 38546 38548 38551 38552 38553 38554 38555 38556
## Predicted   119.4  85.5 111.8   111   111 111.8 112.8 107.2 108.1 104.4 102.1
## cvpred      119.4  85.2 111.8   112   111 111.8 112.8 107.3 108.2 104.5 102.1
## pm2.5       132.0  13.0  15.0    10     9  20.0  20.0  18.0  15.0  15.0  16.0
## CV residual  12.6 -72.2 -96.8  -102  -102 -91.8 -92.8 -89.3 -93.2 -89.5 -86.1
##             38557 38562 38564 38565 38566 38569 38570  38578 38582 38585 38588
## Predicted   101.5  88.0 105.7 102.7 104.0 112.1 105.7  96.20  78.9  69.8  55.2
## cvpred      101.5  87.7 105.8 102.8 104.1 112.2 105.8  96.09  78.4  69.1  54.3
## pm2.5        19.0  27.0  23.0  28.0  27.0  26.0  26.0 100.00  17.0  12.0  14.0
## CV residual -82.5 -60.7 -82.8 -74.8 -77.1 -86.2 -79.8   3.91 -61.4 -57.1 -40.3
##             38592 38594 38599 38601 38606 38609 38613 38617 38618 38620 38622
## Predicted   109.2 107.8   115 112.8 107.2  98.4  90.1  85.9   115 114.2 113.6
## cvpred      109.2 107.9   115 112.9 107.2  98.3  89.7  85.4   115 114.2 113.7
## pm2.5        13.0  13.0    44  43.0  21.0  34.0  32.0  44.0    38  42.0  54.0
## CV residual -96.2 -94.9   -71 -69.9 -86.2 -64.3 -57.7 -41.4   -77 -72.2 -59.7
##             38625 38628 38632 38636 38639 38644   38645 38647   38656   38659
## Predicted   112.6 113.8 107.4 110.7 113.2 115.2 113.122 111.8 106.205  99.274
## cvpred      112.6 113.9 107.5 110.7 113.2 115.3 113.182 111.9 106.084  99.055
## pm2.5        77.0  52.0  19.0  29.0  63.0 102.0 113.000  67.0 107.000 100.000
## CV residual -35.6 -61.9 -88.5 -81.7 -50.2 -13.3  -0.182 -44.9   0.916   0.945
##              38660 38664  38670  38671  38678  38679 38680 38681 38683 38685
## Predicted   99.398  92.8 116.96 117.29 116.60 117.65 115.4 115.5 114.2 113.8
## cvpred      99.153  92.5 117.03 117.36 116.66 117.72 115.4 115.5 114.2 113.8
## pm2.5       99.000  76.0 115.00 115.00 119.00 127.00 139.0 134.0 135.0 143.0
## CV residual -0.153 -16.5  -2.03  -2.36   2.34   9.28  23.6  18.5  20.8  29.2
##             38686 38689 38690 38692 38694 38698 38700 38704 38705 38707 38708
## Predicted   112.6 113.5 119.0 115.8 116.7 107.8 104.6 117.4 115.4 110.8 109.4
## cvpred      112.5 113.4 119.1 115.9 116.8 107.7 104.4 117.5 115.4 110.7 109.3
## pm2.5       140.0  83.0  68.0  52.0  49.0  46.0  32.0  37.0  62.0  62.0  53.0
## CV residual  27.5 -30.4 -51.1 -63.9 -67.8 -61.7 -72.4 -80.5 -53.4 -48.7 -56.3
##             38711 38712 38719 38723 38727 38728 38729 38731 38732 38734 38742
## Predicted   116.7 116.6 115.4 116.6 113.8 113.3 114.2   115 114.0 112.7 115.6
## cvpred      116.8 116.7 115.4 116.7 113.9 113.3 114.3   115 114.1 112.8 115.7
## pm2.5        60.0  59.0  18.0  18.0  31.0  28.0  31.0    34  32.0  46.0  35.0
## CV residual -56.8 -57.7 -97.4 -98.7 -82.9 -85.3 -83.3   -81 -82.1 -66.8 -80.7
##             38744 38745 38750 38751 38754 38759 38764 38767 38769 38771 38775
## Predicted   113.8 111.8 113.3   112 107.9 102.6 115.9   118 116.6 115.4 113.4
## cvpred      113.8 111.8 113.3   112 107.8 102.5 115.9   118 116.6 115.4 113.5
## pm2.5        31.0  29.0  30.0    28  43.0  57.0  77.0    88  88.0  79.0  42.0
## CV residual -82.8 -82.8 -83.3   -84 -64.8 -45.5 -38.9   -30 -28.6 -36.4 -71.5
##             38787 38790 38793 38794 38798 38799 38800 38801 38805 38807 38808
## Predicted   116.7 117.6 118.3   118   116 114.7 114.7   114 112.8 110.0 109.9
## cvpred      116.8 117.7 118.4   118   116 114.7 114.7   114 112.8 109.9 109.9
## pm2.5        57.0  90.0 102.0    90    43  45.0  43.0    49  60.0  70.0  81.0
## CV residual -59.8 -27.7 -16.4   -28   -73 -69.7 -71.7   -65 -52.8 -39.9 -28.9
##             38814 38820 38824 38825 38829 38830 38835 38837 38841 38843 38845
## Predicted     118 119.0   107   116   115   115 115.2 113.3   108 102.4  97.8
## cvpred        118 119.1   107   116   115   115 115.3 113.4   108 102.3  97.6
## pm2.5          96 101.0     6     6    10    12  25.0  17.0     6   4.0   3.0
## CV residual   -22 -18.1  -101  -110  -105  -103 -90.3 -96.4  -102 -98.3 -94.6
##             38850 38855 38858 38859 38864 38865 38866 38867 38869 38875 38877
## Predicted     113 111.5   116 115.6   114   116 115.6   116 115.2 113.7 116.6
## cvpred        113 111.5   116 115.7   114   116 115.7   116 115.3 113.7 116.7
## pm2.5           6  26.0    69  45.0    26    25  45.0    58  48.0  19.0  30.0
## CV residual  -107 -85.5   -47 -70.7   -88   -91 -70.7   -58 -67.3 -94.7 -86.7
##             38878 38879 38882 38894 38899 38900 38901 38905 38907 38914 38915
## Predicted   116.3 116.6 116.3 113.2 113.4 111.5 110.2 115.2 116.3   117 116.2
## cvpred      116.3 116.7 116.3 113.2 113.4 111.5 110.2 115.3 116.3   117 116.3
## pm2.5        44.0  38.0  35.0  32.0  15.0  33.0  19.0  52.0  67.0    83  99.0
## CV residual -72.3 -78.7 -81.3 -81.2 -98.4 -78.5 -91.2 -63.3 -49.3   -34 -17.3
##             38917 38923 38928  38931 38937 38938 38939 38940 38941 38942 38944
## Predicted   115.7 113.9   118 116.93 114.1 111.4   115   115 113.3 111.3 114.5
## cvpred      115.7 113.9   118 116.99 114.1 111.4   115   115 113.3 111.3 114.6
## pm2.5        80.0  94.0    94 114.00  59.0  43.0    13    13  16.0  13.0  18.0
## CV residual -35.7 -19.9   -24  -2.99 -55.1 -68.4  -102  -102 -97.3 -98.3 -96.6
##             38949 38951 38952 38958 38959 38960 38964 38967 38973 38974 38978
## Predicted     114 111.8 116.3 114.6 114.1 111.8 114.9   115   113 117.1   118
## cvpred        114 111.8 116.3 114.7 114.1 111.7 114.9   115   113 117.1   118
## pm2.5          19  44.0  33.0  39.0  28.0  35.0  23.0    12    40  44.0    99
## CV residual   -95 -67.8 -83.3 -75.7 -86.1 -76.7 -91.9  -103   -73 -73.1   -19
##             38981  38983 38984 38987 38989 38993 38996 38997 39001 39003 39007
## Predicted   118.7 119.72 119.4 117.4 116.7 113.7   118 118.7 118.3 118.3   118
## cvpred      118.7 119.78 119.4 117.5 116.8 113.7   118 118.7 118.4 118.4   118
## pm2.5       108.0 126.00 103.0  49.0  25.0  48.0    14  24.0  37.0  39.0    28
## CV residual -10.7   6.22 -16.4 -68.5 -91.8 -65.7  -104 -94.7 -81.4 -79.4   -90
##             39008 39018 39021 39022 39031  39039 39042 39043 39044 39046 39055
## Predicted   117.2 115.5 114.9 114.3 119.7 114.18 111.6 118.1 116.5 113.3 117.7
## cvpred      117.3 115.5 114.9 114.3 119.8 114.16 111.6 118.1 116.5 113.3 117.7
## pm2.5        18.0  50.0  58.0  70.0 161.0 105.00 156.0 100.0  62.0  61.0 162.0
## CV residual -99.3 -65.5 -56.9 -44.3  41.2  -9.16  44.4 -18.1 -54.5 -52.3  44.3
##             39058 39060 39062 39067  39070 39071 39077 39080 39084 39086 39087
## Predicted   120.0 120.0 117.2   115 120.05 119.7   118 119.0 119.4 117.4 116.7
## cvpred      120.1 120.1 117.2   115 120.11 119.7   118 119.1 119.4 117.4 116.7
## pm2.5       169.0 178.0 196.0    96 111.00 103.0    13  29.0  47.0  77.0 103.0
## CV residual  48.9  57.9  78.8   -19  -9.11 -16.7  -105 -90.1 -72.4 -40.4 -13.7
##             39090 39093 39096 39100 39103 39106 39108 39110 39115 39117 39120
## Predicted   114.1 119.0 118.1   118 119.0 115.8 117.3 115.0 112.9 109.7 119.7
## cvpred      114.1 119.1 118.2   118 119.1 115.8 117.4 115.1 112.9 109.6 119.8
## pm2.5       148.0  76.0  63.0    71  82.0  46.0  24.0  22.0  83.0  80.0 144.0
## CV residual  33.9 -43.1 -55.2   -47 -37.1 -69.8 -93.4 -93.1 -29.9 -29.6  24.2
##             39123 39125 39127   39128 39132  39134 39139 39144 39148 39149
## Predicted   119.4 119.7 119.7 119.358 114.0 110.07 102.4   118 119.0 118.8
## cvpred      119.4 119.8 119.8 119.421 113.9 109.98 102.1   118 119.1 118.9
## pm2.5       153.0 141.0 158.0 119.000 200.0 116.00  65.0    74  59.0  39.0
## CV residual  33.6  21.2  38.2  -0.421  86.1   6.02 -37.1   -44 -60.1 -79.9
##             39151 39152 39155 39156 39158 39163 39164 39165 39167 39169 39171
## Predicted   118.7 118.1 114.5   113   117 116.7 115.4 114.2 112.7 111.7 111.0
## cvpred      118.7 118.2 114.5   113   117 116.8 115.4 114.2 112.7 111.6 110.9
## pm2.5        41.0  63.0  22.0    13    12  20.0  38.0  61.0  89.0  74.0  70.0
## CV residual -77.7 -55.2 -92.5  -100  -105 -96.8 -77.4 -53.2 -23.7 -37.6 -40.9
##             39173 39174 39177 39179 39186 39190 39193 39194 39195 39198 39199
## Predicted   109.9 119.0 118.3   118 112.8   118 114.6 113.2 118.3   118 116.9
## cvpred      109.8 119.1 118.4   118 112.8   118 114.6 113.2 118.4   118 116.9
## pm2.5        76.0  72.0  73.0    74  57.0    18  16.0  18.0  23.0    15  18.0
## CV residual -33.8 -47.1 -45.4   -44 -55.8  -100 -98.6 -95.2 -95.4  -103 -98.9
##             39201 39206 39207 39209 39210 39217 39218 39220 39223 39225 39227
## Predicted   116.2 118.7 116.7 116.1 116.7 116.4 115.1 113.2 108.7 105.8 101.9
## cvpred      116.2 118.7 116.8 116.1 116.8 116.4 115.2 113.2 108.6 105.7 101.7
## pm2.5        38.0  50.0  50.0  36.0  41.0  36.0  31.0  27.0  25.0  18.0  19.0
## CV residual -78.2 -68.7 -66.8 -80.1 -75.8 -80.4 -84.2 -86.2 -83.6 -87.7 -82.7
##             39234 39235 39239 39240 39242 39250 39255 39258 39262 39269 39270
## Predicted   114.5 115.4 113.7   113 112.6 119.0 113.9 108.3 104.9 100.9 119.0
## cvpred      114.6 115.4 113.7   113 112.6 119.1 113.8 108.2 104.8 100.7 119.1
## pm2.5        26.0  24.0  28.0    29  44.0  68.0  40.0  48.0  57.0  69.0  77.0
## CV residual -88.6 -91.4 -85.7   -84 -68.6 -51.1 -73.8 -60.2 -47.8 -31.7 -42.1
##             39273 39274   39280 39286 39289 39293 39295 39303 39309 39310 39312
## Predicted     118 117.2 109.644 102.1  98.9 121.1 120.7 118.8 121.1 121.1   119
## cvpred        118 117.3 109.516 101.8  98.5 121.2 120.8 118.9 121.2 121.2   119
## pm2.5          86  74.0 109.000 127.0 159.0 191.0 196.0  62.0  62.0  61.0    75
## CV residual   -32 -43.3  -0.516  25.2  60.5  69.8  75.2 -56.9 -59.2 -60.2   -44
##             39313 39316 39317 39322 39326 39327 39328 39330 39331 39338 39339
## Predicted   118.5 111.2   117   113   113   110   109 111.4 110.6 114.7 112.4
## cvpred      118.5 111.2   117   113   113   110   109 111.4 110.7 114.7 112.4
## pm2.5        62.0  46.0    17    10    12     7    10  13.0  13.0  22.0  35.0
## CV residual -56.5 -65.2  -100  -103  -101  -103   -99 -98.4 -97.7 -92.7 -77.4
##             39346 39347 39358 39359 39364 39379 39381 39383 39384 39389 39392
## Predicted   101.8 101.2 116.2 115.9 117.6 107.5 106.7 106.0 104.7 118.7 119.0
## cvpred      101.6 101.1 116.3 115.9 117.7 107.4 106.6 105.8 104.5 118.7 119.1
## pm2.5        17.0  16.0  21.0  25.0  32.0  39.0  62.0  66.0  69.0  84.0  80.0
## CV residual -84.6 -85.1 -95.3 -90.9 -85.7 -68.4 -44.6 -39.8 -35.5 -34.7 -39.1
##             39394 39395 39397 39399 39401 39405 39406 39409 39413 39415 39416
## Predicted   119.4   118 116.5 116.5 110.5 102.6 100.3  98.5  96.5 119.0 118.7
## cvpred      119.4   118 116.5 116.5 110.5 102.5 100.1  98.2  96.1 119.1 118.7
## pm2.5        61.0    64  93.0  95.0  72.0  45.0  51.0  59.0  76.0 100.0 108.0
## CV residual -58.4   -54 -23.5 -21.5 -38.5 -57.5 -49.1 -39.2 -20.1 -19.1 -10.7
##             39419  39422 39433 39435 39445 39446 39447 39448 39449 39450 39451
## Predicted   116.7 113.26 120.0 120.0 120.0 121.1 120.7 120.4 120.0 120.7 120.7
## cvpred      116.7 113.21 120.1 120.1 120.1 121.2 120.8 120.4 120.1 120.8 120.7
## pm2.5       105.0 116.00  27.0  34.0  56.0  64.0  66.0  72.0  78.0  78.0  84.0
## CV residual -11.7   2.79 -93.1 -86.1 -64.1 -57.2 -54.8 -48.4 -42.1 -42.8 -36.7
##             39456 39460 39464 39474 39475 39479 39480 39481 39483 39488 39491
## Predicted   120.7 117.5   121   118 116.8   122   122   122   122   119 122.5
## cvpred      120.8 117.5   121   118 116.7   122   122   122   123   119 122.5
## pm2.5       111.0 190.0   259   167 161.0   237   250   295   299   226 153.0
## CV residual  -9.8  72.5   138    49  44.3   115   128   173   176   107  30.5
##             39493 39495 39498 39499 39505 39507 39508 39512  39513 39515 39516
## Predicted   120.7   120 118.7   116 121.8 120.7 120.4 121.4 120.70 119.4 118.7
## cvpred      120.8   120 118.7   116 121.8 120.8 120.4 121.5 120.75 119.4 118.7
## pm2.5       152.0   137 200.0   213 168.0 174.0 169.0 148.0 125.00 105.0 114.0
## CV residual  31.2    17  81.3    97  46.2  53.2  48.6  26.5   4.25 -14.4  -4.7
##             39518 39521 39523 39524  39526 39527 39528 39530 39532 39533 39534
## Predicted     116 119.8 118.6 117.7 116.23 115.9 115.8 113.3   111 110.0   109
## cvpred        116 119.9 118.6 117.7 116.19 115.8 115.8 113.2   111 109.8   109
## pm2.5          80  74.0  77.0  77.0 107.00 157.0 184.0 207.0   212 209.0   237
## CV residual   -36 -45.9 -41.6 -40.7  -9.19  41.2  68.2  93.8   101  99.2   128
##             39535 39537 39543 39544 39548 39552 39553 39554 39555  39556 39561
## Predicted     109   106 100.8 100.2  93.8  90.4  89.0  88.3  86.9 121.09 118.2
## cvpred        108   106 100.4  99.9  93.3  89.9  88.4  87.7  86.3 121.16 118.2
## pm2.5         252   240 153.0 153.0 167.0 153.0 139.0 133.0 130.0 116.00  80.0
## CV residual   144   134  52.6  53.1  73.7  63.1  50.6  45.3  43.7  -5.16 -38.2
##             39565 39567 39574 39576 39581 39584 39590 39594 39600 39604 39607
## Predicted   114.9 111.7   101  98.1 121.1 121.4 114.4   116 119.0   118   114
## cvpred      114.9 111.6   100  97.8 121.2 121.5 114.4   116 119.1   118   114
## pm2.5       132.0 165.0   223 235.0 164.0 144.0  16.0    11  42.0    37    16
## CV residual  17.1  53.4   123 137.2  42.8  22.5 -98.4  -105 -77.1   -81   -98
##             39609 39611 39614 39615 39618 39620 39622 39625 39626 39627 39628
## Predicted   110.8   116   115   114   118 113.1 111.8 119.0 119.7 119.7 119.7
## cvpred      110.8   116   115   114   118 113.1 111.8 119.1 119.8 119.8 119.8
## pm2.5        17.0    11     9     8    14  32.0  29.0  34.0  28.0  52.0  70.0
## CV residual -93.8  -105  -106  -106  -104 -81.1 -82.8 -85.1 -91.8 -67.8 -49.8
##             39630 39631 39633 39634 39636 39640 39643 39646 39647 39652 39655
## Predicted   118.3 118.3 114.4 111.6   116 109.9 105.4 100.8  98.5 119.0 117.4
## cvpred      118.4 118.3 114.4 111.6   116 109.9 105.3 100.6  98.2 119.1 117.5
## pm2.5        39.0  31.0  25.0  28.0    25  35.0  18.0  31.0  40.0  58.0  61.0
## CV residual -79.4 -87.3 -89.4 -83.6   -91 -74.9 -87.3 -69.6 -58.2 -61.1 -56.5
##             39657 39659 39661 39662 39669 39670 39672 39675 39680 39683 39692
## Predicted   115.0   111   115   115 117.6   118   118 117.3 107.5 101.6 107.9
## cvpred      115.1   111   115   115 117.7   118   118 117.4 107.4 101.5 107.8
## pm2.5        35.0    11    12     9  28.0    32    35  21.0  12.0   9.0  17.0
## CV residual -80.1  -100  -103  -106 -89.7   -86   -83 -96.4 -95.4 -92.5 -90.8
##             39694 39701 39704 39709 39710 39716 39718 39723 39726 39729 39730
## Predicted   113.8 114.1 115.0   111   113 114.8 118.3 119.0   116 116.7 115.5
## cvpred      113.9 114.2 115.1   111   113 114.8 118.4 119.1   116 116.8 115.5
## pm2.5        19.0  19.0  17.0    10    10  20.0  35.0  44.0    23  19.0  22.0
## CV residual -94.9 -95.2 -98.1  -101  -103 -94.8 -83.4 -75.1   -93 -97.8 -93.5
##             39731 39735 39738 39739 39741 39742 39743 39753 39754 39755 39757
## Predicted   112.9 113.8 110.7 109.4 119.0   115 114.3 117.4   118 118.1 114.6
## cvpred      112.9 113.8 110.6 109.4 119.1   115 114.4 117.5   118 118.2 114.6
## pm2.5        18.0  29.0  36.0  42.0  36.0    30  15.0  44.0    49  50.0  50.0
## CV residual -94.9 -84.8 -74.6 -67.4 -83.1   -85 -99.4 -73.5   -69 -68.2 -64.6
##             39766 39767 39771  39772 39773 39774 39775   39776 39780 39781
## Predicted   100.0  99.9 120.0 120.02 121.1 120.7 121.1 120.733 121.4 121.1
## cvpred       99.7  99.6 120.1 120.06 121.2 120.8 121.2 120.792 121.5 121.2
## pm2.5        62.0  73.0 112.0 113.00  85.0  90.0  85.0 121.000 160.0 159.0
## CV residual -37.7 -26.6  -8.1  -7.06 -36.2 -30.8 -36.2   0.208  38.5  37.8
##             39782 39783 39784 39785 39788 39792 39796 39797  39798 39800 39801
## Predicted   122.1 121.4 120.9 119.6 112.2 120.0 120.0 120.0 120.40 119.9 120.2
## cvpred      122.2 121.5 120.9 119.7 112.1 120.1 120.1 120.1 120.47 119.9 120.2
## pm2.5       172.0 142.0 146.0 134.0  60.0  74.0 112.0 128.0 126.00 135.0 142.0
## CV residual  49.8  20.5  25.1  14.3 -52.1 -46.1  -8.1   7.9   5.53  15.1  21.8
##             39802  39805 39807 39809 39819 39821  39822  39824  39829 39833
## Predicted   120.7 119.30 116.4 114.4 120.9 120.4 121.27 120.38 122.11 119.2
## cvpred      120.8 119.33 116.4 114.4 120.9 120.4 121.34 120.43 122.17 119.2
## pm2.5       144.0 129.00 130.0 162.0 154.0 131.0 128.00 112.00 125.00  96.0
## CV residual  23.2   9.67  13.6  47.6  33.1  10.6   6.66  -8.43   2.83 -23.2
##             39834 39835 39837 39839 39842 39849 39852 39854 39855 39856 39858
## Predicted   116.9 115.3 114.6 123.2 121.4 122.4 120.3 120.9 121.2 119.6 115.7
## cvpred      116.9 115.3 114.5 123.2 121.4 122.5 120.3 120.9 121.3 119.6 115.6
## pm2.5        80.0  96.0 103.0  80.0  69.0  68.0  52.0  57.0  51.0  45.0  45.0
## CV residual -36.9 -19.3 -11.5 -43.2 -52.4 -54.5 -68.3 -63.9 -70.3 -74.6 -70.6
##             39863 39865 39867 39875 39878 39879 39881 39887 39888 39893 39894
## Predicted   109.9 107.6 122.8 117.6   113   111 106.2  94.9  93.6  89.1  87.9
## cvpred      109.7 107.4 122.9 117.6   113   111 105.9  94.4  93.2  88.6  87.3
## pm2.5        81.0  41.0  60.0  60.0    67    85  79.0  52.0  48.0  59.0  59.0
## CV residual -28.7 -66.4 -62.9 -57.6   -46   -26 -26.9 -42.4 -45.2 -29.6 -28.3
##             39896 39897 39902 39905 39907 39908 39909 39911 39915 39916 39920
## Predicted   115.2 112.9   116   119   119   119 116.1   117   114   117 112.8
## cvpred      115.2 112.8   116   119   119   119 116.1   117   114   117 112.8
## pm2.5        20.0  20.0    15    13    14    15  17.0    11    13    10  18.0
## CV residual -95.2 -92.8  -101  -106  -105  -104 -99.1  -106  -101  -107 -94.8
##             39921 39931 39933 39934 39939 39940 39941 39943 39945 39946 39956
## Predicted   112.8 106.7   117 115.5 107.5 107.4 118.5   119 119.7   119 117.8
## cvpred      112.8 106.6   117 115.5 107.4 107.3 118.6   119 119.8   119 117.8
## pm2.5        19.0  15.0    12  19.0  20.0  21.0  23.0    13  20.0    16  42.0
## CV residual -93.8 -91.6  -105 -96.5 -87.4 -86.3 -95.6  -106 -99.8  -103 -75.8
##             39957 39959 39960 39961 39962 39964 39967 39969 39973 39980 39983
## Predicted   116.2 119.7 120.4 121.1 121.1   121 120.4 120.2 119.5 115.4 120.4
## cvpred      116.2 119.8 120.5 121.2 121.2   121 120.5 120.3 119.6 115.4 120.5
## pm2.5        46.0  42.0  41.0  46.0  55.0    50  82.0  76.0  89.0  24.0  63.0
## CV residual -70.2 -77.8 -79.5 -75.2 -66.2   -71 -38.5 -44.3 -30.6 -91.4 -57.5
##             39995 39996 40005 40006 40007 40008 40013 40014 40015 40017  40018
## Predicted   111.7 118.1 104.4 104.4   103 103.1 118.7 118.3 118.6 120.0 119.69
## cvpred      111.6 118.2 104.3 104.3   103 102.9 118.7 118.4 118.7 120.1 119.75
## pm2.5        49.0  40.0  55.0  61.0    69  69.0 136.0 146.0 149.0 137.0 113.00
## CV residual -62.6 -78.2 -49.3 -43.3   -34 -33.9  17.3  27.6  30.3  16.9  -6.75
##             40022 40023 40025 40027 40028 40030 40034 40036 40037 40039 40042
## Predicted   118.6 117.8 112.5   108   106 104.0  98.5 95.96  95.9 119.0 119.0
## cvpred      118.7 117.8 112.4   108   106 103.8  98.2 95.64  95.6 119.1 119.1
## pm2.5        80.0  62.0  62.0    72    63  62.0  68.0 86.00  97.0 111.0 113.0
## CV residual -38.7 -55.8 -50.4   -36   -43 -41.8 -30.2 -9.64   1.4  -8.1  -6.1
##              40046 40047 40048 40049  40053 40054 40055  40057 40060 40061
## Predicted   115.47 112.8 111.5 110.2 103.40 102.7 102.0 100.68  98.1  96.9
## cvpred      115.49 112.8 111.5 110.1 103.17 102.4 101.7 100.39  97.8  96.5
## pm2.5       120.00  99.0  87.0  93.0  99.00  88.0  83.0  93.00 121.0 127.0
## CV residual   4.51 -13.8 -24.5 -17.1  -4.17 -14.4 -18.7  -7.39  23.2  30.5
##              40067  40069 40077 40078 40080 40082 40086 40091 40094 40098 40101
## Predicted   120.38 118.46 98.93  98.4 96.93 95.64  90.8  84.5  75.8  67.4  62.9
## cvpred      120.43 118.51 98.62  98.0 96.57 95.25  90.3  83.9  75.1  66.5  61.9
## pm2.5       111.00 110.00 89.00  88.0 89.00 90.00 135.0 125.0  97.0  89.0  86.0
## CV residual  -9.43  -8.51 -9.62 -10.0 -7.57 -5.25  44.7  41.1  21.9  22.5  24.1
##             40105 40114 40115 40117 40122 40124 40125 40128 40129 40138 40146
## Predicted    56.0 121.4 120.7 118.8   114 113.4 113.0 121.8 121.4   120 109.6
## cvpred       54.9 121.5 120.8 118.8   114 113.3 112.9 121.8 121.5   120 109.4
## pm2.5        78.0 159.0 151.0 148.0   130 157.0 185.0 211.0 201.0   227 134.0
## CV residual  23.1  37.5  30.2  29.2    16  43.7  72.1  89.2  79.5   107  24.6
##             40149 40150 40152 40154 40157 40160 40161  40165 40169 40174 40176
## Predicted   107.4 106.7   105 103.8 121.4 122.1 121.4 121.42 118.9 122.5 123.2
## cvpred      107.2 106.5   105 103.6 121.5 122.2 121.4 121.48 118.9 122.5 123.2
## pm2.5       135.0 167.0   206 154.0 132.0 159.0 179.0 123.00  94.0 134.0 101.0
## CV residual  27.8  60.5   101  50.4  10.5  36.8  57.6   1.52 -24.9  11.5 -22.2
##             40178 40179 40183 40184 40185 40187 40189 40194 40202 40203 40204
## Predicted   122.1 121.4 122.8 122.3 121.5 123.5 122.1 120.8 123.2 123.9 123.2
## cvpred      122.1 121.4 122.9 122.3 121.6 123.5 122.1 120.8 123.2 123.9 123.2
## pm2.5        79.0  85.0  69.0  62.0  57.0  87.0 101.0 104.0 146.0 158.0 184.0
## CV residual -43.1 -36.4 -53.9 -60.3 -64.6 -36.5 -21.1 -16.8  22.8  34.1  60.8
##             40205 40206 40211 40213 40214 40216 40217 40218 40219 40220 40225
## Predicted   123.9 122.8 123.3 122.6 122.3 120.3 118.3 120.9 122.5 122.8 123.2
## cvpred      123.9 122.9 123.4 122.7 122.3 120.3 118.3 120.9 122.5 122.9 123.2
## pm2.5       190.0 201.0  74.0  82.0  73.0  76.0 102.0  72.0  69.0  52.0  74.0
## CV residual  66.1  78.1 -49.4 -40.7 -49.3 -44.3 -16.3 -48.9 -53.5 -70.9 -49.2
##             40226 40227 40231 40235 40236 40243 40248 40254 40258 40265 40275
## Predicted   123.2 123.2 123.2   113   110   117   116   116 112.4 114.6 120.0
## cvpred      123.2 123.2 123.2   112   109   117   116   116 112.3 114.6 120.1
## pm2.5        80.0  92.0  90.0    10     7     7     4     9  14.0  32.0  48.0
## CV residual -43.2 -31.2 -33.2  -102  -102  -110  -112  -107 -98.3 -82.6 -72.1
##             40276 40277 40280 40284 40285 40286 40288 40293 40294 40295 40299
## Predicted   121.1 119.7 114.9 115.0   112   110   105 114.2 113.6 112.3 119.7
## cvpred      121.2 119.7 114.9 115.1   112   110   105 114.1 113.5 112.3 119.8
## pm2.5        49.0  60.0  68.0  16.0     8     6     2  25.0  28.0  46.0 105.0
## CV residual -72.2 -59.7 -46.9 -99.1  -104  -104  -103 -89.1 -85.5 -66.3 -14.8
##             40306 40308 40309 40312 40322 40326 40330 40332 40334 40335 40342
## Predicted   112.2 116.3 115.2 114.8 119.0 118.3 117.6   118   113 110.4   102
## cvpred      112.2 116.3 115.3 114.8 119.1 118.4 117.7   118   113 110.3   102
## pm2.5        52.0  55.0  48.0  43.0  29.0  51.0  83.0    85    56  45.0    58
## CV residual -60.2 -61.3 -67.3 -71.8 -90.1 -67.4 -34.7   -33   -57 -65.3   -44
##             40347 40349 40355 40361 40364 40366 40368 40374 40379 40382 40383
## Predicted   98.76 119.0 118.7 110.7 105.8 104.7   119 118.3 119.0   118   118
## cvpred      98.47 119.1 118.7 110.6 105.7 104.5   119 118.4 119.1   118   118
## pm2.5       90.00 123.0  95.0  54.0  46.0  55.0    18  28.0  39.0    36    32
## CV residual -8.47   3.9 -23.7 -56.6 -59.7 -49.5  -101 -90.4 -80.1   -82   -86
##             40387 40388 40393 40394 40399 40403 40405 40409 40412 40415 40418
## Predicted   113.1 111.9 119.4 118.4 110.6   113   113   112 117.5 115.4 118.3
## cvpred      113.1 111.8 119.4 118.5 110.5   113   113   112 117.5 115.4 118.4
## pm2.5        28.0  43.0  86.0  65.0  12.0     6     6     9  21.0  27.0  57.0
## CV residual -85.1 -68.8 -33.4 -53.5 -98.5  -107  -107  -103 -96.5 -88.4 -61.4
##             40420 40427 40428 40430 40431 40432 40433 40436 40439 40442 40444
## Predicted   114.5   114   114 111.5 115.6 115.2 113.8 118.3 116.7   118 118.1
## cvpred      114.6   114   114 111.5 115.7 115.3 113.9 118.4 116.8   118 118.2
## pm2.5        26.0    10    12  21.0  30.0  33.0  28.0  40.0  38.0    13  21.0
## CV residual -88.6  -104  -102 -90.5 -85.7 -82.3 -85.9 -78.4 -78.8  -105 -97.2
##             40451 40452 40453 40454 40459 40461 40464 40469 40470 40472 40474
## Predicted   118.1 118.7 117.4 116.2 118.7 118.7 118.3   116   117   117 115.5
## cvpred      118.2 118.7 117.5 116.2 118.7 118.7 118.4   116   117   117 115.5
## pm2.5        55.0  43.0  38.0  26.0  21.0  24.0  21.0    16    28    17  27.0
## CV residual -63.2 -75.7 -79.5 -90.2 -97.7 -94.7 -97.4  -100   -89  -100 -88.5
##             40475 40477 40479 40482 40483 40488 40489 40490 40492 40493 40496
## Predicted   119.0 118.7 115.1 108.8 106.5   118   118 119.2   118 118.3 119.4
## cvpred      119.1 118.7 115.1 108.7 106.4   118   118 119.3   118 118.4 119.4
## pm2.5        26.0  28.0  48.0  26.0  35.0    17    32  26.0    32  23.0 102.0
## CV residual -93.1 -90.7 -67.1 -82.7 -71.4  -101   -86 -93.3   -86 -95.4 -17.4
##              40497  40498 40500 40505 40507 40511 40512 40515 40520 40524 40529
## Predicted   119.35 118.10   118 113.4 113.1 119.4 118.6 119.4   120 118.7 115.5
## cvpred      119.42 118.14   118 113.4 113.1 119.4 118.7 119.4   120 118.7 115.5
## pm2.5       121.00 114.00    47  34.0  22.0  28.0  33.0  71.0    33  68.0  52.0
## CV residual   1.58  -4.14   -71 -79.4 -91.1 -91.4 -85.7 -48.4   -87 -50.7 -63.5
##             40530 40531 40533 40534 40540 40544 40553 40554 40557 40559 40561
## Predicted   114.9 114.4 119.7 119.7 114.9 119.0 111.5 110.3 109.0 119.7 119.7
## cvpred      114.9 114.3 119.8 119.8 114.9 119.1 111.5 110.2 108.9 119.8 119.8
## pm2.5        63.0  56.0  74.0  80.0  19.0  33.0  23.0  20.0  44.0  73.0  93.0
## CV residual -51.9 -58.3 -45.8 -39.8 -95.9 -86.1 -88.5 -90.2 -64.9 -46.8 -26.8
##             40565 40568 40569 40571 40574 40580 40581 40584 40586 40587 40589
## Predicted   118.5 115.1   118 119.0 117.4   108 106.8 101.9 102.2 119.0 119.0
## cvpred      118.6 115.1   118 119.1 117.4   108 106.7 101.7 101.9 119.1 119.1
## pm2.5        56.0  27.0    26  35.0  69.0    71  71.0  60.0  61.0  66.0  88.0
## CV residual -62.6 -88.1   -92 -84.1 -48.4   -37 -35.7 -41.7 -40.9 -53.1 -31.1
##             40590 40591  40594 40596 40597 40605 40608 40610 40611  40614
## Predicted   119.0 119.7 118.10 120.0 118.6   107 104.5 103.0 102.3 100.54
## cvpred      119.1 119.8 118.14 120.1 118.7   107 104.3 102.8 102.1 100.26
## pm2.5        94.0  97.0 123.00  93.0  78.0    80  70.0  71.0  68.0 104.00
## CV residual -25.1 -22.8   4.86 -27.1 -40.7   -27 -34.3 -31.8 -34.1   3.74
##              40617 40619 40620 40624  40635  40637 40639 40640 40641 40643
## Predicted   119.72 120.7 120.7 109.8 120.58 119.69 120.4 120.4 120.7 120.0
## cvpred      119.78 120.8 120.8 109.7 120.65 119.74 120.5 120.5 120.8 120.1
## pm2.5       112.00 107.0  99.0  77.0 112.00 122.00 133.0 140.0 153.0 169.0
## CV residual  -7.78 -13.8 -21.8 -32.7  -8.65   2.26  12.5  19.5  32.2  48.9
##             40644 40653 40656 40662 40665 40667 40672 40675 40676 40677 40684
## Predicted     119 118.4 116.7 118.7 119.4 119.4 119.7 120.0 119.3 120.4 121.1
## cvpred        119 118.5 116.8 118.7 119.4 119.4 119.8 120.1 119.4 120.5 121.2
## pm2.5         163 145.0  26.0  24.0  23.0  22.0  72.0  91.0  97.0 110.0 142.0
## CV residual    44  26.5 -90.8 -94.7 -96.4 -97.4 -47.8 -29.1 -22.4 -10.5  20.8
##             40689  40697 40698 40703 40705 40706 40709 40713 40714 40716 40729
## Predicted   120.0 117.56   117 121.4 115.6 118.7 120.4   118   114   108 119.0
## cvpred      120.1 117.59   117 121.5 115.6 118.7 120.5   119   114   108 119.1
## pm2.5       134.0 108.00    95 171.0  26.0  20.0  35.0     3     6     5  25.0
## CV residual  13.9  -9.59   -22  49.5 -89.6 -98.7 -85.5  -116  -108  -103 -94.1
##             40731 40737 40739 40742 40745 40747 40748 40755 40756 40757 40762
## Predicted   118.7 115.4   111   110   111   110 108.7 116.6   116 114.5 107.7
## cvpred      118.7 115.4   111   110   111   110 108.7 116.7   116 114.6 107.7
## pm2.5        27.0  17.0    10     9     6     8  11.0  35.0    39  40.0  19.0
## CV residual -91.7 -98.4  -101  -101  -105  -102 -97.7 -81.7   -77 -74.6 -88.7
##             40764 40765 40766 40768 40771 40772 40775 40777 40778 40779 40782
## Predicted   113.5 112.5   111 107.8 111.8 109.5 107.1   116 117.1 116.8 114.7
## cvpred      113.6 112.5   111 107.8 111.8 109.5 107.1   116 117.2 116.8 114.7
## pm2.5        17.0  13.0    10   8.0  13.0  19.0  29.0    57  71.0  68.0  45.0
## CV residual -96.6 -99.5  -101 -99.8 -98.8 -90.5 -78.1   -59 -46.2 -48.8 -69.7
##             40788 40791 40801 40811 40815 40820 40821 40823 40825 40827 40830
## Predicted   113.8   113 116.2 118.3   117 119.7 117.2 118.1 118.7 118.5 118.7
## cvpred      113.9   113 116.2 118.4   117 119.7 117.2 118.2 118.7 118.5 118.7
## pm2.5        25.0    48  89.0  62.0    73  99.0 129.0  74.0  79.0  80.0  78.0
## CV residual -88.9   -65 -27.2 -56.4   -44 -20.7  11.8 -44.2 -39.7 -38.5 -40.7
##             40836 40838 40839 40844  40848 40855 40857 40859 40861 40862 40863
## Predicted   119.0   118 119.4 119.3 120.38 119.3 120.0 120.0 120.0 119.3 120.2
## cvpred      119.1   118 119.4 119.4 120.43 119.4 120.1 120.1 120.1 119.3 120.2
## pm2.5        59.0    62  74.0  95.0 111.00 163.0 152.0 160.0 196.0 181.0 183.0
## CV residual -60.1   -56 -45.4 -24.4  -9.43  43.6  31.9  39.9  75.9  61.7  62.8
##              40864 40865 40868 40869 40878 40880 40883 40884 40886 40889 40890
## Predicted   121.09 121.4 121.1 120.4 120.0 120.4 120.2 118.8 120.0 115.2 119.1
## cvpred      121.16 121.5 121.2 120.5 120.1 120.5 120.2 118.8 120.1 115.2 119.2
## pm2.5       130.00 158.0 141.0 143.0  97.0  85.0 105.0  61.0  55.0  79.0  71.0
## CV residual   8.84  36.5  19.8  22.5 -23.1 -35.5 -15.2 -57.8 -65.1 -36.2 -48.2
##             40892 40897 40898 40899 40901 40904 40905 40908 40915 40916 40918
## Predicted   120.7 120.0 120.4 121.3 121.1 120.4 120.0 117.9 121.8 121.4 116.5
## cvpred      120.8 120.1 120.5 121.3 121.2 120.5 120.1 117.9 121.8 121.5 116.5
## pm2.5        75.0 103.0  96.0  95.0  96.0 106.0 109.0 139.0 157.0 163.0  84.0
## CV residual -45.8 -17.1 -24.5 -26.3 -25.2 -14.5 -11.1  21.1  35.2  41.5 -32.5
##             40919 40921 40926 40927 40928 40929 40933 40934 40936 40943 40945
## Predicted   118.8 119.7 119.4 119.4 118.6 119.4 119.7 119.4 119.4   118   118
## cvpred      118.9 119.8 119.4 119.4 118.7 119.4 119.8 119.4 119.4   118   118
## pm2.5        25.0  36.0  28.0  27.0  21.0  21.0  39.0  36.0  23.0     6    10
## CV residual -93.9 -83.8 -91.4 -92.4 -97.7 -98.4 -80.8 -83.4 -96.4  -112  -108
##             40946 40947 40951 40955 40960 40961 40964 40966 40968 40970 40974
## Predicted     117   115   114 108.7   114   113   108 105.4 117.3   117   117
## cvpred        117   116   114 108.6   114   113   108 105.3 117.4   117   117
## pm2.5           9     9     6  16.0    12    11    11  21.0  23.0    51    54
## CV residual  -108  -107  -108 -92.6  -102  -102   -97 -84.3 -94.4   -66   -63
##             40976 40979 40981 40983 40986 40988 40989 40991 40994 41010 41013
## Predicted   116.9 116.6   116 112.4 108.9 107.0 108.1   118 113.5 110.2 107.8
## cvpred      116.9 116.7   116 112.4 108.8 106.9 107.9   118 113.5 110.1 107.7
## pm2.5        56.0  44.0    31  33.0  27.0  31.0  38.0    49  61.0  68.0 143.0
## CV residual -60.9 -72.7   -85 -79.4 -81.8 -75.9 -69.9   -69 -52.5 -42.1  35.3
##             41014 41017 41029 41030 41043  41054  41058   41059  41061 41062
## Predicted   105.9 120.4 120.0 119.3 104.3 117.35 110.93 110.365 120.40 120.0
## cvpred      105.7 120.5 120.1 119.4 104.1 117.37 110.84 110.251 120.47 120.1
## pm2.5       155.0 148.0 138.0 132.0 143.0 111.00 105.00 110.000 124.00 129.0
## CV residual  49.3  27.5  17.9  12.6  38.9  -6.37  -5.84  -0.251   3.53   8.9
##             41063 41066 41067 41068 41070 41071 41073 41083 41084 41089 41091
## Predicted   119.7   112   107 105.8   112   110   107 110.5 108.2 114.5 114.9
## cvpred      119.7   112   107 105.7   112   110   107 110.5 108.2 114.6 114.9
## pm2.5       140.0     2     2   6.0     5     6     3  15.0  12.0  30.0  39.0
## CV residual  20.3  -110  -105 -99.7  -107  -104  -104 -95.5 -96.2 -84.6 -75.9
##             41097 41099 41104 41105 41107 41108 41109 41111 41112 41116 41117
## Predicted   113.1 113.8 114.7 113.4 112.1 110.9 112.6 108.7   106   117 117.3
## cvpred      113.1 113.9 114.7 113.5 112.1 110.9 112.6 108.6   106   117 117.4
## pm2.5        17.0  19.0  45.0  44.0  41.0  46.0  47.0  80.0    52    54  59.0
## CV residual -96.1 -94.9 -69.7 -69.5 -71.1 -64.9 -65.6 -28.6   -54   -63 -58.4
##             41129 41134 41137 41145 41146 41149 41152 41154  41155 41170 41174
## Predicted     109   105 115.9   115 116.6 118.3 116.5 119.4 119.35 118.3 117.3
## cvpred        109   105 115.9   115 116.7 118.4 116.6 119.4 119.42 118.4 117.3
## pm2.5          38    65  82.0    91  94.0  93.0  91.0  88.0 116.00  59.0  65.0
## CV residual   -71   -40 -33.9   -24 -22.7 -25.4 -25.6 -31.4  -3.42 -59.4 -52.3
##             41175 41176 41178 41184 41186 41189 41190 41199 41200 41203 41205
## Predicted     117 117.3 115.3 118.3 118.7 119.0 118.8 108.8 106.8 102.0  99.4
## cvpred        117 117.4 115.3 118.4 118.7 119.1 118.9 108.7 106.7 101.8  99.2
## pm2.5          68  45.0  63.0  51.0  50.0  64.0 108.0  39.0  38.0  48.0  67.0
## CV residual   -49 -72.4 -52.3 -67.4 -68.7 -55.1 -10.9 -69.7 -68.7 -53.8 -32.2
##             41207 41213 41219 41222 41224 41241 41249 41250 41256 41257 41258
## Predicted   117.6   118 108.9 101.3 109.2 104.2 102.2 105.4 112.1 111.8 112.8
## cvpred      117.7   118 108.9 101.3 109.2 104.1 102.2 105.4 112.2 111.8 112.9
## pm2.5        73.0    78  49.0  10.0  11.0  15.0   6.0  11.0  26.0  30.0  34.0
## CV residual -44.7   -40 -59.9 -91.3 -98.2 -89.1 -96.2 -94.4 -86.2 -81.8 -78.9
##             41260 41263 41265 41267 41268 41269 41273 41275 41276 41280 41287
## Predicted   113.5 109.6 110.9 111.1 110.3 113.2 115.6 115.6 115.2 111.3 112.6
## cvpred      113.6 109.6 110.9 111.1 110.4 113.2 115.7 115.7 115.3 111.3 112.6
## pm2.5        53.0  18.0  15.0  25.0  19.0  22.0  90.0  93.0  64.0  68.0  19.0
## CV residual -60.6 -91.6 -95.9 -86.1 -91.4 -91.2 -25.7 -22.7 -51.3 -43.3 -93.6
##             41295 41298 41300 41301 41303  41309 41311 41314 41320 41323 41326
## Predicted   113.5   112 110.6 109.3 115.2 113.30 110.4 107.4 108.6 107.1 106.4
## cvpred      113.5   112 110.6 109.3 115.3 113.37 110.4 107.3 108.6 107.1 106.3
## pm2.5        60.0    38  32.0  41.0  49.0 104.00  97.0 119.0  41.0  27.0  51.0
## CV residual -53.5   -74 -78.6 -68.3 -66.3  -9.37 -13.4  11.7 -67.6 -80.1 -55.3
##             41327 41331  41334  41337 41340 41342 41352 41353 41354 41358 41359
## Predicted   105.1 114.2 112.79 115.22 116.6 115.4 117.3 117.6 117.6   117 116.7
## cvpred      105.1 114.3 112.86 115.29 116.7 115.4 117.4 117.7 117.7   117 116.8
## pm2.5        61.0  78.0 110.00 110.00 150.0  91.0 140.0 144.0 141.0   136 128.0
## CV residual -44.1 -36.3  -2.86  -5.29  33.3 -24.4  22.6  26.3  23.3    19  11.2
##              41362  41363  41364    41366 41369 41373 41377 41379 41380 41383
## Predicted   117.26 118.34 118.31 116.9053 115.6 118.3   113 109.3 116.3 115.6
## cvpred      117.31 118.41 118.37 116.9507 115.6 118.4   113 109.2 116.3 115.7
## pm2.5       123.00 127.00 124.00 117.0000  95.0 159.0   229 146.0 133.0  80.0
## CV residual   5.69   8.59   5.63   0.0493 -20.6  40.6   116  36.8  16.7 -35.7
##             41385 41387 41389 41401 41402 41403  41409    41410 41419  41425
## Predicted     116   116 115.2 104.7 118.3   118 116.93 117.9757   118 118.67
## cvpred        116   116 115.2 104.6 118.4   118 116.99 118.0406   118 118.73
## pm2.5          59    64  67.0  75.0  77.0    70 112.00 118.0000   107 123.00
## CV residual   -57   -52 -48.2 -29.6 -41.4   -48  -4.99  -0.0406   -11   4.27
##             41426 41427 41428 41431 41437 41439 41443 41447 41448 41455 41456
## Predicted     118 119.0 117.8 115.1 116.4 117.6 118.3 116.2 117.3   118   118
## cvpred        118 119.1 117.8 115.1 116.4 117.7 118.4 116.3 117.4   118   118
## pm2.5         114 109.0  96.0  81.0  36.0  24.0  42.0  68.0  88.0     9    11
## CV residual    -4 -10.1 -21.8 -34.1 -80.4 -93.7 -76.4 -48.3 -29.4  -109  -107
##             41457 41462 41466 41471  41473 41474 41477 41478 41481  41482 41487
## Predicted   116.0 115.6   116 111.7 116.60 116.6 116.8 116.3 118.3 117.62 114.7
## cvpred      116.1 115.6   116 111.7 116.66 116.6 116.8 116.3 118.4 117.68 114.8
## pm2.5        17.0  16.0    10  64.0 111.00  82.0  91.0  81.0 105.0 121.00 157.0
## CV residual -99.1 -99.6  -106 -47.7  -5.66 -34.6 -25.8 -35.3 -13.4   3.32  42.2
##             41494 41495 41497 41502  41504 41507 41508 41510 41512 41517 41518
## Predicted     118 116.7 114.1 116.6 114.24 111.5 110.3 108.3 117.6   115 118.3
## cvpred        118 116.8 114.1 116.6 114.25 111.5 110.2 108.2 117.7   115 118.4
## pm2.5         157 145.0  60.0  96.0 111.00 126.0 130.0 129.0 155.0   219 196.0
## CV residual    39  28.2 -54.1 -20.6  -3.25  14.5  19.8  20.8  37.3   104  77.6
##             41523 41527 41529 41534 41536 41540 41545 41550 41552 41557 41559
## Predicted   115.4 112.6 111.8   111   111 115.2 115.6 114.5 114.5 115.9 113.9
## cvpred      115.4 112.6 111.9   111   112 115.3 115.7 114.6 114.6 115.9 113.9
## pm2.5        61.0  43.0  28.0     6    10  32.0  77.0  49.0  61.0  98.0  69.0
## CV residual -54.4 -69.6 -83.9  -105  -102 -83.3 -38.7 -65.6 -53.6 -17.9 -44.9
##             41561 41564 41565 41566 41569  41574 41579 41580 41581 41582 41584
## Predicted     111 108.4 108.7 118.3 116.6 116.27   111 107.4 103.2 100.2 108.1
## cvpred        111 108.3 108.6 118.4 116.7 116.34   111 107.4 103.1 100.1 108.2
## pm2.5          45  57.0  53.0  51.0  75.0 107.00    85  77.0  17.0  13.0  10.0
## CV residual   -66 -51.3 -55.6 -67.4 -41.7  -9.34   -26 -30.4 -86.1 -87.1 -98.2
##             41594 41595 41610 41616 41617 41620 41621 41623 41624 41625 41629
## Predicted   101.2 100.6 105.7 109.7 109.7 110.4 110.7 111.8 110.7 111.1 111.8
## cvpred      101.1 100.5 105.8 109.8 109.7 110.5 110.8 111.9 110.8 111.1 111.8
## pm2.5        20.0  24.0  20.0  60.0  78.0  89.0  80.0  69.0  58.0  62.0  91.0
## CV residual -81.1 -76.5 -85.8 -49.8 -31.7 -21.5 -30.8 -42.9 -52.8 -49.1 -20.8
##             41630 41631 41640 41642 41646 41647 41651 41652 41653 41654 41655
## Predicted   111.2 110.6 113.8 111.2 107.8 106.4 113.8 114.2 113.8 114.2 115.2
## cvpred      111.3 110.7 113.9 111.2 107.7 106.3 113.9 114.3 113.9 114.3 115.3
## pm2.5        96.0  71.0  86.0  69.0  73.0  80.0  61.0  75.0  64.0  39.0  31.0
## CV residual -15.3 -39.7 -27.9 -42.2 -34.7 -26.3 -52.9 -39.3 -49.9 -75.3 -84.3
##             41656 41658 41662 41664  41665 41673 41674 41675 41680 41681 41685
## Predicted     115 114.5 115.2 113.1 114.89 112.8   115 113.8 114.5 114.5   116
## cvpred        115 114.6 115.3 113.1 114.97 112.8   115 113.9 114.6 114.5   116
## pm2.5          27  27.0  93.0 132.0 121.00  57.0    53  59.0 172.0 182.0   177
## CV residual   -88 -87.6 -22.3  18.9   6.03 -55.8   -62 -54.9  57.4  67.5    61
##             41686 41688 41689 41690 41692 41696 41699 41700 41703  41707  41709
## Predicted   115.6   116   114 113.4 111.4 105.7 115.2 115.6   116 115.56 113.43
## cvpred      115.6   116   114 113.4 111.4 105.6 115.3 115.6   116 115.62 113.46
## pm2.5       161.0   152   130  94.0  81.0  55.0  61.0  75.0   105 109.00 112.00
## CV residual  45.4    36    16 -19.4 -30.4 -50.6 -54.3 -40.6   -11  -6.62  -1.46
##             41710 41719 41721 41724 41726 41727 41728 41736 41745 41747 41757
## Predicted   112.2 114.2 111.2 100.7  96.1  94.5 108.1 109.4 107.9 107.8 104.6
## cvpred      112.2 114.3 111.3 100.7  95.9  94.3 108.2 109.5 107.9 107.9 104.6
## pm2.5       101.0  63.0  50.0  10.0   7.0  10.0  12.0  34.0  25.0  22.0  61.0
## CV residual -11.2 -51.3 -61.3 -90.7 -88.9 -84.3 -96.2 -75.5 -82.9 -85.9 -43.6
##             41772  41773 41775 41776 41783 41784 41787 41789 41791 41792 41795
## Predicted   111.8 112.10 111.4 112.5   114   114   113   113   114   114   114
## cvpred      111.8 112.17 111.4 112.5   114   114   113   114   114   114   114
## pm2.5        82.0 104.00 140.0 158.0   284   326   269   232   217   215   236
## CV residual -29.8  -8.17  28.6  45.5   170   212   156   118   103   101   122
##             41796 41804 41807 41809 41810 41813 41820 41823 41834 41835 41836
## Predicted     114   116   116   115   115   114   116   116   115   116   115
## cvpred        114   116   116   115   115   114   116   116   115   116   115
## pm2.5         256   396   432   388   368   353   337   364   396   386   375
## CV residual   142   280   316   273   253   239   221   248   281   270   260
##             41837 41840 41842 41849 41850 41851 41853 41860 41861 41862 41874
## Predicted     115   116   117   113   113   117   116   116   116   116   114
## cvpred        115   116   117   113   113   117   116   116   116   116   114
## pm2.5         344   319   323   261   243   263   331   317   314   269   253
## CV residual   229   203   206   148   130   146   215   201   198   153   139
##             41877 41879 41884 41885 41886 41889 41890 41892 41893 41896 41899
## Predicted    99.8  93.4   111   111   111  97.5   106 102.2  98.8  99.4  94.7
## cvpred       99.7  93.2   111   111   111  97.5   106 102.2  98.8  99.4  94.6
## pm2.5        18.0   6.0     9     9     9   4.0     3   6.0   3.0   6.0   6.0
## CV residual -81.7 -87.2  -102  -102  -102 -93.5  -103 -96.2 -95.8 -93.4 -88.6
##             41900 41901 41908 41910 41911 41923 41924 41926 41930 41933 41934
## Predicted    95.5  94.3  84.1  84.1   105 105.9 105.2 108.3 108.7 105.0 104.3
## cvpred       95.4  94.2  83.9  83.8   105 105.9 105.2 108.4 108.8 105.1 104.3
## pm2.5         7.0  13.0   3.0   9.0     7  13.0  24.0  35.0  47.0  47.0  33.0
## CV residual -88.4 -81.2 -80.9 -74.8   -98 -92.9 -81.2 -73.4 -61.8 -58.1 -71.3
##             41935 41938 41942 41945 41956  41958 41960 41961 41962 41964 41969
## Predicted   106.6 104.3 104.7 100.2 110.1 108.66 110.1 110.4 109.7  98.1  72.3
## cvpred      106.7 104.3 104.7 100.2 110.2 108.74 110.2 110.5 109.8  98.0  72.0
## pm2.5        20.0  17.0  46.0  31.0 125.0 110.00  84.0  95.0  62.0  11.0   8.0
## CV residual -86.7 -87.3 -58.7 -69.2  14.8   1.26 -26.2 -15.5 -47.8 -87.0 -64.0
##             41971 41977 41978 41979 41982 41990 41991 41995 41999 42002 42003
## Predicted    67.2 105.6   105 106.6 105.5    96  93.2  86.6 108.7 108.3 108.0
## cvpred       66.7 105.7   105 106.7 105.6    96  93.1  86.4 108.8 108.4 108.1
## pm2.5         8.0  40.0    27  27.0  37.0    27  29.0  59.0  70.0  88.0  91.0
## CV residual -58.7 -65.7   -78 -79.7 -68.6   -69 -64.1 -27.4 -38.8 -20.4 -17.1
##             42008 42009 42014  42015  42017 42021 42022 42024 42025 42026
## Predicted   109.4 110.1 107.3 107.79 105.61 111.1 110.7   112 112.1 110.7
## cvpred      109.5 110.2 107.3 107.86 105.63 111.1 110.8   112 112.2 110.8
## pm2.5        99.0  95.0  82.0 105.00 103.00 144.0 189.0   225 211.0 197.0
## CV residual -10.5 -15.2 -25.3  -2.86  -2.63  32.9  78.2   113  98.8  86.2
##              42031 42038 42041 42044 42049 42051 42056 42057 42064 42070 42073
## Predicted   109.68 110.7   110   115   114   115   114   115 108.4 114.9 112.2
## cvpred      109.74 110.8   110   115   114   115   114   115 108.4 114.9 112.2
## pm2.5       117.00 186.0   215   272   406   389   356   344 183.0 197.0 161.0
## CV residual   7.26  75.2   105   157   292   274   242   229  74.6  82.1  48.8
##             42075 42081 42086 42091 42095 42100 42101 42110 42112 42113 42114
## Predicted   111.1   115   111   116 110.8 104.7 101.3  87.9 102.6 102.0 101.3
## cvpred      111.1   115   111   116 110.9 104.6 101.3  87.7 102.7 102.1 101.4
## pm2.5       171.0   203   285   256 143.0  33.0  31.0  37.0  35.0  33.0  41.0
## CV residual  59.9    88   174   140  32.1 -71.6 -70.3 -50.7 -67.7 -69.1 -60.4
##             42120  42126 42129  42133  42135 42139 42142 42145  42146 42162
## Predicted   108.7 108.33 107.4 109.70 108.42 110.4 111.1 112.1 112.13 110.3
## cvpred      108.8 108.41 107.5 109.78 108.46 110.5 111.2 112.2 112.22 110.4
## pm2.5        97.0 111.00  84.0 104.00 101.00  97.0 127.0 126.0 119.00 164.0
## CV residual -11.8   2.59 -23.5  -5.78  -7.46 -13.5  15.8  13.8   6.78  53.6
##             42163 42164 42165 42167 42168 42169 42177 42183 42185 42186 42187
## Predicted   113.0 112.6 112.3 111.8   112   112 107.5   115   113   113   114
## cvpred      113.1 112.7 112.4 111.9   112   112 107.5   115   113   113   114
## pm2.5       170.0 174.0 191.0 195.0   214   227 185.0   294   318   323   339
## CV residual  56.9  61.3  78.6  83.1   102   115  77.5   179   205   210   225
##             42189 42192 42196 42202 42203 42206 42207 42208 42211 42212 42213
## Predicted     114   114   114   110   110   115   115   114   116   115   116
## cvpred        114   114   114   110   110   115   115   114   116   115   116
## pm2.5         346   363   310   324   330   346   352   376   440   449   472
## CV residual   232   249   196   214   220   231   237   262   324   334   356
##             42215 42216 42219 42227 42234 42235 42238 42241 42244 42245 42247
## Predicted     115   115   113  90.2  72.5  71.3  96.4  91.2  87.8  88.5 103.0
## cvpred        115   115   113  90.1  72.2  70.9  96.5  91.2  87.7  88.4 103.1
## pm2.5         413   396   341  10.0   8.0   9.0  15.0  10.0   9.0  13.0  12.0
## CV residual   298   281   228 -80.1 -64.2 -61.9 -81.5 -81.2 -78.7 -75.4 -91.1
##             42248 42250 42252 42259 42261 42264 42270 42275 42277 42278 42282
## Predicted   102.6  98.5  96.4  93.3  91.9 107.3 106.3 107.6 107.3 106.5 106.4
## cvpred      102.7  98.6  96.4  93.3  91.7 107.4 106.3 107.7 107.3 106.6 106.4
## pm2.5        24.0  31.0  43.0  40.0  68.0  26.0  78.0  83.0  90.0  68.0  52.0
## CV residual -78.7 -67.6 -53.4 -53.3 -23.7 -81.4 -28.3 -24.7 -17.3 -38.6 -54.4
##             42287 42288 42293  42296  42298  42299  42303  42304 42309 42315
## Predicted   109.7 110.0 110.1 107.58 107.53 106.12 107.94 107.59 110.7   110
## cvpred      109.8 110.1 110.2 107.64 107.55 106.14 108.01 107.64 110.8   110
## pm2.5        59.0  74.0 129.0  98.00 106.00 111.00 107.00 113.00 176.0   214
## CV residual -50.8 -36.1  18.8  -9.64  -1.55   4.86  -1.01   5.36  65.2   104
##             42318 42322 42324 42326 42338 42339 42341 42342 42344 42345 42351
## Predicted   111.1 111.1 110.8 111.4   113   112   113 112.8 112.8   113 111.7
## cvpred      111.2 111.2 110.8 111.5   113   112   113 112.9 112.9   113 111.8
## pm2.5       198.0 137.0 161.0 178.0   216   232   229 206.0 211.0   225 143.0
## CV residual  86.8  25.8  50.2  66.5   103   120   116  93.1  98.1   112  31.2
##             42353 42355 42356 42357 42358 42359 42361 42362 42369 42370 42377
## Predicted   109.6 112.5 112.1   112 113.2 111.9 113.2 112.1 110.4 110.0  82.9
## cvpred      109.6 112.5 112.2   113 113.2 111.9 113.2 112.2 110.5 110.1  82.6
## pm2.5       152.0 176.0 209.0   224 200.0 188.0 180.0 189.0  29.0  22.0   9.0
## CV residual  42.4  63.5  96.8   111  86.8  76.1  66.8  76.8 -81.5 -88.1 -73.6
##             42380 42382 42384 42386 42387 42388 42389 42394 42402 42403 42405
## Predicted    78.3  75.8  66.0  57.4  53.9  50.3  47.1  35.0  8.92  7.28  3.70
## cvpred       77.9  75.4  65.4  56.8  53.2  49.6  46.2  33.9  7.41  5.72  2.08
## pm2.5        15.0  18.0  16.0   9.0   6.0   8.0   6.0   7.0 10.00 11.00  7.00
## CV residual -62.9 -57.4 -49.4 -47.8 -47.2 -41.6 -40.2 -26.9  2.59  5.28  4.92
##             42406 42408 42412 42416 42419 42420 42422 42423 42427 42429 42433
## Predicted    5.74 103.5 104.6 104.2 102.1 102.8   101    99  93.9   107 104.8
## cvpred       4.10 103.6 104.6 104.3 102.2 102.9   101    99  93.9   107 104.9
## pm2.5        8.00  10.0  28.0  11.0  38.0  14.0    18     8  23.0    40  61.0
## CV residual  3.90 -93.6 -76.6 -93.3 -64.2 -88.9   -83   -91 -70.9   -67 -43.9
##             42440 42441 42453 42454 42457 42460 42462 42463 42465 42466 42469
## Predicted     106 107.3 108.7 108.7   106 105.4 105.6 104.3   105 104.9  98.4
## cvpred        106 107.4 108.8 108.8   106 105.4 105.7 104.4   105 104.9  98.5
## pm2.5          66  64.0 196.0 208.0   239 184.0 164.0 147.0   136 137.0   8.0
## CV residual   -40 -43.4  87.2  99.2   133  78.6  58.3  42.6    31  32.1 -90.5
##             42471 42474 42476 42478 42482 42485 42488 42490 42498 42500 42502
## Predicted    91.6  85.0  83.1 100.2  98.9   101  96.6  91.6  74.0 101.4   104
## cvpred       91.6  84.8  82.8 100.3  99.0   101  96.6  91.5  73.7 101.5   104
## pm2.5        11.0   6.0  10.0   6.0   5.0     8   7.0  11.0   6.0  33.0    40
## CV residual -80.6 -78.8 -72.8 -94.3 -94.0   -93 -89.6 -80.5 -67.7 -68.5   -64
##             42503 42505 42507 42510 42511 42512 42515 42516 42519 42524 42528
## Predicted   103.2 104.2 102.8 104.6   104 103.5 101.4 101.1 100.7   103   106
## cvpred      103.3 104.3 102.9 104.6   104 103.6 101.5 101.2 100.8   103   106
## pm2.5        48.0  41.0  45.0  79.0    90  73.0  59.0  62.0  38.0    51    41
## CV residual -55.3 -63.3 -57.9 -25.6   -14 -30.6 -42.5 -39.2 -62.8   -52   -65
##             42533 42536 42543 42544 42545 42549  42554  42556  42557 42560
## Predicted   105.2 101.2   105 104.2 102.5 104.9 104.16 104.88 102.78  98.5
## cvpred      105.3 101.2   105 104.2 102.6 104.9 104.24 104.97 102.86  98.5
## pm2.5        76.0  74.0    84  87.0  91.0  89.0  98.00 113.00 101.00  50.0
## CV residual -29.3 -27.2   -21 -17.2 -11.6 -15.9  -6.24   8.03  -1.86 -48.5
##             42563 42566 42567 42568  42576 42585 42586 42593 42601 42602 42607
## Predicted      93 100.7   101 101.0 105.24  99.2  97.8  98.4 106.4 105.4 103.6
## cvpred         93 100.8   101 101.1 105.34  99.2  97.8  98.4 106.5 105.4 103.7
## pm2.5          38  34.0    40  48.0 101.00  53.0  47.0  68.0 144.0 200.0  12.0
## CV residual   -55 -66.8   -61 -53.1  -4.34 -46.2 -50.8 -30.4  37.5  94.6 -91.7
##             42619 42627  42637 42638 42646 42647 42649 42651 42654 42658 42663
## Predicted    59.9  34.1  -9.28 -12.5 -29.2  95.2  92.7  98.7 101.1  98.1  86.6
## cvpred       59.2  33.1 -10.98 -14.3 -31.3  95.3  92.8  98.8 101.2  98.2  86.5
## pm2.5         9.0   2.0   5.00   4.0  12.0  15.0  12.0  12.0  13.0  40.0  25.0
## CV residual -50.2 -31.1  15.98  18.3  43.3 -80.3 -80.8 -86.8 -88.2 -58.2 -61.5
##             42667 42670 42672 42673 42675 42677 42680 42681 42682 42689 42691
## Predicted    96.4  91.9 100.1  99.5  97.4  96.3  93.6    93  99.4  96.8  95.5
## cvpred       96.5  91.9 100.2  99.6  97.4  96.3  93.6    93  99.5  96.9  95.5
## pm2.5        31.0  45.0  44.0  43.0  52.0  54.0  49.0    40  41.0  21.0  32.0
## CV residual -65.5 -46.9 -56.2 -56.6 -45.4 -42.3 -44.6   -53 -58.5 -75.9 -63.5
##             42692 42693 42694 42695 42701 42703 42705  42708 42712 42716 42717
## Predicted   100.4 100.1 101.1  99.7 103.2 102.1 102.1 101.26   103   101   101
## cvpred      100.5 100.2 101.2  99.7 103.3 102.2 102.2 101.35   103   101   101
## pm2.5        35.0  50.0  74.0  64.0 152.0  87.0  52.0  96.00   206   239   238
## CV residual -65.5 -50.2 -27.2 -35.7  48.7 -15.2 -50.2  -5.35   103   138   137
##             42719 42721 42723 42729 42735 42739 42741 42748 42750 42766 42768
## Predicted    99.4   104   102   104  90.8  77.8  72.8  54.7 101.1 101.4 101.8
## cvpred       99.4   104   102   104  90.7  77.5  72.3  54.0 101.2 101.5 101.9
## pm2.5       261.0   273   218   266  21.0  17.0  24.0  13.0  11.0  62.0  72.0
## CV residual 161.6   169   116   162 -69.7 -60.5 -48.3 -41.0 -90.2 -39.5 -29.9
##             42770 42774 42777 42781 42782 42784  42788 42790 42791 42794 42795
## Predicted   101.4  97.3  95.9 100.4  99.7 100.7 103.17 103.2 103.2   103   103
## cvpred      101.5  97.4  95.9 100.5  99.7 100.8 103.27 103.3 103.3   103   103
## pm2.5       138.0  63.0  40.0  52.0  61.0  53.0 106.00 158.0 189.0   257   333
## CV residual  36.5 -34.4 -55.9 -48.5 -38.7 -47.8   2.73  54.7  85.7   154   230
##             42806 42807 42810 42813 42814 42816 42817 42818 42824 42835 42836
## Predicted     106   106   107   106   106   105   107   105   105   107   107
## cvpred        106   106   107   106   106   105   107   105   105   107   107
## pm2.5         311   372   327   362   394   384   393   380   360   342   338
## CV residual   205   266   220   256   288   279   286   275   255   235   231
##             42837 42851 42852 42858 42859 42862 42869 42873 42877 42888  42891
## Predicted     107   105 104.6  90.4  89.1  97.4 100.2  95.5  88.6  98.4 106.80
## cvpred        107   105 104.6  90.4  89.0  97.5 100.3  95.5  88.6  98.3 106.89
## pm2.5         375   177 133.0  16.0  19.0  37.0   8.0  29.0  31.0 127.0 116.00
## CV residual   268    72  28.4 -74.4 -70.0 -60.5 -92.3 -66.5 -57.6  28.7   9.11
##             42893 42894  42895 42902 42908 42910 42911 42915  42920 42922 42923
## Predicted   106.1   106 105.57 107.3 106.8   106 105.6   103  92.65 101.6  98.1
## cvpred      106.2   106 105.66 107.4 106.9   106 105.7   103  92.59 101.7  98.2
## pm2.5        91.0    91  99.00 114.0 174.0   181 186.0   282 100.00  41.0  30.0
## CV residual -15.2   -15  -6.66   6.6  67.1    75  80.3   179   7.41 -60.7 -68.2
##             42924 42928 42930 42931  42943 42948 42952 42953 42960 42964 42965
## Predicted    95.1  96.8  96.7  96.1 103.17 103.5 106.1 104.1   104   105   105
## cvpred       95.2  96.9  96.7  96.1 103.27 103.6 106.1 104.1   104   105   106
## pm2.5        28.0  22.0  31.0  44.0 112.00 143.0 192.0 189.0   342   258   239
## CV residual -67.2 -74.9 -65.7 -52.1   8.73  39.4  85.9  84.9   238   153   133
##             42970 42974 42977 42978 42980 42981 42986 42992 42993 42995 42996
## Predicted   106.6   106   106   107   107   106   106  94.0  90.4  89.7  88.1
## cvpred      106.7   106   106   107   107   106   106  94.1  90.5  89.8  88.1
## pm2.5       201.0   250   330   350   388   379   439  11.0  11.0  14.0  16.0
## CV residual  94.3   144   224   243   281   273   333 -83.1 -79.5 -75.8 -72.1
##             42997 43003 43004 43005 43008 43010 43011 43013 43014 43015 43020
## Predicted    92.2  87.1  97.3  97.3  98.1  99.1  97.7  97.3  97.3  96.7 101.1
## cvpred       92.3  87.1  97.4  97.4  98.2  99.2  97.8  97.4  97.3  96.7 101.2
## pm2.5        13.0  20.0  30.0  24.0  39.0  39.0  49.0  52.0  70.0  83.0  66.0
## CV residual -79.3 -67.1 -67.4 -73.4 -59.2 -60.2 -48.8 -45.4 -27.3 -13.7 -35.2
##             43021 43022 43027 43029 43031 43035 43037 43038 43042 43047 43048
## Predicted   102.1 102.1  97.9  96.6  95.9   105   105   103   106   107   107
## cvpred      102.2 102.2  97.9  96.6  95.8   105   105   104   106   107   107
## pm2.5        77.0  74.0  99.0 168.0 214.0   248   254   252   295   369   380
## CV residual -25.2 -28.2   1.1  71.4 118.2   143   149   148   189   262   273
##             43051 43055 43057 43059 43060 43067 43068 43069 43070 43071 43072
## Predicted     108   106   108 108.3 107.6  88.3  80.2  72.1  65.4  60.3  54.4
## cvpred        108   106   108 108.4 107.7  88.1  80.0  71.8  65.1  59.8  53.9
## pm2.5         343   312   242 204.0 194.0  16.0  24.0  23.0  36.0  43.0  30.0
## CV residual   235   206   134  95.6  86.3 -72.1 -56.0 -48.8 -29.1 -16.8 -23.9
##             43074 43076 43081 43085 43087 43089 43093 43099 43105 43108 43109
## Predicted    44.1 35.18  13.4  4.14 -5.69 -16.1 -33.8 -55.3 -63.3  89.6  88.0
## cvpred       43.4 34.38  12.1  2.66 -7.33 -17.9 -36.0 -57.8 -66.0  89.7  88.1
## pm2.5        14.0 27.00  48.0 13.00 12.00  12.0  14.0   9.0  15.0  11.0  13.0
## CV residual -29.4 -7.38  35.9 10.34 19.33  29.9  50.0  66.8  81.0 -78.7 -75.1
##             43110 43111 43113 43114 43119 43122 43125 43131 43136 43140 43142
## Predicted    86.1  85.4  90.5    90  89.3 90.63 93.85  91.3  83.1  72.7  65.9
## cvpred       86.1  85.4  90.6    90  89.4 90.68 93.97  91.4  83.0  72.5  65.7
## pm2.5        11.0  12.0  11.0    26  66.0 81.00 99.00 111.0   9.0  11.0  17.0
## CV residual -75.1 -73.4 -79.6   -64 -23.4 -9.68  5.03  19.6 -74.0 -61.5 -48.7
##             43143 43153 43158 43164 43168 43173 43175 43177 43180 43182 43188
## Predicted    63.8  40.8  33.4  80.7  64.6  89.5  84.2  78.4  73.9  92.1  82.3
## cvpred       63.4  40.0  32.5  80.6  64.3  89.6  84.2  78.3  73.7  92.3  82.3
## pm2.5         9.0  11.0   5.0   6.0  10.0  17.0  18.0   6.0   8.0   8.0  17.0
## CV residual -54.4 -29.0 -27.5 -74.6 -54.3 -72.6 -66.2 -72.3 -65.7 -84.3 -65.3
##             43201 43202 43204 43207 43210 43215 43216 43217 43219 43224 43229
## Predicted    96.5  95.9  95.9  94.2  94.3  93.2  91.8  92.4  91.7 97.66 100.4
## cvpred       96.6  96.0  96.0  94.3  94.4  93.3  91.9  92.5  91.7 97.77 100.5
## pm2.5       140.0 150.0 109.0  38.0  31.0  19.0  33.0  71.0  61.0 93.00  63.0
## CV residual  43.4  54.0  13.0 -56.3 -63.4 -74.3 -58.9 -21.5 -30.7 -4.77 -37.5
##             43232 43235 43236 43248 43253 43255 43258 43259 43272 43286 43294
## Predicted   102.8 103.5 93.97  64.6  93.4  91.4  97.3  95.9  99.0   101  98.7
## cvpred      102.9 103.6 94.06  64.1  93.5  91.5  97.4  96.0  99.1   102  98.8
## pm2.5        59.0  77.0 96.00  17.0  19.0  22.0  32.0  20.0 145.0   355 367.0
## CV residual -43.9 -26.6  1.94 -47.1 -74.5 -69.5 -65.4 -76.0  45.9   253 268.2
##             43296 43298 43308 43309 43312 43313 43316 43318 43320 43321 43322
## Predicted     102   103  91.1  85.8  72.4  69.8  61.6  56.2  49.4  46.1  42.2
## cvpred        102   103  91.1  85.7  72.1  69.5  61.1  55.6  48.6  45.3  41.3
## pm2.5         350   319  57.0  63.0  19.0  21.0  17.0  13.0  18.0  18.0  20.0
## CV residual   248   216 -34.1 -22.7 -53.1 -48.5 -44.1 -42.6 -30.6 -27.3 -21.3
##             43326 43331 43332 43333 43336 43340 43344 43345 43348 43359 43366
## Predicted    33.4  94.0  94.0  91.3  84.7  92.3  82.9  81.3  73.6  44.3  95.6
## cvpred       32.4  94.1  94.1  91.4  84.7  92.4  82.8  81.1  73.3  43.5  95.7
## pm2.5        14.0  16.0  14.0  14.0  12.0  76.0  12.0   8.0   9.0  14.0  47.0
## CV residual -18.4 -78.1 -80.1 -77.4 -72.7 -16.4 -70.8 -73.1 -64.3 -29.5 -48.7
##             43368 43371 43375 43380 43381 43389  43391 43393 43395 43396 43400
## Predicted    95.9  96.3  96.1  96.6  96.3  96.3 96.969  96.9  97.7  96.6 92.51
## cvpred       96.0  96.4  96.2  96.7  96.4  96.4 97.081  97.0  97.8  96.7 92.56
## pm2.5        15.0  15.0  10.0  53.0  58.0  82.0 98.000 126.0 212.0 144.0 95.00
## CV residual -81.0 -81.4 -86.2 -43.7 -38.4 -14.4  0.919  29.0 114.2  47.3  2.44
##             43402 43406 43407 43416 43419 43421 43422 43424 43429 43430 43444
## Predicted    97.3  93.5  92.4  97.6  99.7   100  99.0  92.0  72.1  65.9 15.92
## cvpred       97.4  93.6  92.5  97.7  99.8   101  99.1  92.1  71.8  65.5 14.63
## pm2.5        76.0  59.0  49.0 160.0 291.0   307 293.0  47.0  10.0   9.0  5.00
## CV residual -21.4 -34.6 -43.5  62.3 191.2   206 193.9 -45.1 -61.8 -56.5 -9.63
##             43449  43451 43454 43456 43459 43461 43465 43472  43475 43476 43478
## Predicted    8.19  1.046 -11.7 -19.9 -24.7 -27.6 -32.3  94.2 95.229  94.5  94.5
## cvpred       6.74 -0.514 -13.4 -21.8 -26.7 -29.7 -34.5  94.3 95.337  94.6  94.6
## pm2.5        8.00 15.000  25.0  13.0  11.0  14.0   9.0  65.0 96.000 121.0 172.0
## CV residual  1.26 15.514  38.4  34.8  37.7  43.7  43.5 -29.3  0.663  26.4  77.4
##             43479 43480 43482 43485 43486 43488 43491 43495 43496 43499 43506
## Predicted    94.5  92.2  95.6  96.3  96.6  96.6  96.9  93.2  92.5  98.0 102.5
## cvpred       94.6  92.3  95.7  96.4  96.7  96.7  97.0  93.2  92.5  98.1 102.6
## pm2.5       128.0  77.0  79.0 202.0 245.0 180.0 160.0 138.0 147.0 124.0 189.0
## CV residual  33.4 -15.3 -16.7 105.6 148.3  83.3  63.0  44.8  54.5  25.9  86.4
##             43508 43511 43512 43515 43516 43517 43519 43520 43526 43530 43533
## Predicted     102   101   102  99.1  98.4  97.0  95.4  89.7  65.0  44.8  34.2
## cvpred        102   102   103  99.2  98.5  97.1  95.4  89.7  64.5  44.0  33.2
## pm2.5         228   252   254 248.0 219.0 199.0 204.0  66.0  15.0   7.0  10.0
## CV residual   126   150   151 148.8 120.5 101.9 108.6 -23.7 -49.5 -37.0 -23.2
##             43535  43541 43542 43544 43555 43562 43566 43574 43578 43586 43587
## Predicted    26.6 11.414  8.75  6.21 -18.0 -39.1 -50.6 -68.3 -80.0  94.9  95.2
## cvpred       25.5 10.028  7.33  4.73 -19.9 -41.3 -53.1 -71.2 -83.1  95.0  95.3
## pm2.5        12.0 11.000 12.00 12.00  14.0   7.0   6.0  12.0  14.0  72.0  85.0
## CV residual -13.5  0.972  4.67  7.27  33.9  48.3  59.1  83.2  97.1 -23.0 -10.3
##              43590 43593 43595 43598 43603 43604 43608 43610 43612  43616 43620
## Predicted    96.07  96.6  96.8  95.9    91  98.3  98.3  98.0  97.4  94.94 91.68
## cvpred       96.17  96.7  96.9  96.0    91  98.5  98.4  98.1  97.5  94.99 91.66
## pm2.5       105.00 126.0 136.0  51.0    75  87.0 123.0 178.0 162.0 102.00 88.00
## CV residual   8.83  29.3  39.1 -45.0   -16 -11.5  24.6  79.9  64.5   7.01 -3.66
##             43621 43625 43628 43629 43635 43640 43641 43642 43647 43648 43649
## Predicted   89.59  83.2  96.6  93.6  93.1  85.7  86.4  96.6  89.5  86.6  84.3
## cvpred      89.55  83.1  96.7  93.7  93.1  85.6  86.3  96.7  89.5  86.5  84.2
## pm2.5       95.00  57.0 118.0 108.0  10.0  12.0  11.0  18.0  14.0  12.0  16.0
## CV residual  5.45 -26.1  21.3  14.3 -83.1 -73.6 -75.3 -78.7 -75.5 -74.5 -68.2
##             43650 43662 43665 43666 43667 43670 43675 43677 43679 43681 43686
## Predicted    82.1  59.3  95.3  93.0  91.8  93.2  97.3  98.7  98.3 97.60  98.7
## cvpred       81.9  58.8  95.4  93.1  91.8  93.2  97.4  98.8  98.5 97.68  98.8
## pm2.5        16.0  14.0  18.0  27.0  38.0  16.0  38.0  52.0  51.0 93.00 153.0
## CV residual -65.9 -44.8 -77.4 -66.1 -53.8 -77.2 -59.4 -46.8 -47.5 -4.68  54.2
##             43687 43688 43690 43694 43696 43697 43699 43700 43702 43704 43705
## Predicted    98.3  97.6 100.4 100.1  99.3  99.0   101   100   100  99.2  99.4
## cvpred       98.4  97.7 100.5 100.2  99.4  99.1   101   101   101  99.3  99.5
## pm2.5       133.0 127.0 111.0 152.0 171.0 198.0   260   271   242 194.0 163.0
## CV residual  34.6  29.3  10.5  51.8  71.6  98.9   159   170   141  94.7  63.5
##             43711 43713 43718 43721 43723 43729 43730 43732 43736 43739 43740
## Predicted    95.1  92.8  99.7  98.3   100  98.1   100  98.3  93.8 98.83  96.5
## cvpred       95.1  92.8  99.8  98.3   100  98.2   100  98.3  93.8 98.92  96.6
## pm2.5       207.0 259.0 194.0 224.0   317 385.0   393 444.0 221.0 92.00  59.0
## CV residual 111.9 166.2  94.2 125.7   217 286.8   293 345.7 127.2 -6.92 -37.6
##             43741 43743 43744 43745 43750 43754 43755 43759 43762 43763 43768
## Predicted    98.0  92.8  89.3  87.6  97.3  98.1  97.1  97.3  99.4  98.3  87.1
## cvpred       98.1  92.8  89.2  87.6  97.4  98.2  97.1  97.4  99.5  98.4  87.0
## pm2.5        69.0  32.0  33.0  45.0 293.0 372.0 373.0 171.0 141.0 132.0  28.0
## CV residual -29.1 -60.8 -56.2 -42.6 195.6 273.8 275.9  73.6  41.5  33.6 -59.0
##             43772 43776  43778 43779 43789 43793 43794 43797 43802 43808 43809
## Predicted    96.6  98.0 97.297  95.7  95.2  97.0  96.6  94.2  69.8  34.5  31.6
## cvpred       96.7  98.1 97.401  95.8  95.3  97.1  96.7  94.2  69.5  33.6  30.6
## pm2.5       109.0 159.0 97.000  81.0  49.0  60.0  63.0  26.0  11.0   8.0   8.0
## CV residual  12.3  60.9 -0.401 -14.8 -46.3 -37.1 -33.7 -68.2 -58.5 -25.6 -22.6
##             43813 43814 43816
## Predicted   20.67 13.64  6.81
## cvpred      19.51 12.42  5.45
## pm2.5       17.00 11.00 11.00
## CV residual -2.51 -1.42  5.55
## 
## Sum of squares = 1.09e+08    Mean square = 7854    n = 13919 
## 
## fold 2 
## Observations in test set: 13919 
##                28    29    33    36    37    39    41    46    47   49    51
## Predicted   100.0  99.6  96.4  93.2  92.0  88.1  85.7  82.4  80.5 78.7 75.12
## cvpred       99.4  99.1  95.9  92.7  91.4  87.5  85.2  82.1  80.1 78.4 74.83
## pm2.5       181.0 138.0 120.0 152.0 148.0 158.0 159.0 164.0 156.0 90.0 65.00
## CV residual  81.6  38.9  24.1  59.3  56.6  70.5  73.8  81.9  75.9 11.6 -9.83
##                52   58   59   60    61   65    69    71    74    75    78    82
## Predicted    73.9 61.8 60.2 58.2  56.9 49.4  98.5  94.9  87.2  83.3  70.8  55.4
## cvpred       73.6 61.5 59.9 58.0  56.7 49.3  97.8  94.2  86.4  82.5  70.1  54.8
## pm2.5        55.0 86.0 78.0 98.0 107.0 86.0  71.0  76.0  58.0  25.0  26.0  27.0
## CV residual -18.6 24.5 18.1 40.0  50.3 36.7 -26.8 -18.2 -28.4 -57.5 -44.1 -27.8
##                88     90   93    97    98   100   103   104 109   119   126
## Predicted   34.26 29.219 18.2  8.24  6.63  2.71  85.8  82.8  74  83.6  79.6
## cvpred      33.97 29.035 18.0  8.08  6.49  2.58  84.6  81.6  73  82.6  78.5
## pm2.5       29.00 30.000 31.0 30.00 34.00 25.00  27.0  27.0  27  66.0  28.0
## CV residual -4.97  0.965 13.0 21.92 27.51 22.42 -57.6 -54.6 -46 -16.6 -50.5
##               128 130   132   133   143   144   145   146   150   153   154
## Predicted    75.6  72  68.4  66.8 89.66  89.6  88.9  92.3  85.6  88.8  87.5
## cvpred       74.6  71  67.5  65.9 88.59  88.6  87.9  91.3  84.5  87.7  86.5
## pm2.5        25.0  29  42.0  28.0 93.00 131.0 127.0 130.0  28.0  24.0  27.0
## CV residual -49.6 -42 -25.5 -37.9  4.41  42.4  39.1  38.7 -56.5 -63.7 -59.5
##               156   157   160   162   165   167   169   171    174   177   178
## Predicted    86.7  84.8  83.3  82.6  93.2  92.0  91.8  92.8  94.03  95.6 95.23
## cvpred       85.8  83.8  82.4  81.7  92.2  90.9  90.7  91.8  93.07  94.7 94.34
## pm2.5        42.0  42.0  51.0  50.0 106.0 198.0 210.0 275.0 100.00  66.0 92.00
## CV residual -43.8 -41.8 -31.4 -31.7  13.8 107.1 119.3 183.2   6.93 -28.7 -2.34
##               181   182   190   191   194   196   199  202   204   210   212
## Predicted    94.7  94.7  93.9  94.0  94.0  92.0  87.4 92.2  88.3  95.9  95.4
## cvpred       93.8  93.8  92.9  93.1  93.1  91.1  86.5 91.3  87.4  95.1  94.5
## pm2.5       198.0 250.0 225.0 168.0 159.0 196.0 119.0 84.0  66.0  37.0  44.0
## CV residual 104.2 156.2 132.1  74.9  65.9 104.9  32.5 -7.3 -21.4 -58.1 -50.5
##               213   216   217   219   221   222   228   239   242   243   248
## Predicted    94.7  96.3  96.3  93.3  89.9  89.4  95.4  78.2  94.9  92.3  89.5
## cvpred       93.8  95.4  95.4  92.4  89.0  88.5  94.5  77.5  94.0  91.3  88.4
## pm2.5        54.0  66.0  75.0  66.0  62.0  40.0  70.0  24.0  27.0  23.0  20.0
## CV residual -39.8 -29.4 -20.4 -26.4 -27.0 -48.5 -24.5 -53.5 -67.0 -68.3 -68.4
##             250   251   253   254   255   256   257   266   267   273   274
## Predicted    83  80.2  76.3  73.4  70.2  66.7  64.3  91.1  91.5  82.2  81.3
## cvpred       82  79.2  75.5  72.7  69.5  66.0  63.7  90.0  90.4  81.1  80.2
## pm2.5        18  25.0  27.0  28.0  15.0  24.0  13.0  21.0  37.0  16.0  13.0
## CV residual -64 -54.2 -48.5 -44.7 -54.5 -42.0 -50.7 -69.0 -53.4 -65.1 -67.2
##               275   278   279   281   285     292   294   298   301   315   318
## Predicted    79.0  66.5  60.7  50.6 37.36 11.0387  3.54 -9.96 -16.1  92.8  89.8
## cvpred       77.9  65.8  59.9  50.0 36.94 10.9285  3.49 -9.75 -15.7  91.8  88.8
## pm2.5        15.0  22.0  22.0  19.0 31.00 11.0000 11.00 34.00  26.0 174.0 137.0
## CV residual -62.9 -43.8 -37.9 -31.0 -5.94  0.0715  7.51 43.75  41.7  82.2  48.2
##               322    323   330   332   335   336   339   344   345   348   349
## Predicted   86.35 85.431 95.92  91.3  94.0  91.3  89.9  86.4  84.7  77.9  76.3
## cvpred      85.46 84.587 95.06  90.4  93.1  90.4  89.0  85.5  83.9  77.2  75.6
## pm2.5       87.00 84.000 89.00  69.0  27.0  20.0  30.0  26.0  27.0  26.0  26.0
## CV residual  1.54 -0.587 -6.06 -21.4 -66.1 -70.4 -59.0 -59.5 -56.9 -51.2 -49.6
##               354   362   363   365   366   368   370   373   375   377   381
## Predicted    96.3  95.6  95.6  95.9  96.6  94.8  94.1  97.3  98.0  98.0  97.8
## cvpred       95.4  94.7  94.7  95.1  95.8  94.0  93.3  96.5  97.2  97.2  97.1
## pm2.5        64.0 211.0 242.0 249.0 200.0 114.0 108.0 148.0 128.0 148.0 235.0
## CV residual -31.4 116.3 147.3 153.9 104.2  20.0  14.7  51.5  30.8  50.8 137.9
##               386   390   391   399   403   406   408   411   413   414   415
## Predicted    97.1  94.6  93.4  98.5  99.0  99.7  98.3  97.4  95.0  97.3  97.0
## cvpred       96.3  93.8  92.6  97.8  98.3  99.0  97.6  96.7  94.2  96.5  96.1
## pm2.5       241.0 148.0 208.0 154.0 212.0 317.0 313.0 303.0 407.0 361.0 234.0
## CV residual 144.7  54.2 115.4  56.2 113.7 218.0 215.4 206.3 312.8 264.5 137.9
##               417   420   422 429   436 444 447 448 451 453 454 455   456   457
## Predicted    95.0  95.4  94.0 103 100.1 103 104 105 105 103 102 101 100.2  99.7
## cvpred       94.2  94.8  93.4 103  99.6 102 103 104 104 102 102 101  99.8  99.3
## pm2.5       147.0 137.0 144.0 435 274.0 339 305 313 485 403 374 333 343.0 364.0
## CV residual  52.8  42.2  50.6 332 174.4 237 202 209 381 301 272 232 243.2 264.7
##               460   461   462   465   468   470   471   488   491   492   493
## Predicted    95.4  93.4  92.2  80.5  69.5  94.8  95.1  34.4 27.30  90.6  90.2
## cvpred       95.1  93.1  91.9  80.1  69.1  94.0  94.4  33.9 27.06  89.5  89.1
## pm2.5       267.0  71.0  81.0  44.0  29.0  29.0  16.0  18.0 26.00  26.0  25.0
## CV residual 171.9 -22.1 -10.9 -36.1 -40.1 -65.0 -78.4 -15.9 -1.06 -63.5 -64.1
##               494   496   498   499   502   509   511   513   515   517   521
## Predicted    91.2  92.5  88.9  86.9  94.9  76.2  71.5  68.3  63.8  55.7  41.0
## cvpred       90.2  91.5  87.9  86.0  94.0  75.4  70.8  67.6  63.2  55.2  40.7
## pm2.5        24.0  17.0  21.0  40.0  61.0  15.0  22.0  19.0  25.0  26.0  30.0
## CV residual -66.2 -74.5 -66.9 -46.0 -33.0 -60.4 -48.8 -48.6 -38.2 -29.2 -10.7
##               522  524  528   535   538   539   542   614   615   616   617
## Predicted   38.66 35.4 27.9  86.5  82.2  79.7  67.9 93.13 93.52  93.9  93.3
## cvpred      38.43 35.3 27.8  85.6  81.4  78.9  67.2 92.19 92.53  92.9  92.4
## pm2.5       32.00 49.0 48.0  22.0  41.0  23.0  19.0 85.00 90.00 127.0 144.0
## CV residual -6.43 13.7 20.2 -63.6 -40.4 -55.9 -48.2 -7.19 -2.53  34.1  51.6
##               619   620   621   631   632   635   636   638   639   640   643
## Predicted    95.3  97.7  99.0  92.6  91.9  97.0 100.1 97.54  91.6  87.6  79.0
## cvpred       94.6  96.9  98.3  91.9  91.2  96.4  99.4 96.91  90.8  86.9  78.5
## pm2.5       199.0 231.0 274.0 153.0 140.0 153.0 154.0 90.00  55.0  52.0  37.0
## CV residual 104.4 134.1 175.7  61.1  48.8  56.6  54.6 -6.91 -35.8 -34.9 -41.5
##               648   650   651   654   658   660   661   667   668   672   674
## Predicted    68.5  93.8  91.8  86.6  87.2  79.5  74.6  52.0  51.8  88.9  86.4
## cvpred       68.0  92.9  91.0  85.9  86.4  78.7  73.8  51.5  51.3  87.9  85.4
## pm2.5        28.0  22.0  27.0  32.0  17.0  18.0  16.0  14.0  23.0  25.0  24.0
## CV residual -40.0 -70.9 -64.0 -53.9 -69.4 -60.7 -57.8 -37.5 -28.3 -62.9 -61.4
##               677   679   682   686   693   695  697  698   701   704   705
## Predicted    92.8  94.2  83.3  70.4  55.6 53.38 50.5 48.5  94.3  94.7  96.3
## cvpred       91.8  93.3  82.2  69.5  55.0 52.92 50.1 48.2  93.5  93.8  95.4
## pm2.5        24.0  10.0  20.0  12.0  24.0 43.00 61.0 66.0  36.0  24.0  29.0
## CV residual -67.8 -83.3 -62.2 -57.5 -31.0 -9.92 10.9 17.8 -57.5 -69.8 -66.4
##               707   708   710   717   718   719   722   723   726   727   728
## Predicted    91.3  87.3  81.4 64.14 62.53 61.27  58.2  58.3  53.0  52.7  49.1
## cvpred       90.4  86.3  80.5 63.53 61.94 60.71  57.7  57.9  52.6  52.5  48.7
## pm2.5        35.0  33.0  25.0 71.00 67.00 69.00  35.0  26.0  16.0  18.0  19.0
## CV residual -55.4 -53.3 -55.5  7.47  5.06  8.29 -22.7 -31.9 -36.6 -34.5 -29.7
##               730   732   736   739   740   741    744   747   748   751   753
## Predicted    46.9  38.3  94.2  94.5  95.6  97.7  96.59 100.1 100.4  99.7  99.7
## cvpred       46.6  38.1  93.3  93.6  94.7  96.9  96.06  99.4  99.7  99.0  99.0
## pm2.5        17.0  11.0  17.0  24.0  54.0  71.0 101.00  67.0  76.0  73.0  64.0
## CV residual -29.6 -27.1 -76.3 -69.6 -40.7 -25.9   4.94 -32.4 -23.7 -26.0 -35.0
##               754   757   758   760   763   766   768   772  775   788   790
## Predicted   100.1  97.4  94.4  90.7  91.5  86.3  82.9  98.7 99.0 90.89  95.6
## cvpred       99.4  96.7  93.7  89.9  90.9  85.8  82.4  97.9 98.3 89.85  94.7
## pm2.5        53.0  72.0  56.0  40.0  66.0  65.0  64.0  72.0 96.0 83.00  70.0
## CV residual -46.4 -24.7 -37.7 -49.9 -24.9 -20.8 -18.4 -25.9 -2.3 -6.85 -24.7
##               791   795   796   800   801   806   808   809   814   815   820
## Predicted    91.8  94.2  94.9  93.5  94.0  83.4  74.9  73.0 92.47  90.5  93.3
## cvpred       90.7  93.3  94.0  92.5  93.1  82.4  73.9  72.1 91.45  89.5  92.4
## pm2.5        80.0  62.0  73.0 132.0 161.0  14.0  15.0  23.0 95.00 105.0 104.0
## CV residual -10.7 -31.3 -21.0  39.5  67.9 -68.4 -58.9 -49.1  3.55  15.5  11.6
##               822   824   828   829   830   831   837   840   841   844   847
## Predicted    93.5  91.6  91.6  90.6  88.9  91.1  85.5  93.2  91.9  93.2 97.66
## cvpred       92.5  90.6  90.6  89.5  87.9  90.0  84.5  92.2  90.9  92.2 96.86
## pm2.5        33.0  27.0  29.0  31.0  28.0  28.0  48.0  63.0  48.0  47.0 90.00
## CV residual -59.5 -63.6 -61.6 -58.5 -59.9 -62.0 -36.5 -29.2 -42.9 -45.2 -6.86
##                848    851   854   856   857   858   860   867   874   883   884
## Predicted    97.99  96.61  95.3  97.3  97.3  96.6  94.8  91.9  98.0 86.64  86.6
## cvpred       97.23  95.78  94.6  96.5  96.5  95.8  94.0  91.2  97.2 86.12  86.1
## pm2.5       101.00 103.00  72.0  72.0  71.0  80.0  63.0  54.0  65.0 82.00 100.0
## CV residual   3.77   7.22 -22.6 -24.5 -25.5 -15.8 -31.0 -37.2 -32.2 -4.12  13.9
##              886   889   890   892   896   899   900    901   908   909   910
## Predicted   87.2  84.0  82.6 101.4 101.4 101.4 102.5 102.13 101.8 101.4 101.8
## cvpred      86.9  83.7  82.3 100.8 100.8 100.8 101.9 101.56 101.2 100.8 101.2
## pm2.5       99.0  64.0  68.0  65.0  88.0  88.0  80.0 100.00 147.0 162.0 157.0
## CV residual 12.1 -19.7 -14.3 -35.8 -12.8 -12.8 -21.9  -1.56  45.8  61.2  55.8
##               912   916   920   927   932 935 936 937 938 942   951   957   964
## Predicted   101.4 101.1 100.9 103.2 103.9 103 103 103 103 101  96.6 102.5  80.5
## cvpred      100.8 100.5 100.3 102.6 103.4 103 102 102 103 100  95.8 101.9  79.6
## pm2.5       160.0 185.0 166.0 184.0 196.0 233 258 247 230 241  50.0 181.0   6.0
## CV residual  59.2  84.5  65.7  81.4  92.6 130 156 145 127 141 -45.8  79.1 -73.6
##               965   967   968   969   970   984   989   993   998  1002  1003
## Predicted    77.8  73.5  71.2  67.6  64.8  68.0  55.1  85.9  88.5  89.1  88.6
## cvpred       76.9  72.7  70.4  66.8  64.0  67.2  54.5  84.9  87.3  88.0  87.5
## pm2.5         8.0   8.0  10.0   9.0  20.0  10.0  12.0   9.0  21.0  17.0  19.0
## CV residual -68.9 -64.7 -60.4 -57.8 -44.0 -57.2 -42.5 -75.9 -66.3 -71.0 -68.5
##             1004  1005  1007  1008  1011  1021  1023  1029  1031  1033  1036
## Predicted     88  91.2  88.7  90.9  84.3  89.9  88.6  93.5  95.2  93.3  89.4
## cvpred        87  90.2  87.7  89.8  83.3  88.8  87.5  92.5  94.3  92.4  88.5
## pm2.5         22  20.0  19.0  13.0  16.0  19.0  13.0  50.0  60.0 108.0  38.0
## CV residual  -65 -70.2 -68.7 -76.8 -67.3 -69.8 -74.5 -42.5 -34.3  15.6 -50.5
##              1038  1040  1042  1046  1054  1060 1064  1076  1079  1081  1082
## Predicted    87.4  85.5  94.9  92.5  96.3  94.8   93  91.5  89.3  90.9  88.6
## cvpred       86.5  84.6  94.0  91.5  95.4  94.0   92  90.4  88.3  89.8  87.5
## pm2.5        23.0  28.0  26.0  49.0 213.0 599.0    7  21.0  67.0  45.0  27.0
## CV residual -63.5 -56.6 -68.0 -42.5 117.6 505.0  -85 -69.4 -21.3 -44.8 -60.5
##              1084  1089 1092  1094  1095  1100  1103  1105  1106  1107  1108
## Predicted    91.5  89.6   85  83.6  89.5  90.7 92.83  93.3  90.7 89.40  88.4
## cvpred       90.4  88.6   84  82.6  88.4  89.7 91.81  92.4  89.7 88.46  87.4
## pm2.5        18.0  16.0   17  11.0  14.0  26.0 96.00 146.0 113.0 91.00  70.0
## CV residual -72.4 -72.6  -67 -71.6 -74.4 -63.7  4.19  53.6  23.3  2.54 -17.4
##              1113  1115  1122  1123  1124  1134  1135  1136  1137  1144  1146
## Predicted    90.6  92.8  90.5  90.7  90.6  93.8  85.3  82.5  76.9  41.4  34.0
## cvpred       89.7  91.8  89.8  90.0  90.0  93.2  84.6  81.8  76.1  40.8  33.5
## pm2.5        26.0  24.0 140.0 159.0 161.0 113.0  46.0  18.0  13.0  11.0   9.0
## CV residual -63.7 -67.8  50.2  69.0  71.0  19.8 -38.6 -63.8 -63.1 -29.8 -24.5
##              1148  1151  1157  1160  1161  1163  1168  1171  1176  1178  1181
## Predicted    91.5  90.7  95.6  94.2 94.54  94.9  87.1  90.9  95.6  95.6  94.7
## cvpred       90.4  89.7  94.7  93.3 93.62  94.0  86.1  89.8  94.7  94.7  93.8
## pm2.5        27.0  49.0  80.0  77.0 87.00  54.0  27.0  41.0 296.0 119.0 177.0
## CV residual -63.4 -40.7 -14.7 -16.3 -6.62 -40.0 -59.1 -48.8 201.3  24.3  83.2
##              1182  1184  1185  1186  1189  1195  1197  1199  1202  1204  1206
## Predicted    94.3  95.2  97.7  96.3 95.23  91.4  95.6  96.9  95.2  98.0  96.6
## cvpred       93.5  94.4  96.9  95.4 94.34  90.4  94.7  96.2  94.4  97.2  95.8
## pm2.5       191.0 157.0 114.0 117.0 96.00  44.0  65.0 146.0 191.0 190.0 144.0
## CV residual  97.5  62.6  17.1  21.6  1.66 -46.4 -29.7  49.8  96.6  92.8  48.2
##              1212  1214  1216 1223 1228  1230  1233  1234  1235  1243  1245
## Predicted    98.0  97.4  95.5  101  102  99.7  97.8  95.8  92.5  96.3  96.9
## cvpred       97.2  96.7  95.0  101  102  99.1  97.3  95.4  92.0  95.4  96.2
## pm2.5       184.0 185.0 165.0  213  235 205.0 191.0 189.0 109.0  20.0  69.0
## CV residual  86.8  88.3  70.0  112  133 105.9  93.7  93.6  17.0 -75.4 -27.2
##              1246  1247  1258  1260  1261  1264  1265  1267  1269  1270  1272
## Predicted   97.99 101.9 94.44  90.2  87.5 83.06 81.80  81.6 101.8 100.9 101.8
## cvpred      97.23 101.4 93.94  89.7  87.0 82.58 81.34  81.2 101.2 100.3 101.2
## pm2.5       99.00 117.0 92.00  56.0  60.0 79.00 84.00 100.0  81.0  95.0  86.0
## CV residual  1.77  15.6 -1.94 -33.7 -27.0 -3.58  2.66  18.8 -20.2  -5.3 -15.2
##              1277  1279  1282  1283  1289 1293 1296 1297 1298 1303  1306  1308
## Predicted   101.3 101.4 102.8 102.1 102.1  102  102  102  101  101  96.7  94.2
## cvpred      100.7 100.8 102.3 101.6 101.6  102  102  102  101  100  96.3  93.8
## pm2.5       117.0 112.0 136.0 142.0 191.0  246  282  283  242  237 296.0 302.0
## CV residual  16.3  11.2  33.7  40.4  89.4  144  180  181  141  137 199.7 208.2
##              1309  1311 1313 1314  1322 1328 1330 1331 1332  1333  1336  1337
## Predicted    92.6  90.7  106  106 106.6  103  107  104  102  99.7  94.1  92.1
## cvpred       92.2  90.5  105  106 106.3  103  106  104  102  99.3  93.8  91.9
## pm2.5       311.0 312.0  292  299 153.0  218  266  241  235 237.0 176.0 165.0
## CV residual 218.8 221.5  187  193  46.7  115  160  137  133 137.7  82.2  73.1
##              1341  1345  1346  1354  1356  1360  1364  1365  1367  1369  1371
## Predicted    86.6  75.4  74.2 102.5 102.5 99.62  95.3 94.30 89.01  86.1  81.9
## cvpred       86.4  75.2  74.0 101.9 101.9 99.08  94.8 93.76 88.41  85.6  81.3
## pm2.5       130.0  52.0  46.0  75.0  82.0 90.00  70.0 84.00 95.00  38.0  30.0
## CV residual  43.6 -23.2 -28.0 -26.9 -19.9 -9.08 -24.8 -9.76  6.59 -47.6 -51.3
##              1375 1382   1386   1387  1390  1398  1402  1406  1410  1412  1416
## Predicted    82.2  104  98.33  97.61 102.8 102.8  99.8  80.9  94.1  92.9 103.7
## cvpred       82.0  103  97.86  97.15 102.3 102.3  99.2  80.2  93.6  92.6 103.2
## pm2.5        31.0   88 102.00 103.00 124.0 145.0  78.0  20.0  15.0  72.0 161.0
## CV residual -51.0  -15   4.14   5.85  21.7  42.7 -21.2 -60.2 -78.6 -20.6  57.8
##              1423  1424  1426  1441  1445  1446  1451  1452  1458  1461  1469
## Predicted    93.5  92.2  90.3  70.5 102.1 101.4  97.3  92.7  72.5  98.3  97.9
## cvpred       93.1  91.8  89.9  70.4 101.6 100.8  96.8  92.1  72.1  97.6  97.3
## pm2.5        25.0  23.0  25.0 101.0 115.0 111.0 169.0  82.0  27.0  44.0 178.0
## CV residual -68.1 -68.8 -64.9  30.6  13.4  10.2  72.2 -10.1 -45.1 -53.6  80.7
##              1474  1476  1478  1480  1485  1488   1489  1492 1495  1496  1497
## Predicted   101.1  99.6  98.5  95.3 102.1 102.1 101.56  98.3  104 102.8 103.1
## cvpred      100.5  99.1  98.0  94.8 101.6 101.6 101.04  97.9  103 102.3 102.7
## pm2.5       126.0 146.0 202.0 247.0 150.0 134.0  98.00 126.0  123 126.0 131.0
## CV residual  25.5  46.9 104.0 152.2  48.4  32.4  -3.04  28.1   20  23.7  28.3
##              1498  1500  1504 1505 1507 1509 1512  1514  1518  1520  1528  1530
## Predicted   101.2  99.2  95.3  104  105  105  101 90.94  74.4  65.9  87.8  88.5
## cvpred      100.7  98.8  94.9  103  105  104  100 90.36  73.8  65.3  86.6  87.3
## pm2.5       126.0 187.0 226.0  231  246  256  269 89.00  13.0  19.0  16.0  18.0
## CV residual  25.3  88.2 131.1  128  141  152  169 -1.36 -60.8 -46.3 -70.6 -69.3
##              1532  1536  1537  1539  1542  1545  1546  1547  1549   1556  1559
## Predicted    86.7  80.2  77.8  74.6  66.6  61.0  59.4  58.0  91.1  97.01  95.2
## cvpred       85.6  79.2  76.9  73.8  65.8  60.3  58.7  57.3  90.0  96.38  94.6
## pm2.5        30.0  14.0  19.0  12.0  11.0  27.0  23.0  29.0  39.0 103.00  69.0
## CV residual -55.6 -65.2 -57.9 -61.8 -54.8 -33.3 -35.7 -28.3 -51.0   6.62 -25.6
##              1564  1570  1572  1576  1579  1581  1585  1586  1593  1595  1596
## Predicted    87.5  99.4  96.9  98.1  98.3  99.7 102.8 102.1  95.3  93.0  92.3
## cvpred       87.0  98.7  96.2  97.4  97.6  99.0 102.3 101.6  94.8  92.5  91.8
## pm2.5        68.0  67.0  69.0 108.0 134.0 124.0  76.0  68.0  65.0  29.0  28.0
## CV residual -19.0 -31.7 -27.2  10.6  36.4  25.0 -26.3 -33.6 -29.8 -63.5 -63.8
##              1599  1600  1601  1603  1611  1613  1618  1620  1623  1625  1627
## Predicted   100.9 101.3 101.4  98.2  71.1  64.5  54.5  50.1  39.0 29.12 24.92
## cvpred      100.3 100.7 100.8  97.6  70.4  63.9  54.0  49.8  38.8 28.81 24.79
## pm2.5        32.0  33.0  43.0  56.0   8.0  13.0  18.0  20.0  20.0 21.00 16.00
## CV residual -68.3 -67.7 -57.8 -41.6 -62.4 -50.9 -36.0 -29.8 -18.8 -7.81 -8.79
##              1629  1630  1632  1633  1637  1638  1643  1646  1647  1648  1654
## Predicted   23.40  94.2  95.2  98.3  95.2 94.46  95.4  93.3  91.0  89.8  88.3
## cvpred      23.42  93.3  94.3  97.6  94.4 93.66  94.5  92.4  90.1  88.8  87.7
## pm2.5       26.00  22.0  51.0  46.0  58.0 85.00  70.0  44.0  33.0  37.0  62.0
## CV residual  2.58 -71.3 -43.3 -51.6 -36.4 -8.66 -24.5 -48.4 -57.1 -51.8 -25.7
##              1655  1660  1668  1669  1674  1684  1685  1689  1691  1694  1700
## Predicted    86.3 100.7  98.8  97.6  99.7  80.9  74.9  61.2  91.3  84.2  94.2
## cvpred       85.7 100.1  98.1  96.9  99.0  80.5  74.4  60.8  90.4  83.3  93.3
## pm2.5        68.0 142.0 224.0 193.0 154.0  38.0  29.0  19.0  19.0  12.0  32.0
## CV residual -17.7  41.9 125.9  96.1  55.0 -42.5 -45.4 -41.8 -71.4 -71.3 -61.3
##              1701   1704  1705  1713  1714  1717  1720  1722  1723   1725  1726
## Predicted    97.7 100.31  98.7  98.0  95.7  91.9  88.4  84.9  82.6 79.303  77.3
## cvpred       96.9  99.81  98.2  97.2  94.9  91.2  87.9  84.4  82.0 78.873  76.9
## pm2.5        53.0  91.00  79.0  69.0  82.0  78.0  68.0  61.0  58.0 78.000  64.0
## CV residual -43.9  -8.81 -19.2 -28.2 -12.9 -13.2 -19.9 -23.4 -24.0 -0.873 -12.9
##              1730   1736  1741  1743  1745   1747  1749  1754 1756  1757  1760
## Predicted    98.1 102.40  98.2  95.7 94.27 105.93 104.3  97.9  104  99.8  89.6
## cvpred       97.4 101.95  97.9  95.4 94.02 105.52 103.9  97.6  104  99.2  88.9
## pm2.5        44.0 105.00  68.0  78.0 86.00 112.00 116.0 129.0  220 175.0  60.0
## CV residual -53.4   3.05 -29.9 -17.4 -8.02   6.48  12.1  31.4  116  75.8 -28.9
##              1762  1768  1769  1778  1781  1784  1786  1787  1792  1793  1794
## Predicted    84.4  61.6  56.7 100.4 100.4  99.7  99.3  96.0  97.3  95.9  96.0
## cvpred       83.8  61.3  56.6  99.7  99.7  99.0  98.7  95.3  96.5  95.1  95.3
## pm2.5        43.0  22.0  22.0  63.0  55.0  71.0  72.0  73.0  64.0  53.0  45.0
## CV residual -40.8 -39.3 -34.6 -36.7 -44.7 -28.0 -26.7 -22.3 -32.5 -42.1 -50.3
##              1797  1798  1801  1802  1804  1806  1808  1809  1815  1816  1820
## Predicted    96.2 100.1  99.5 101.4  96.7  93.1  85.9  83.0  94.0  94.0  98.3
## cvpred       95.7  99.4  98.9 100.8  96.0  92.5  85.2  82.3  93.1  93.1  97.6
## pm2.5        63.0  67.0  76.0  41.0  85.0  18.0  33.0  34.0  20.0  21.0  39.0
## CV residual -32.7 -32.4 -22.9 -59.8 -11.0 -74.5 -52.2 -48.3 -73.1 -72.1 -58.6
##              1822  1824    1827 1833  1834 1838 1840 1841 1844 1847 1848 1850
## Predicted    99.2 100.9 96.3606  104 102.8  103  104  104  103  105  105  105
## cvpred       98.5 100.3 95.9132  103 102.3  103  104  104  102  104  105  105
## pm2.5        67.0  76.0 96.0000  110 135.0  201  219  208  206  222  239  249
## CV residual -31.5 -24.3  0.0868    7  32.7   98  115  104  104  118  134  144
##             1852 1860 1861 1862 1865 1866 1867 1868 1869  1873 1875  1883  1887
## Predicted    108  109  108  109  108  108  107  108  106 108.7  108  80.0 48.17
## cvpred       107  108  108  108  108  107  107  107  106 108.4  108  79.8 47.78
## pm2.5        247  249  245  250  239  234  240  224  206 183.0  216 381.0 51.00
## CV residual  140  141  137  142  131  127  133  117  100  74.6  108 301.2  3.22
##              1890  1891  1894  1900  1901  1902  1904  1907  1908  1909  1910
## Predicted    36.8  34.6  31.4 102.1 101.4 101.4 102.8  96.5  93.5  89.8  96.1
## cvpred       36.7  34.6  31.6 101.6 100.8 100.9 102.3  95.8  92.8  89.1  95.3
## pm2.5        26.0  22.0  21.0  60.0  47.0  50.0  41.0  55.0  56.0  52.0  49.0
## CV residual -10.7 -12.6 -10.6 -41.6 -53.8 -50.9 -61.3 -40.8 -36.8 -37.1 -46.3
##              1916  1917  1918  1924 1925   1927   1928  1931  1935  1936  1939
## Predicted    93.1  91.2  89.6 104.6  104 104.19 104.52  97.0  80.9  74.2  64.8
## cvpred       92.7  90.8  89.2 104.1  103 103.72 104.09  96.4  80.5  73.7  64.5
## pm2.5       113.0 121.0 116.0  90.0  100  96.00 102.00 784.0 158.0 226.0  47.0
## CV residual  20.3  30.2  26.8 -14.1   -3  -7.72  -2.09 687.6  77.5 152.3 -17.5
##              1940  1941  1950  1960  1963  1966  1967 1972  1975  1980  1985
## Predicted    61.6  59.6 102.5  85.2  77.6  72.8 72.56  102 102.8  91.6 96.27
## cvpred       61.3  59.4 101.9  84.7  77.3  72.5 72.38  101 102.3  90.8 95.69
## pm2.5        27.0  25.0  46.0  55.0  64.0  57.0 63.00   73  68.0  44.0 92.00
## CV residual -34.3 -34.4 -55.9 -29.7 -13.3 -15.5 -9.38  -28 -34.3 -46.8 -3.69
##              1986  1988  1989  1993  1994  1997  2004  2007  2009  2014  2020
## Predicted    96.0  93.8 104.3 102.9 101.2  97.7  74.4  92.3  89.0  99.7  99.2
## cvpred       95.6  93.5 103.9 102.5 100.9  97.4  73.6  91.3  88.1  99.0  98.5
## pm2.5       134.0  64.0  52.0  48.0  52.0  51.0  12.0  16.0  20.0  33.0  72.0
## CV residual  38.4 -29.5 -51.9 -54.5 -48.9 -46.4 -61.6 -75.3 -68.1 -66.0 -26.5
##              2025  2030  2032  2036  2037   2038  2042  2044  2047  2051  2052
## Predicted   101.8  89.5  86.6 101.1 100.7 100.21 98.47  95.1 97.31 91.09  88.8
## cvpred      101.2  88.7  85.9 100.5 100.1  99.58 97.79  94.4 96.77 90.55  88.2
## pm2.5        38.0  64.0  72.0  84.0  85.0  98.00 89.00  46.0 99.00 81.00  74.0
## CV residual -63.2 -24.7 -13.9 -16.5 -15.1  -1.58 -8.79 -48.4  2.23 -9.55 -14.2
##              2057  2058  2060  2061  2063  2070  2074   2077  2082  2088  2089
## Predicted    98.8  98.3  97.1  95.2  91.6 102.5 102.1 101.43  91.9 87.99 89.34
## cvpred       98.1  97.6  96.6  94.6  91.1 101.9 101.6 100.83  91.2 87.57 89.03
## pm2.5        50.0  54.0  59.0  62.0  57.0  67.0  74.0  96.00  57.0 82.00 92.00
## CV residual -48.1 -43.6 -37.6 -32.6 -34.1 -34.9 -27.6  -4.83 -34.2 -5.57  2.97
##              2096 2107 2109 2112 2113 2115 2117  2144  2155  2159  2161  2162
## Predicted   104.6  110  110  111  111  109  108 110.4  94.4 81.45  71.9  67.9
## cvpred      104.1  110  110  111  111  109  108 110.2  93.9 80.99  71.4  67.5
## pm2.5       169.0  275  296  297  288  254  248 124.0 187.0 71.00  31.0  39.0
## CV residual  64.9  165  186  186  177  145  140  13.8  93.1 -9.99 -40.4 -28.5
##              2171  2177   2178  2180  2183  2187  2191  2192  2200  2203  2205
## Predicted    46.2 21.79 17.155 10.37  99.0 100.4  91.3  90.3  59.7  49.0  98.3
## cvpred       45.9 21.82 17.214 10.48  98.3  99.7  90.5  89.6  59.1  48.5  97.6
## pm2.5        21.0 16.00 18.000 17.00  54.0  41.0  40.0  27.0  16.0  12.0  30.0
## CV residual -24.9 -5.82  0.786  6.52 -44.3 -58.7 -50.5 -62.6 -43.1 -36.5 -67.6
##              2206  2208  2209  2219  2221   2222  2223  2225  2228  2238  2243
## Predicted    99.4  97.9 100.7  96.2 91.89 90.609  91.1  89.9  86.1 105.6 101.3
## cvpred       98.7  97.3 100.1  95.5 91.21 89.988  90.6  89.5  85.8 105.2 100.9
## pm2.5        69.0  49.0  48.0  67.0 82.00 89.000 110.0 132.0 119.0 180.0 167.0
## CV residual -29.7 -48.3 -52.1 -28.5 -9.21 -0.988  19.4  42.5  33.2  74.8  66.1
##              2247  2248  2252  2253  2254  2258  2259  2262  2263  2266  2267
## Predicted    97.3  98.7  93.5  94.8 94.26  93.7  91.7 106.3 106.2 106.9 106.3
## cvpred       96.5  97.9  92.8  94.3 93.76  93.5  91.6 105.9 105.9 106.6 105.9
## pm2.5        41.0  34.0  61.0  70.0 87.00 177.0 169.0 161.0 169.0 185.0 166.0
## CV residual -55.5 -63.9 -31.8 -24.3 -6.76  83.5  77.4  55.1  63.1  78.4  60.1
##              2270  2271  2276  2280  2282  2283  2293  2294  2296  2298  2300
## Predicted   103.4 101.4 108.5 108.3 103.7  99.3  96.6  94.7  90.1  86.1  95.1
## cvpred      103.1 101.1 108.2 108.1 103.2  98.7  95.8  93.8  89.2  85.3  94.1
## pm2.5       186.0 142.0  47.0  18.0  14.0  12.0  15.0  16.0  15.0  12.0  17.0
## CV residual  82.9  40.9 -61.2 -90.1 -89.2 -86.7 -80.8 -77.8 -74.2 -73.3 -77.1
##              2301  2303    2309  2312   2314  2317  2319  2321  2324  2328
## Predicted    95.4 101.1 101.794 104.6 102.81 101.0  92.5 84.95 75.83  69.9
## cvpred       94.5 100.5 101.191 104.1 102.28 100.5  92.0 84.57 75.53  70.0
## pm2.5        23.0  24.0 102.000  68.0 101.00 140.0 108.0 94.00 80.00 104.0
## CV residual -71.5 -76.5   0.809 -36.1  -1.28  39.5  16.0  9.43  4.47  34.0
##              2335 2336  2344  2347  2349  2350  2354  2362  2364  2368  2371
## Predicted   60.38 59.1  46.6  40.1 108.7 109.0 106.9  95.7 102.9  93.8  89.0
## cvpred      60.62 59.4  47.0  40.6 108.4 108.8 106.7  95.4 102.7  93.7  88.9
## pm2.5       69.00 75.0 122.0 127.0 158.0 141.0 137.0  58.0 131.0  67.0  71.0
## CV residual  8.38 15.6  75.0  86.4  49.6  32.2  30.3 -37.4  28.3 -26.7 -17.9
##              2372  2374  2375  2376 2377  2385  2387  2389  2395  2399  2401
## Predicted   88.28 108.0 108.0 108.0  107  88.1  97.3  95.7  86.9  82.1  79.5
## cvpred      88.23 107.7 107.7 107.7  107  87.5  96.5  94.9  86.2  81.8  79.3
## pm2.5       94.00  85.0  75.0  79.0   91  22.0  16.0  19.0  24.0  53.0  39.0
## CV residual  5.77 -22.7 -32.7 -28.7  -16 -65.5 -80.5 -75.9 -62.2 -28.8 -40.3
##             2409 2410  2413 2415  2416  2420  2423  2424  2431  2432  2434
## Predicted   71.8 71.1 67.52  107 107.0 108.3 107.6 107.6 106.1 104.9  97.2
## cvpred      72.0 71.2 67.71  107 106.6 108.1 107.3 107.3 105.9 104.7  96.8
## pm2.5       84.0 91.0 75.00   63  57.0  78.0  86.0  86.0  95.0  44.0  23.0
## CV residual 12.0 19.8  7.29  -44 -49.6 -30.1 -21.3 -21.3 -10.9 -60.7 -73.8
##              2435  2437  2439  2443  2450  2458  2459    2460  2465  2466  2469
## Predicted    93.3 80.09  70.4  51.2  29.7  9.31  5.04 -0.1315 -18.5 -20.5  98.7
## cvpred       92.9 79.52  70.0  51.1  29.8  9.39  5.13 -0.0106 -18.0 -20.0  97.9
## pm2.5        22.0 88.00  25.0  14.0  11.0 12.00 13.00 15.0000  13.0  13.0  31.0
## CV residual -70.9  8.48 -45.0 -37.1 -18.8  2.61  7.87 15.0106  31.0  33.0 -66.9
##              2471    2473  2475  2480  2481  2482  2484  2487  2488  2489  2495
## Predicted    94.5 100.748 101.8 100.4  98.8  98.1  92.5  93.8  94.0  94.7  91.8
## cvpred       93.6 100.117 101.2  99.8  98.1  97.4  91.7  92.9  93.1  93.8  91.5
## pm2.5        68.0 100.000  55.0  24.0  25.0  30.0  42.0  41.0  54.0  50.0  70.0
## CV residual -25.6  -0.117 -46.2 -75.8 -73.1 -67.4 -49.7 -51.9 -39.1 -43.8 -21.5
##              2497  2501  2502  2504  2507  2508  2510  2516 2518 2519 2521 2527
## Predicted   87.29  80.5  79.2  77.0  73.8  72.5  70.0 106.9  107  106  107  104
## cvpred      87.13  80.4  79.2  77.1  73.9  72.7  70.2 106.6  106  106  107  104
## pm2.5       79.00 106.0 121.0 142.0 198.0 206.0 204.0 206.0  220  237  235  242
## CV residual -8.13  25.6  41.8  64.9 124.1 133.3 133.8  99.4  114  131  128  138
##             2528 2529 2530  2537 2541  2544  2546  2548  2549  2551  2554  2559
## Predicted    104  104  103 101.9   95 89.46  85.9  83.8  82.4  80.9  76.8  70.9
## cvpred       104  104  102 101.7   95 89.52  86.0  83.8  82.4  81.0  76.9  71.1
## pm2.5        244  235  249 185.0  123 92.00 107.0 129.0 130.0 128.0 151.0 143.0
## CV residual  140  131  147  83.3   28  2.48  21.0  45.2  47.6  47.0  74.1  71.9
##              2562  2564 2568  2571  2572  2573  2574  2575  2576  2578  2579
## Predicted    69.0  67.1  109 110.8 110.7 110.0 108.6 111.4 111.6 110.4 110.4
## cvpred       69.4  67.4  109 110.6 110.6 109.9 108.5 111.3 111.5 110.2 110.2
## pm2.5       161.0 134.0  212 209.0 198.0 192.0 184.0 177.0 183.0 195.0 209.0
## CV residual  91.6  66.6  103  98.4  87.4  82.1  75.5  65.7  71.5  84.8  98.8
##             2583 2585 2586 2588 2590 2591 2592 2594  2604  2605  2607  2610
## Predicted    110  109  107  112  111  111  110  112 101.6  99.3  96.4 107.3
## cvpred       110  108  107  111  111  111  110  112 101.6  99.3  96.4 107.3
## pm2.5        229  255  268  257  309  331  351  385  36.0  22.0  17.0 175.0
## CV residual  119  147  161  146  198  220  241  273 -65.6 -77.3 -79.4  67.7
##              2616  2617  2623  2626  2629  2633  2635  2638  2639  2640  2643
## Predicted    98.2  97.4 109.7 111.8 106.6 105.7 104.8 103.6 101.7  99.4  99.8
## cvpred       98.2  97.5 109.5 111.7 106.3 105.4 104.5 103.2 101.3  98.9  99.5
## pm2.5       152.0 110.0  82.0  92.0  83.0  66.0  80.0  71.0  55.0  53.0  46.0
## CV residual  53.8  12.5 -27.5 -19.7 -23.3 -39.4 -24.5 -32.2 -46.3 -45.9 -53.5
##              2646  2648  2652  2653  2656  2657  2660  2665  2667 2669  2672
## Predicted   103.6 106.7  99.6  96.1 106.4 106.0 107.6 109.9 109.7  109 105.4
## cvpred      103.2 106.4  99.6  96.1 106.1 105.7 107.3 109.7 109.5  109 105.3
## pm2.5        26.0  47.0  51.0  49.0  23.0  16.0  35.0  34.0  49.0   27  44.0
## CV residual -77.2 -59.4 -48.6 -47.1 -83.1 -89.7 -72.3 -75.7 -60.5  -82 -61.3
##              2673 2676  2677  2679 2683  2684  2687  2690  2696  2701  2704
## Predicted   103.8  101 100.1  95.9  107 108.5 106.2 108.7 105.1  97.2  93.5
## cvpred      103.7  101 100.2  95.9  107 108.2 105.9 108.4 104.9  96.5  92.8
## pm2.5        53.0   46  42.0  38.0   35  26.0  41.0  41.0  65.0  19.0  10.0
## CV residual -50.7  -55 -58.2 -57.9  -72 -82.2 -64.9 -67.4 -39.9 -77.5 -82.8
##              2705  2706  2710  2714  2717  2719   2723  2728  2732 2737 2738
## Predicted    89.6  90.7  97.9  93.7  92.5  91.9 103.60  92.7 85.32 76.5 74.9
## cvpred       88.9  90.2  97.3  93.3  92.2  91.7 103.22  92.7 85.44 76.8 75.2
## pm2.5        16.0  23.0  32.0  53.0  65.0  70.0 107.00 111.0 79.00 98.0 93.0
## CV residual -72.9 -67.2 -65.3 -40.3 -27.2 -21.7   3.78  18.3 -6.44 21.2 17.8
##             2742  2746  2747  2751  2752 2759  2760  2762  2765  2769  2770
## Predicted   69.2  63.8  61.8  48.9  47.3  107 103.8 107.8  95.6  85.3  82.6
## cvpred      69.5  64.3  62.3  49.5  48.0  107 103.6 107.5  95.2  84.9  82.3
## pm2.5       98.0 140.0 142.0 110.0 120.0    7   7.0   8.0  20.0  16.0  10.0
## CV residual 28.5  75.7  79.7  60.5  72.0 -100 -96.6 -99.5 -75.2 -68.9 -72.3
##              2771  2780  2781  2782  2784  2786  2787  2790  2792  2796  2801
## Predicted    80.0  93.3  89.7  83.7  74.8  63.7  61.1  58.6  54.6 48.79 34.82
## cvpred       79.6  92.9  89.4  83.3  74.4  63.2  60.8  58.3  54.4 48.81 35.02
## pm2.5        11.0  10.0  14.0  11.0  16.0  16.0  15.0  22.0  22.0 46.00 31.00
## CV residual -68.6 -82.9 -75.4 -72.3 -58.4 -47.2 -45.8 -36.3 -32.4 -2.81 -4.02
##              2802  2803 2805  2811  2814  2815  2818  2827  2835  2842  2845
## Predicted    31.6  27.0 22.5 10.18 -1.90 -3.87 -13.5 -56.2 102.8  87.6  73.7
## cvpred       31.8  27.2 22.8 10.83 -1.25 -3.20 -12.8 -54.8 102.3  87.2  73.4
## pm2.5        16.0  14.0 15.0 15.00 11.00 13.00  15.0  14.0  19.0  19.0  15.0
## CV residual -15.8 -13.2 -7.8  4.17 12.25 16.20  27.8  68.8 -83.3 -68.2 -58.4
##              2847  2850  2858  2862  2864 2868  2874 2885  2887  2888  2893
## Predicted    63.3  50.0  34.3 26.82 22.19 12.6 -4.49  107 106.9 106.2 105.2
## cvpred       63.1  50.1  34.7 27.29 22.68 13.1 -3.69  107 106.6 105.9 104.8
## pm2.5        22.0  18.0  21.0 36.00 32.00 19.0 20.00   82  86.0  94.0  79.0
## CV residual -41.1 -32.1 -13.7  8.71  9.32  5.9 23.69  -25 -20.6 -11.9 -25.8
##              2894  2902  2903 2904  2906   2916  2917  2923  2926  2929  2930
## Predicted   104.7  86.2  85.2   84  81.6 111.08 105.9  88.2 100.2 105.2 106.3
## cvpred      104.3  86.1  85.2   84  81.7 110.94 105.5  87.7  99.6 104.8 105.9
## pm2.5        80.0  61.0  74.0   74  68.0 115.00  59.0  39.0  31.0  36.0  56.0
## CV residual -24.3 -25.1 -11.2  -10 -13.7   4.06 -46.5 -48.7 -68.6 -68.8 -49.9
##              2932   2938  2939  2940  2941  2942  2946  2952  2959   2961  2963
## Predicted   105.7 108.69 107.4 106.9 107.5 106.3 111.4 109.7 113.5 112.13 111.7
## cvpred      105.4 108.41 107.2 106.7 107.4 106.2 111.3 109.5 113.5 112.02 111.7
## pm2.5        69.0 102.00 133.0 151.0 149.0 141.0 151.0 160.0 133.0 119.00 132.0
## CV residual -36.4  -6.41  25.8  44.3  41.6  34.8  39.7  50.5  19.5   6.98  20.3
##              2966  2969  2970 2973  2974  2979  2987  2988 2989  2992  2996
## Predicted   112.9 110.5 108.5  107 104.4  94.2  87.2  87.1  117  98.5  73.3
## cvpred      112.9 110.7 108.8  107 104.7  94.6  87.7  87.7  117  98.6  73.3
## pm2.5       123.0 121.0 136.0  228 201.0 158.0 283.0 282.0  260  13.0  14.0
## CV residual  10.1  10.3  27.2  121  96.3  63.4 195.3 194.3  143 -85.6 -59.3
##              2998  3000 3005  3010  3011  3013  3014  3020  3029 3032  3040
## Predicted    60.9  52.5  105  95.3  92.4  86.5  83.7  65.7  94.6  112  87.1
## cvpred       61.1  52.8  105  95.1  92.3  86.5  83.6  65.7  94.7  112  87.0
## pm2.5        14.0  10.0   11  19.0  20.0  20.0  17.0  25.0  64.0   72 173.0
## CV residual -47.1 -42.8  -94 -76.1 -72.3 -66.5 -66.6 -40.7 -30.7  -40  86.0
##              3041  3045  3049  3051  3053  3054 3056  3057  3061 3062  3063
## Predicted    83.2  75.4  70.1 110.8 111.1 111.4  112 113.2 107.8  107 106.2
## cvpred       83.1  75.5  70.2 110.6 110.9 111.3  112 113.1 107.5  107 106.2
## pm2.5       126.0  45.0  50.0  49.0  59.0  78.0  159 191.0 163.0  135 119.0
## CV residual  42.9 -30.5 -20.2 -61.6 -51.9 -33.3   47  77.9  55.5   28  12.8
##              3064  3071   3076 3077  3087  3088  3089  3090  3091  3092  3096
## Predicted   105.3  91.6 111.66  108  65.4 106.0 102.6  94.0  91.1  87.9 106.3
## cvpred      105.3  91.6 111.72  108  65.5 105.7 102.1  93.4  90.5  87.4 105.9
## pm2.5       107.0 144.0 120.00  129  31.0  39.0  28.0  56.0  53.0  59.0 126.0
## CV residual   1.7  52.4   8.28   21 -34.5 -66.7 -74.1 -37.4 -37.5 -28.4  20.1
##              3099  3103  3108  3109  3111  3114  3117  3122  3125  3130  3132
## Predicted   106.6 110.4  93.4  88.7  79.0  68.7  56.7  43.2  36.0 106.4 106.4
## cvpred      106.2 110.2  92.9  88.3  78.8  68.7  56.9  43.6  36.6 106.1 106.1
## pm2.5        96.0  58.0  43.0  63.0  58.0  21.0   8.0   8.0   5.0  13.0  12.0
## CV residual -10.2 -52.2 -49.9 -25.3 -20.8 -47.7 -48.9 -35.6 -31.6 -93.1 -94.1
##              3133  3135  3136  3142 3146  3150  3151 3154  3155  3156  3161
## Predicted   106.4 106.7 107.4 109.4  104 110.8 111.1  112 111.1 110.4 105.2
## cvpred      106.1 106.4 107.2 109.1  104 110.6 110.9  112 110.9 110.2 105.1
## pm2.5        16.0  18.0  16.0  39.0   43  33.0  31.0   55  49.0  42.0  45.0
## CV residual -90.1 -88.4 -91.2 -70.1  -61 -77.6 -79.9  -57 -61.9 -68.2 -60.1
##              3162  3164  3168  3169  3170  3174  3180  3181  3182  3188  3189
## Predicted   103.2  99.0  94.6  93.9 110.1 108.4 110.0 110.0 108.4 101.6  98.6
## cvpred      103.1  98.9  94.7  93.9 109.9 108.3 109.9 109.9 108.3 101.6  98.5
## pm2.5        41.0  38.0  54.0  52.0  54.0  73.0  74.0  60.0  43.0  83.0  68.0
## CV residual -62.1 -60.9 -40.7 -41.9 -55.9 -35.3 -35.9 -49.9 -65.3 -18.6 -30.5
##              3194 3203  3204  3206  3207  3212  3215 3218 3224 3225   3236
## Predicted   111.1  106 105.5 104.2 104.2 113.8 115.6  116  113  112 108.14
## cvpred      110.9  106 105.5 104.3 104.3 113.8 115.6  116  113  112 108.16
## pm2.5        65.0  130 138.0 157.0 140.0 173.0 209.0  224  221  223 117.00
## CV residual -45.9   24  32.5  52.7  35.7  59.2  93.4  108  108  111   8.84
##               3241   3243  3244  3246  3250  3254  3258  3264  3266  3267  3269
## Predicted   103.45 100.25 100.2  97.7  93.9  88.9  82.1  77.0  74.4 115.6 114.5
## cvpred      103.57 100.38 100.4  97.9  94.2  89.3  82.5  77.6  74.9 115.6 114.6
## pm2.5       107.00  98.00 115.0 144.0 185.0 136.0  33.0  47.0  49.0  36.0  41.0
## CV residual   3.43  -2.38  14.6  46.1  90.8  46.7 -49.5 -30.6 -25.9 -79.6 -73.6
##              3271  3275  3276  3279 3280  3284  3286  3289  3290    3292  3294
## Predicted   115.2 114.5 113.8 110.7  116 114.7 111.8 107.0 105.7 104.286 111.1
## cvpred      115.3 114.6 113.9 110.9  116 114.7 111.9 107.1 105.9 104.483 111.2
## pm2.5        51.0  74.0  82.0  79.0   84  90.0  96.0  86.0  86.0 105.000  79.0
## CV residual -64.3 -40.6 -31.9 -31.9  -32 -24.7 -15.9 -21.1 -19.9   0.517 -32.2
##              3295  3296  3299  3310  3314  3318  3321  3323  3329  3335   3341
## Predicted   108.8 105.8  97.2 107.3 112.5 112.8 113.2 107.5  89.6 105.7 112.82
## cvpred      108.9 105.9  97.4 107.2 112.4 112.7 113.1 107.4  89.4 105.4 112.74
## pm2.5        13.0  12.0  16.0  31.0  38.0  23.0  43.0  47.0  30.0  33.0 103.00
## CV residual -95.9 -93.9 -81.4 -76.2 -74.4 -89.7 -70.1 -60.4 -59.4 -72.4  -9.74
##               3344  3347  3349  3353  3354  3356  3359  3360  3363  3372  3374
## Predicted   111.75 112.8 109.0  97.7  96.1  92.8  92.9  93.0 92.36 113.4 110.6
## cvpred      111.68 112.7 108.8  97.4  95.8  92.6  92.9  93.1 92.59 113.5 110.6
## pm2.5       103.00  67.0  51.0  36.0  34.0  40.0  68.0  78.0 96.00 134.0  78.0
## CV residual  -8.68 -45.7 -57.8 -61.4 -61.8 -52.6 -24.9 -15.1  3.41  20.5 -32.6
##              3380  3381  3382  3391  3398  3405   3408  3416  3420  3422  3431
## Predicted   102.8 103.4 114.9 112.4 112.6 102.3 114.53 114.7 109.4 110.9 104.7
## cvpred      102.8 103.6 114.9 112.4 112.6 102.3 114.55 114.7 109.4 110.8 104.8
## pm2.5        65.0  93.0 148.0 124.0 167.0 115.0 118.00 138.0 135.0 100.0 139.0
## CV residual -37.8 -10.6  33.1  11.6  54.4  12.7   3.45  23.3  25.6 -10.8  34.2
##              3433  3436  3439  3446  3448  3451  3454  3456  3457  3459  3464
## Predicted   114.2 113.8 110.9  93.3  88.3  83.2 107.4 103.5 106.6 103.7 108.5
## cvpred      114.2 113.8 110.8  93.4  88.5  83.3 107.2 103.3 106.2 103.4 108.2
## pm2.5       100.0  73.0  47.0  42.0  23.0  23.0  45.0  18.0  20.0  18.0  24.0
## CV residual -14.2 -40.8 -63.8 -51.4 -65.5 -60.3 -62.2 -85.3 -86.2 -85.4 -84.2
##              3465  3466  3474  3478  3479  3481  3484  3487  3488  3489  3490
## Predicted   108.1 106.1 109.0 105.7 104.5 113.2 113.5 115.2 114.9 114.5 113.3
## cvpred      107.9 105.9 108.8 105.6 104.4 113.1 113.5 115.3 114.9 114.6 113.3
## pm2.5        29.0  45.0  48.0  35.0  37.0  47.0 139.0  81.0  65.0 131.0 137.0
## CV residual -78.9 -60.9 -60.8 -70.6 -67.4 -66.1  25.5 -34.3 -49.9  16.4  23.7
##              3496  3498  3499  3503  3504  3505  3506  3507  3509  3515  3532
## Predicted    99.7  95.1  94.2  89.4 115.2 116.3 113.3 112.6 115.6 113.4 116.7
## cvpred       99.8  95.2  94.4  89.8 115.3 116.3 113.3 112.6 115.6 113.5 116.9
## pm2.5        58.0  72.0  59.0  59.0  78.0  90.0  91.0  98.0  81.0  71.0  86.0
## CV residual -41.8 -23.2 -35.4 -30.8 -37.3 -26.3 -22.3 -14.6 -34.6 -42.5 -30.9
##              3533  3536  3540   3541  3542  3553  3554 3562  3563 3564  3565
## Predicted   116.6 116.7 112.6 117.29 116.7 117.3 117.6  118 118.3  118 116.9
## cvpred      116.7 116.9 112.9 117.44 116.9 117.4 117.8  118 118.5  118 117.1
## pm2.5        83.0 133.0 142.0 127.00 132.0 175.0 181.0  234 187.0  220  92.0
## CV residual -33.7  16.1  29.1   9.56  15.1  57.6  63.2  116  68.5  102 -25.1
##              3568  3571  3572  3573  3578  3579  3582  3584 3586  3594  3595
## Predicted   104.6  99.8 114.2 115.6 111.3 109.4 100.8 113.3  109 109.4 112.9
## cvpred      104.6  99.8 114.2 115.6 111.4 109.4 100.9 113.3  109 109.4 112.9
## pm2.5        16.0  17.0  22.0  34.0  26.0  30.0  17.0  29.0   19  29.0  59.0
## CV residual -88.6 -82.8 -92.2 -81.6 -85.4 -79.4 -83.9 -84.3  -90 -80.4 -53.9
##              3597 3604  3606  3609  3613  3615  3619  3625  3629  3632   3636
## Predicted   114.3  111 109.5 116.2 113.3 110.6 110.8 110.2 114.8 115.2 115.91
## cvpred      114.4  111 109.6 116.4 113.3 110.6 110.8 110.3 114.9 115.3 115.99
## pm2.5        30.0   75  91.0 105.0  85.0  50.0  92.0 189.0  87.0  87.0 107.00
## CV residual -84.4  -36 -18.6 -11.4 -28.3 -60.6 -18.8  78.7 -27.9 -28.3  -8.99
##               3638  3642  3643    3645  3667  3669 3673  3675  3678   3679
## Predicted   113.40 114.4 112.5 115.138 112.7 117.0  116 115.2 112.4 116.27
## cvpred      113.52 114.6 112.6 115.317 112.8 117.1  116 115.3 112.4 116.35
## pm2.5       120.00 178.0  80.0 115.000  97.0 128.0  190 156.0  94.0 109.00
## CV residual   6.48  63.4 -32.6  -0.317 -15.8  10.9   74  40.7 -18.4  -7.35
##              3680    3683   3684   3686  3687  3692  3693  3696 3700  3706
## Predicted   116.3 113.820 114.15 114.53 115.2 107.2 107.4 106.3  104 114.5
## cvpred      116.3 113.849 114.22 114.55 115.3 107.3 107.5 106.4  104 114.6
## pm2.5       140.0 114.000 121.00 113.00 104.0  83.0  85.0  86.0   63  85.0
## CV residual  23.7   0.151   6.78  -1.55 -11.3 -24.3 -22.5 -20.4  -41 -29.6
##              3781   3786  3788  3790  3792  3796  3835  3838  3842  3846  3847
## Predicted   117.4 104.11 102.3  98.7  95.5 116.3 111.5 105.6 114.2 116.7 116.0
## cvpred      117.6 104.31 102.6  99.0  95.8 116.3 111.6 105.7 114.2 116.9 116.2
## pm2.5       151.0 113.00 172.0 142.0 131.0 191.0  60.0  32.0  38.0  62.0  60.0
## CV residual  33.4   8.69  69.4  43.0  35.2  74.7 -51.6 -73.7 -76.2 -54.9 -56.2
##              3850  3854  3856 3858  3861 3863  3864 3867  3868  3871  3890
## Predicted   111.9 105.7 115.4  113 109.2  108 107.5  118 117.5 117.6 117.3
## cvpred      112.1 105.9 115.5  113 109.5  108 107.7  118 117.6 117.8 117.5
## pm2.5        42.0  47.0  40.0   38  53.0   78  80.0   77  72.0  97.0 144.0
## CV residual -70.1 -58.9 -75.5  -75 -56.5  -30 -27.7  -41 -45.6 -20.8  26.5
##              3892  3899  3901  3909   3911   3912  3914  3916  3918  3919  3921
## Predicted   116.2 117.6 116.6 117.4 117.41 112.78 117.4 113.5 111.5 110.8 109.0
## cvpred      116.4 117.8 116.7 117.6 117.64 113.03 117.6 113.7 111.8 111.1 109.3
## pm2.5       142.0 104.0 100.0 129.0 127.00 104.00  19.0 153.0 140.0 131.0 149.0
## CV residual  25.6 -13.8 -16.7  11.4   9.36  -9.03 -98.6  39.3  28.2  19.9  39.7
##              3922  3927  3928  3931  3935  3937  3940  3942  3943  3944  3945
## Predicted   107.4 102.9 101.5  98.6 117.4 118.0 118.0 117.6 118.7 118.7 119.0
## cvpred      107.7 103.3 101.9  99.1 117.6 118.2 118.2 117.8 118.9 118.9 119.2
## pm2.5       137.0 151.0 165.0 157.0  42.0  57.0  80.0  74.0  77.0  67.0  78.0
## CV residual  29.3  47.7  63.1  57.9 -75.6 -61.2 -38.2 -43.8 -41.9 -51.9 -41.2
##              3953  3958 3961  3962 3964 3969  3976  3978  3979  3983  3984
## Predicted   114.9 109.5  107 120.4  119  120 118.0 117.0 118.0 121.1 119.8
## cvpred      115.2 109.9  108 120.7  120  120 118.2 117.1 118.2 121.4 120.2
## pm2.5        82.0 142.0  151 191.0  229  199 108.0  66.0  89.0  99.0  91.0
## CV residual -33.2  32.1   43  70.3  109   79 -10.2 -51.1 -29.2 -22.4 -29.2
##               3987  3989 3992  3993   3997 4009  4010  4011  4016 4017 4024
## Predicted   120.40 120.0  120 119.4 118.13  118 118.7 118.7 112.9  118  118
## cvpred      120.68 120.3  120 119.6 118.35  118 118.9 118.9 113.2  118  118
## pm2.5       129.00 139.0   67  62.0 109.00   33  37.0  45.0  51.0   44   16
## CV residual   8.32  18.7  -53 -57.6  -9.35  -85 -81.9 -73.9 -62.2  -74 -102
##              4025  4026  4028  4029  4030  4031  4033  4045  4046  4049  4052
## Predicted   119.0 116.7 118.0 118.3 118.0 117.6 116.2 118.0 117.6 117.4 112.6
## cvpred      119.2 116.9 118.2 118.5 118.2 117.8 116.4 118.2 117.8 117.6 112.9
## pm2.5        26.0  36.0  40.0  37.0  39.0  50.0  41.0  96.0  81.0  63.0 100.0
## CV residual -93.2 -80.9 -78.2 -81.5 -79.2 -67.8 -75.4 -22.2 -36.8 -54.6 -12.9
##              4053  4055  4065  4066  4070 4071  4073  4078 4083 4084  4086
## Predicted   111.2 118.3 117.6 118.0 117.3  116 115.1 121.1  120  119 116.1
## cvpred      111.4 118.5 117.8 118.2 117.5  116 115.4 121.4  120  119 116.4
## pm2.5       100.0  65.0  99.0 106.0  87.0   93  82.0 104.0  227  240  77.0
## CV residual -11.4 -53.5 -18.8 -12.2 -30.5  -23 -33.4 -17.4  107  121 -39.4
##              4093 4095  4100 4102 4103  4109  4111  4112  4113  4118  4120
## Predicted   111.9  113 112.1  107  105 115.6 117.0 115.6 115.2 118.0 117.3
## cvpred      111.9  113 112.3  107  105 115.6 117.1 115.6 115.3 118.2 117.4
## pm2.5        15.0   11  41.0   62   48  55.0  48.0  52.0  59.0  91.0  89.0
## CV residual -96.9 -102 -71.3  -45  -57 -60.6 -69.1 -63.6 -56.3 -27.2 -28.4
##              4121  4122  4123  4125  4126   4129  4133  4136  4137  4138  4164
## Predicted   117.1 114.3 116.1 118.0 117.9 118.67 117.4 120.2 119.9 119.1 111.6
## cvpred      117.3 114.4 116.2 118.2 118.2 118.88 117.6 120.5 120.2 119.4 111.5
## pm2.5        78.0  64.0  69.0  89.0  79.0 124.00 135.0 131.0 135.0 136.0  48.0
## CV residual -39.3 -50.4 -47.2 -29.2 -39.2   5.12  17.4  10.5  14.8  16.6 -63.5
##              4170  4173  4180   4184  4186  4189  4193  4196  4197 4209  4210
## Predicted   104.0 114.9 108.2 116.78 114.7 112.0 106.3 112.4 110.4  118 117.3
## cvpred      104.1 114.9 108.4 116.89 114.7 112.1 106.4 112.4 110.5  118 117.4
## pm2.5        48.0  61.0  69.0 109.00 104.0  96.0  38.0  60.0  64.0  140 149.0
## CV residual -56.1 -53.9 -39.4  -7.89 -10.7 -16.1 -68.4 -52.4 -46.5   22  31.6
##              4212  4219  4222 4223 4224  4232  4239   4243  4246  4261  4268
## Predicted   116.6 110.9 109.2  108  107 119.0 117.4 111.94 107.1 116.6 118.1
## cvpred      116.7 111.1 109.5  108  107 119.2 117.6 112.12 107.3 116.7 118.4
## pm2.5       159.0 170.0 195.0  215  227 211.0 160.0 115.00 124.0 131.0 131.0
## CV residual  42.3  58.9  85.5  107  120  91.8  42.4   2.88  16.7  14.3  12.6
##                4269   4273  4288  4289  4293 4302  4304  4308  4315  4326  4327
## Predicted   117.534 119.72 114.3 112.7 108.0  120 120.4 118.6 112.2 120.2 120.4
## cvpred      117.848 119.96 114.7 113.1 108.5  120 120.7 118.9 112.5 120.5 120.7
## pm2.5       118.000 111.00 174.0 159.0 184.0  247 198.0 184.0 175.0 175.0 172.0
## CV residual   0.152  -8.96  59.3  45.9  75.5  127  77.3  65.1  62.5  54.5  51.3
##              4331  4333  4334  4335  4338  4340 4342 4345  4351  4352  4355
## Predicted   118.6 120.0 118.8 118.3 115.6 114.5  114  121 116.0 121.8 121.8
## cvpred      118.9 120.3 119.1 118.6 115.9 114.8  114  121 116.5 122.1 122.1
## pm2.5       164.0 156.0 162.0 152.0 154.0 184.0  235  209 204.0 163.0 150.0
## CV residual  45.1  35.7  42.9  33.4  38.1  69.2  121   88  87.5  40.9  27.9
##               4356   4358   4359  4363  4364 4372  4374  4378  4379  4381  4383
## Predicted   120.88 120.88 119.27 119.1 117.9  112 108.1 118.8 119.0 116.2 113.4
## cvpred      121.24 121.24 119.65 119.4 118.2  112 108.4 119.1 119.2 116.4 113.5
## pm2.5       126.00 124.00 121.00  46.0  32.0   40  17.0  29.0  34.0  23.0  14.0
## CV residual   4.76   2.76   1.35 -73.4 -86.2  -72 -91.4 -90.1 -85.2 -93.4 -99.5
##             4385  4390  4391  4397 4402  4403  4405  4406  4411  4413  4416
## Predicted    115 113.9 119.0 121.1  121 120.0 120.0 118.8 110.5 109.4 109.1
## cvpred       115 114.1 119.2 121.4  121 120.3 120.3 119.1 110.7 109.7 109.6
## pm2.5         13  35.0  33.0  94.0   77  89.0 100.0  95.0  57.0  37.0  59.0
## CV residual -102 -79.1 -86.2 -27.4  -44 -31.3 -20.3 -24.1 -53.7 -72.7 -50.6
##              4417  4424 4427  4428  4429  4433    4443  4450  4451  4453  4454
## Predicted   108.2 121.1  118 121.8 119.4 117.1 121.094 106.1 105.4 110.5 108.6
## cvpred      108.7 121.4  118 122.1 119.6 117.3 121.402 106.2 105.5 110.4 108.5
## pm2.5        79.0 127.0  100  78.0  77.0  66.0 122.000  31.0  15.0  13.0  11.0
## CV residual -29.7   5.6  -18 -44.1 -42.6 -51.3   0.598 -75.2 -90.5 -97.4 -97.5
##              4460  4463  4465  4466  4467  4468 4469 4472 4477 4480  4487  4493
## Predicted    97.9 115.1 115.4 112.6 109.6 108.7  108  111  109  108 102.4 117.0
## cvpred       98.1 115.1 115.5 112.6 109.5 108.7  108  111  109  108 102.8 117.1
## pm2.5        21.0  32.0  62.0  34.0  24.0  25.0   28   22    2    7  44.0  45.0
## CV residual -77.1 -83.1 -53.5 -78.6 -85.5 -83.7  -80  -89 -107 -101 -58.8 -72.1
##              4495  4499  4500 4501  4502  4503  4504  4505  4506  4509 4510
## Predicted   116.8 113.7 113.0  112 111.0 118.3 118.0 118.0 118.7 119.4  118
## cvpred      116.9 113.9 113.2  112 111.2 118.5 118.2 118.2 118.9 119.6  118
## pm2.5        46.0  54.0  57.0   59  69.0  79.0  79.0  61.0  65.0  79.0   80
## CV residual -70.9 -59.9 -56.2  -53 -42.2 -39.5 -39.2 -57.2 -53.9 -40.6  -38
##              4514  4528  4530  4533  4534 4536  4537  4541  4545  4548    4551
## Predicted   112.1 112.6 113.2 109.7 111.2  109 107.0 117.3 118.0 114.2 112.005
## cvpred      112.3 112.6 113.1 109.8 111.4  109 107.4 117.4 118.2 114.4 112.351
## pm2.5        55.0  21.0  23.0  32.0  33.0   73  69.0  69.0  79.0  90.0 112.000
## CV residual -57.3 -91.6 -90.1 -77.8 -78.4  -36 -38.4 -48.4 -39.2 -24.4  -0.351
##              4555  4557  4559  4565   4567   4568  4582  4583  4584   4586
## Predicted   118.5 117.2 119.1 119.3 116.13 114.87 113.1 112.5 110.6 108.24
## cvpred      118.7 117.5 119.4 119.6 116.42 115.18 113.4 112.9 110.9 108.64
## pm2.5        70.0  91.0  74.0  73.0 108.00 106.00  80.0  71.0  72.0  99.00
## CV residual -48.7 -26.5 -45.4 -46.6  -8.42  -9.18 -33.4 -41.9 -38.9  -9.64
##               4588   4589   4590  4591  4597  4599  4601 4602 4605  4606  4609
## Predicted   106.27 105.01 104.99 104.3 100.7 120.0 121.4  122  120 118.8 117.4
## cvpred      106.69 105.45 105.47 104.8 101.2 120.3 121.8  122  120 119.1 117.6
## pm2.5       107.00 110.00 110.00 130.0 154.0 193.0 192.0  223  231 219.0 164.0
## CV residual   0.31   4.55   4.53  25.2  52.8  72.7  70.2  101  111  99.9  46.4
##              4612  4614  4622  4623 4627  4628  4632  4634  4638  4645  4647
## Predicted   119.4 120.0 120.0 121.4  121 121.1 121.8 121.1 118.6 120.7 118.9
## cvpred      119.6 120.3 120.3 121.8  121 121.4 122.1 121.4 118.9 121.1 119.3
## pm2.5        45.0  49.0 104.0 188.0  181 211.0 173.0 148.0  62.0  84.0  99.0
## CV residual -74.6 -71.3 -16.3  66.2   60  89.6  50.9  26.6 -56.9 -37.1 -20.3
##              4649     4651  4656  4658  4660   4664  4667  4668 4673   4675
## Predicted   116.4 113.5644 121.1 121.1 121.4 121.07 122.1 121.8  118 116.25
## cvpred      116.8 113.9725 121.4 121.4 121.8 121.42 122.5 122.1  118 116.62
## pm2.5       107.0 114.0000 112.0 139.0 111.0 118.00 134.0 143.0  105 118.00
## CV residual  -9.8   0.0275  -9.4  17.6 -10.8  -3.42  11.5  20.9  -13   1.38
##              4682  4683  4690  4694 4699 4701 4702  4705  4706  4707  4708 4713
## Predicted   121.8 121.4 121.4 118.6  120  118  117 120.2 119.4 121.8 121.4  120
## cvpred      122.1 121.8 121.8 118.9  120  118  117 120.5 119.8 122.1 121.8  120
## pm2.5       176.0 152.0 208.0 193.0  220  235  286 213.0 196.0 185.0 199.0  259
## CV residual  53.9  30.2  86.2  74.1  100  117  169  92.5  76.2  62.9  77.2  139
##              4721  4722  4725  4729  4731  4732  4738  4743  4747 4754  4756
## Predicted   116.9 115.7 113.3 120.9 121.8 121.4 121.4 122.3 114.8  110 106.9
## cvpred      117.4 116.1 113.8 121.2 122.1 121.8 121.8 122.7 115.2  110 107.5
## pm2.5       188.0 169.0 139.0  50.0  55.0  47.0 196.0 177.0  91.0  245 203.0
## CV residual  70.6  52.9  25.2 -71.2 -67.1 -74.8  74.2  54.3 -24.2  135  95.5
##              4758 4760 4766   4769  4771  4772  4774  4776  4779  4790  4792
## Predicted   120.0  121  122 116.05 114.2 112.6 111.2 109.2 104.7  96.4 121.8
## cvpred      120.3  121  122 116.46 114.7 113.1 111.7 109.8 105.3  97.2 122.1
## pm2.5       164.0   98  140 113.00 177.0 165.0 142.0 141.0 188.0 286.0  75.0
## CV residual  43.7  -23   18  -3.46  62.3  51.9  30.3  31.2  82.7 188.8 -47.1
##             4794  4798  4801  4802 4804  4805  4806  4807  4808  4810  4813
## Predicted    121 119.4 120.6 118.5  120 118.1 116.8 116.1 114.9 112.9 109.3
## cvpred       121 119.6 120.9 118.7  120 118.4 117.1 116.4 115.2 113.2 109.7
## pm2.5         76  63.0  63.0  60.0   54  58.0  46.0  49.0  35.0  35.0  34.0
## CV residual  -45 -56.6 -57.9 -58.7  -66 -60.4 -71.1 -67.4 -80.2 -78.2 -75.7
##             4817  4819  4820  4822  4826   4828  4832  4833  4834  4836  4837
## Predicted    117 112.7 110.4 109.1 107.3 106.22 121.8 121.8 121.4 121.4 121.4
## cvpred       117 113.1 110.8 109.6 107.8 106.73 122.1 122.1 121.8 121.8 121.8
## pm2.5         45  40.0  31.0  44.0  77.0 109.00  88.0  96.0  81.0  59.0  60.0
## CV residual  -72 -73.1 -79.8 -65.6 -30.8   2.27 -34.1 -26.1 -40.8 -62.8 -61.8
##              4839  4840  4843  4847  4848  4853  4858  4872  4875 4877 4880
## Predicted   118.2 117.3 112.5 121.8 121.8 118.6 122.1 112.6 109.7  122  122
## cvpred      118.6 117.7 112.9 122.1 122.1 118.9 122.5 113.1 110.3  122  123
## pm2.5        47.0  54.0  51.0  79.0  64.0 147.0 202.0 169.0 202.0  247  255
## CV residual -71.6 -63.7 -61.9 -43.1 -58.1  28.1  79.5  55.9  91.7  125  132
##             4884  4885   4890  4893 4897   4900   4904   4905 4909  4910  4913
## Predicted    121 122.8 112.28 108.8  104 102.21 122.80 122.77  122 120.7 113.7
## cvpred       122 123.2 112.75 109.4  105 102.86 123.21 123.23  122 121.1 114.2
## pm2.5        239 201.0 114.00 117.0   84 101.00 118.00 114.00   88  82.0  77.0
## CV residual  117  77.8   1.25   7.6  -21  -1.86  -5.21  -9.23  -34 -39.1 -37.2
##              4918  4920  4922 4924  4925 4929  4931  4935  4946 4951 4955 4958
## Predicted   108.8 108.5 106.1  103 102.2  123 123.5 119.2 105.6  123  123  122
## cvpred      109.4 109.1 106.8  104 102.9  124 123.9 119.7 106.2  124  124  123
## pm2.5        96.0 145.0 196.0  204 201.0  228 199.0 106.0 159.0  225  251  234
## CV residual -13.4  35.9  89.2  100  98.1  104  75.1 -13.7  52.8  101  127  111
##             4961  4964  4967  4971  4979  4980  4996  4998  4999  5003 5006
## Predicted    118 123.2 123.5 119.9 123.6 121.3  96.1  94.1  93.4  90.7  122
## cvpred       119 123.6 123.9 120.4 124.1 121.8  96.9  94.9  94.2  91.6  122
## pm2.5        240 202.0 195.0 196.0 201.0 199.0 147.0 185.0 189.0 180.0  177
## CV residual  121  78.4  71.1  75.6  76.9  77.2  50.1  90.1  94.8  88.4   55
##              5007  5010  5012  5018  5020  5022  5026  5027  5029  5032 5035
## Predicted   121.2 116.0 114.4 108.6 106.6 105.2 123.5 124.2 121.7 118.2  123
## cvpred      121.6 116.5 114.9 109.3 107.3 105.9 123.9 124.7 122.2 118.8  123
## pm2.5       165.0 183.0 184.0 151.0 151.0 142.0 169.0 171.0 215.0 197.0  278
## CV residual  43.4  66.5  69.1  41.7  43.7  36.1  45.1  46.3  92.8  78.2  155
##             5036 5037 5043 5044  5047  5048 5053 5057 5064  5066  5067  5078
## Predicted    125  125  117  115 122.8 121.9  125  123  123 124.2 124.2 114.4
## cvpred       125  125  117  116 123.2 122.3  125  123  124 124.7 124.7 114.9
## pm2.5        257  277  224  210 179.0 190.0  219  280  155 201.0 197.0  22.0
## CV residual  132  152  107   94  55.8  67.7   94  157   31  76.3  72.3 -92.9
##              5079  5080  5084 5086  5087  5088  5089  5093  5099  5100  5103
## Predicted   109.4 106.4  94.4  118 119.4 120.0 120.0 117.8 119.3 120.4 112.7
## cvpred      109.9 106.9  94.8  119 119.6 120.3 120.4 118.2 119.6 120.7 112.8
## pm2.5        22.0  20.0  13.0   13  30.0  34.0  44.0  46.0  66.0  45.0  27.0
## CV residual -87.9 -86.9 -81.8 -106 -89.6 -86.3 -76.4 -72.2 -53.6 -75.7 -85.8
##              5105 5106 5110  5112  5113  5117  5119  5120   5122  5130  5131
## Predicted   109.1  108  107 105.9 105.2 118.7 119.0 118.7 117.27 114.1 111.8
## cvpred      109.3  108  107 106.3 105.6 118.9 119.2 118.9 117.46 114.2 111.9
## pm2.5        26.0   22   37  70.0  85.0  38.0  91.0  90.0 114.00  29.0  38.0
## CV residual -83.3  -86  -70 -36.3 -20.6 -80.9 -28.2 -28.9  -3.46 -85.2 -73.9
##              5133  5134 5136  5143  5146  5150  5155  5156  5157  5160  5161
## Predicted   111.2 111.2  110 118.7 119.0 119.4 118.6 117.9 121.1 120.7 121.1
## cvpred      111.4 111.4  110 118.9 119.2 119.6 118.9 118.2 121.4 121.1 121.4
## pm2.5        48.0  50.0   64 154.0 179.0 144.0 195.0 176.0 171.0 198.0 198.0
## CV residual -63.4 -61.4  -46  35.1  59.8  24.4  76.1  57.8  49.6  76.9  76.6
##             5164  5166  5168  5170  5172 5174  5176  5178  5185  5190  5192
## Predicted    120 121.8 121.4 121.8 120.5  117 113.0 108.4 118.8 115.4 112.9
## cvpred       120 122.1 121.8 122.1 120.9  117 113.5 108.8 119.1 115.7 113.3
## pm2.5        202 203.0 155.0 170.0 202.0   86  35.0  41.0  45.0  35.0  28.0
## CV residual   82  80.9  33.2  47.9  81.1  -31 -78.5 -67.8 -74.1 -80.7 -85.3
##              5197  5203  5204  5205  5208  5209  5210  5212  5214  5217  5219
## Predicted    89.8  71.8  68.9  66.6  61.1  60.1  58.9  59.0  57.7  53.6 113.6
## cvpred       90.1  72.2  69.4  67.1  61.6  60.7  59.5  59.7  58.5  54.4 113.7
## pm2.5        13.0  20.0   9.0  18.0  11.0  11.0  12.0  15.0  14.0  21.0  16.0
## CV residual -77.1 -52.2 -60.4 -49.1 -50.6 -49.7 -47.5 -44.7 -44.5 -33.4 -97.7
##              5220 5221 5222  5225  5229  5230  5234  5235   5246   5247   5248
## Predicted   111.7  113  113 108.8 109.0 107.1 118.3 118.0 114.49 112.88 111.95
## cvpred      111.7  113  113 108.9 109.3 107.4 118.5 118.2 114.84 113.25 112.38
## pm2.5        12.0   10   11  16.0  27.0  46.0  65.0  78.0 107.00 119.00 108.00
## CV residual -99.7 -103 -102 -92.9 -82.3 -61.4 -53.5 -40.2  -7.84   5.75  -4.38
##               5249 5250  5256  5259  5262  5263   5273    5275  5277  5279
## Predicted   109.29  107 119.0 118.8 119.2 119.0 117.33 115.148 112.6 111.4
## cvpred      109.71  107 119.2 119.1 119.4 119.3 117.68 115.577 113.1 111.9
## pm2.5       101.00   91  38.0  44.0  62.0  63.0 119.00 115.000 141.0 187.0
## CV residual  -8.71  -16 -81.2 -75.1 -57.4 -56.3   1.32  -0.577  27.9  75.1
##              5282 5283 5284 5307  5310  5312  5328  5329  5331  5332  5337
## Predicted   121.8  122  122  123 116.7 111.8 110.1 122.5 121.4 120.7 117.1
## cvpred      122.1  122  122  124 116.9 111.9 110.6 122.8 121.8 121.1 117.5
## pm2.5       221.0  218  231  263 145.0  65.0 183.0 182.0 132.0 141.0  94.0
## CV residual  98.9   96  109  139  28.1 -46.9  72.4  59.2  10.2  19.9 -23.5
##              5339   5343  5344  5347  5348  5351  5355  5358  5363   5365
## Predicted   114.6 107.80 106.5 101.0  99.8 120.0 120.2 120.4 120.0 121.43
## cvpred      115.1 108.32 107.1 101.6 100.4 120.3 120.5 120.7 120.3 121.77
## pm2.5       166.0 117.00  97.0  61.0  66.0  81.0  74.0  94.0  96.0 113.00
## CV residual  50.9   8.68 -10.1 -40.6 -34.4 -39.3 -46.5 -26.7 -24.3  -8.77
##               5367  5369  5370  5372  5374  5377  5378  5381  5384  5473  5474
## Predicted   120.73 119.8 117.5 116.0 114.6 121.0 120.3 118.1 123.2 103.1 103.0
## cvpred      121.05 120.2 117.9 116.5 115.1 121.4 120.7 118.6 123.6 103.5 103.5
## pm2.5       115.00  94.0  99.0  53.0  83.0 100.0  84.0  75.0  96.0  76.0  81.0
## CV residual  -6.05 -26.2 -18.9 -63.5 -32.1 -21.4 -36.7 -43.6 -27.6 -27.5 -22.5
##              5478 5480 5483 5486  5488  5490  5491  5493  5497  5504  5506
## Predicted   119.0  120  118  109 103.3  99.0  97.7  95.5  94.4  87.9  85.4
## cvpred      119.2  120  118  109 103.6  99.4  98.2  96.1  95.1  88.7  86.2
## pm2.5       158.0  182  194  121 122.0 123.0 127.0 144.0 199.0 337.0 311.0
## CV residual  38.8   62   76   12  18.4  23.6  28.8  47.9 103.9 248.3 224.8
##              5507  5517 5520  5521  5528  5529  5532  5533   5536  5541  5543
## Predicted    84.6 122.1  117 115.0 115.0 115.0 111.1 110.3 120.70 121.8 121.4
## cvpred       85.5 122.5  117 115.4 115.4 115.4 111.5 110.8 121.06 122.1 121.8
## pm2.5       291.0 173.0  103 104.0 102.0  93.0 100.0  78.0 123.00 134.0 154.0
## CV residual 205.5  50.5  -14 -11.4 -13.4 -22.4 -11.5 -32.8   1.94  11.9  32.2
##              5548  5555  5556  5568 5569  5571  5572  5573  5574  5580  5582
## Predicted   121.8 115.3 121.4 110.6  109 107.1 106.4 121.1 120.7 113.9 109.0
## cvpred      122.1 115.8 121.8 111.2  109 107.6 106.9 121.4 121.1 114.3 109.3
## pm2.5       164.0  79.0  65.0  64.0   45  60.0  39.0  47.0  45.0  46.0  38.0
## CV residual  41.9 -36.8 -56.8 -47.2  -64 -47.6 -67.9 -74.4 -76.1 -68.3 -71.3
##              5583 5587  5588  5589 5593 5594 5598  5599  5602  5603  5608 5614
## Predicted   106.3  118 116.2 115.4  114  116  117 116.0 116.0 116.7 114.4  110
## cvpred      106.7  118 116.4 115.7  114  117  117 116.2 116.2 116.9 114.6  110
## pm2.5        34.0   12  26.0  46.0    9    9   15  23.0  32.0  30.0  21.0   44
## CV residual -72.7 -106 -90.4 -69.7 -105 -108 -102 -93.2 -84.2 -86.9 -93.6  -66
##              5615  5617  5618  5623  5624  5626  5629  5633  5634  5638  5642
## Predicted   108.4 119.0 118.7 118.0 118.3 116.3 119.0 118.1 118.1 115.0 110.9
## cvpred      108.8 119.2 118.9 118.2 118.5 116.6 119.2 118.4 118.4 115.4 111.3
## pm2.5        48.0  49.0  61.0  83.0  82.0  61.0  70.0  84.0  76.0 149.0 166.0
## CV residual -60.8 -70.2 -57.9 -35.2 -36.5 -55.6 -49.2 -34.4 -42.4  33.6  54.7
##              5646 5651  5654  5659  5662  5663  5664  5667  5669  5673  5677
## Predicted   120.4  121 117.5 104.3  98.1 118.3 118.3 116.2 117.6 118.1 118.3
## cvpred      120.7  121 117.9 104.7  98.5 118.5 118.5 116.4 117.8 118.4 118.5
## pm2.5       211.0  169 186.0  60.0  47.0  45.0  39.0  73.0  69.0  97.0  77.0
## CV residual  90.3   48  68.1 -44.7 -51.5 -73.5 -79.5 -43.4 -48.8 -21.4 -41.5
##              5680  5683 5685  5686   5688  5691  5694  5696  5702  5704  5705
## Predicted   117.9 115.3  120 119.4 119.03 119.0 115.0 112.4 119.0 116.0 119.0
## cvpred      118.2 115.5  120 119.6 119.24 119.2 115.1 112.7 119.2 116.2 119.2
## pm2.5        97.0  70.0   90 132.0 115.00 133.0  62.0  81.0  31.0  27.0  33.0
## CV residual -21.2 -45.5  -30  12.4  -4.24  13.8 -53.1 -31.7 -88.2 -89.2 -86.2
##              5706  5712  5713  5716  5717  5721  5724  5725  5726  5729  5731
## Predicted   119.4 111.9 110.7 107.5 106.9 102.2 115.3 112.7 112.1 114.9 115.2
## cvpred      119.6 112.1 110.9 107.7 107.2 102.6 115.5 112.8 112.3 114.9 115.3
## pm2.5        35.0  25.0  33.0  33.0  43.0  64.0  46.0  35.0  26.0  17.0  30.0
## CV residual -84.6 -87.1 -77.9 -74.7 -64.2 -38.6 -69.5 -77.8 -86.3 -97.9 -85.3
##              5735  5741  5743  5744  5747  5748  5749  5758  5759  5765  5768
## Predicted   116.6 117.3 114.1 113.1 108.3 107.0 105.6 113.1 112.2 119.3 119.4
## cvpred      116.7 117.5 114.3 113.4 108.6 107.4 105.9 113.4 112.5 119.6 119.6
## pm2.5        54.0  69.0  51.0  33.0  37.0  20.0  24.0  49.0  65.0 157.0 195.0
## CV residual -62.7 -48.5 -63.3 -80.4 -71.6 -87.4 -81.9 -64.4 -47.5  37.4  75.4
##               5770  5771  5778 5779  5782 5784 5786   5790   5792  5794  5797
## Predicted   116.84 119.4 111.3  110 107.9  120  120 118.67 119.72 118.6 119.2
## cvpred      117.13 119.6 111.6  110 108.3  120  120 118.88 119.96 118.9 119.4
## pm2.5       121.00 102.0  54.0   62  93.0   95  145 114.00 111.00  67.0  54.0
## CV residual   3.87 -17.6 -57.6  -48 -15.3  -25   25  -4.88  -8.96 -51.9 -65.4
##              5807  5808   5809  5810 5817  5818  5819  5827 5828   5831  5835
## Predicted   114.1 112.5 118.46 121.1  120 119.4 118.1 120.0  120 120.04 120.4
## cvpred      114.5 112.9 118.72 121.4  120 119.6 118.4 120.3  120 120.32 120.7
## pm2.5       176.0 165.0 116.00  73.0  105  93.0  81.0  95.0   85 115.00 108.0
## CV residual  61.5  52.1  -2.72 -48.4  -15 -26.6 -37.4 -25.3  -35  -5.32 -12.7
##               5836 5839  5841  5848  5852  5856  5858  5860  5865  5869  5871
## Predicted   120.73  120 119.5 109.3 104.5 118.7 119.0 118.3 118.1 113.6 119.0
## cvpred      121.05  120 119.8 109.7 104.9 118.9 119.2 118.5 118.4 113.9 119.3
## pm2.5       116.00   82  78.0  44.0  59.0  81.0  81.0 105.0  46.0  39.0  46.0
## CV residual  -5.05  -38 -41.8 -65.7 -45.9 -37.9 -38.2 -13.5 -72.4 -74.9 -73.3
##              5872  5873  5874   5875 5880  5886  5888 5891 5894  5895  5898
## Predicted   117.6 119.4 119.3 118.97  120 120.6 120.0  113  109 119.4 118.3
## cvpred      117.8 119.6 119.6 119.26  121 120.9 120.3  113  109 119.6 118.5
## pm2.5        77.0 104.0  80.0 112.00  249 101.0  97.0   56   51  46.0  79.0
## CV residual -40.8 -15.6 -39.6  -7.26  128 -19.9 -23.3  -57  -58 -73.6 -39.5
##              5899  5900  5904  5906  5907  5909  5913  5914  5917  5921 5925
## Predicted   119.4 120.4 119.0 118.3 118.7 118.3 118.0 117.3 117.6 115.5  113
## cvpred      119.6 120.7 119.2 118.5 118.9 118.5 118.2 117.5 117.8 115.7  113
## pm2.5        90.0 103.0 157.0 159.0  82.0 105.0  81.0  58.0  81.0  78.0   93
## CV residual -29.6 -17.7  37.8  40.5 -36.9 -13.5 -37.2 -59.5 -36.8 -37.7  -20
##              5927   5928  5929 5932  5937   5941  5942   5943  5947  5950  5957
## Predicted   119.0 118.67 119.4  120 118.3 117.19 119.4 120.04 115.6 111.1 119.0
## cvpred      119.2 118.88 119.6  120 118.6 117.51 119.6 120.32 115.9 111.5 119.2
## pm2.5       135.0 125.00 112.0   91 185.0 125.00 131.0 123.00  95.0 128.0 152.0
## CV residual  15.8   6.12  -7.6  -29  66.4   7.49  11.4   2.68 -20.9  16.5  32.8
##              5966  5970   5971  5972  5975  5982  5983 5985  5986  5988  5990
## Predicted   119.0 118.9 119.27 118.2 121.8 120.9 121.1  121 120.4 116.7 111.4
## cvpred      119.2 119.3 119.65 118.6 122.1 121.2 121.4  122 120.7 116.9 111.6
## pm2.5       103.0 104.0 128.00 182.0 216.0 161.0 203.0  226 197.0 148.0  52.0
## CV residual -16.2 -15.3   8.35  63.4  93.9  39.8  81.6  104  76.3  31.1 -59.6
##              5991  5996  6003  6009  6012  6016   6019   6021    6025  6026
## Predicted   109.1 116.2 116.2 118.0 111.5 111.5 108.94 116.96 114.600 113.9
## cvpred      109.3 116.4 116.4 118.2 111.5 111.5 109.08 117.07 114.786 114.1
## pm2.5        38.0  70.0  61.0  96.0  63.0  97.0 102.00 123.00 115.000 140.0
## CV residual -71.3 -46.4 -55.4 -22.2 -48.5 -14.5  -7.08   5.93   0.214  25.9
##               6041  6044  6046  6056  6058  6059 6061   6069  6071  6072  6073
## Predicted   111.19 107.4 106.0 117.6 109.9 107.3  103 115.58 115.2 113.3 112.6
## cvpred      111.42 107.7 106.3 117.8 109.9 107.3  103 115.63 115.3 113.3 112.6
## pm2.5       121.00 152.0 144.0  73.0  57.0  45.0   62 111.00 181.0 212.0 174.0
## CV residual   9.58  44.3  37.7 -44.8 -52.9 -62.3  -41  -4.63  65.7  98.7  61.4
##              6075  6076  6097 6099  6104   6106   6107  6109 6112   6115  6118
## Predicted   110.0 108.8 117.0  117 118.0 115.37 114.65 115.6  114 113.34 109.6
## cvpred      110.1 108.9 117.1  117 118.2 115.46 114.76 115.6  114 113.54 109.8
## pm2.5       133.0  50.0  72.0  240  96.0 110.00 107.00  71.0   87 123.00 120.0
## CV residual  22.9 -58.9 -45.1  123 -22.2  -5.46  -7.76 -44.6  -27   9.46  10.2
##              6121 6123 6124 6125   6129  6131  6132  6135  6137  6141  6143
## Predicted   118.3  118  118  118 116.00 118.0 116.9 115.1 116.0 109.6 109.9
## cvpred      118.5  118  119  118 116.21 118.2 117.1 115.3 116.2 109.8 110.2
## pm2.5       142.0  218  261  269 114.00 134.0 131.0 159.0 150.0 139.0 167.0
## CV residual  23.5  100  142  151  -2.21  15.8  13.9  43.7  33.8  29.2  56.8
##              6150  6152  6153  6155 6159  6161  6163 6166 6167 6170 6172 6173
## Predicted   116.2 115.5 114.9 112.2  116 112.2 112.3  112  111  120  119  119
## cvpred      116.4 115.7 115.2 112.5  116 112.3 112.5  112  112  120  119  119
## pm2.5       206.0 166.0 175.0 179.0  153 165.0 152.0  225  227  358  411  374
## CV residual  89.6  50.3  59.8  66.5   37  52.7  39.5  113  115  238  292  255
##             6179 6180 6182 6184 6189 6191  6201  6203  6205  6210  6216  6220
## Predicted    120  119  115  111  104  101  93.1  91.0  89.0  82.8  68.7 62.08
## cvpred       120  120  115  111  105  102  93.8  91.7  89.7  83.5  69.5 62.96
## pm2.5        455  440  215  236  281  293 219.0 238.0 225.0 262.0 136.0 71.00
## CV residual  335  320  100  125  176  191 125.2 146.3 135.3 178.5  66.5  8.04
##             6221  6223  6227  6228  6229  6231  6234 6239 6246 6247 6248 6250
## Predicted   60.8 117.3 116.7 114.8 113.6 110.0 115.2  115  115  114  113  111
## cvpred      61.7 117.4 116.9 114.9 113.7 110.2 115.3  115  115  114  113  111
## pm2.5       89.0  70.0  26.0  43.0  21.0  24.0  26.0    6   14   12    5    5
## CV residual 27.3 -47.4 -90.9 -71.9 -92.7 -86.2 -89.3 -109 -101 -102 -108 -106
##             6256  6257  6259  6260 6264  6265  6268 6270  6274 6291  6293  6305
## Predicted    115 114.7 111.5 115.6  114 113.2 116.3  116 113.2  116 117.0 116.0
## cvpred       115 114.8 111.6 115.6  114 113.3 116.3  116 113.4  116 117.1 116.2
## pm2.5          6  27.0  35.0  48.0   24  34.0  55.0   55  73.0   82 129.0 101.0
## CV residual -109 -87.8 -76.6 -67.6  -90 -79.3 -61.3  -61 -40.4  -34  11.9 -15.2
##              6306  6307  6311  6313  6316  6550 6552 6553  6559 6564 6565  6567
## Predicted   114.1 112.5 108.2 105.7  96.4 115.6  116  115 113.2  116  116 116.6
## cvpred      114.2 112.6 108.4 105.9  96.7 115.6  116  115 113.1  116  116 116.7
## pm2.5        57.0  48.0  56.0  28.0   1.0 209.0  222  231 156.0  266  225 203.0
## CV residual -57.2 -64.6 -52.4 -77.9 -95.7  93.4  106  116  42.9  150  109  86.3
##             6569 6573  6578  6580  6583  6588  6592  6593  6597  6599  6601
## Predicted    117  118 116.1 117.0 114.6 101.1  84.4  80.4  69.1  67.1  62.9
## cvpred       117  118 116.2 117.1 114.8 101.3  84.6  80.7  69.6  67.6  63.4
## pm2.5        234  237  74.0  80.0  47.0   9.0   7.0   3.0  10.0  16.0  12.0
## CV residual  117  119 -42.2 -37.1 -67.8 -92.3 -77.6 -77.7 -59.6 -51.6 -51.4
##              6604  6609  6610  6611  6617   6623  6634  6635  6643  6645  6648
## Predicted    57.7  42.0  37.1  33.1 11.63 -1.358 108.4 109.4 106.8 114.2 113.2
## cvpred       58.2  42.6  37.6  33.7 12.51 -0.179 108.3 109.1 106.7 114.2 113.1
## pm2.5        12.0  10.0  12.0  13.0  6.00  8.000  14.0  19.0  25.0  38.0  42.0
## CV residual -46.2 -32.6 -25.6 -20.7 -6.51  8.179 -94.3 -90.1 -81.7 -76.2 -71.1
##              6653  6656  6659  6662  6667 6674 6675  6680 6685 6686 6687 6694
## Predicted   112.5 109.2 113.2 112.5 110.4  115  115 113.5  115  116  115  116
## cvpred      112.4 109.2 113.1 112.4 110.5  115  115 113.5  115  116  115  116
## pm2.5        57.0  52.0  38.0  43.0  80.0  260  217 144.0  243  217  256  503
## CV residual -55.4 -57.2 -75.1 -69.4 -30.5  145  102  30.5  128  101  141  387
##             6695 6696 6700 6701 6702 6703 6705 6709 6714 6716 6724 6729 6734
## Predicted    117  117  115  115  115  115  116  116  112  117  115  116  115
## cvpred       117  117  115  115  115  115  116  116  112  117  115  116  115
## pm2.5        534  506  449  418  405  374  384  369  279  287  436  332  406
## CV residual  417  389  334  303  290  259  268  253  167  170  321  216  291
##             6736 6738 6739 6740 6742 6745 6747 6748 6750 6754 6755 6757 6762
## Predicted    112  110  116  115  116  115  113  115  113  115  115  115  117
## cvpred       112  110  116  115  116  115  113  115  113  115  115  115  117
## pm2.5        310  253  263  223  470  290  287  283  337  335  324  323  412
## CV residual  198  143  147  108  354  175  174  168  224  220  209  208  295
##             6771 6772 6774 6775 6781 6784 6785 6786 6787 6789  6792  6794  6799
## Predicted    115  115  115  115  116  117  117  117  118  118 111.1 105.7  92.3
## cvpred       115  115  115  115  116  117  117  117  118  118 111.2 105.9  92.4
## pm2.5        416  417  380  376  428  391  393  415  395  414  74.0  17.0   8.0
## CV residual  301  302  265  261  312  274  276  298  277  296 -37.2 -88.9 -84.4
##              6803 6807  6808  6812  6813  6814 6822  6827  6829  6830  6833
## Predicted   107.0  107 105.9 107.4 109.0 108.3  110 107.6 110.1 108.7 107.9
## cvpred      106.9  107 105.8 107.2 108.8 108.1  110 107.4 109.9 108.4 107.7
## pm2.5         7.0    7   7.0  17.0   9.0  11.0   51  29.0  22.0  24.0  40.0
## CV residual -99.9 -100 -98.8 -90.2 -99.8 -97.1  -59 -78.4 -87.9 -84.4 -67.7
##              6834  6843  6844  6853  6854  6855  6860  6866  6870  6876  6877
## Predicted   107.3 110.9 110.7 111.1 111.8 110.5 114.2 107.7 103.7  90.2  88.6
## cvpred      107.2 110.8 110.6 110.9 111.7 110.4 114.2 107.6 103.4  89.9  88.4
## pm2.5        32.0 163.0 143.0  67.0  70.0  91.0 148.0  17.0   5.0  11.0  16.0
## CV residual -75.2  52.2  32.4 -43.9 -41.7 -19.4  33.8 -90.6 -98.4 -78.9 -72.4
##              6878  6880  6892  6894  6895  6897  6898  6901  6904  6905  6906
## Predicted    87.3  81.6  57.5  56.8  54.5  50.9  50.0 103.6  96.9  93.7  92.1
## cvpred       87.1  81.5  57.8  57.1  54.8  51.2  50.3 103.2  96.7  93.5  91.9
## pm2.5        18.0  17.0  18.0  38.0  18.0  37.0  19.0  23.0  31.0  46.0  67.0
## CV residual -69.1 -64.5 -39.8 -19.1 -36.8 -14.2 -31.3 -80.2 -65.7 -47.5 -24.9
##              6907  6911  6912  6914  6915  6917  6918  6921  6923  6928  6929
## Predicted    89.7 109.7 109.3 109.7 109.7 106.1 104.9 108.1 108.8 101.4 100.2
## cvpred       89.6 109.5 109.1 109.5 109.5 105.9 104.7 107.9 108.6 101.4 100.2
## pm2.5        73.0  77.0  71.0 125.0 133.0 143.0 123.0  37.0  63.0  46.0  45.0
## CV residual -16.6 -32.5 -38.1  15.5  23.5  37.1  18.3 -70.9 -45.6 -55.4 -55.2
##              6931  6933 6935  6936  6937  6938  6941  6943  6946  6947  6949
## Predicted    97.3  93.4   87  84.7  82.4  80.1  72.9  69.7  67.8  67.1  64.5
## cvpred       97.3  93.4   87  84.7  82.4  80.1  72.8  69.6  67.8  67.1  64.4
## pm2.5        49.0  49.0   32  32.0  23.0  31.0  20.0  34.0  41.0  39.0  40.0
## CV residual -48.3 -44.4  -55 -52.7 -59.4 -49.1 -52.8 -35.6 -26.8 -28.1 -24.4
##              6951  6953  6958 6963  6965  6966  6968  6970  6971  6972  6979
## Predicted    63.7  62.3 105.5  107 108.0 107.6 106.2 105.7 108.2 107.8 100.5
## cvpred       63.7  62.3 105.2  107 107.7 107.3 105.9 105.4 107.9 107.5 100.5
## pm2.5        47.0  51.0  73.0   92  90.0  80.0  83.0  69.0  64.0  66.0  50.0
## CV residual -16.7 -11.3 -32.2  -15 -17.7 -27.3 -22.9 -36.4 -43.9 -41.5 -50.5
##              6989  6999  7002 7004 7005  7006  7007  7008  7009  7010  7011
## Predicted   110.8 111.1 111.3  112  112 110.7 110.0 108.6 107.9 111.4 111.1
## cvpred      110.6 110.9 111.1  112  112 110.6 109.9 108.5 107.7 111.3 110.9
## pm2.5        52.0  93.0  84.0   89   88  82.0  92.0  91.0  83.0  80.0  82.0
## CV residual -58.6 -17.9 -27.1  -23  -24 -28.6 -17.9 -17.5 -24.7 -31.3 -28.9
##              7017  7018  7019  7031  7032  7033 7034 7036 7038  7039  7051
## Predicted   110.8 111.4 110.4 111.6 111.4 111.9  112  112  112 112.3 110.0
## cvpred      110.6 111.3 110.2 111.5 111.3 111.8  112  112  112 112.2 109.9
## pm2.5        84.0  75.0  82.0  86.0  84.0  88.0   92   98  102  95.0  96.0
## CV residual -26.6 -36.3 -28.2 -25.5 -27.3 -23.8  -20  -14  -10 -17.2 -13.9
##              7055 7057  7058  7061  7064  7065  7071  7072  7079  7082  7083
## Predicted   112.8  112 111.8 112.8 111.4 112.8 113.2 113.5 113.2 110.5 113.5
## cvpred      112.7  112 111.7 112.7 111.3 112.7 113.1 113.5 113.1 110.5 113.5
## pm2.5       179.0  184 176.0 143.0 145.0 146.0 162.0 182.0 174.0 164.0 158.0
## CV residual  66.3   72  64.3  30.3  33.7  33.3  48.9  68.5  60.9  53.5  44.5
##              7084  7086  7088  7089  7090  7092 7094 7095 7100  7112  7120
## Predicted   113.2 113.2 112.8 114.2 114.2 113.1  115  115  116 115.2  86.5
## cvpred      113.1 113.1 112.8 114.2 114.2 113.1  115  115  116 115.3  86.5
## pm2.5       158.0 160.0 167.0 173.0 179.0 194.0  252  257  273 212.0   9.0
## CV residual  44.9  46.9  54.2  58.8  64.8  80.9  137  142  157  96.7 -77.5
##              7124  7125  7126  7129  7130  7133  7145  7152  7153  7154  7159
## Predicted   106.1 104.1 102.1  95.9  95.4  84.3  45.6  97.2  95.2  89.4  92.7
## cvpred      105.7 103.8 101.8  95.6  95.1  83.8  45.6  96.6  94.6  88.7  92.1
## pm2.5        17.0  11.0  12.0  12.0  10.0   6.0   6.0  11.0   8.0   9.0   4.0
## CV residual -88.7 -92.8 -89.8 -83.6 -85.1 -77.8 -39.6 -85.6 -86.6 -79.7 -88.1
##              7160  7167  7169  7171  7175  7177  7178  7180  7181  7184  7189
## Predicted    93.5  97.0  95.2  98.5 101.2 102.6 103.9 103.3 103.9 104.5 101.7
## cvpred       93.0  96.1  94.4  97.8 100.7 102.1 103.4 102.8 103.4 104.1 101.2
## pm2.5         5.0   9.0  11.0  19.0  29.0  41.0  42.0  68.0  80.0  88.0  71.0
## CV residual -88.0 -87.1 -83.4 -78.8 -71.7 -61.1 -61.4 -34.8 -23.4 -16.1 -30.2
##               7196  7198  7200  7202  7211  7217  7218  7219  7220  7221  7224
## Predicted   106.26 105.6 105.9 104.3  99.7 104.7 104.1 102.9 101.2 100.0 107.6
## cvpred      105.89 105.2 105.5 103.9  99.3 104.3 103.8 102.5 100.9  99.7 107.3
## pm2.5       101.00 124.0 164.0 189.0  83.0  38.0  59.0  34.0  48.0  48.0  50.0
## CV residual  -4.89  18.8  58.5  85.1 -16.3 -66.3 -44.8 -68.5 -52.9 -51.7 -57.3
##              7226  7231 7233  7234 7236  7237  7239  7241  7243  7244 7247 7250
## Predicted   106.9 106.6  107 106.6  102  99.0  95.0  91.8 102.0 101.1  107  105
## cvpred      106.6 106.2  107 106.3  102  98.6  94.7  91.5 101.6 100.7  107  105
## pm2.5        67.0  72.0   93  66.0   60  40.0  21.0  20.0  31.0  31.0   44   69
## CV residual -39.6 -34.2  -14 -40.3  -42 -58.6 -73.7 -71.5 -70.6 -69.7  -63  -36
##              7256  7257 7259  7260  7261  7263   7269   7273  7275  7276  7281
## Predicted    97.1  97.2  105 102.7 102.0 102.1 105.34 106.92 104.8 103.4  99.6
## cvpred       96.9  97.1  105 102.3 101.6 101.6 105.02 106.62 104.5 103.1  99.4
## pm2.5        48.0  45.0   34  39.0  38.0  12.0 101.00 101.00 129.0 123.0  47.0
## CV residual -48.9 -52.1  -71 -63.3 -63.6 -89.6  -4.02  -5.62  24.5  19.9 -52.4
##              7283  7287  7296  7297  7300  7304  7361  7369  7370  7371   7373
## Predicted    95.7  90.5 105.7 103.7  99.3  93.4 103.7 105.2 105.2 103.7 101.09
## cvpred       95.4  90.3 105.4 103.4  99.0  93.1 103.2 104.8 104.8 103.4 100.74
## pm2.5        53.0  42.0  92.0  84.0  64.0  60.0  42.0 127.0  94.0  86.0  95.00
## CV residual -42.4 -48.3 -13.4 -19.4 -35.0 -33.1 -61.2  22.2 -10.8 -17.4  -5.74
##              7376  7380 7382  7383  7384  7388  7390  7397  7398  7401  7403
## Predicted    97.2 104.2  103 103.7 102.7  99.3 108.0 105.9 104.6 102.0 101.2
## cvpred       96.8 103.7  103 103.2 102.3  99.0 107.7 105.5 104.3 101.6 100.9
## pm2.5        56.0  39.0   34  43.0  52.0  53.0  91.0  70.0  95.0  52.0  53.0
## CV residual -40.8 -64.7  -69 -60.2 -50.3 -46.0 -16.7 -35.5  -9.3 -49.6 -47.9
##              7406  7408  7410   7411  7412  7414 7417 7418  7424  7426 7429
## Predicted   106.3 103.7 101.9 103.64 103.3 109.0  108  109 107.6 110.1  109
## cvpred      105.9 103.4 101.7 103.47 103.1 108.8  108  108 107.3 109.9  108
## pm2.5        52.0  83.0  86.0  95.00 129.0 172.0  238  227 124.0 122.0  272
## CV residual -53.9 -20.4 -15.7  -8.47  25.9  63.2  130  119  16.7  12.1  164
##             7431 7432 7435 7436 7440 7441  7447  7451  7460  7466  7467  7468
## Predicted    110  109  111  111  110  109 109.7  91.7  49.8  41.8  40.5  39.8
## cvpred       109  109  111  111  110  109 109.5  91.3  49.9  41.9  40.7  40.0
## pm2.5        314  307  366  381  481  466  20.0  13.0  10.0  15.0  14.0  13.0
## CV residual  205  198  255  270  371  357 -89.5 -78.3 -39.9 -26.9 -26.7 -27.0
##              7469  7473  7478  7480  7482  7487  7491  7493  7498  7499  7501
## Predicted    38.2  32.0  86.8  79.7  73.5  96.7 102.8 101.1 103.2 102.8 101.4
## cvpred       38.4  32.5  86.3  79.2  73.0  96.0 102.3 100.5 102.6 102.3 100.8
## pm2.5        12.0   7.0   6.0   8.0  10.0  23.0  16.0  12.0  25.0  31.0  75.0
## CV residual -26.4 -25.5 -80.3 -71.2 -63.0 -73.0 -86.3 -88.5 -77.6 -71.3 -25.8
##              7504  7505  7511  7512 7514  7515  7521  7525  7526  7531  7532
## Predicted   100.7 100.4 104.6 103.9  103 102.1 99.17 102.8 103.1 103.2 106.6
## cvpred      100.1  99.8 104.1 103.4  103 101.6 98.77 102.3 102.7 102.9 106.2
## pm2.5        62.0  57.0 146.0 140.0  142 143.0 89.00  97.0 116.0 142.0 184.0
## CV residual -38.1 -42.8  41.9  36.6   39  41.4 -9.77  -5.3  13.3  39.1  77.8
##              7535 7536  7540  7543  7548  7551  7561  7562  7563  7570  7571
## Predicted   105.6  104 105.6 106.6  87.5  75.7  49.6  48.9  48.2 44.22 43.50
## cvpred      105.2  104 105.2 106.2  87.3  75.6  49.8  49.1  48.3 44.46 43.76
## pm2.5       201.0  227 154.0 177.0  16.0  16.0   8.0  11.0  10.0 35.00 48.00
## CV residual  95.8  123  48.8  70.8 -71.3 -59.6 -41.8 -38.1 -38.3 -9.46  4.24
##             7572 7573 7575 7576  7579  7582  7584  7585  7588  7591  7592  7593
## Predicted   42.8 42.1 40.6 39.9  93.7  83.7 76.89  73.3  63.3  53.6  50.0  46.8
## cvpred      43.0 42.3 40.9 40.2  93.0  83.0 76.33  72.8  62.9  53.3  49.8  46.6
## pm2.5       81.0 92.0 77.0 88.0 114.0 121.0 85.00  42.0  10.0   3.0   5.0  10.0
## CV residual 38.0 49.7 36.1 47.8  21.0  38.0  8.67 -30.8 -52.9 -50.3 -44.8 -36.6
##              7597  7599  7602  7604  7609  7610  7611  7612   7615  7618  7619
## Predicted    40.1  37.6  33.9 33.43  31.9 31.19 30.47 29.76 27.604 25.45 24.73
## cvpred       40.1  37.6  33.9 33.57  32.2 31.48 30.77 30.07 27.941 25.82 25.11
## pm2.5        11.0  17.0  10.0 26.00  17.0 26.00 23.00 25.00 27.000 34.00 35.00
## CV residual -29.1 -20.6 -23.9 -7.57 -15.2 -5.48 -7.77 -5.07 -0.941  8.18  9.89
##               7623  7625  7626  7629  7630  7631  7637  7638  7639  7643  7649
## Predicted   21.863 20.43 19.71 17.56 16.84 16.12 11.82 11.10 10.38  7.51  4.58
## cvpred      22.276 20.86 20.15 18.03 17.32 16.61 12.36 11.65 10.95  8.11  5.31
## pm2.5       22.000 19.00 11.00 12.00 10.00 11.00 10.00  9.00  9.00 32.00 60.00
## CV residual -0.276 -1.86 -9.15 -6.03 -7.32 -5.61 -2.36 -2.65 -1.95 23.89 54.69
##               7653  7670  7675  7680  7681 7694 7697 7698 7701 7702 7704 7706
## Predicted     3.09 -9.11 -12.7 -16.3 -17.0  104  105  105  105  104  105  105
## cvpred        3.92 -8.12 -11.7 -15.2 -15.9  104  105  105  104  104  105  104
## pm2.5       107.00 78.00 142.0 227.0 264.0  288  472  467  525  504  504  446
## CV residual 103.08 86.12 153.7 242.2 279.9  184  367  362  421  400  399  342
##             7710 7711 7713 7715 7722 7723 7730 7732  7744  7748  7749 7755 7756
## Predicted    105  104  103  102  108  108  107  104 100.0 105.9 106.3  105  105
## cvpred       104  104  103  102  108  108  107  103  99.7 105.5 105.9  105  104
## pm2.5        354  353  339  336  361  438  569  485 185.0 123.0 159.0  389  328
## CV residual  250  249  236  234  253  330  462  382  85.3  17.5  53.1  284  224
##             7759  7762 7770 7772 7776 7782  7786  7788  7791  7799  7803  7806
## Predicted    102  99.6  106  107  106  104  81.4  73.8  57.8  35.8  99.5 100.1
## cvpred       102  99.3  106  107  105  103  80.7  73.4  57.6  35.9  98.8  99.4
## pm2.5        286 224.0  241  306  438  316  31.0  19.0  10.0  11.0  23.0  68.0
## CV residual  184 124.7  135  199  333  213 -49.7 -54.4 -47.6 -24.9 -75.8 -31.4
##              7808  7809  7818  7819  7820   7821  7822  7823  7826  7830 7832
## Predicted   100.1 100.0  96.7  96.0  97.7 100.42 101.4 101.8 100.4  99.7  101
## cvpred       99.4  99.4  96.0  95.3  97.1  99.75 100.8 101.2  99.7  99.1  100
## pm2.5        73.0  69.0  73.0  69.0  74.0  91.00 123.0 181.0 249.0 238.0  244
## CV residual -26.4 -30.4 -23.0 -26.3 -23.1  -8.75  22.2  79.8 149.3 138.9  144
##             7835 7836  7839  7840 7841 7845 7846  7847  7849  7851  7853  7854
## Predicted    101  101 100.0  99.1  102  101  101 100.0  98.9  97.5  95.5 102.5
## cvpred       100  101  99.4  98.5  101  101  100  99.4  98.4  97.0  95.0 101.9
## pm2.5        213  241 214.0 201.0  208  235  240 253.0 256.0 223.0 194.0 181.0
## CV residual  113  140 114.6 102.5  107  134  140 153.6 157.6 126.0  99.0  79.1
##              7857  7858  7864  7866  7871  7875  7876  7877  7881  7882  7887
## Predicted    91.4  87.9  62.3  58.1  95.2  99.9  98.0  96.7  98.7  98.6  94.5
## cvpred       90.7  87.1  61.8  57.7  94.3  99.2  97.2  96.0  97.9  98.0  93.7
## pm2.5        19.0  17.0  12.0  16.0  22.0  24.0  20.0  28.0  62.0  63.0  57.0
## CV residual -71.7 -70.1 -49.8 -41.7 -72.3 -75.2 -77.2 -68.0 -35.9 -35.0 -36.7
##              7888   7891  7896  7897  7898  7899  7903   7905   7908  7913
## Predicted    92.5  98.68  99.4  99.7  97.8 97.04  99.0 100.42 96.166  98.0
## cvpred       91.7  97.95  98.7  99.0  97.1 96.37  98.3  99.75 95.471  97.2
## pm2.5        54.0 105.00 168.0 142.0 120.0 94.00  70.0  94.00 96.000 135.0
## CV residual -37.7   7.05  69.3  43.0  22.9 -2.37 -28.3  -5.75  0.529  37.8
##              7916  7918  7919  7924  7928  7933  7934  7937  7939  7941  7944
## Predicted    96.9 100.7 100.4  64.2  53.7  32.3  29.4  26.5  94.0  92.7  97.7
## cvpred       96.2 100.1  99.8  63.5  53.3  32.0  29.2  26.4  93.1  91.9  96.9
## pm2.5       159.0 174.0 156.0  49.0  20.0   8.0   7.0  12.0  32.0  41.0  46.0
## CV residual  62.8  73.9  56.2 -14.5 -33.3 -24.0 -22.2 -14.4 -61.1 -50.9 -50.9
##              7945  7947  7950  7952   7953  7959  7960  7963  7964  7968  7976
## Predicted    98.7  95.2  96.3  97.6 97.986  95.6  98.0  97.6  99.7  99.4  99.1
## cvpred       97.9  94.4  95.4  96.9 97.226  94.7  97.2  96.9  99.0  98.7  98.5
## pm2.5        47.0  83.0  74.0  79.0 97.000 148.0 184.0 268.0 281.0 379.0 159.0
## CV residual -50.9 -11.4 -21.4 -17.9 -0.226  53.3  86.8 171.1 182.0 280.3  60.5
##              7978  7982   7985 7994  7995  7997  8000  8002  8003 8007 8009
## Predicted   103.9 101.7 105.57  100  99.7  98.0 102.8 104.6 105.9  106  107
## cvpred      103.4 101.3 105.17  100  99.3  97.5 102.3 104.1 105.5  105  106
## pm2.5       124.0 130.0 111.00  267 237.0 198.0 170.0 170.0 182.0  247  237
## CV residual  20.6  28.7   5.83  167 137.7 100.5  67.7  65.9  76.5  142  131
##             8011 8013 8016 8017 8022 8025 8032 8036 8037  8042  8044  8048
## Predicted    106  107  106  107  104  106  105  106  106  98.2  95.4 77.97
## cvpred       106  106  105  106  104  106  105  106  105  97.9  95.1 77.39
## pm2.5        247  245  249  259  238  235  268  271  264 259.0 218.0 85.00
## CV residual  141  139  144  153  134  129  163  165  159 161.1 122.9  7.61
##              8049  8050  8053  8059  8060  8064  8066  8067  8068  8072  8075
## Predicted   74.39 69.91  50.1  24.9  94.7  94.7  95.9  96.3  96.1  96.6  97.3
## cvpred      73.86 69.43  49.8  24.8  93.8  93.8  95.1  95.4  95.3  95.8  96.5
## pm2.5       71.00 61.00  26.0  13.0  17.0  23.0  23.0  22.0  16.0  36.0  72.0
## CV residual -2.86 -8.43 -23.8 -11.8 -76.8 -70.8 -72.1 -73.4 -79.3 -59.8 -24.5
##              8092  8105  8106  8107 8109 8110 8111  8114  8115  8119  8122
## Predicted    94.9  99.0  99.3 100.1  102  101  101  99.8  98.6  93.5  89.4
## cvpred       94.2  98.3  98.7  99.4  101  101  101  99.2  98.0  93.1  89.0
## pm2.5       128.0 127.0 173.0 216.0  248  281  273 271.0 204.0 153.0  35.0
## CV residual  33.8  28.7  74.3 116.6  147  180  172 171.8 106.0  59.9 -54.0
##              8126  8128  8129  8131  8132  8134  8136  8137  8138  8144  8147
## Predicted    96.6  86.7  83.4  76.8  73.3  66.3  58.5  54.9  51.7 24.63 12.86
## cvpred       96.1  86.1  82.9  76.4  72.8  65.9  58.1  54.6  51.4 24.67 12.98
## pm2.5        27.0  22.0  11.0  10.0  10.0  11.0   9.0  11.0   9.0 17.00 19.00
## CV residual -69.1 -64.1 -71.9 -66.4 -62.8 -54.9 -49.1 -43.6 -42.4 -7.67  6.02
##              8149  8151  8152  8153  8158  8167  8169 8171  8173  8174  8179
## Predicted    4.65 -3.21 -6.08 -9.99  90.6  97.3  97.6   93  91.6 92.27  85.2
## cvpred       4.83 -2.97 -5.79 -9.70  89.7  96.5  96.9   92  90.6 91.29  84.4
## pm2.5       15.00 16.00 14.00 13.00  40.0  76.0 127.0   74  23.0 83.00  41.0
## CV residual 10.17 18.97 19.79 22.70 -49.7 -20.5  30.1  -18 -67.6 -8.29 -43.4
##              8181 8185  8189  8192  8195  8199  8201  8202  8207  8208  8211
## Predicted    80.9 99.0  97.5  99.4  97.3  97.4  92.2  89.5 100.1  99.0 100.1
## cvpred       80.2 98.3  96.9  98.7  96.5  96.7  91.3  88.7  99.4  98.3  99.4
## pm2.5        49.0 93.0  40.0  28.0  38.0  16.0   9.0  18.0  52.0  77.0 132.0
## CV residual -31.2 -5.3 -56.9 -70.7 -58.5 -80.7 -82.3 -70.7 -47.4 -21.3  32.6
##              8212  8213  8214  8216  8217  8225 8228  8230  8231  8235  8242
## Predicted   100.4  99.1  98.8 100.7 100.0  98.8  101 100.2  99.5  96.1  96.6
## cvpred       99.8  98.5  98.2 100.1  99.4  98.2  100  99.6  98.9  95.5  96.0
## pm2.5       151.0 158.0 152.0 155.0 185.0 220.0  257 254.0 246.0 215.0 180.0
## CV residual  51.2  59.5  53.8  54.9  85.6 121.8  157 154.4 147.1 119.5  84.0
##              8243  8244  8246  8249  8252  8253  8254  8272  8274  8277  8279
## Predicted    91.5  84.0  69.9  46.5  33.3  29.0  26.8  80.2  78.9 77.43  76.8
## cvpred       90.9  83.4  69.4  46.2  33.1  28.9  26.8  79.5  78.3 76.86  76.4
## pm2.5        38.0  29.0  28.0  19.0  10.0  11.0  14.0  47.0  34.0 82.00 122.0
## CV residual -52.9 -54.4 -41.4 -27.2 -23.1 -17.9 -12.8 -32.5 -44.3  5.14  45.6
##              8281  8290  8293  8294  8298   8299  8309  8310  8313  8314  8318
## Predicted    99.0 93.09 87.24  86.7  99.0 100.05  76.5  74.3  64.0  61.0  49.9
## cvpred       98.3 92.48 86.62  86.1  98.3  99.39  75.7  73.6  63.3  60.3  49.3
## pm2.5       109.0 94.00 95.00 101.0 113.0 109.00   6.0   7.0  13.0  19.0  20.0
## CV residual  10.7  1.52  8.38  14.9  14.7   9.61 -69.7 -66.6 -50.3 -41.3 -29.3
##              8320  8324  8325  8326  8328  8330  8331  8333  8334  8337  8339
## Predicted    46.0  89.9  89.3  87.7  83.7  80.7  90.6  87.0  85.6  83.0  77.7
## cvpred       45.4  88.8  88.2  86.6  82.8  79.7  89.5  85.9  84.5  82.1  76.7
## pm2.5        18.0  19.0  22.0  27.0  15.0  24.0  17.0  20.0  17.0  23.0  20.0
## CV residual -27.4 -69.8 -66.2 -59.6 -67.8 -55.7 -72.5 -65.9 -67.5 -59.1 -56.7
##              8343  8344  8347  8348  8351  8353  8355  8357 8358  8360  8361
## Predicted    66.9  63.0  55.1  51.2  41.9  38.3  29.4 22.27 20.3 15.22 12.35
## cvpred       66.1  62.2  54.5  50.5  41.3  37.8  28.9 21.84 19.9 14.97 12.14
## pm2.5        16.0  15.0  17.0  15.0   8.0  11.0  14.0 13.00 15.0 13.00 18.00
## CV residual -50.1 -47.2 -37.5 -35.5 -33.3 -26.8 -14.9 -8.84 -4.9 -1.97  5.86
##              8363  8365  8366  8368  8371  8374  8378  8379  8380  8383  8394
## Predicted    5.90 -2.52 -5.78 -11.5 -16.9  86.3  82.7  82.1  77.5  91.1  88.9
## cvpred       5.77 -2.54 -5.70 -11.4 -16.6  85.2  81.7  81.2  76.6  90.0  87.9
## pm2.5       23.00 22.00 25.00  21.0  15.0  50.0  28.0  30.0  22.0  40.0  74.0
## CV residual 17.23 24.54 30.70  32.4  31.6 -35.2 -53.7 -51.2 -54.6 -50.0 -13.9
##              8395  8398  8402  8405  8406  8407  8410  8414  8415  8423  8426
## Predicted    89.7  94.9  87.7  87.0  86.3  94.9  97.7  87.6 86.71  97.7  95.3
## cvpred       88.8  94.0  86.7  86.2  85.5  94.0  96.9  86.7 85.81  96.9  94.6
## pm2.5        55.0  82.0  41.0  34.0  34.0  42.0  69.0  73.0 79.00 325.0 363.0
## CV residual -33.8 -12.0 -45.7 -52.2 -51.5 -52.0 -27.9 -13.7 -6.81 228.1 268.4
##              8427  8428  8429  8431  8432  8437  8439  8440  8442  8452  8453
## Predicted    97.7  97.3  97.0  96.0  98.3  97.3  96.6  97.7  98.0  98.5  98.0
## cvpred       96.9  96.5  96.1  95.3  97.6  96.5  95.8  96.9  97.2  97.8  97.2
## pm2.5       319.0 265.0 247.0 215.0 210.0 206.0 230.0 246.0 269.0 404.0 299.0
## CV residual 222.1 168.5 150.9 119.7 112.4 109.5 134.2 149.1 171.8 306.2 201.8
##              8459  8463  8465  8466  8467  8469   8470  8473  8480 8482  8492
## Predicted    82.8  72.4  67.7  64.0  61.7  94.7  96.07  98.0  99.0  101  90.8
## cvpred       82.2  71.9  67.3  63.6  61.3  93.8  95.25  97.2  98.3  101  90.1
## pm2.5        52.0  35.0  16.0  10.0  34.0  59.0 104.00 161.0 230.0  311 138.0
## CV residual -30.2 -36.9 -51.3 -53.6 -27.3 -34.8   8.75  63.8 131.7  210  47.9
##              8493  8496  8498  8500  8501  8504  8505 8515 8516 8517  8520
## Predicted    91.2  99.0  99.4  99.7 100.1  99.4  99.7  103  102  101  99.0
## cvpred       90.5  98.3  98.7  99.0  99.4  98.7  99.0  102  102  101  98.4
## pm2.5       147.0 311.0 405.0 397.0 396.0 340.0 266.0  548  584  607 587.0
## CV residual  56.5 212.7 306.3 298.0 296.6 241.3 167.0  446  482  506 488.6
##              8521  8523  8526  8527  8528  8531  8534  8536  8544  8547  8551
## Predicted    99.3 100.2  94.0  92.0 89.66  82.4  73.8  70.3  81.7  95.7  75.6
## cvpred       98.7  99.6  93.4  91.4 89.13  81.8  73.3  69.8  80.9  94.9  74.6
## pm2.5       570.0 513.0 295.0 263.0 87.00  38.0  24.0  17.0  11.0  10.0  11.0
## CV residual 471.3 413.4 201.6 171.6 -2.13 -43.8 -49.3 -52.8 -69.9 -84.9 -63.6
##              8555  8558  8563  8564  8565  8568  8569  8570  8579  8582  8583
## Predicted    57.9  48.0  88.7  90.1  89.9  87.2  85.6  83.7  83.0  78.5  77.2
## cvpred       57.0  47.3  87.5  88.9  88.7  86.1  84.5  82.5  81.8  77.4  76.2
## pm2.5        18.0  25.0  21.0  42.0  46.0  42.0  32.0  35.0  34.0  20.0  20.0
## CV residual -39.0 -22.3 -66.5 -46.9 -42.7 -44.1 -52.5 -47.5 -47.8 -57.4 -56.2
##              8588  8589  8592  8595  8598 8599  8600  8602  8606  8609  8611
## Predicted    88.9  90.8  89.8  86.8  79.5   79  78.0  91.1  85.9  88.2 91.07
## cvpred       87.9  89.6  88.8  85.7  78.5   78  77.1  90.0  84.9  87.2 90.02
## pm2.5        71.0  76.0 111.0  35.0  18.0   17  19.0  21.0  19.0  20.0 93.00
## CV residual -16.9 -13.6  22.2 -50.7 -60.5  -61 -58.1 -69.0 -65.9 -67.2  2.98
##              8612  8615  8619  8624  8629  8631  8640  8647   8650  8654  8655
## Predicted    92.3  92.8  92.8  85.8  74.3  67.5  94.9  93.8  96.97  90.3  85.2
## cvpred       91.3  91.8  91.8  84.9  73.6  66.9  94.0  92.9  96.14  89.6  84.4
## pm2.5       104.0 111.0  41.0  25.0  30.0  51.0  60.0 108.0 106.00  62.0  47.0
## CV residual  12.7  19.2 -50.8 -59.9 -43.6 -15.9 -34.0  15.1   9.86 -27.6 -37.4
##              8656  8658  8660  8664  8665  8670   8676 8680  8684  8689  8690
## Predicted    81.6  74.2  62.9  50.7  48.0  34.4 21.120 10.6  93.9  93.3  92.6
## cvpred       80.9  73.7  62.3  50.3  47.6  34.2 21.085 10.6  92.9  92.4  91.7
## pm2.5        38.0  28.0  16.0  21.0  16.0  15.0 21.000 21.0  31.0  73.0  65.0
## CV residual -42.9 -45.7 -46.3 -29.3 -31.6 -19.2 -0.085 10.4 -61.9 -19.4 -26.7
##              8692  8701  8702  8705  8708  8709  8710  8720  8724  8727  8728
## Predicted    95.1  90.1  81.8  68.8  55.5  52.0  49.8 18.00  1.53 -10.7 -15.2
## cvpred       94.1  89.4  81.1  68.1  55.0  51.5  49.4 17.84  1.55 -10.4 -14.9
## pm2.5        31.0  69.0  40.0  20.0  18.0  22.0  14.0 12.00 18.00  27.0  28.0
## CV residual -63.1 -20.4 -41.1 -48.1 -37.0 -29.5 -35.4 -5.84 16.45  37.4  42.9
##              8730  8731  8738  8742  8746  8747  8748  8750 8755 8758  8787
## Predicted   -24.7 -30.2 -56.4 -69.3 -82.9 -88.1 -91.9 -99.6 -118 -129  91.7
## cvpred      -24.3 -29.7 -55.6 -68.3 -81.7 -86.9 -90.6 -98.2 -116 -127  90.8
## pm2.5        15.0  17.0  21.0  13.0  15.0  19.0  14.0  21.0   28   19  20.0
## CV residual  39.3  46.7  76.6  81.3  96.7 105.9 104.6 119.2  144  146 -70.8
##              8791  8793  8794  8797  8799  8800  8803  8807  8817  8818   8819
## Predicted    92.6  91.0  89.4  85.6  94.2  93.8  94.5  95.9  95.6  97.7  96.97
## cvpred       91.7  90.1  88.5  84.8  93.3  92.9  93.6  95.1  94.7  96.9  96.14
## pm2.5        14.0  22.0  22.0  31.0  35.0  32.0  52.0  76.0 155.0 124.0 105.00
## CV residual -77.7 -68.1 -66.5 -53.8 -58.3 -60.9 -41.6 -19.1  60.3  27.1   8.86
##              8823  8832  8838  8839   8844  8849  8857  8859  8864  8874  8882
## Predicted    95.6  95.9  92.9  92.9 96.612  90.4  63.6  55.0  37.5  2.67 -22.6
## cvpred       94.7  95.1  92.0  92.1 95.786  89.6  63.0  54.5  37.2  2.87 -22.1
## pm2.5       164.0 226.0  64.0  67.0 96.000  61.0  28.0  24.0  21.0 16.00  17.0
## CV residual  69.3 130.9 -28.0 -25.1  0.214 -28.6 -35.0 -30.5 -16.2 13.13  39.1
##              8883  8884  8886  8888  8890  8892  8894  8896  8897  8901  8902
## Predicted   -24.9 -28.1 -32.1 -36.4 -40.1 -46.6 -53.8 -59.9 -62.8 -72.8 -75.5
## cvpred      -24.4 -27.6 -31.5 -35.7 -39.4 -45.8 -52.8 -58.8 -61.7 -71.6 -74.2
## pm2.5        10.0  12.0  13.0   6.0  14.0  13.0  15.0  13.0  13.0  27.0  21.0
## CV residual  34.4  39.6  44.5  41.7  53.4  58.8  67.8  71.8  74.7  98.6  95.2
##              8905  8907  8912  8916  8918  8920  8924  8930  8933  8935  8936
## Predicted   -78.9 -83.2  89.8  84.4  94.9  93.9 89.16  95.6  95.6  93.1  90.4
## cvpred      -77.6 -81.8  88.8  83.5  94.0  92.9 88.31  94.7  94.7  92.2  89.6
## pm2.5        18.0  16.0  27.0  40.0  51.0  56.0 79.00 126.0 173.0 118.0  79.0
## CV residual  95.6  97.8 -61.8 -43.5 -43.0 -36.9 -9.31  31.3  78.3  25.8 -10.6
##              8938  8939  8940  8941  8943  8944  8993  8996  9004  9010  9021
## Predicted    85.6  81.3  76.8  73.2  65.7  61.1  78.5  91.4  90.5  79.7  90.8
## cvpred       84.8  80.5  76.1  72.6  65.1  60.5  77.6  90.4  89.5  78.9  89.6
## pm2.5        19.0  16.0  21.0  20.0  26.0  17.0  43.0  69.0  29.0  15.0  20.0
## CV residual -65.8 -64.5 -55.1 -52.6 -39.1 -43.5 -34.6 -21.4 -60.5 -63.9 -69.6
##              9027  9028  9031  9033  9034  9036  9037  9039  9043  9044  9046
## Predicted    89.7  92.8  88.6  92.8  93.2 91.04  92.8  90.9  87.1  88.1 93.52
## cvpred       88.6  91.8  87.5  91.8  92.2 90.03  91.8  89.8  86.1  87.2 92.53
## pm2.5        35.0  30.0  49.0  59.0  74.0 86.00  71.0  79.0  55.0  49.0 96.00
## CV residual -53.6 -61.8 -38.5 -32.8 -18.2 -4.03 -20.8 -10.8 -31.1 -38.2  3.47
##              9050  9051  9057  9058  9060  9063  9064  9067  9068  9069  9073
## Predicted    92.5  92.5  94.2  94.5  94.5  86.2  82.6  92.3  92.2 94.21  92.0
## cvpred       91.5  91.5  93.3  93.6  93.6  85.3  81.7  91.3  91.3 93.25  91.1
## pm2.5       252.0 244.0 168.0 165.0 125.0  51.0  69.0  62.0  74.0 95.00  27.0
## CV residual 160.5 152.5  74.7  71.4  31.4 -34.3 -12.7 -29.3 -17.3  1.75 -64.1
##              9076  9078  9079  9080  9082  9083  9084  9085  9092  9093 9097
## Predicted    82.6  75.8  73.4  70.4  65.6  63.6  60.4  57.5  35.1  29.9 16.6
## cvpred       81.8  75.0  72.7  69.7  64.9  63.0  59.8  57.0  34.6  29.5 16.4
## pm2.5        18.0  17.0  14.0  15.0  19.0  20.0  21.0  20.0  20.0  13.0 11.0
## CV residual -63.8 -58.0 -58.7 -54.7 -45.9 -43.0 -38.8 -37.0 -14.6 -16.5 -5.4
##              9102  9104  9109  9112  9119  9123  9127  9129  9130  9131  9134
## Predicted   -5.19 -11.3 -25.7 -35.7  88.5  89.7  90.1  88.6  88.1  90.2  92.1
## cvpred      -5.21 -11.2 -25.3 -35.2  87.3  88.6  88.9  87.5  87.0  89.1  91.1
## pm2.5        9.00  11.0  12.0  17.0  29.0  16.0  13.0  11.0  17.0  26.0  37.0
## CV residual 14.21  22.2  37.3  52.2 -58.3 -72.6 -75.9 -76.5 -70.0 -63.1 -54.1
##              9137  9138  9145  9153  9154  9156  9161  9162  9165  9173  9175
## Predicted    92.5  92.5  90.9  79.1  77.4  73.7  57.5  54.7  45.9  87.5  84.3
## cvpred       91.5  91.5  89.9  78.2  76.6  72.9  57.0  54.1  45.5  86.5  83.3
## pm2.5        39.0  56.0 107.0  30.0  36.0  26.0  18.0  17.0  26.0  13.0  18.0
## CV residual -52.5 -35.5  17.1 -48.2 -40.6 -46.9 -39.0 -37.1 -19.5 -73.5 -65.3
##              9176  9178  9179  9181  9182  9188  9191  9194  9196  9198  9200
## Predicted    82.7  79.8  79.3  75.5  73.1  58.5  53.1  49.5  47.0  44.3  91.1
## cvpred       81.7  78.9  78.3  74.6  72.3  57.8  52.5  49.0  46.5  43.8  90.0
## pm2.5        17.0  31.0  31.0  31.0  23.0  21.0  21.0  24.0  26.0  17.0  23.0
## CV residual -64.7 -47.9 -47.3 -43.6 -49.3 -36.8 -31.5 -25.0 -20.5 -26.8 -67.0
##             9205  9211  9212  9213  9216  9219  9225  9226  9232  9246  9248
## Predicted     85  68.5  66.2  65.0  87.7  87.5  86.4  90.5  84.5  85.7  82.5
## cvpred        84  67.7  65.4  64.2  86.7  86.5  85.4  89.5  83.4  84.7  81.5
## pm2.5         21  16.0  18.0  24.0  24.0  20.0  15.0  26.0  25.0  39.0  20.0
## CV residual  -63 -51.7 -47.4 -40.2 -62.7 -66.5 -70.4 -63.5 -58.4 -45.7 -61.5
##              9250 9258  9261  9274  9275  9277  9278  9281  9282  9284  9304
## Predicted    90.5   90  94.0 87.91  93.6  92.7  91.5  81.7  79.1  72.9 13.25
## cvpred       89.5   89  93.1 87.07  92.7  91.9  90.6  80.9  78.4  72.2 13.27
## pm2.5        32.0   67 144.0 91.00  54.0  50.0  48.0  48.0  45.0  23.0 18.00
## CV residual -57.5  -22  50.9  3.93 -38.7 -41.9 -42.6 -32.9 -33.4 -49.2  4.73
##              9305  9307  9308  9309  9317  9322  9329  9334  9336  9337  9338
## Predicted   10.38  4.65  1.78 -1.80  92.1  92.8  92.6  93.2 93.14  91.4 93.16
## cvpred      10.45  4.79  1.96 -1.58  91.1  91.8  91.6  92.2 92.19  90.4 92.17
## pm2.5       16.00 16.00 21.00 16.00  21.0  33.0  63.0  78.0 95.00 109.0 95.00
## CV residual  5.55 11.21 19.04 17.58 -70.1 -58.8 -28.6 -14.2  2.81  18.6  2.83
##              9340  9342  9344  9346  9349  9354  9362  9366  9367  9372  9374
## Predicted    91.2  87.3  84.0  77.5  69.6  54.3  89.1  86.9  85.5  83.5  93.2
## cvpred       90.2  86.3  83.1  76.6  68.8  53.8  88.1  86.0  84.5  82.6  92.2
## pm2.5        69.0  47.0  16.0  12.0  23.0  17.0  37.0  21.0  26.0  61.0  46.0
## CV residual -21.2 -39.3 -67.1 -64.6 -45.8 -36.8 -51.1 -65.0 -58.5 -21.6 -46.2
##              9376  9380  9381  9384  9386  9389  9390  9398  9401 9402  9404
## Predicted    92.6  92.4  94.2  91.4  88.9  82.9  81.3  91.6  88.7   88  86.3
## cvpred       91.7  91.5  93.3  90.4  87.9  82.1  80.5  90.6  87.7   87  85.2
## pm2.5        71.0 103.0 132.0 117.0 161.0  24.0  20.0  17.0  13.0   12  11.0
## CV residual -20.7  11.5  38.7  26.6  73.1 -58.1 -60.5 -73.6 -74.7  -75 -74.2
##              9410  9416  9418  9419  9422  9424  9427  9432  9433  9438  9439
## Predicted    86.0  78.3  91.2  89.2  80.3  74.4  64.2  57.7  54.0  42.8  41.5
## cvpred       85.1  77.5  90.2  88.3  79.4  73.6  63.5  57.1  53.4  42.2  41.0
## pm2.5        18.0  31.0  19.0  21.0  16.0  14.0  13.0  15.0   3.0   2.0   7.0
## CV residual -67.1 -46.5 -71.2 -67.3 -63.4 -59.6 -50.5 -42.1 -50.4 -40.2 -34.0
##              9440  9447  9451  9459  9462  9463  9467  9468  9474 9477  9481
## Predicted    40.2  80.9  69.8  54.9  48.3  46.6  37.8 34.23 14.72 10.9  92.6
## cvpred       39.7  79.9  68.9  54.3  47.7  46.2  37.5 33.98 14.68 11.0  91.7
## pm2.5        11.0  42.0   9.0  10.0   8.0   8.0  21.0 24.00 13.00 46.0  21.0
## CV residual -28.7 -37.9 -59.9 -44.3 -39.7 -38.2 -16.5 -9.98 -1.68 35.0 -70.7
##              9482  9484  9486  9497  9499  9501  9502  9504  9510  9511  9512
## Predicted    90.6  88.1  84.6  72.9  69.4 65.09 64.52 63.39  54.4  53.1  93.6
## cvpred       89.7  87.2  83.7  72.2  68.6 64.39 63.87 62.84  54.0  52.8  92.7
## pm2.5        15.0  12.0  13.0  18.0  24.0 61.00 69.00 55.00  37.0  34.0  27.0
## CV residual -74.7 -75.2 -70.7 -54.2 -44.6 -3.39  5.13 -7.84 -17.0 -18.8 -65.7
##              9514  9516  9518  9524  9525  9526  9527  9531  9534  9539  9542
## Predicted    91.1  85.8  87.7  75.0  73.4  71.7  70.1  92.6  92.3  84.6  80.5
## cvpred       90.3  84.9  86.6  74.1  72.5  70.9  69.3  91.6  91.3  83.7  79.6
## pm2.5        37.0  43.0  20.0  30.0  42.0  49.0  49.0  70.0  47.0  45.0  55.0
## CV residual -53.3 -41.9 -66.6 -44.1 -30.5 -21.9 -20.3 -21.6 -44.3 -38.7 -24.6
##              9544  9547  9552  9558  9560  9568  9572  9573  9574  9577  9578
## Predicted    75.4  65.7 54.37  44.7  41.9  92.6  86.9  86.1  95.6  96.3  95.6
## cvpred       74.7  65.1 54.02  44.5  41.6  91.6  86.0  85.3  94.7  95.4  94.7
## pm2.5        33.0  18.0 61.00  29.0  24.0  47.0 143.0 167.0 250.0 299.0 378.0
## CV residual -41.7 -47.1  6.98 -15.5 -17.6 -44.6  57.0  81.7 155.3 203.6 283.3
##              9581   9583  9585  9587  9588  9593  9599  9600  9601  9602  9603
## Predicted    94.7  92.00  89.8  84.9 86.01  97.4 89.72  89.4  88.3  99.2  98.9
## cvpred       93.8  91.15  89.0  84.1 85.36  96.7 89.11  88.8  87.7  98.5  98.1
## pm2.5       234.0 100.00  77.0 102.0 77.00  32.0 99.00  64.0  43.0  53.0  46.0
## CV residual 140.2   8.85 -12.0  17.9 -8.36 -64.7  9.89 -24.8 -44.7 -45.5 -52.1
##              9607  9608  9614  9621  9622  9625  9632  9633  9637  9638  9639
## Predicted    97.8  99.0  98.3  97.4 100.4  97.5  97.4  99.4  97.2  95.6  99.4
## cvpred       97.1  98.3  97.6  96.7  99.7  96.9  96.7  98.7  96.5  95.0  98.7
## pm2.5        82.0  87.0 109.0 155.0 158.0 220.0  34.0  31.0  25.0  27.0  21.0
## CV residual -15.1 -11.3  11.4  58.3  58.3 123.1 -62.7 -67.7 -71.5 -68.0 -77.7
##              9644  9650  9651  9652  9660  9662   9668  9671  9672  9673  9680
## Predicted    93.5  94.3 100.4 100.1 100.7  97.4  99.73  99.5  99.4  99.0  93.3
## cvpred       92.8  93.7  99.7  99.4 100.1  96.7  99.03  98.8  98.7  98.3  92.7
## pm2.5        20.0 106.0 110.0 110.0 131.0 129.0 101.00 295.0 263.0 208.0 148.0
## CV residual -72.8  12.3  10.3  10.6  30.9  32.3   1.97 196.2 164.3 109.7  55.3
##              9686  9689  9697  9698  9699  9700 9704 9708 9709  9714  9718
## Predicted    90.8  95.7  96.9  98.0  99.0 100.1  101  103  102  93.4  87.3
## cvpred       90.2  94.9  96.2  97.2  98.3  99.4  100  102  102  92.9  86.9
## pm2.5        43.0  27.0  84.0  78.0 132.0 163.0  209  212  225  79.0  38.0
## CV residual -47.2 -67.9 -12.2 -19.2  33.7  63.6  109  110  123 -13.9 -48.9
##              9720  9722  9728  9731 9734  9735  9738   9745   9746   9748
## Predicted    84.4  83.3  76.1 74.67 73.4  72.6 69.26 102.82 103.17 101.40
## cvpred       84.0  83.0  75.9 74.51 73.3  72.6 69.21 102.28 102.63 100.85
## pm2.5        35.0  30.0  41.0 70.00 68.0  62.0 79.00 107.00 100.00 103.00
## CV residual -49.0 -53.0 -34.9 -4.51 -5.3 -10.6  9.79   4.72  -2.63   2.15
##               9749  9753  9756  9757  9760  9762  9763  9764  9766  9771  9774
## Predicted   101.38 101.1  82.1  78.0  63.7  54.6  51.3  94.0  90.6  90.7  85.1
## cvpred      100.86 100.5  81.4  77.4  63.2  54.2  51.0  93.1  89.7  89.7  84.2
## pm2.5        96.00  82.0  66.0  41.0   8.0  12.0   7.0   7.0   8.0  11.0  10.0
## CV residual  -4.86 -18.5 -15.4 -36.4 -55.2 -42.2 -44.0 -86.1 -81.7 -78.7 -74.2
##              9777  9778  9783  9790  9795  9802  9803  9805  9809   9810  9812
## Predicted    92.6  90.7  94.0  88.2  88.2  99.3 101.8 102.1 100.1 100.21  98.2
## cvpred       91.6  89.7  93.1  87.5  87.7  98.7 101.2 101.6  99.4  99.58  97.6
## pm2.5        16.0  21.0  34.0  41.0  59.0  69.0  82.0  87.0  82.0  92.00 108.0
## CV residual -75.6 -68.7 -59.1 -46.5 -28.7 -29.7 -19.2 -14.6 -17.4  -7.58  10.4
##              9828  9829  9832  9837  9839  9840  9841  9850  9851  9852 9859
## Predicted    89.0  94.2  93.2  91.9  97.3 97.63  96.6  99.0  99.4 100.4  101
## cvpred       88.1  93.3  92.2  91.2  96.5 96.87  95.8  98.3  98.7  99.7  100
## pm2.5        30.0  26.0  46.0  46.0  77.0 89.00 102.0 152.0 181.0 214.0  213
## CV residual -58.1 -67.3 -46.2 -45.2 -19.5 -7.87   6.2  53.7  82.3 114.3  113
##             9860  9863  9865  9868  9871  9873 9884 9889  9892  9903  9904
## Predicted    101  99.0  98.6  99.0  98.3 100.4  101  102 100.4 100.7  99.4
## cvpred       100  98.3  98.0  98.3  97.6  99.7  100  102  99.8 100.1  98.7
## pm2.5        254 331.0 335.0 294.0 267.0 258.0  211  294 316.0  53.0  50.0
## CV residual  154 232.7 237.0 195.7 169.4 158.3  111  192 216.2 -47.1 -48.7
##              9906  9908  9909 9913 9914 9915  9918  9920  9921  9922  9923
## Predicted    98.8  98.2  97.0  101  102  102  99.7  95.7  96.3  93.3  90.7
## cvpred       98.1  97.6  96.4  100  101  101  99.0  94.9  95.7  92.6  89.9
## pm2.5        42.0  80.0 188.0  411  345  353 282.0  41.0  51.0  46.0  48.0
## CV residual -56.1 -17.6  91.6  311  244  252 183.0 -53.9 -44.7 -46.6 -41.9
##              9926  9928  9929  9932  9949  9950  9957  9959 9961 9963 9966
## Predicted    96.6  97.6  96.3  94.6  86.3 98.35  97.7  96.7  102  102  101
## cvpred       95.8  96.9  95.7  94.1  85.7 97.58  97.1  96.3  102  101  100
## pm2.5        50.0 127.0 140.0 203.0 113.0 92.00 264.0 273.0  288  300  202
## CV residual -45.8  30.1  44.3 108.9  27.3 -5.58 166.9 176.7  186  199  102
##              9969 9972 9975 9976 9983 9987 9990 9991 9992 9998 10002 10005
## Predicted   101.1  101  104  102  103  103  103  103  102  105   103   104
## cvpred      100.5  100  103  102  102  103  103  102  102  104   103   103
## pm2.5       113.0  282  477  510  477  493  563  563  528  430   425   492
## CV residual  12.5  182  374  408  375  390  460  461  426  326   322   389
##             10006 10011 10014 10018 10021 10022 10027 10031 10032 10037 10039
## Predicted     104   102 100.4   104   102   102   103   102   102   103   102
## cvpred        103   102  99.8   103   102   102   102   101   102   103   102
## pm2.5         492   494 431.0   391   343   322   335   401   406   455   406
## CV residual   389   392 331.2   288   241   220   233   300   304   352   304
##             10041 10042 10043 10044 10048 10051 10052 10053 10054 10055 10062
## Predicted     101   100   104   104   100   104   102   101  99.7  99.2  89.0
## cvpred        101   100   103   103   100   104   102   101  99.3  98.8  88.7
## pm2.5         420   393   389   401   409   396   436   470 451.0 436.0 285.0
## CV residual   319   293   286   298   309   292   334   369 351.7 337.2 196.3
##             10064 10068 10070 10071 10073 10075 10082 10084 10085  10090  10091
## Predicted    84.8  95.4  92.7  93.6  88.7  94.9  93.7 102.5 102.7 101.79 101.43
## cvpred       84.4  94.5  91.9  92.7  87.8  94.0  93.2 101.9 102.1 101.19 100.83
## pm2.5       136.0  13.0  23.0  29.0  28.0  21.0  53.0  72.0  77.0 100.00  98.00
## CV residual  51.6 -81.5 -68.9 -63.7 -59.8 -73.0 -40.2 -29.9 -25.1  -1.19  -2.83
##             10095 10101 10103 10106 10109 10111 10114 10116 10123 10128 10130
## Predicted    97.4  89.7  86.1  81.6 102.1 104.2 102.0 100.1 103.9 102.2 104.6
## cvpred       96.7  89.1  85.6  81.1 101.6 103.7 101.6  99.7 103.4 101.8 104.1
## pm2.5        75.0  78.0  62.0  42.0  36.0  44.0  71.0  77.0 122.0 116.0 127.0
## CV residual -21.7 -11.1 -23.6 -39.1 -65.6 -59.7 -30.6 -22.7  18.6  14.2  22.9
##             10132 10139 10140 10143 10144 10147 10150 10157 10160 10161 10163
## Predicted   102.9  96.5  94.9  86.8  83.8  76.2  72.1  97.6  94.9  94.0  90.1
## cvpred      102.5  96.1  94.5  86.6  83.5  75.9  71.8  96.9  94.2  93.4  89.5
## pm2.5       123.0  35.0  35.0  31.0  34.0  28.0  29.0  25.0  32.0  37.0  18.0
## CV residual  20.5 -61.1 -59.5 -55.6 -49.5 -47.9 -42.8 -71.9 -62.2 -56.4 -71.5
##             10166 10167 10177 10178 10182 10184 10186 10193 10196 10197 10198
## Predicted    82.8  79.2  61.9  97.4  94.1  88.7  85.2  65.7  59.5  57.9  57.0
## cvpred       82.2  78.6  61.7  96.7  93.3  88.0  84.4  65.1  59.2  57.6  56.7
## pm2.5        12.0  12.0  12.0   9.0   9.0  12.0  20.0  17.0  28.0  80.0  87.0
## CV residual -70.2 -66.6 -49.7 -87.7 -84.3 -76.0 -64.4 -48.1 -31.2  22.4  30.3
##             10199 10200 10201 10203 10208 10213 10216 10218 10226 10232 10239
## Predicted   55.39  53.1  48.1  45.9  96.1  93.6  84.4  78.6  59.9  49.3  28.6
## cvpred      55.11  52.8  47.8  45.7  95.3  92.7  83.5  77.9  59.5  49.1  28.5
## pm2.5       51.00  37.0   9.0  14.0  44.0  18.0  16.0  49.0   8.0  10.0  16.0
## CV residual -4.11 -15.8 -38.8 -31.7 -51.3 -74.7 -67.5 -28.9 -51.5 -39.1 -12.5
##             10240 10243 10245 10246 10251 10254  10256 10257 10259 10260 10264
## Predicted    26.3  20.5 16.86  14.9  99.5  99.0  99.36 100.4  98.0  98.3  96.1
## cvpred       26.2  20.6 17.09  15.1  98.8  98.3  98.67  99.7  97.2  97.6  95.3
## pm2.5        15.0   9.0 11.00  37.0  46.0  52.0 105.00  83.0  43.0  57.0  46.0
## CV residual -11.2 -11.6 -6.09  21.9 -52.8 -46.3   6.33 -16.7 -54.2 -40.6 -49.3
##             10265  10269 10272 10273 10274  10281  10283 10292 10293 10298
## Predicted    94.1 92.197  88.9  87.7  85.7 79.666 103.17   104 103.2  94.9
## cvpred       93.3 91.596  88.4  87.2  85.3 79.481 102.63   103 102.6  94.2
## pm2.5        42.0 91.000  66.0  69.0  56.0 79.000  96.00   108 122.0  20.0
## CV residual -51.3 -0.596 -22.4 -18.2 -29.3 -0.481  -6.63     5  19.4 -74.2
##             10302 10311 10328 10334 10336 10339 10341 10344 10348 10350 10355
## Predicted    84.0  93.6  92.4  75.1  68.3  55.5  53.3  47.7  35.2    33  94.7
## cvpred       83.5  92.7  91.5  74.6  67.8  55.1  53.0  47.5  35.1    33  93.8
## pm2.5        12.0  11.0  16.0  15.0  22.0   9.0  23.0  33.0  11.0    14  20.0
## CV residual -71.5 -81.7 -75.5 -59.6 -45.8 -46.1 -30.0 -14.5 -24.1   -19 -73.8
##             10357 10363 10375 10376 10377 10381 10383 10387 10395 10397 10399
## Predicted    94.5  95.4  72.6  98.3  96.3  90.2  85.0  72.3  96.0  98.1  96.0
## cvpred       93.6  94.5  72.1  97.6  95.4  89.4  84.2  71.7  95.3  97.4  95.3
## pm2.5        17.0  16.0  19.0  31.0  35.0  15.0  16.0  12.0  58.0  80.0  72.0
## CV residual -76.6 -78.5 -53.1 -66.6 -60.4 -74.4 -68.2 -59.7 -37.3 -17.4 -23.3
##             10402 10404 10408 10409 10410 10411 10417 10418 10424 10425 10426
## Predicted    98.0  96.3  90.0  87.6  85.0  83.7  95.2  97.0  96.6  96.9 98.35
## cvpred       97.2  95.4  89.2  86.9  84.3  83.0  94.3  96.1  95.8  96.2 97.58
## pm2.5        61.0  46.0  26.0  22.0  14.0   9.0  48.0  47.0  30.0  85.0 92.00
## CV residual -36.2 -49.4 -63.2 -64.9 -70.3 -74.0 -46.3 -49.1 -65.8 -11.2 -5.58
##             10432 10436 10437 10444 10445 10446 10452 10454 10455 10457 10458
## Predicted   91.51 101.4 101.1   104   104   104   103   103   102  99.7  99.0
## cvpred      90.87 100.8 100.5   104   103   104   102   103   102  99.3  98.6
## pm2.5       95.00 132.0 156.0   258   263   266   243   241   236 225.0 228.0
## CV residual  4.13  31.2  55.5   154   160   162   141   138   134 125.7 129.4
##             10460 10464 10467 10468 10469 10473 10474 10477 10482 10487 10492
## Predicted    99.0   105   105   104   105   103   101  93.3  99.6  92.2  91.4
## cvpred       98.6   105   104   104   104   102   101  92.9  99.1  91.3  90.6
## pm2.5       272.0   360   400   368   351   332   318  42.0  20.0  11.0   9.0
## CV residual 173.4   255   296   264   247   230   217 -50.9 -79.1 -80.3 -81.6
##             10496 10497 10504 10510 10512 10514 10522 10524 10525 10526 10528
## Predicted    83.9  81.0  57.0  38.3  27.6 22.49 -7.38 -14.0 -14.9 -16.9 -20.8
## cvpred       83.2  80.4  56.5  38.1  27.4 22.52 -7.04 -13.6 -14.5 -16.4 -20.3
## pm2.5         8.0  12.0  23.0  17.0  14.0 17.00 16.00  18.0  21.0  22.0  16.0
## CV residual -75.2 -68.4 -33.5 -21.1 -13.4 -5.52 23.04  31.6  35.5  38.4  36.3
##             10529 10531 10535 10537 10540 10542 10544 10546 10547 10550 10551
## Predicted   -24.8 -30.9 -41.9 -46.9  97.3  96.5  98.7  95.4  96.6  95.7  94.8
## cvpred      -24.2 -30.2 -40.9 -45.9  96.5  95.8  97.9  94.5  95.8  94.9  94.0
## pm2.5        21.0  19.0  23.0  18.0   7.0  15.0  24.0  33.0  32.0  45.0  40.0
## CV residual  45.2  49.2  63.9  63.9 -89.5 -80.8 -73.9 -61.5 -63.8 -49.9 -54.0
##             10552 10554 10555 10556 10557 10560 10565   10570 10574 10579
## Predicted    92.8  89.6  88.0 87.96  87.9 97.30  99.7 102.122 101.9 99.73
## cvpred       92.1  88.9  87.3 87.33  87.3 96.51  99.0 101.557 101.4 99.03
## pm2.5        37.0  27.0  44.0 79.00 117.0 90.00 110.0 101.000 135.0 90.00
## CV residual -55.1 -61.9 -43.3 -8.33  29.7 -6.51  11.0  -0.557  33.6 -9.03
##               10580 10675 10676 10677 10679 10682 10684 10687 10691 10694 10695
## Predicted   100.054  48.6  45.7  42.5 33.27  23.6 17.14  92.6  86.7  79.5  76.3
## cvpred       99.391  48.1  45.3  42.1 32.86  23.3 16.95  91.6  85.8  78.7  75.5
## pm2.5        99.000  28.0  33.0  14.0 23.00  12.0  9.00  15.0  13.0  18.0  11.0
## CV residual  -0.391 -20.1 -12.3 -28.1 -9.86 -11.3 -7.95 -76.6 -72.8 -60.7 -64.5
##             10698 10699 10700 10701 10704 10707 10709 10719 10721 10736 10737
## Predicted    66.3  63.4  61.5  61.4  57.5  54.0  49.4  35.2  91.3  54.8  51.9
## cvpred       65.6  62.8  60.9  60.9  57.0  53.6  49.0  35.1  90.4  54.3  51.5
## pm2.5        14.0  12.0  17.0  24.0  21.0  20.0  24.0  16.0  22.0  10.0  12.0
## CV residual -51.6 -50.8 -43.9 -36.9 -36.0 -33.6 -25.0 -19.1 -68.4 -44.3 -39.5
##             10741 10742 10747 10748 10749 10753 10759 10761 10765 10768 10770
## Predicted    40.6  37.4  18.3 16.09 13.76  4.62  92.7  89.8  97.0  96.4  96.8
## cvpred       40.4  37.2  18.2 16.12 13.83  4.81  91.9  89.1  96.1  95.6  96.0
## pm2.5        12.0  11.0   6.0  7.00  6.00  8.00  27.0  25.0  22.0  13.0  18.0
## CV residual -28.4 -26.2 -12.2 -9.12 -7.83  3.19 -64.9 -64.1 -74.1 -82.6 -78.0
##             10771 10777 10778 10780 10781 10784 10787 10788 10790 10792 10797
## Predicted    95.5  99.7  99.4 100.1  99.4 101.1  99.4  97.4  98.1  98.0  93.9
## cvpred       94.7  99.0  98.7  99.4  98.7 100.5  98.7  96.7  97.4  97.2  93.2
## pm2.5        17.0  36.0  46.0  66.0  78.0 126.0 157.0 130.0  38.0  36.0  16.0
## CV residual -77.7 -63.0 -52.7 -33.4 -20.7  25.5  58.3  33.3 -59.4 -61.2 -77.2
##             10800 10803 10804 10806 10807 10808 10809 10818 10822 10826 10827
## Predicted    84.1  78.9  76.9  71.6  68.7  66.7  63.5  96.0  97.4  93.2  92.0
## cvpred       83.4  78.3  76.3  71.0  68.2  66.2  63.0  95.3  96.7  92.7  91.4
## pm2.5        11.0  20.0  13.0  12.0  17.0  27.0  21.0  13.0  22.0  40.0  38.0
## CV residual -72.4 -58.3 -63.3 -59.0 -51.2 -39.2 -42.0 -82.3 -74.7 -52.7 -53.4
##             10828 10829 10830 10831 10832 10833 10835 10837 10842 10846 10847
## Predicted    99.4  99.0 100.1  98.8  98.8  97.4  95.9  99.5  98.7  98.1  96.5
## cvpred       98.7  98.3  99.4  98.2  98.2  96.7  95.3  98.9  97.9  97.7  96.1
## pm2.5        37.0  39.0  45.0  50.0  44.0  58.0  48.0  44.0  35.0  65.0  61.0
## CV residual -61.7 -59.3 -54.4 -48.2 -54.2 -38.7 -47.3 -54.9 -62.9 -32.7 -35.1
##             10848 10849 10862 10863 10864 10865 10868 10872 10873   10876 10877
## Predicted    95.2  94.5   104  98.6  98.5  97.2  93.1 101.1 102.5 103.172 103.9
## cvpred       94.9  94.2   103  98.0  97.8  96.5  92.5 100.5 101.9 102.635 103.4
## pm2.5        56.0  69.0    94  70.0  49.0  59.0  55.0  64.0  75.0 103.000 115.0
## CV residual -38.9 -25.2    -9 -28.0 -48.8 -37.5 -37.5 -36.5 -26.9   0.365  11.6
##             10878  10879 10884 10906 10924 10926 10932 10933 10934 10935 10936
## Predicted   101.8 102.10 103.1 107.0  93.5  85.6  61.3  57.6  54.9  52.9  97.2
## cvpred      101.2 101.57 102.6 106.6  93.1  85.3  61.0  57.2  54.5  52.6  96.5
## pm2.5       112.0  95.00 143.0 204.0  51.0  19.0  18.0  20.0  17.0  15.0  16.0
## CV residual  10.8  -6.57  40.4  97.4 -42.1 -66.3 -43.0 -37.2 -37.5 -37.6 -80.5
##             10937 10938 10940 10941 10946 10947 10952 10955 10956   10961 10962
## Predicted    97.3  96.4 106.4 105.5 106.7 105.8  98.5 102.1 101.4 92.6060  98.8
## cvpred       96.8  95.9 106.1 105.2 106.4 105.6  98.3 101.6 100.8 91.9167  98.1
## pm2.5        23.0  34.0  25.0  33.0  30.0  48.0  54.0  45.0  68.0 92.0000 127.0
## CV residual -73.8 -61.9 -81.1 -72.2 -76.4 -57.6 -44.3 -56.6 -32.8  0.0833  28.9
##             10964 10966 10974 10982 10983 10987 10992 10994 10996 10999 11000
## Predicted    98.0  97.9 102.9  97.3  96.4  94.8 90.50 103.9 103.2 101.7   101
## cvpred       97.5  97.5 102.5  96.5  95.6  94.0 90.05 103.4 102.6 101.2   100
## pm2.5         5.0   5.0 184.0  50.0 167.0 108.0 86.00  88.0 125.0 174.0   241
## CV residual -92.5 -92.5  81.5 -46.5  71.4  14.0 -4.05 -15.4  22.4  72.8   141
##             11002 11003 11005 11006 11010 11014 11016 11019 11024 11026 11027
## Predicted   100.7 100.7 100.2  97.9  88.6  83.2  81.0  78.5   106   102  99.4
## cvpred      100.1 100.1  99.6  97.3  88.0  82.8  80.7  78.2   106   102  98.9
## pm2.5       159.0 138.0 149.0 192.0 170.0  54.0 150.0 166.0   254   254 277.0
## CV residual  58.9  37.9  49.4  94.7  82.0 -28.8  69.3  87.8   148   152 178.1
##             11028 11031 11033 11036 11038 11039 11041 11044 11047 11048 11104
## Predicted    96.9  86.7  83.1  77.2  75.5  73.9  72.6  67.1 107.0 108.0  84.9
## cvpred       96.5  86.3  82.8  77.0  75.4  73.8  72.6  67.1 106.6 107.7  84.3
## pm2.5       207.0 227.0 253.0 143.0 246.0 279.0 220.0  96.0 120.0  77.0  27.0
## CV residual 110.5 140.7 170.2  66.0 170.6 205.2 147.4  28.9  13.4 -30.7 -57.3
##             11127 11130  11131 11141 11147 11148 11149 11156 11159 11163 11167
## Predicted    96.6  92.5  91.58  74.9  93.6  94.0  94.0  78.0  74.2  68.4  98.5
## cvpred       96.0  92.0  91.11  74.4  92.7  93.1  93.1  77.1  73.4  67.8  97.8
## pm2.5       107.0 102.0 100.00  28.0   8.0  10.0  12.0  11.0  22.0   8.0  14.0
## CV residual  11.0  10.0   8.89 -46.4 -84.7 -83.1 -81.1 -66.1 -51.4 -59.8 -83.8
##             11168 11174 11178 11179 11180 11181 11189 11190 11191   11193 11196
## Predicted    95.4  96.6  93.7  90.8  89.6  87.6 102.5 101.9 103.2 103.861 102.1
## cvpred       94.5  95.8  93.0  90.1  88.9  87.0 101.9 101.4 102.6 103.357 101.6
## pm2.5        29.0  12.0  13.0  18.0  26.0  27.0  85.0  91.0  88.0 103.000  91.0
## CV residual -65.5 -83.8 -80.0 -72.1 -62.9 -60.0 -16.9 -10.4 -14.6  -0.357 -10.6
##              11198 11200 11204 11205 11207 11208 11211 11216 11218 11220 11224
## Predicted   100.66 97.77  90.0  90.7  90.6  90.3   107   109 109.7 109.7 104.7
## cvpred      100.16 97.34  89.8  90.5  90.5  90.2   107   109 109.5 109.5 104.6
## pm2.5        94.00 91.00 104.0 145.0 184.0 202.0   184   225 163.0 136.0 138.0
## CV residual  -6.16 -6.34  14.2  54.5  93.5 111.8    77   116  53.5  26.5  33.4
##             11226 11229 11232 11235 11236 11237 11238 11239 11243 11245 11246
## Predicted   101.8 110.9 111.1 109.9 109.5 110.8 111.1 111.1 103.5  91.7  88.1
## cvpred      101.7 110.8 110.9 109.7 109.3 110.6 110.9 110.9 103.3  91.3  87.8
## pm2.5       145.0 170.0 168.0 137.0 133.0 158.0 162.0 158.0 159.0  27.0  21.0
## CV residual  43.3  59.2  57.1  27.3  23.7  47.4  51.1  47.1  55.7 -64.3 -66.8
##             11247 11257 11281 11297 11298 11300 11301 11303 11307 11310 11311
## Predicted    87.6 103.7  97.0 91.08  88.5  85.4 81.71    76 104.0  93.8  91.6
## cvpred       87.2 103.4  96.6 90.83  88.4  85.4 81.66    76 103.6  93.5  91.3
## pm2.5        21.0  53.0  36.0 87.00 146.0 121.0 79.00    53  65.0  20.0  12.0
## CV residual -66.2 -50.4 -60.6 -3.83  57.6  35.6 -2.66   -23 -38.6 -73.5 -79.3
##             11312 11319 11320 11324 11327 11333 11336 11349 11351 11352 11354
## Predicted    88.8  62.1  54.5  36.5  25.8  99.0  97.4 101.8 103.2 103.0 105.0
## cvpred       88.5  62.2  54.5  36.6  25.9  98.3  96.7 101.2 102.6 102.5 104.7
## pm2.5        13.0  90.0  74.0 120.0  15.0   7.0   6.0  32.0  65.0  54.0  63.0
## CV residual -75.5  27.8  19.5  83.4 -10.9 -91.3 -90.7 -69.2 -37.6 -48.5 -41.7
##             11365 11366 11380 11383 11385 11389 11390 11391 11394 11398 11399
## Predicted    99.2  95.1 108.0 108.0 109.0 109.0 107.7   107 104.6 102.4 111.8
## cvpred       98.8  94.7 107.7 107.7 108.8 108.8 107.6   107 104.6 102.5 111.7
## pm2.5        73.0  52.0  97.0  97.0 136.0 153.0 165.0   135 137.0 189.0 165.0
## CV residual -25.8 -42.7 -10.7 -10.7  27.2  44.2  57.4    28  32.4  86.5  53.3
##             11400 11402 11406  11410 11411 11412 11425 11439 11464 11467 11469
## Predicted   110.4 110.8 109.3 110.85 109.2 106.2 110.8 105.7 105.7 100.9  93.6
## cvpred      110.2 110.6 109.2 110.79 109.2 106.2 110.6 105.4 105.4 100.6  93.3
## pm2.5       195.0 157.0 160.0 113.00  69.0  44.0  74.0  70.0  16.0  12.0  14.0
## CV residual  84.8  46.4  50.8   2.21 -40.2 -62.2 -36.6 -35.4 -89.4 -88.6 -79.3
##             11475 11487 11489 11496 11503 11505 11510 11511 11512 11514 11515
## Predicted    73.3  37.8  99.3 103.7 106.4 108.7 105.2 104.0 102.7 99.13 99.25
## cvpred       73.3  38.1  98.7 103.4 106.1 108.4 105.1 103.8 102.6 99.06 99.27
## pm2.5         8.0  15.0  23.0  41.0  91.0 122.0 167.0 155.0 126.0 97.00 95.00
## CV residual -65.3 -23.1 -75.7 -62.4 -15.1  13.6  61.9  51.2  23.4 -2.06 -4.27
##             11518 11519  11521 11522 11529 11531 11532 11540 11549 11550 11553
## Predicted    97.5  97.8  95.49  94.2 109.9 106.9 104.1  97.8 105.1 103.2 108.3
## cvpred       97.5  97.9  95.56  94.3 109.7 106.7 103.8  97.6 104.9 102.9 108.1
## pm2.5       100.0  83.0 103.00 138.0 151.0  86.0  51.0  18.0  54.0  43.0  29.0
## CV residual   2.5 -14.9   7.44  43.7  41.3 -20.7 -52.8 -79.6 -50.9 -59.9 -79.1
##             11554 11556 11557 11558 11560 11566 11568 11569 11572 11575 11580
## Predicted   101.9  99.4 104.3 103.7 104.0  95.8  94.5  93.2  90.9 109.0 108.3
## cvpred      101.4  98.9 103.9 103.2 103.6  95.7  94.5  93.2  90.9 108.8 108.1
## pm2.5        29.0  20.0  19.0  25.0  27.0  73.0  60.0  61.0  63.0  75.0  84.0
## CV residual -72.4 -78.9 -84.9 -78.2 -76.6 -22.7 -34.5 -32.2 -27.9 -33.8 -24.1
##             11593 11608 11611 11612 11614 11615 11621 11622 11623 11625 11626
## Predicted     112 106.2 104.6 103.4 100.7 114.9 112.6 111.3 110.6 108.6   108
## cvpred        112 106.2 104.8 103.6 100.9 114.9 112.6 111.4 110.7 108.7   108
## pm2.5         165 152.0 171.0 172.0 168.0 172.0 176.0 183.0 194.0 200.0   218
## CV residual    53  45.8  66.2  68.4  67.1  57.1  63.4  71.6  83.3  91.3   110
##             11628 11630 11638 11642 11643 11645 11647 11649 11654 11656 11662
## Predicted   104.6  94.3  58.4  46.7  44.7  39.1  34.6  28.5  14.4  8.29 102.1
## cvpred      104.3  94.0  58.7  47.0  45.0  39.5  35.1  29.1  15.1  9.13 101.8
## pm2.5       187.0  76.0 238.0 136.0 108.0  65.0  96.0  99.0  38.0 42.00  40.0
## CV residual  82.7 -18.0 179.3  89.0  63.0  25.5  60.9  69.9  22.9 32.87 -61.8
##             11664 11667 11671 11676 11677 11680 11682 11683 11685 11694 11700
## Predicted   105.0  98.8 107.6  87.1  82.3  67.4  59.0  56.0  53.2  94.1 104.2
## cvpred      104.6  98.4 107.3  86.7  81.9  67.2  58.9  55.9  53.0  93.6 103.7
## pm2.5        33.0  26.0  15.0  14.0  12.0  24.0  31.0  23.0  34.0   7.0  14.0
## CV residual -71.6 -72.4 -92.3 -72.7 -69.9 -43.2 -27.9 -32.9 -19.0 -86.6 -89.7
##             11701 11702 11703 11714 11717 11718  11719 11722 11728 11729 11731
## Predicted   104.9 104.9 104.9  96.5  94.5  94.4 93.186  89.4  81.1  80.6  79.8
## cvpred      104.4 104.4 104.4  96.4  94.5  94.5 93.239  89.5  81.4  80.9  80.2
## pm2.5        13.0  15.0  16.0  79.0  79.0  81.0 93.000  63.0  53.0  43.0  58.0
## CV residual -91.4 -89.4 -88.4 -17.4 -15.5 -13.5 -0.239 -26.5 -28.4 -37.9 -22.2
##             11732 11733 11734 11736 11743 11745 11751 11753 11755 11756 11757
## Predicted   114.2 113.8 112.3 110.5 111.9 114.9  99.7  90.5  84.2 107.6 106.4
## cvpred      114.2 113.8 112.2 110.4 111.9 114.9  99.3  90.1  83.9 107.3 106.1
## pm2.5        63.0  80.0  95.0  94.0 130.0 147.0 118.0  59.0  39.0  35.0  63.0
## CV residual -51.2 -33.8 -17.2 -16.4  18.1  32.1  18.7 -31.1 -44.9 -72.3 -43.1
##              11763 11764 11765 11769 11770 11772 11776 11780 11781 11783 11798
## Predicted   107.79 108.7 108.3 106.3 106.3  96.7  78.3    71 108.0 108.7 107.6
## cvpred      107.52 108.4 108.1 105.9 105.9  96.3  78.1    71 107.7 108.4 107.3
## pm2.5       111.00  98.0  97.0  55.0  39.0  34.0  32.0    28  37.0  30.0  16.0
## CV residual   3.48 -10.4 -11.1 -50.9 -66.9 -62.3 -46.1   -43 -70.7 -78.4 -91.3
##             11799 11806 11813 11814 11815 11817 11820 11823 11824 11826 11827
## Predicted   107.6   101 110.8 110.8 110.4 109.5 105.0 100.9 101.4 114.2 112.6
## cvpred      107.3   101 110.6 110.6 110.2 109.4 104.9 100.9 101.4 114.2 112.6
## pm2.5        20.0    53  54.0  66.0  64.0  82.0  54.0  39.0  40.0  46.0  44.0
## CV residual -87.3   -48 -56.6 -44.6 -46.2 -27.4 -50.9 -61.9 -61.4 -68.2 -68.6
##             11830 11831 11837 11840 11841 11843 11844 11845 11850 11860 11863
## Predicted   114.9 114.5 112.4   111 110.0 108.6 106.6 112.5   104 112.8 109.8
## cvpred      114.9 114.6 112.4   111 110.1 108.7 106.8 112.4   104 112.7 109.7
## pm2.5        63.0  65.0  83.0    82  84.0  75.0  40.0  33.0    18  16.0  33.0
## CV residual -51.9 -49.6 -29.4   -29 -26.1 -33.7 -66.8 -79.4   -86 -96.7 -76.7
##             11864 11866 11868 11872 11873 11875 11876 11877 11879 11882 11883
## Predicted   108.6 103.6 106.6 106.3 104.3 102.1 100.1  99.9 100.2  96.4 94.99
## cvpred      108.5 103.5 106.2 106.2 104.2 102.1 100.2 100.0 100.4  96.7 95.27
## pm2.5        32.0  76.0  24.0  70.0  41.0  23.0  24.0  27.0  46.0  83.0 86.00
## CV residual -76.5 -27.5 -82.2 -36.2 -63.2 -79.1 -76.2 -73.0 -54.4 -13.7 -9.27
##             11884 11885 11888 11889  11890 11897 11901 11909 11910 11917 11918
## Predicted   94.64 94.28 116.3   116 115.91  88.3  68.9  42.6  42.1 25.49 22.96
## cvpred      94.92 94.57 116.3   116 115.99  88.0  68.6  42.6  42.1 26.11 23.65
## pm2.5       92.00 98.00 106.0   111 117.00 183.0  44.0  72.0  69.0 22.00 17.00
## CV residual -2.92  3.43 -10.3    -5   1.01  95.0 -24.6  29.4  26.9 -4.11 -6.65
##             11919 11923 11924 11925 11930 11931 11932 11939 11941 11942 11944
## Predicted   20.06  3.45  1.12 -2.80 -11.3 -13.2 -15.5  92.5  80.2  74.1  64.1
## cvpred      20.83  4.35  2.06 -1.85 -10.2 -12.1 -14.4  92.2  80.0  74.0  64.1
## pm2.5       12.00 32.00 34.00 32.00  22.0  20.0  18.0  27.0  27.0  31.0  25.0
## CV residual -8.83 27.65 31.94 33.85  32.2  32.1  32.4 -65.2 -53.0 -43.0 -39.1
##             11946 11951 11953 11954 11959 11960 11961 11964 11970 11971 11973
## Predicted    53.7  37.3 35.10 32.77  99.0 104.0 104.1  98.7  97.9  95.3  90.2
## cvpred       53.8  37.5 35.42 33.12  98.6 103.6 103.8  98.2  97.6  95.1  90.2
## pm2.5        32.0  72.0 44.00 27.00  21.0  27.0  32.0  25.0  27.0  40.0  58.0
## CV residual -21.8  34.5  8.58 -6.12 -77.6 -76.6 -71.8 -73.2 -70.6 -55.1 -32.2
##             11974 11976 11978 11979 11980 11983 11990 11992 11994 11996 11998
## Predicted    87.4  82.2 109.7 109.4 110.8 104.3 103.7 105.6 105.0 100.5  98.7
## cvpred       87.3  82.2 109.5 109.1 110.6 103.9 103.2 105.2 104.6 100.2  98.5
## pm2.5        50.0  46.0  55.0  50.0  58.0  34.0  16.0  18.0  48.0  50.0  44.0
## CV residual -37.3 -36.2 -54.5 -59.1 -52.6 -69.9 -87.2 -87.2 -56.6 -50.2 -54.5
##             11999 12001 12003 12006 12009 12014 12016 12021 12024 12025 12028
## Predicted    97.7  95.1 109.4 109.0 107.0 106.1 100.7  89.7    87  85.4 110.1
## cvpred       97.6  94.9 109.1 108.8 106.8 105.7 100.4  89.6    87  85.4 109.9
## pm2.5        40.0  68.0  37.0  40.0  66.0 156.0  24.0  45.0    42  45.0  62.0
## CV residual -57.6 -26.9 -72.1 -68.8 -40.8  50.3 -76.4 -44.6   -45 -40.4 -47.9
##             12030  12031 12038 12041 12042 12043 12049 12052 12053 12055 12056
## Predicted     111 113.51 108.6   107 106.0 117.6   117 114.5 116.3   116   116
## cvpred        111 113.46 108.7   107 106.3 117.8   117 114.6 116.3   116   116
## pm2.5         134 107.00 160.0   155 174.0 184.0   264 206.0 204.0   219   227
## CV residual    23  -6.46  51.3    48  67.7  66.2   147  91.4  87.7   103   111
##             12058 12059 12066 12067 12074 12081 12083 12084 12089 12091 12100
## Predicted   114.6 117.0   115 109.2  84.2  63.4 104.1 103.2   107 103.3 107.3
## cvpred      114.8 117.1   116 109.2  84.4  63.6 103.8 102.9   107 103.1 107.2
## pm2.5       205.0 209.0   222 205.0   6.0  11.0   8.0   7.0    15  11.0  26.0
## CV residual  90.2  91.9   106  95.8 -78.4 -52.6 -95.8 -95.9   -92 -92.1 -81.2
##             12101 12104 12114 12120 12122 12124 12125 12126 12127 12132 12135
## Predicted    96.5  83.7 104.3  99.9   101 106.4 106.4 104.4 102.5  84.0  74.7
## cvpred       96.1  83.3 103.9  99.5   101 106.1 106.1 104.1 102.2  83.7  74.5
## pm2.5        20.0  17.0  69.0  27.0    34  44.0  56.0  52.0  47.0  53.0  15.0
## CV residual -76.1 -66.3 -34.9 -72.5   -67 -62.1 -50.1 -52.1 -55.2 -30.7 -59.5
##             12137 12138 12140 12142 12147 12148 12150 12151 12154 12157 12158
## Predicted   101.9 100.3 103.1  98.0 109.4 110.4 109.7 110.4 110.4   105 101.8
## cvpred      101.4  99.8 102.7  97.8 109.1 110.2 109.5 110.2 110.2   105 101.5
## pm2.5        43.0  16.0  30.0  55.0  55.0  47.0  58.0  74.0  67.0    76  55.0
## CV residual -58.4 -83.8 -72.7 -42.8 -54.1 -63.2 -51.5 -36.2 -43.2   -29 -46.5
##             12160 12164 12166 12167 12174 12176 12177  12184  12186 12187 12188
## Predicted    92.2  81.7  77.9  75.9 109.6 109.7 114.2 106.16 100.28 96.72  92.3
## cvpred       91.9  81.7  78.0  76.0 109.5 109.7 114.2 106.21 100.36 96.81  92.3
## pm2.5        24.0 116.0  89.0  49.0  81.0 123.0 149.0 114.00 109.00 90.00  70.0
## CV residual -67.9  34.3  11.0 -27.0 -28.5  13.3  34.8   7.79   8.64 -6.81 -22.3
##             12192 12195 12197 12199 12212  12214 12216 12217 12218 12220 12222
## Predicted    86.5  83.4  82.7  81.9  54.3 53.142 50.25  48.3 47.02 45.74  43.9
## cvpred       86.7  83.8  83.1  82.4  54.9 53.849 51.03  49.1 47.85 46.62  44.9
## pm2.5        41.0  58.0  59.0  71.0  35.0 53.000 53.00  78.0 46.00 51.00  58.0
## CV residual -45.7 -25.8 -24.1 -11.4 -19.9 -0.849  1.97  28.9 -1.85  4.38  13.1
##             12224 12226 12234 12235 12242  12245  12246 12286 12288 12292 12293
## Predicted      41  37.8  10.4  7.84 110.1 106.70 105.98 103.5 102.1  98.7 117.6
## cvpred         42  38.9  11.5  9.07 110.1 106.74 106.03 103.8 102.4  99.0 117.8
## pm2.5          66  80.0  55.0 55.00  96.0 100.00 100.00 122.0 132.0 190.0 186.0
## CV residual    24  41.1  43.5 45.93 -14.1  -6.74  -6.03  18.2  29.6  91.0  68.2
##             12295 12299  12301 12309 12310  12312 12313 12316 12321  12324
## Predicted   118.3   115 110.17  94.7  93.4  90.88 89.63 119.0 115.6 117.95
## cvpred      118.5   115 110.33  95.2  93.9  91.46 90.23 119.2 115.9 118.17
## pm2.5       153.0   253 113.00 109.0 110.0 100.00 99.00  99.0  99.0 109.00
## CV residual  34.5   138   2.67  13.8  16.1   8.54  8.77 -20.2 -16.9  -9.17
##             12327 12328  12329 12331 12333 12337  12338 12356 12357 12361 12368
## Predicted   116.2 114.9 119.03 118.7 117.4 116.6 115.88 107.8 113.2 110.1  94.4
## cvpred      116.4 115.2 119.24 118.9 117.6 116.7 116.01 107.8 113.1 109.9  94.5
## pm2.5       112.0 104.0 112.00 139.0 150.0  96.0 107.00  39.0  49.0  29.0   9.0
## CV residual  -4.4 -11.2  -7.24  20.1  32.4 -20.7  -9.01 -68.8 -64.1 -80.9 -85.5
##             12373 12377 12378 12383 12384 12387 12391 12397 12403 12405 12409
## Predicted    81.3  70.3  66.3  51.6  50.3  44.0  38.2 111.4 107.0 105.3 102.8
## cvpred       81.6  70.9  67.0  52.2  51.0  44.8  39.2 111.3 106.9 105.3 102.8
## pm2.5         9.0  12.0  16.0  20.0  10.0  12.0  17.0  20.0  28.0  28.0  33.0
## CV residual -72.6 -58.9 -51.0 -32.2 -41.0 -32.8 -22.2 -91.3 -78.9 -77.3 -69.8
##             12410 12411 12414 12436 12444 12449 12451 12458 12459 12462 12464
## Predicted   114.2 113.2 110.6 111.9  96.3 107.6 105.7 112.5   112 113.3 112.8
## cvpred      114.2 113.1 110.7 111.9  96.0 107.4 105.4 112.4   112 113.3 112.7
## pm2.5        33.0  31.0  48.0  37.0  28.0   8.0  15.0  53.0    70  68.0  44.0
## CV residual -81.2 -82.1 -62.7 -74.9 -68.0 -99.4 -90.4 -59.4   -42 -45.3 -68.7
##             12472 12473 12482 12484 12485 12486 12492 12495 12501 12502 12503
## Predicted   109.6 105.2 114.9 114.2 113.8 113.5 113.3 105.6  93.9  93.2 116.3
## cvpred      109.6 105.1 114.9 114.2 113.8 113.5 113.3 105.7  94.2  93.5 116.3
## pm2.5        37.0  40.0  40.0  78.0 100.0 109.0 142.0  57.0  59.0  64.0  69.0
## CV residual -72.6 -65.1 -74.9 -36.2 -13.8  -4.5  28.7 -48.7 -35.2 -29.5 -47.3
##             12505 12508 12509 12511 12518 12519 12520  12524  12525 12529 12530
## Predicted   115.2 116.6   116 117.6 115.2 118.7 116.7 119.03 118.67 118.7 118.3
## cvpred      115.3 116.7   116 117.8 115.3 118.9 116.9 119.24 118.88 118.9 118.5
## pm2.5        75.0  41.0    44  92.0 100.0 100.0  93.0 114.00 123.00 163.0 166.0
## CV residual -40.3 -75.7   -72 -25.8 -15.3 -18.9 -23.9  -5.24   4.12  44.1  47.5
##             12531 12534 12535 12537 12539 12540 12541 12543 12545 12547 12548
## Predicted   118.0 118.3 119.0   119   117 117.6 116.7 112.4 107.5 112.9 118.8
## cvpred      118.2 118.5 119.2   119   117 117.8 116.9 112.7 107.7 113.2 119.1
## pm2.5       167.0 204.0 217.0   241   231 177.0 160.0 102.0  69.0  82.0  37.0
## CV residual  48.8  85.5  97.8   122   114  59.2  43.1 -10.7 -38.7 -31.2 -82.1
##             12549 12551 12554 12555 12557 12559 12561 12562 12564 12567 12569
## Predicted   118.1 118.6 114.2 110.6 103.1   118 118.1   115 111.2 115.7 113.2
## cvpred      118.4 118.9 114.4 110.9 103.5   119 118.4   116 111.4 115.8 113.4
## pm2.5        47.0  58.0  61.0  35.0   7.0     7  20.0    13  24.0  33.0  26.0
## CV residual -71.4 -60.9 -53.4 -75.9 -96.5  -112 -98.4  -103 -87.4 -82.8 -87.4
##             12570 12577 12578 12579 12582 12584 12585 12592 12595 12596 12597
## Predicted   111.6 105.4 104.7   120 118.3   120 119.4 111.1 106.3 106.0   105
## cvpred      111.8 105.8 105.1   120 118.5   120 119.6 111.2 106.4 106.3   105
## pm2.5        22.0  53.0  86.0   151 176.0   190 196.0 106.0  92.0  62.0    75
## CV residual -89.8 -52.8 -19.1    31  57.5    70  76.4  -5.2 -14.4 -44.3   -30
##              12598 12599 12602 12604 12605 12608 12610 12611 12614 12615 12617
## Predicted   105.43 105.4 103.4 119.0 119.4 118.0 118.0 118.7 114.3 110.7 105.5
## cvpred      105.78 105.8 103.9 119.2 119.6 118.2 118.2 118.9 114.4 110.9 105.7
## pm2.5        96.00 123.0 121.0 108.0 117.0 185.0 172.0 141.0 117.0  91.0  71.0
## CV residual  -9.78  17.2  17.1 -11.2  -2.6  66.8  53.8  22.1   2.6 -19.9 -34.7
##             12623 12629 12630  12632 12634 12637 12639 12641 12643 12649 12650
## Predicted   112.2 118.3 118.7 118.34 118.0 118.1 116.7 112.1 117.0 112.7 112.0
## cvpred      112.5 118.5 118.9 118.51 118.2 118.4 116.9 112.3 117.1 112.8 112.1
## pm2.5        74.0  57.0  87.0 109.00  91.0  81.0  74.0  29.0  39.0  20.0  16.0
## CV residual -38.5 -61.5 -31.9  -9.51 -27.2 -37.4 -42.9 -83.3 -78.1 -92.8 -96.1
##             12653 12654 12655 12656 12657 12665 12669 12673 12674 12676 12687
## Predicted     115 117.0   117 115.2   114 110.2 109.5 116.7 116.0 118.0 116.6
## cvpred        115 117.1   117 115.3   114 110.1 109.6 116.9 116.2 118.2 116.7
## pm2.5          12  18.0    10  19.0    15  14.0  49.0  52.0  63.0  85.0  88.0
## CV residual  -103 -99.1  -107 -96.3   -99 -96.1 -60.6 -64.9 -53.2 -33.2 -28.7
##             12688 12689 12690 12694 12703 12704 12707 12708 12710 12714 12716
## Predicted   115.4 114.1 112.2 111.1 116.6   116 117.3 116.7   114 103.0 118.3
## cvpred      115.5 114.2 112.3 111.5 116.7   116 117.4 116.9   114 103.3 118.5
## pm2.5        83.0  69.0  65.0  63.0  94.0    94 187.0 195.0   234 175.0 151.0
## CV residual -32.5 -45.2 -47.3 -48.5 -22.7   -22  69.6  78.1   120  71.7  32.5
##             12720 12721 12722 12723  12725 12729 12734 12738 12739 12740 12742
## Predicted   115.2 120.0 120.0   120 119.72 119.4 112.7 103.4 100.1   118 118.3
## cvpred      115.5 120.3 120.3   120 119.96 119.6 113.1 103.9 100.4   118 118.5
## pm2.5        78.0  54.0  71.0   106 124.00 171.0 164.0 144.0 142.0   135 198.0
## CV residual -37.5 -66.3 -49.3   -14   4.04  51.4  50.9  40.1  41.6    17  79.5
##              12748 12750 12753 12755 12759 12764  12766  12767  12776 12782
## Predicted   112.09 118.0 118.0 117.3 116.2 119.0 116.72 118.34 117.41 119.4
## cvpred      112.31 118.2 118.2 117.4 116.4 119.2 116.92 118.51 117.64 119.6
## pm2.5       120.00  80.0  69.0  80.0 124.0 135.0 113.00 117.00 115.00  85.0
## CV residual   7.69 -38.2 -49.2 -37.4   7.6  15.8  -3.92  -1.51  -2.64 -34.6
##             12784 12786 12787 12788 12791 12794 12795 12796 12797 12800 12803
## Predicted   118.1   118 116.8 115.6 113.8   120 119.4   120 119.4   121 119.5
## cvpred      118.4   118 117.1 115.9 114.1   120 119.6   120 119.6   121 119.8
## pm2.5        67.0    69  79.0  89.0 135.0   179 190.0   194 212.0   257 180.0
## CV residual -51.4   -49 -38.1 -26.9  20.9    59  70.4    74  92.4   136  60.2
##             12807  12809 12816 12817 12819 12824 12837 12838 12839 12840 12842
## Predicted   119.4 114.09   106   106 103.0 120.4 110.4   108 106.5   105   104
## cvpred      119.6 114.24   107   106 103.5 120.7 110.8   108 106.9   105   104
## pm2.5        95.0 110.00   237   221 201.0 209.0 203.0   209 206.0   217   236
## CV residual -24.6  -4.24   130   115  97.5  88.3  92.2   101  99.1   112   132
##             12847 12850 12851 12852 12856  12857 12860 12861 12863 12866 12868
## Predicted     120 119.3 120.0 120.4 117.5 111.76 106.2 106.9 107.2 103.8 102.0
## cvpred        120 119.6 120.3 120.7 117.8 111.94 106.4 107.2 107.6 104.2 102.4
## pm2.5         214 184.0 174.0 185.0 134.0 104.00 139.0 173.0 181.0 183.0 160.0
## CV residual    94  64.4  53.7  64.3  16.2  -7.94  32.6  65.8  73.4  78.8  57.6
##             12879   12881 12889 12893 12895 12898 12900 12904 12906 12912 12916
## Predicted     110 106.177  97.0  92.7   120 118.8 116.3   119   118 121.8 122.5
## cvpred        110 106.475  97.5  93.3   120 119.1 116.6   120   118 122.1 122.8
## pm2.5         120 106.000 166.0 145.0   204 187.0 204.0   432   459 136.0 150.0
## CV residual    10  -0.475  68.5  51.7    84  67.9  87.4   312   341  13.9  27.2
##             12917 12919 12922 12923 12926 12929 12935 12937 12939 12940 12945
## Predicted   121.4 119.4 115.3 113.7 109.2 103.4 116.0 117.6 113.3 115.7   108
## cvpred      121.8 119.8 115.8 114.2 109.7 103.9 116.2 117.8 113.6 115.8   108
## pm2.5       152.0 166.0 166.0 160.0 184.0 179.0  36.0  49.0  22.0  25.0     8
## CV residual  30.2  46.2  50.2  45.8  74.3  75.1 -80.2 -68.8 -91.6 -90.8  -100
##             12950 12953 12955 12956 12959 12964 12965 12967 12968 12975 12978
## Predicted   116.0 115.7 115.3 115.7 116.6 114.0 118.3 117.3   116 114.9 113.1
## cvpred      116.2 115.8 115.5 115.8 116.7 114.3 118.5 117.5   116 114.9 113.1
## pm2.5        25.0  25.0  34.0  36.0  48.0  31.0  34.0  22.0    20  18.0  25.0
## CV residual -91.2 -90.8 -81.5 -79.8 -68.7 -83.3 -84.5 -95.5   -96 -96.9 -88.1
##             12982 12983 12984 12990 12993 12995 12999 13003 13005 13010 13015
## Predicted   115.2 116.7 115.5 113.4 108.9 103.2 111.8 113.4 111.8 111.8 119.4
## cvpred      115.3 116.9 115.7 113.5 109.1 103.4 111.9 113.5 111.9 111.9 119.6
## pm2.5        43.0  62.0  77.0  87.0  52.0  29.0  16.0  24.0  27.0  74.0  81.0
## CV residual -72.3 -54.9 -38.7 -26.5 -57.1 -74.4 -95.9 -89.5 -84.9 -37.9 -38.6
##              13016  13017 13018 13020 13023 13024 13027 13044 13048 13052 13053
## Predicted   119.72 119.36 118.3 113.6 115.4 112.7 108.9 120.0 117.9   112 111.1
## cvpred      119.96 119.61 118.5 113.7 115.5 112.8 109.1 120.3 118.2   112 111.5
## pm2.5       125.00 127.00  79.0  36.0  16.0  31.0  51.0 149.0 185.0   156 132.0
## CV residual   5.04   7.39 -39.5 -77.7 -99.5 -81.8 -58.1  28.7  66.8    44  20.5
##              13054  13055 13057 13062 13064 13066 13067 13071 13072 13076 13083
## Predicted   109.86 108.60   120   120   121   120   119 114.8 113.2   105   118
## cvpred      110.23 108.99   120   120   121   121   120 115.2 113.6   106   118
## pm2.5       116.00 113.00   177   244   266   274   275 204.0 190.0   229   255
## CV residual   5.77   4.01    57   124   145   153   155  88.8  76.4   123   137
##             13084 13085 13089 13090 13094 13097  13099 13100 13103 13105 13107
## Predicted     121   122 121.1 120.7 121.1 122.1 121.57 122.1 120.3   118   122
## cvpred        122   122 121.4 121.1 121.4 122.5 121.96 122.5 120.7   119   123
## pm2.5         238   229  35.0  38.0  48.0  58.0 113.00 150.0 218.0   245   232
## CV residual   116   107 -86.4 -83.1 -73.4 -64.5  -8.96  27.5  97.3   126   109
##             13108 13111 13114 13115 13121 13127 13130 13131 13133 13138 13139
## Predicted   122.1   122   120 122.5 122.5 123.2 122.5 122.5 122.1 122.8 121.9
## cvpred      122.5   123   120 122.8 122.8 123.6 122.8 122.8 122.5 123.2 122.3
## pm2.5       220.0   226    82  29.0  94.0 108.0 141.0 150.0 165.0 160.0 176.0
## CV residual  97.5   103   -38 -93.8 -28.8 -15.6  18.2  27.2  42.5  36.8  53.7
##              13142 13146 13147 13149 13151 13155 13161 13167 13175 13179 13183
## Predicted   122.80 122.8 122.4 122.1 122.1 122.5   117 116.1 112.2 120.0 117.2
## cvpred      123.21 123.2 122.9 122.5 122.5 122.8   117 116.2 112.5 120.3 117.5
## pm2.5       128.00 164.0 155.0 164.0 187.0 195.0   238  25.0  46.0 108.0  55.0
## CV residual   4.79  40.8  32.1  41.5  64.5  72.2   121 -91.2 -66.5 -12.3 -62.5
##             13187 13190 13192 13193 13194 13195 13198 13204 13206 13208 13213
## Predicted   117.6 116.6 115.4 117.3 119.1 117.9 111.3 102.0  98.8  97.0  93.0
## cvpred      117.8 116.7 115.5 117.4 119.5 118.2 111.6 102.4  99.2  97.5  93.6
## pm2.5        36.0  37.0  52.0  71.0  63.0  88.0  63.0  89.0  79.0 112.0 144.0
## CV residual -81.8 -79.7 -63.5 -46.4 -56.5 -30.2 -48.6 -13.4 -20.2  14.5  50.4
##             13216 13219 13223 13229 13233 13236 13237 13240 13242 13245  13248
## Predicted   118.6 118.6 121.1 120.4 121.1   121   121 118.2 115.3 110.7 116.72
## cvpred      118.9 118.9 121.4 120.7 121.4   121   121 118.6 115.8 111.2 116.92
## pm2.5       142.0 152.0 141.0 193.0 145.0   173   164 172.0 167.0 171.0 121.00
## CV residual  23.1  33.1  19.6  72.3  23.6    52    43  53.4  51.2  59.8   4.08
##             13249 13250 13251 13253 13257 13260 13261 13268 13272 13273 13278
## Predicted   118.0 118.8 120.0 117.2   118 104.2   102 111.3 113.8 117.3 118.0
## cvpred      118.2 119.1 120.3 117.5   118 104.3   102 111.4 113.9 117.4 118.2
## pm2.5        66.0  54.0  56.0  48.0    12  11.0    16  20.0  28.0  21.0  32.0
## CV residual -52.2 -65.1 -64.3 -69.5  -106 -93.3   -86 -91.4 -85.9 -96.4 -86.2
##             13279 13282 13284 13286 13290 13291 13294 13295 13302 13306 13307
## Predicted   118.7 118.0 114.3 109.1  98.2  94.6  91.0 115.6 115.7 117.3 116.6
## cvpred      118.9 118.2 114.4 109.3  98.5  94.9  91.4 115.6 115.8 117.4 116.7
## pm2.5        27.0  32.0  25.0  23.0   7.0   9.0  17.0  17.0  28.0  23.0  18.0
## CV residual -91.9 -86.2 -89.4 -86.3 -91.5 -85.9 -74.4 -98.6 -87.8 -94.4 -98.7
##             13308 13309 13310 13313 13324 13329 13330 13331 13332 13333 13339
## Predicted   115.4   116 116.7 115.0 117.9 116.1 115.4 120.0 119.4 120.4 113.3
## cvpred      115.5   116 116.9 115.1 118.2 116.4 115.7 120.3 119.6 120.7 113.6
## pm2.5        18.0    12  17.0  18.0  62.0  79.0  83.0  75.0  88.0  90.0  73.0
## CV residual -97.5  -104 -99.9 -97.1 -56.2 -37.4 -32.7 -45.3 -31.6 -30.7 -40.6
##              13342  13343 13345 13350 13352 13355 13356 13357  13361  13363
## Predicted   121.27 120.20 118.0   122   122   119   118 122.1 114.64 112.47
## cvpred      121.58 120.52 118.4   122   122   119   119 122.5 115.04 112.93
## pm2.5       117.00 111.00 146.0   288   274   249   239 218.0 122.00 118.00
## CV residual  -4.58  -9.52  27.6   166   152   130   120  95.5   6.96   5.07
##             13364 13366  13367  13370  13372 13374  13377 13385 13387   13389
## Predicted   111.2 107.3 105.02 102.28 121.78 121.8 118.91 117.0 113.8 112.847
## cvpred      111.7 107.8 105.46 102.84 122.12 122.1 119.29 117.3 114.1 113.264
## pm2.5       153.0  91.0 102.00  96.00 118.00 104.0 128.00 100.0  99.0 113.000
## CV residual  41.3 -16.8  -3.46  -6.84  -4.12 -18.1   8.71 -17.3 -15.1  -0.264
##              13392   13394 13402 13406 13407 13409 13411 13414 13417 13421
## Predicted   120.86 116.583 108.2 121.1   121 118.9 115.7 113.9 109.1 121.1
## cvpred      121.25 116.993 108.7 121.4   121 119.3 116.1 114.4 109.6 121.4
## pm2.5       112.00 116.000  92.0 102.0   103  89.0  84.0  97.0  80.0  85.0
## CV residual  -9.25  -0.993 -16.7 -19.4   -18 -30.3 -32.1 -17.4 -29.6 -36.4
##             13424 13426 13429 13432 13434 13437 13439 13440 13442 13445 13452
## Predicted   121.4 120.7 122.1 122.1 121.4 120.7 115.2 113.9 112.5 118.2 120.7
## cvpred      121.8 121.1 122.5 122.5 121.8 121.1 115.5 114.3 112.9 118.6 121.1
## pm2.5        86.0  95.0 135.0 133.0 137.0  94.0  71.0  62.0  39.0  59.0  66.0
## CV residual -35.8 -26.1  12.5  10.5  15.2 -27.1 -44.5 -52.3 -73.9 -59.6 -55.1
##             13453 13454 13460 13465 13471 13472 13473 13474 13475 13479 13484
## Predicted     121 120.7 111.1 105.0 120.4 120.7   120 119.0 117.2 118.9 112.3
## cvpred        121 121.1 111.5 105.5 120.7 121.1   120 119.3 117.5 119.3 112.7
## pm2.5          70  83.0  97.0  72.0  90.0  73.0    71  54.0  52.0  87.0  92.0
## CV residual   -51 -38.1 -14.5 -33.5 -30.7 -48.1   -49 -65.3 -65.5 -32.3 -20.7
##             13485 13487 13491 13495 13497 13499 13501 13504 13508 13510 13514
## Predicted     112 117.9 121.1   121 119.3 121.4 121.1 121.4 114.3 121.1 119.3
## cvpred        112 118.2 121.4   121 119.6 121.8 121.4 121.8 114.7 121.4 119.6
## pm2.5          96  37.0  67.0    82  97.0 137.0 166.0 200.0  61.0  87.0  77.0
## CV residual   -16 -81.2 -54.4   -39 -22.6  15.2  44.6  78.2 -53.7 -34.4 -42.6
##             13515 13516 13522  13526 13533 13535 13537 13540  13543  13544
## Predicted   119.0 118.3 120.4 121.42 115.6 121.6 120.9   121 120.35 121.78
## cvpred      119.3 118.6 120.7 121.77 115.9 121.9 121.2   121 120.71 122.12
## pm2.5        61.0  58.0  74.0 119.00 149.0 160.0 165.0   140 130.00 131.00
## CV residual -58.3 -60.6 -46.7  -2.77  33.1  38.1  43.8    19   9.29   8.88
##             13545 13554 13561 13565 13568 13571 13572 13573 13575 13581 13583
## Predicted   122.1 118.8 120.4 117.3   121   118 116.0 121.8   120 121.8 121.4
## cvpred      122.5 119.1 120.7 117.7   121   118 116.5 122.1   120 122.1 121.8
## pm2.5       140.0  72.0  51.0  21.0    10    11  26.0  24.0    14  63.0  84.0
## CV residual  17.5 -47.1 -69.7 -96.7  -111  -107 -90.5 -98.1  -106 -59.1 -37.8
##             13585 13586 13593 13594 13598  13599 13600 13605 13614 13615 13616
## Predicted   121.8 121.8 122.1 121.4 122.1 121.22   120 111.5 101.2 100.5 100.4
## cvpred      122.1 122.1 122.5 121.8 122.5 121.61   120 112.1 101.8 101.1 101.1
## pm2.5       100.0 107.0  83.0 103.0 111.0 112.00    87  75.0 118.0  65.0  59.0
## CV residual -22.1 -15.1 -39.5 -18.8 -11.5  -9.61   -33 -37.1  16.2 -36.1 -42.1
##             13621 13622 13624 13627 13629 13632 13636 13645 13648 13649 13650
## Predicted    97.5 123.2 122.8   120   124   122   123   124   124   123 125.9
## cvpred       98.3 123.6 123.2   120   124   123   124   125   125   124 126.5
## pm2.5       161.0 170.0 196.0   230   271   273   290   302   293   269 206.0
## CV residual  62.7  46.4  72.8   110   147   150   166   177   168   145  79.5
##             13656 13659 13664 13678 13686 13694 13696 13697 13698 13702 13706
## Predicted     122   117   125 120.9 122.5 122.3 122.8 122.8 122.1 123.2 122.1
## cvpred        122   118   125 121.3 122.8 122.7 123.2 123.2 122.5 123.6 122.5
## pm2.5         300   330   354  51.0  38.0  41.0  34.0  29.0  34.0 111.0 100.0
## CV residual   178   212   229 -70.3 -84.8 -81.7 -89.2 -94.2 -88.5 -12.6 -22.5
##             13709 13713 13715 13716 13717 13722 13724 13725 13729 13730 13731
## Predicted   121.8   122 120.9 120.0 120.4 118.0 115.8 115.1   122   122 122.1
## cvpred      122.1   122 121.2 120.3 120.7 118.4 116.3 115.6   122   122 122.5
## pm2.5        73.0    25  22.0  24.0  23.0  33.0  55.0  60.0    32    37  39.0
## CV residual -49.1   -97 -99.2 -96.3 -97.7 -85.4 -61.3 -55.6   -90   -85 -83.5
##             13734 13737 13742 13745 13754 13756 13758 13761 13762 13765 13768
## Predicted   119.8 122.1   120 115.1 106.9 105.6 104.2   101 123.9 124.2   123
## cvpred      120.2 122.5   120 115.6 107.5 106.2 104.8   102 124.3 124.7   123
## pm2.5        48.0  42.0    72  55.0 151.0 179.0 190.0   226 220.0 201.0   233
## CV residual -72.2 -80.5   -48 -60.6  43.5  72.8  85.2   124  95.7  76.3   110
##             13773 13776 13784 13789 13794 13797 13799 13804 13805 13808 13813
## Predicted   118.6   125   123   122 120.3 115.5 111.2 118.8 119.8 119.8 114.4
## cvpred      119.2   126   124   122 120.7 115.9 111.7 119.1 120.2 120.2 114.9
## pm2.5       209.0   269   273    42  50.0  56.0  37.0  35.0  40.0  32.0  18.0
## CV residual  89.8   143   149   -80 -70.7 -59.9 -74.7 -84.1 -80.2 -88.2 -96.9
##             13814 13821 13826 13827 13828 13831 13832 13835 13837 13839 13913
## Predicted   122.1 117.3 122.5 123.2 122.1   122 120.3 115.8 120.0 119.3 112.0
## cvpred      122.5 117.7 122.8 123.6 122.5   122 120.7 116.3 120.3 119.6 112.4
## pm2.5        33.0  56.0  77.0  78.0  86.0    72  73.0  51.0  38.0  37.0  49.0
## CV residual -89.5 -61.7 -45.8 -45.6 -36.5   -50 -47.7 -65.3 -82.3 -82.6 -63.4
##             13916 13917 13919 13921 13923  13924 13926 13927  13930 13935 13938
## Predicted   106.8 106.1 103.2 101.4  99.9  99.22 121.1 121.1 121.42 121.4 115.9
## cvpred      107.2 106.5 103.7 101.9 100.5  99.82 121.4 121.4 121.77 121.8 116.3
## pm2.5        68.0  74.0  81.0  85.0  86.0 101.00  91.0 108.0 119.00 109.0 100.0
## CV residual -39.2 -32.5 -22.7 -16.9 -14.5   1.18 -30.4 -13.4  -2.77 -12.8 -16.3
##             13944 13946 13951 13953 13960 13966  13969 13970  13993  14023
## Predicted   122.3 121.4   119 123.2 115.8 107.3 104.57 103.3  97.59 120.86
## cvpred      122.7 121.8   119 123.6 116.3 107.8 105.14 103.9  98.25 121.25
## pm2.5       107.0 138.0   166 205.0 140.0 142.0 114.00 112.0 105.00 115.00
## CV residual -15.7  16.2    47  81.4  23.7  34.2   8.86   8.1   6.75  -6.25
##             14028 14029 14034 14039 14047 14050 14052 14054 14088 14091  14094
## Predicted   122.1 120.7 120.2 116.9   123   124 123.8   125 123.2 122.8 122.12
## cvpred      122.5 121.1 120.5 117.4   124   124 124.3   125 123.6 123.2 122.49
## pm2.5        90.0  91.0 104.0  98.0   226   227 212.0   202  70.0  82.0 121.00
## CV residual -32.5 -30.1 -16.5 -19.4   102   103  87.7    77 -53.6 -41.2  -1.49
##             14096 14100  14108  14109 14111 14113  14120 14122  14124 14126
## Predicted   122.1 122.8 115.63 114.91 113.6 110.1 123.16 123.5 123.85 121.0
## cvpred      122.5 123.2 116.13 115.43 114.2 110.6 123.57 123.9 124.29 121.4
## pm2.5        51.0  80.0 108.00 113.00 133.0 123.0 125.00 141.0 118.00 153.0
## CV residual -71.5 -43.2  -8.13  -2.43  18.8  12.4   1.43  17.1  -6.29  31.6
##             14127 14131 14139 14141 14143  14146 14152 14153 14157 14159 14160
## Predicted   120.3 115.3 120.8 118.9 117.4 114.19 108.4 106.5 103.2 102.8 101.4
## cvpred      120.7 115.8 121.3 119.3 117.9 114.72 109.1 107.1 103.9 103.6 102.2
## pm2.5       159.0 138.0  98.0  86.0  92.0 110.00 134.0 134.0 130.0 131.0 135.0
## CV residual  38.3  22.2 -23.3 -33.3 -25.9  -4.72  24.9  26.9  26.1  27.4  32.8
##             14163 14165 14166 14167 14170 14171 14174 14175  14178 14181 14186
## Predicted   120.5 121.2 120.5 122.1 123.9 124.2 121.3 121.3 124.18 121.7 122.8
## cvpred      120.9 121.6 120.9 122.5 124.3 124.7 121.8 121.8 124.66 122.2 123.2
## pm2.5       153.0  47.0  56.0  46.0  41.0  65.0  93.0 107.0 120.00 158.0 160.0
## CV residual  32.1 -74.6 -64.9 -76.5 -83.3 -59.7 -28.8 -14.8  -4.66  35.8  36.8
##              14193  14194 14201 14202  14204 14206 14208 14211 14213 14214
## Predicted   116.17 115.45 122.8 123.2 123.16 122.8 120.2   122   120   119
## cvpred      116.66 115.96 123.2 123.6 123.57 123.2 120.5   122   120   119
## pm2.5       109.00 107.00 109.0  87.0 117.00 110.0  38.0     6     8     8
## CV residual  -7.66  -8.96 -14.2 -36.6  -6.57 -13.2 -82.5  -116  -112  -111
##             14217 14218 14220 14228 14229 14231 14232 14233 14236 14237 14245
## Predicted   114.1   114   108 114.5   115 112.7 112.6 121.8 121.4 121.1 118.9
## cvpred      114.5   114   108 114.8   115 113.1 113.1 122.1 121.8 121.4 119.3
## pm2.5        16.0    17     7  24.0    35  37.0  45.0  45.0  68.0  66.0  88.0
## CV residual -98.5   -97  -101 -90.8   -80 -76.1 -68.1 -77.1 -53.8 -55.4 -31.3
##             14247 14253 14256 14262 14266 14268 14271 14281 14284 14285 14286
## Predicted   120.9 107.7 102.2   119   116   117 117.3 104.1 120.4 120.4 120.4
## cvpred      121.2 108.1 102.6   120   116   117 117.4 104.6 120.7 120.7 120.7
## pm2.5        48.0  31.0  17.0     2    11     8  22.0  48.0  56.0  51.0  62.0
## CV residual -73.2 -77.1 -85.6  -118  -105  -109 -95.4 -56.6 -64.7 -69.7 -58.7
##             14291 14294 14295 14296 14298 14307  14313  14314 14319 14320 14321
## Predicted   121.4 116.5 115.6 112.6   110 102.0 120.74 120.73 118.1 117.5 115.2
## cvpred      121.8 116.8 115.9 112.9   110 102.4 121.05 121.05 118.4 117.9 115.5
## pm2.5        67.0  59.0  48.0  54.0    42  85.0 120.00 124.00  99.0  97.0  74.0
## CV residual -54.8 -57.8 -67.9 -58.9   -68 -17.4  -1.05   2.95 -19.4 -20.9 -41.5
##             14325 14326 14327 14330 14331 14332 14335 14339 14341 14343 14345
## Predicted   109.8 108.2 121.1 119.0 120.0   120 120.0 121.8 121.4 119.1 113.4
## cvpred      110.2 108.7 121.4 119.3 120.3   120 120.3 122.1 121.8 119.5 113.8
## pm2.5        44.0  54.0  45.0  61.0  73.0    90 102.0  92.0  91.0  79.0  52.0
## CV residual -66.2 -54.7 -76.4 -58.3 -47.3   -30 -18.3 -30.1 -30.8 -40.5 -61.8
##             14348 14350 14360 14361 14363 14401 14413 14415 14417 14418  14422
## Predicted     109 121.1 120.0 120.4 120.4 117.4 119.5 120.2 114.5 114.5 120.73
## cvpred        109 121.4 120.3 120.7 120.7 117.7 119.8 120.5 114.8 114.8 121.05
## pm2.5          72  92.0  81.0  53.0  94.0  92.0 134.0 109.0  87.0  88.0 113.00
## CV residual   -37 -29.4 -39.3 -67.7 -26.7 -25.7  14.2 -11.5 -27.8 -26.8  -8.05
##             14425 14428 14429 14430 14431 14432  14434 14439 14440 14441 14442
## Predicted   119.4 120.0 119.3 118.6 117.9 121.1 119.48 118.8 118.8 117.1 115.7
## cvpred      119.6 120.3 119.6 118.9 118.2 121.4 119.81 119.1 119.1 117.5 116.1
## pm2.5        87.0  97.0  97.0 103.0 111.0 110.0 125.00  98.0  92.0  93.0  85.0
## CV residual -32.6 -23.3 -22.6 -15.9  -7.2 -11.4   5.19 -21.1 -27.1 -24.5 -31.1
##             14443 14444 14447   14449  14452  14453 14462 14466  14469 14476
## Predicted   120.0 120.6 120.0 120.044 120.91 120.56 114.1 108.4 105.14 119.0
## cvpred      120.3 120.9 120.3 120.324 121.22 120.87 114.5 108.8 105.66 119.3
## pm2.5        95.0  93.0 109.0 121.000 126.00 114.00  70.0  71.0 108.00 103.0
## CV residual -25.3 -27.9 -11.3   0.676   4.78  -6.87 -44.5 -37.8   2.34 -16.3
##              14479  14480 14483  14485 14486 14488 14491 14494 14496 14497
## Predicted   119.69 120.73   121 118.07 115.4   114 107.0 119.0 118.8 118.5
## cvpred      119.98 121.05   121 118.38 115.7   114 107.4 119.2 119.1 118.7
## pm2.5       124.00 112.00    95 109.00  71.0    64  69.0  52.0  78.0  78.0
## CV residual   4.02  -9.05   -26  -9.38 -44.7   -50 -38.4 -67.2 -41.1 -40.7
##             14498 14500  14501 14502 14503 14505 14506 14511 14516 14523 14528
## Predicted   118.7 118.8 117.98 118.3 116.9 117.5 116.3 118.1   115 120.2 120.4
## cvpred      118.9 119.1 118.16 118.5 117.1 117.8 116.6 118.4   115 120.5 120.7
## pm2.5        86.0  98.0 122.00 100.0 103.0 101.0  98.0  89.0    72  98.0 150.0
## CV residual -32.9 -21.1   3.84 -18.5 -14.1 -16.8 -18.6 -29.4   -43 -22.5  29.3
##             14529  14532 14534 14538 14545 14550 14553 14555 14557 14562 14565
## Predicted   120.0 120.38 119.5 113.6   121 121.8 121.8 121.8 122.1   120 115.5
## cvpred      120.3 120.69 119.8 113.9   121 122.1 122.1 122.1 122.5   120 115.9
## pm2.5       151.0 129.00 102.0  93.0   202 178.0 166.0 169.0 152.0   141 152.0
## CV residual  30.7   8.31 -17.8 -20.9    81  55.9  43.9  46.9  29.5    21  36.1
##             14566 14569 14572 14574 14579 14589 14594 14602 14606 14608 14613
## Predicted   114.1 121.4 121.8 121.4 122.8   123 120.2   119 116.7 111.5   104
## cvpred      114.5 121.8 122.1 121.8 123.2   124 120.5   119 116.9 111.6   104
## pm2.5       148.0 193.0 211.0 201.0 210.0   316  96.0    16  23.0  22.0    31
## CV residual  33.5  71.2  88.9  79.2  86.8   192 -24.5  -103 -93.9 -89.6   -73
##             14620 14622 14629 14632 14636 14640 14649 14654 14656 14659   14660
## Predicted   118.3 117.1 118.0   115 113.8 111.1 119.4 114.3 109.0 104.8 104.123
## cvpred      118.5 117.3 118.2   115 114.1 111.5 119.6 114.7 109.3 105.3 104.573
## pm2.5        36.0  58.0  40.0    31  57.0  50.0  96.0  69.0  61.0  81.0 105.000
## CV residual -82.5 -59.3 -78.2   -84 -57.1 -61.5 -23.6 -45.7 -48.3 -24.3   0.427
##             14664 14665 14669  14672 14673 14674 14675 14676 14677 14679 14684
## Predicted   118.1   118 119.0 118.82 118.5   118 118.7 118.7 117.4 118.0 113.9
## cvpred      118.4   118 119.2 119.08 118.7   118 118.9 118.9 117.6 118.2 114.1
## pm2.5       137.0   169 160.0 111.00  83.0    65  66.0  76.0  79.0  58.0  35.0
## CV residual  18.6    51  40.8  -8.08 -35.7   -53 -52.9 -42.9 -38.6 -60.2 -79.1
##             14692 14693 14697 14698  14703  14705 14708 14710 14711 14712 14714
## Predicted   118.0 117.6 119.4 119.4 110.66 108.48 103.0 101.5   118 118.2 118.3
## cvpred      118.2 117.8 119.6 119.6 110.89 108.79 103.3 101.9   118 118.3 118.5
## pm2.5        81.0  93.0  96.0 146.0 101.00 118.00  38.0  55.0    41  36.0  50.0
## CV residual -37.2 -24.8 -23.6  26.4  -9.89   9.21 -65.3 -46.9   -77 -82.3 -68.5
##             14715 14719 14720   14722 14723 14724 14726  14727 14728 14737
## Predicted   117.6 116.2 118.3 116.569 117.0 116.6 116.2 114.54 112.9 103.0
## cvpred      117.8 116.4 118.5 116.729 117.1 116.7 116.4 114.81 113.2 103.5
## pm2.5        51.0 157.0 100.0 117.000  95.0  85.0 127.0 108.00  85.0 195.0
## CV residual -66.8  40.6 -18.5   0.271 -22.1 -31.7  10.6  -6.81 -28.2  91.5
##             14739 14741 14743 14746 14750 14753 14756 14763 14765 14767 14772
## Predicted     102   101  98.7   120 117.5 106.6 117.3   115 112.9   117 116.3
## cvpred        103   101  99.3   121 117.8 106.8 117.4   115 113.2   117 116.3
## pm2.5         221   218 228.0   264 202.0  35.0  46.0    64  14.0    11  26.0
## CV residual   118   117 128.7   143  84.2 -71.8 -71.4   -51 -99.2  -106 -90.3
##             14773 14778 14783 14790 14793 14797 14798 14800 14803 14806 14809
## Predicted     116 113.0 117.6 113.7 106.1 106.2 104.6 107.1 112.8 113.2 113.8
## cvpred        116 113.2 117.8 113.9 106.2 105.9 104.3 106.8 112.7 113.1 113.8
## pm2.5          23  57.0  43.0  26.0  11.0  16.0   9.0   7.0  14.0  32.0  48.0
## CV residual   -93 -56.2 -74.8 -87.9 -95.2 -89.9 -95.3 -99.8 -98.7 -81.1 -65.8
##             14817 14818 14820 14821 14835 14837 14839 14840 14841 14845 14851
## Predicted   107.5   105 102.5 102.0 111.4 110.4 115.6 115.2 115.2 116.2 114.8
## cvpred      107.7   105 102.7 102.2 111.6 110.5 115.6 115.3 115.3 116.4 114.9
## pm2.5        11.0    12  22.0   8.0  28.0  30.0  28.0  27.0  39.0  33.0  47.0
## CV residual -96.7   -93 -80.7 -94.2 -83.6 -80.5 -87.6 -88.3 -76.3 -83.4 -67.9
##             14854 14855 14856 14857 14860 14862 14867 14873 14877 14878 14879
## Predicted   112.1 117.0   116   116 114.9 114.2 116.9 110.7 107.2 106.5 106.5
## cvpred      112.3 117.1   116   116 114.9 114.2 117.1 110.9 107.5 106.8 106.8
## pm2.5        51.0  56.0    54    68  83.0  77.0 128.0 163.0 179.0 135.0  85.0
## CV residual -61.3 -61.1   -62   -48 -31.9 -37.2  10.9  52.1  71.5  28.2 -21.8
##             14882 14886  14890  14892 14895 14897 14900 14908 14911 14913 14915
## Predicted   104.5 101.1 116.69 114.72 111.5 108.3 106.8 118.5 119.0 119.4 119.0
## cvpred      104.9 101.5 116.93 114.99 111.8 108.6 107.2 118.7 119.2 119.6 119.2
## pm2.5       113.0 117.0 124.00 120.00 117.0 118.0 128.0 163.0 170.0 188.0 188.0
## CV residual   8.1  15.5   7.07   5.01   5.2   9.4  20.8  44.3  50.8  68.4  68.8
##             14918 14920 14921  14922 14924 14928 14930 14933 14934 14938 14939
## Predicted   115.3 113.3 118.0 118.13 117.4 118.0 118.5 118.3 117.6   120 119.4
## cvpred      115.5 113.6 118.2 118.35 117.7 118.2 118.7 118.5 117.8   120 119.6
## pm2.5       155.0 145.0 147.0 113.00  96.0 172.0 188.0 182.0 187.0   195 174.0
## CV residual  39.5  31.4  28.8  -5.35 -21.7  53.8  69.3  63.5  69.2    75  54.4
##              14946  14949 14951 14955 14957 14959 14967 14974 14980 14981 14983
## Predicted   117.38 116.64 114.4 118.0 116.6 118.0 102.6 107.8   113 109.9 106.2
## cvpred      117.66 116.97 114.6 118.2 116.7 118.2 102.7 107.8   113 109.7 105.9
## pm2.5       123.00 124.00  70.0  24.0  25.0  26.0  19.0  28.0    10  21.0   8.0
## CV residual   5.34   7.03 -44.6 -94.2 -91.7 -92.2 -83.7 -79.8  -103 -88.7 -97.9
##             14984 14985 14986 14990 14992 14998 15005 15006 15008 15009 15011
## Predicted   107.8 105.8 105.6 101.1 106.3   109 109.7 109.4 106.9 108.1 103.8
## cvpred      107.5 105.6 105.4 100.7 105.9   109 109.5 109.1 106.7 107.9 103.4
## pm2.5         9.0  10.0  18.0   6.0   7.0    35  29.0  32.0  44.0  17.0   9.0
## CV residual -98.5 -95.6 -87.4 -94.7 -98.9   -74 -80.5 -77.1 -62.7 -90.9 -94.4
##             15014 15016 15017 15018 15020 15023 15024 15025 15026 15029 15035
## Predicted    99.3   107 105.6 104.6 102.8 110.1 111.1 111.8 110.5 106.6  97.3
## cvpred       99.0   107 105.2 104.3 102.5 109.9 110.9 111.7 110.4 106.5  97.3
## pm2.5         8.0     8   8.0   9.0  21.0  24.0  27.0  48.0  48.0  21.0  23.0
## CV residual -91.0   -99 -97.2 -95.3 -81.5 -85.9 -83.9 -63.7 -62.4 -85.5 -74.3
##             15037 15038 15042 15044 15048 15054 15058 15060 15061 15067 15068
## Predicted    94.5  90.5   107   111 112.3 107.9 102.2  98.3  96.9 107.1 107.0
## cvpred       94.4  90.3   107   111 112.2 107.7 102.1  98.2  96.7 106.8 106.8
## pm2.5        12.0  10.0    12    55  43.0  23.0  38.0  42.0  24.0  32.0  26.0
## CV residual -82.4 -80.3   -95   -56 -69.2 -84.7 -64.1 -56.2 -72.7 -74.8 -80.8
##             15077 15078 15081 15082 15088 15093 15097 15102 15104 15105 15106
## Predicted     109   107 105.0 108.8 104.4   104 113.5 105.0 102.8 100.5  97.2
## cvpred        109   107 104.9 108.6 104.1   104 113.5 104.9 102.8 100.5  97.1
## pm2.5          37    45  45.0  30.0  21.0    36  92.0  42.0  32.0  32.0  46.0
## CV residual   -72   -62 -59.9 -78.6 -83.1   -68 -21.5 -62.9 -70.8 -68.5 -51.1
##             15109 15111 15116 15117 15118 15120 15123 15124  15125 15129 15130
## Predicted      92 104.1 108.5 113.5 113.2 112.8 113.5   112 110.16 108.8 113.5
## cvpred         92 103.8 108.2 113.5 113.1 112.7 113.5   112 110.07 108.9 113.5
## pm2.5          33  15.0  56.0  74.0  60.0 125.0 138.0   137 114.00  94.0  74.0
## CV residual   -59 -88.8 -52.2 -39.5 -53.1  12.3  24.5    25   3.93 -14.9 -39.5
##              15133  15134  15136 15143 15144 15147 15150  15151 15157 15158
## Predicted   112.61 110.31 106.40   114   113 115.6 113.5 113.10 115.6 112.6
## cvpred      112.58 110.26 106.36   114   113 115.6 113.5 113.14 115.6 112.6
## pm2.5       106.00 104.00 100.00   208   225 162.0 125.0 119.00 134.0 125.0
## CV residual  -6.58  -6.26  -6.36    94   112  46.4  11.5   5.86  18.4  12.4
##             15161 15163 15170 15171 15175 15177 15178 15179 15181 15183 15184
## Predicted   109.7 106.5 114.9   115   114   117   117   117   117   115   113
## cvpred      109.8 106.6 114.9   115   114   117   117   117   117   115   113
## pm2.5       153.0 139.0 209.0   252   231   273   275   274   284   277   260
## CV residual  43.2  32.4  94.1   137   117   156   158   157   167   162   147
##             15187 15189 15190 15195 15196 15197 15200 15202 15203  15208  15212
## Predicted     118   117   117   117   117   116   115   117   116 106.55 103.75
## cvpred        118   117   117   117   117   116   115   117   116 106.55 103.95
## pm2.5         269   255   289   299   295   298   247   290   282 108.00 112.00
## CV residual   151   138   172   182   178   182   132   173   166   1.45   8.05
##             15215 15217 15218 15219 15223 15224 15226 15234 15237 15241 15244
## Predicted   102.6 100.5 100.5  99.4   116   116   117 110.1 109.3   116   117
## cvpred      102.9 100.8 100.8  99.7   116   116   117 110.1 109.4   116   117
## pm2.5       139.0 159.0 200.0 219.0   250   253   290 140.0 167.0   177   239
## CV residual  36.1  58.2  99.2 119.3   134   137   173  29.9  57.6    61   122
##             15245 15246 15247 15249 15257 15263 15264 15265 15267 15268 15275
## Predicted     117   117   117   118   118   118   117   116   112 111.1  80.8
## cvpred        117   117   117   118   118   118   117   116   112 111.2  80.8
## pm2.5         246   244   280   278   300   386   350   339   241  80.0  14.0
## CV residual   129   127   163   160   182   268   233   223   129 -31.2 -66.8
##             15281 15283 15288 15291 15293 15296 15298 15299 15300 15302 15304
## Predicted    67.9  63.6 106.9 101.1  96.8  90.2  87.0  86.4 103.7 104.6 104.3
## cvpred       68.0  63.8 106.6 100.7  96.5  89.9  86.7  86.2 103.2 104.1 103.9
## pm2.5        18.0  13.0  27.0  19.0  26.0  20.0  18.0  20.0  21.0  13.0  21.0
## CV residual -50.0 -50.8 -79.6 -81.7 -70.5 -69.9 -68.7 -66.2 -82.2 -91.1 -82.9
##             15308 15313 15315 15317 15320 15321 15333 15338 15339 15342 15343
## Predicted   100.9 110.8 109.9 109.7 106.8 105.4 107.1 104.3 107.6 106.9 105.5
## cvpred      100.6 110.6 109.7 109.5 106.7 105.2 106.8 103.9 107.3 106.6 105.2
## pm2.5        26.0  62.0  85.0  59.0  59.0  60.0  53.0  24.0  20.0  36.0  22.0
## CV residual -74.6 -48.6 -24.7 -50.5 -47.7 -45.2 -53.8 -79.9 -87.3 -70.6 -83.2
##             15346 15350 15351 15356 15357 15359 15361 15363 15364 15369 15373
## Predicted   101.1 104.5 103.7 104.8 105.5 101.1 108.7 107.6   105  98.9 103.1
## cvpred      100.8 104.1 103.2 104.5 105.2 100.7 108.4 107.3   105  98.7 102.6
## pm2.5        23.0  13.0  11.0  23.0  29.0  53.0  63.0  61.0    32  40.0  14.0
## CV residual -77.8 -91.1 -92.2 -81.5 -76.2 -47.7 -45.4 -46.3   -73 -58.7 -88.6
##              15475 15481  15484 15486 15487 15488  15490 15494 15496 15497
## Predicted   106.14 112.8 111.39 110.1 109.4   108 106.70 115.6 115.6   116
## cvpred      106.23 112.8 111.32 110.1 109.4   108 106.74 115.6 115.6   116
## pm2.5       104.00 164.0 103.00 138.0 144.0   150 113.00 150.0 181.0   230
## CV residual  -2.23  51.2  -8.32  27.9  34.6    42   6.26  34.4  65.4   114
##             15499 15502 15504 15505 15511 15512 15515 15517 15520 15530 15533
## Predicted     116   116   117   116   116   115   116   115   114 113.8 114.9
## cvpred        116   116   117   116   116   115   116   115   114 113.8 114.9
## pm2.5         258   324   347   351   274   269   360   378   271 153.0  71.0
## CV residual   142   208   230   235   158   154   244   263   157  39.2 -43.9
##             15537 15538 15541 15542 15544 15547 15553 15558 15560 15561 15562
## Predicted   113.2 108.5 107.6 109.7 104.6 105.4 113.5 114.5 114.9 113.5 112.5
## cvpred      113.1 108.2 107.3 109.5 104.3 105.3 113.5 114.6 114.9 113.5 112.4
## pm2.5        69.0  75.0  49.0  69.0  56.0  62.0  42.0  64.0 102.0  86.0  89.0
## CV residual -44.1 -33.2 -58.3 -40.5 -48.3 -43.3 -71.5 -50.6 -12.9 -27.5 -23.4
##             15563 15565 15568 15571 15576 15577 15579 15585 15587 15591 15595
## Predicted     112 111.7 111.3 108.4 116.3   116   115   115   116   116 113.3
## cvpred        112 111.7 111.4 108.5 116.3   116   115   115   116   116 113.3
## pm2.5          81  93.0 139.0 155.0 199.0   212   221   216   220   313 149.0
## CV residual   -31 -18.7  27.6  46.5  82.7    96   106   101   104   197  35.7
##             15601 15605 15606 15607 15611 15623 15635 15640 15647 15651 15653
## Predicted     113   111   117   116   108 107.7  95.5  76.9 104.6  95.5  92.9
## cvpred        113   111   117   116   108 107.6  95.3  76.8 104.3  95.3  92.8
## pm2.5         225   279   280   258    11  30.0   6.0  11.0  10.0  14.0  15.0
## CV residual   112   168   163   142   -97 -77.6 -89.3 -65.8 -94.3 -81.3 -77.8
##             15657 15659 15661 15665 15667 15668 15670 15673 15677 15680 15682
## Predicted    87.7  83.2  76.8  59.0  53.1  51.2  49.3 107.4 108.1 109.4 106.7
## cvpred       87.7  83.3  76.9  59.4  53.6  51.6  49.9 107.2 107.9 109.1 106.4
## pm2.5        32.0  15.0   8.0   9.0   7.0   8.0  13.0  16.0  35.0  16.0  12.0
## CV residual -55.7 -68.3 -68.9 -50.4 -46.6 -43.6 -36.9 -91.2 -72.9 -93.1 -94.4
##             15683 15684 15686 15689 15692 15693 15695 15697 15698 15705 15706
## Predicted   106.1 104.4  95.9  82.7  77.8  76.2 104.1 108.2 108.5 106.9 105.9
## cvpred      105.7 104.1  95.6  82.5  77.8  76.2 103.8 107.9 108.2 106.6 105.5
## pm2.5        10.0   8.0   8.0   4.0  10.0  33.0  26.0  23.0  20.0  22.0  12.0
## CV residual -95.7 -96.1 -87.6 -78.5 -67.8 -43.2 -77.8 -84.9 -88.2 -84.6 -93.5
##             15707 15715 15721 15724 15727 15729 15731 15734 15736 15744 15745
## Predicted   104.9   102 109.3 110.0 108.8 111.8   111 111.4   109 112.8 111.4
## cvpred      104.4   102 109.1 109.9 108.6 111.7   111 111.3   109 112.7 111.3
## pm2.5        11.0    30  83.0  96.0  93.0  72.0    69  86.0    86 129.0 141.0
## CV residual -93.4   -72 -26.1 -13.9 -15.6 -39.7   -42 -25.3   -23  16.3  29.7
##              15750  15751 15753 15755 15759 15760 15763 15764 15765 15766 15767
## Predicted   110.37 109.65 108.4 107.6 111.5   111   108   115   115   114   113
## cvpred      110.24 109.53 108.3 107.6 111.5   111   108   115   115   114   113
## pm2.5       103.00 100.00  96.0  88.0 170.0   187   253   254   275   292   315
## CV residual  -7.24  -9.53 -12.3 -19.6  58.5    76   145   139   160   178   202
##             15769 15771 15776 15778 15780 15782 15784 15792 15794 15800 15803
## Predicted     114   114   115   115   114   112   110   113   111   112 115.2
## cvpred        114   114   115   115   114   112   110   113   111   112 115.3
## pm2.5         280   255   258   278   339   304   284   302   266   227 202.0
## CV residual   166   141   143   163   225   192   174   189   155   115  86.7
##             15807 15810 15813 15814 15816 15820 15823 15824 15828 15829 15830
## Predicted     115   115   115   114   113   113   111   110   113   112   111
## cvpred        115   115   115   114   113   113   111   110   113   112   111
## pm2.5         224   222   285   298   313   261   212   215   285   287   297
## CV residual   109   107   170   184   200   148   101   105   172   175   186
##             15831 15835 15836 15837 15843 15845 15851 15858 15859 15860 15861
## Predicted     115   116   115   115   115   115   104   101  98.5  95.9  93.6
## cvpred        115   116   115   115   115   115   104   101  98.3  95.6  93.3
## pm2.5         318   416   399   389   418   414   291    12  13.0  13.0  18.0
## CV residual   203   300   284   274   303   299   187   -89 -85.3 -82.6 -75.3
##             15862 15864 15871 15874 15876 15879 15880 15882 15883 15889 15892
## Predicted    93.5   107 102.9  98.3  93.2 102.5 102.1 103.9 107.0 100.9 104.2
## cvpred       93.3   107 102.5  97.9  92.7 101.9 101.6 103.4 106.6 100.3 103.7
## pm2.5        17.0     9  15.0  18.0   8.0  16.0   9.0  24.0  35.0   8.0  19.0
## CV residual -76.3   -98 -87.5 -79.9 -84.7 -85.9 -92.6 -79.4 -71.6 -92.3 -84.7
##             15897 15898 15900 15901 15903 15913 15915  15918 15922  15925
## Predicted     102   100 101.8 102.8  99.6 107.0 108.0 107.46 108.7 107.28
## cvpred        102   100 101.2 102.3  99.1 106.6 107.7 107.15 108.4 106.98
## pm2.5          27    15  21.0  27.0  27.0 127.0 158.0 114.00  80.0 110.00
## CV residual   -75   -85 -80.2 -75.3 -72.1  20.4  50.3   6.85 -28.4   3.02
##              15926  15928 15951 15954 15956 15957 15958 15959  15970 15971
## Predicted   109.01 108.33   106 103.9 110.4 110.0   111   110 106.38 108.0
## cvpred      108.78 108.05   106 103.9 110.2 109.9   111   110 106.09 107.7
## pm2.5       110.00 110.00   237 145.0 184.0 208.0   224   235 109.00  92.0
## CV residual   1.22   1.95   131  41.1  73.8  98.1   113   125   2.91 -15.7
##             15972  15974  15976 15989 15999 16002 16004 16005 16006 16010 16012
## Predicted   109.0 108.31 108.33   108   109   105 104.1 102.3   103   111   109
## cvpred      108.8 108.07 108.05   108   109   105 104.1 102.3   103   111   109
## pm2.5        82.0 118.00 106.00   218   282   216 167.0 193.0   220   329   302
## CV residual -26.8   9.93  -2.05   110   173   111  62.9  90.7   117   218   193
##             16013 16017 16018 16020 16027 16030 16031 16035 16036 16037 16039
## Predicted     110   110   111   112 106.4   105   105   113   114   113   114
## cvpred        109   109   111   112 106.4   105   105   113   113   113   113
## pm2.5         297   257   248   354 206.0   207   233   255   258   257   257
## CV residual   188   148   137   242  99.6   102   128   142   145   144   144
##             16040 16042 16048 16052 16062 16063 16064 16065 16070 16073  16074
## Predicted     114   113 114.5   115   115   114   114   114   115   114 109.95
## cvpred        113   113 114.6   115   115   114   114   114   115   114 109.91
## pm2.5         256   264 202.0   245   259   252   256   283   312   288 102.00
## CV residual   143   151  87.4   130   144   138   142   169   197   174  -7.91
##             16075 16076 16080 16082 16086 16088 16089 16090 16093 16094 16097
## Predicted     109 108.1  98.6  95.4  89.6  85.0  82.7  79.7 104.3 105.0 107.6
## cvpred        109 108.2  98.6  95.4  89.7  85.1  82.8  79.7 103.9 104.6 107.3
## pm2.5          48  43.0  38.0  44.0  33.0  44.0  32.0  17.0  20.0  27.0  33.0
## CV residual   -61 -65.2 -60.6 -51.4 -56.7 -41.1 -50.8 -62.7 -83.9 -77.6 -74.3
##             16098 16099 16101 16103 16105 16107 16108 16109 16112 16120  16129
## Predicted   107.6 108.3 110.6 110.0 109.7 111.1 111.4 110.8 111.3 109.7 111.77
## cvpred      107.3 108.1 110.4 109.9 109.5 110.9 111.3 110.6 111.1 109.5 111.66
## pm2.5        55.0  66.0  70.0  67.0  27.0  27.0  46.0  34.0  60.0  54.0 102.00
## CV residual -52.3 -42.1 -40.4 -42.9 -82.5 -83.9 -65.3 -76.6 -51.1 -55.5  -9.66
##             16132  16134 16135 16136 16137 16138 16139  16145 16147 16149 16150
## Predicted   111.4 113.00 112.5 112.8 113.2 111.7 112.5 108.24 111.4 111.8 110.5
## cvpred      111.3 112.91 112.4 112.7 113.1 111.7 112.4 108.09 111.3 111.7 110.4
## pm2.5        76.0 107.00  91.0  90.0  87.0  90.0  85.0 106.00 121.0 143.0 123.0
## CV residual -35.3  -5.91 -21.4 -22.7 -26.1 -21.7 -27.4  -2.09   9.7  31.3  12.6
##              16151 16152 16157 16161 16165 16166 16177 16178 16179 16187 16190
## Predicted   106.81 104.8  92.2  88.0 110.1   109 111.8 112.3 111.3 106.2 105.2
## cvpred      106.68 104.7  92.1  88.1 109.9   109 111.7 112.2 111.1 105.9 104.8
## pm2.5       102.00  55.0  18.0  27.0  33.0    32  85.0  77.0  66.0  39.0  45.0
## CV residual  -4.68 -49.7 -74.1 -61.1 -76.9   -77 -26.7 -35.2 -45.1 -66.9 -59.8
##             16193 16195  16201 16203 16210 16211 16212 16214 16221 16222 16223
## Predicted   107.0 107.6 108.69 105.7  97.6  96.4 106.4 106.6 108.7 109.4 109.4
## cvpred      106.6 107.4 108.41 105.4  97.4  96.2 106.1 106.2 108.4 109.1 109.1
## pm2.5        46.0  60.0 111.00  87.0  27.0  31.0  36.0  36.0  71.0  79.0  90.0
## CV residual -60.6 -47.4   2.59 -18.4 -70.4 -65.2 -70.1 -70.2 -37.4 -30.1 -19.1
##             16232 16235 16240 16245 16246 16248 16263 16271 16273  16274 16276
## Predicted   100.7  98.6 105.7 107.8 106.5 106.9 103.2 106.3 104.9 105.90 103.1
## cvpred      100.4  98.5 105.4 107.5 106.3 106.6 102.6 105.9 104.4 105.54 102.7
## pm2.5        42.0  27.0  11.0  45.0  56.0  77.0  23.0  69.0  84.0 115.00  91.0
## CV residual -58.4 -71.5 -94.4 -62.5 -50.3 -29.6 -79.6 -36.9 -20.4   9.46 -11.7
##             16279 16286 16287 16289 16301  16304 16308  16311 16320 16323 16326
## Predicted    99.0 102.1 101.4   102 105.9 105.93 105.6 104.82   108 106.9  98.2
## cvpred       98.6 101.6 100.9   101 105.5 105.52 105.2 104.47   107 106.6  97.9
## pm2.5        29.0  42.0  48.0    59 139.0 115.00  90.0 114.00   252  73.0  16.0
## CV residual -69.6 -59.6 -52.9   -42  33.5   9.48 -15.2   9.53   145 -33.6 -81.9
##             16331 16333 16335 16337 16339 16341 16344 16352 16353 16360 16363
## Predicted    96.7  87.8  77.9  71.4  67.9  98.5  95.7  80.1  77.2  95.9  98.6
## cvpred       96.3  87.4  77.4  71.1  67.5  97.8  94.9  79.5  76.7  95.1  98.0
## pm2.5        39.0  34.0  41.0  41.0  50.0  65.0  17.0   9.0  10.0  19.0  34.0
## CV residual -57.3 -53.4 -36.4 -30.1 -17.5 -32.8 -77.9 -70.5 -66.7 -76.1 -64.0
##             16365 16366 16368 16374 16375 16376 16378 16388 16390 16391 16393
## Predicted   102.3 102.5 101.4 100.4 101.1 102.5 101.4 104.6   105   103   104
## cvpred      101.7 101.9 100.9  99.7 100.5 101.9 100.8 104.1   104   103   104
## pm2.5        74.0  89.0  78.0 127.0 124.0 134.0  84.0 178.0   242   235   314
## CV residual -27.7 -12.9 -22.9  27.3  23.5  32.1 -16.8  73.9   138   132   210
##             16403 16404 16405 16406 16409 16413 16416 16419 16422 16423 16424
## Predicted   102.2 103.5   107 107.6 108.3 108.7 108.3 106.6 108.0   107   105
## cvpred      101.8 103.2   107 107.3 108.1 108.4 108.1 106.3 107.7   107   105
## pm2.5       185.0 185.0   194 195.0 165.0 205.0 206.0 195.0 186.0   177   193
## CV residual  83.2  81.8    87  87.7  56.9  96.6  97.9  88.7  78.3    70    88
##             16431 16436 16438  16445  16446 16449 16450  16453  16454 16462
## Predicted     110   111 108.4 110.07 108.81 106.3 110.4 109.11 111.08 103.2
## cvpred        110   111 108.3 109.85 108.61 106.2 110.2 108.99 110.94 103.2
## pm2.5         224   380 166.0 113.00 111.00 126.0 121.0  99.00 107.00 144.0
## CV residual   114   269  57.7   3.15   2.39  19.8  10.8  -9.99  -3.94  40.8
##             16463 16465 16467 16474 16479 16481 16485 16486 16488 16491 16492
## Predicted   101.9 110.4 107.7 108.1   107 108.4 100.2 99.48 97.51 106.0 105.0
## cvpred      101.9 110.2 107.6 107.9   107 108.3 100.1 99.41 97.47 105.7 104.7
## pm2.5       136.0 139.0 157.0  78.0    53  43.0  77.0 91.00 99.00  72.0  71.0
## CV residual  34.1  28.8  49.4 -29.9   -54 -65.3 -23.1 -8.41  1.53 -33.7 -33.7
##             16495 16496 16500 16502 16504 16506 16507 16510 16513 16517 16518
## Predicted    92.8  87.0  68.2  59.8  53.7  49.2  46.9  43.5  35.1  96.5  98.0
## cvpred       92.3  86.5  67.9  59.5  53.5  49.1  46.8  43.5  35.1  95.8  97.2
## pm2.5         7.0   3.0   9.0  13.0  10.0   7.0   8.0  12.0   9.0  17.0  25.0
## CV residual -85.3 -83.5 -58.9 -46.5 -43.5 -42.1 -38.8 -31.5 -26.1 -78.8 -72.2
##             16523 16526 16529 16534 16535 16539 16545 16547  16549 16554 16557
## Predicted    94.6  99.4  96.3 102.1 101.8 102.8 103.9 101.7 102.13 102.2 105.6
## cvpred       93.9  98.7  95.7 101.6 101.2 102.3 103.4 101.2 101.56 101.8 105.2
## pm2.5        30.0  53.0  47.0 113.0 172.0 154.0  91.0  73.0  99.00 165.0 190.0
## CV residual -63.9 -45.7 -48.7  11.4  70.8  51.7 -12.4 -28.2  -2.56  63.2  84.8
##             16562 16564 16566 16568 16569 16571 16577 16580 16583 16587  16593
## Predicted     105   106   105   106 106.3 105.7  84.0  65.1  47.2  27.8 11.124
## cvpred        104   105   105   106 105.9 105.4  83.5  64.7  47.0  27.8 11.429
## pm2.5         358   363   315   227 197.0 198.0  17.0   9.0   9.0   9.0 12.000
## CV residual   254   258   210   121  91.1  92.6 -66.5 -55.7 -38.0 -18.8  0.571
##             16596  16597  16600 16601 16602 16603 16608  16611 16613 16615
## Predicted    1.68 -1.336 -10.09 -11.7 -11.8  99.0  99.7 99.365  99.7  99.7
## cvpred       2.03 -0.991  -9.67 -11.2 -11.2  98.3  99.0 98.669  99.0  99.0
## pm2.5       14.00 14.000  15.00  13.0  13.0  18.0  72.0 99.000 118.0 134.0
## CV residual 11.97 14.991  24.67  24.2  24.2 -80.3 -27.0  0.331  19.0  35.0
##             16618 16621 16622 16624 16626 16631 16639 16646 16649 16650 16658
## Predicted   101.8 100.4 101.1   101   102   102  93.8   103 102.8   104   104
## cvpred      101.2  99.8 100.5   100   102   101  93.2   102 102.3   103   103
## pm2.5        90.0 135.0 151.0   211   278   323 128.0   206 193.0   229   311
## CV residual -11.2  35.2  50.5   111   176   222  34.8   104  90.7   126   208
##             16660 16662 16665 16666 16667 16673 16675 16683 16684 16687 16689
## Predicted     102  99.9  97.9  97.3  95.0   103   104   104   104  99.6  98.1
## cvpred        101  99.5  97.5  97.0  94.7   103   103   103   104  99.1  97.7
## pm2.5         227 229.0 234.0 223.0 203.0   210   250   306   295 176.0 135.0
## CV residual   126 129.5 136.5 126.0 108.3   107   147   203   191  76.9  37.3
##             16693 16694 16701 16702 16704 16706 16711 16713 16714 16715   16717
## Predicted     104   102   105   105   105   104  99.3  96.1  94.5 102.6 96.5977
## cvpred        103   101   104   105   104   103  99.0  95.8  94.2 102.1 96.0639
## pm2.5         106    86   313   350   391   289 148.0 124.0 127.0 143.0 96.0000
## CV residual     3   -15   209   245   287   186  49.0  28.2  32.8  40.9 -0.0639
##             16718 16723 16727 16728 16729 16732 16733 16734 16736 16737 16741
## Predicted   103.0 96.76 104.2 102.8   102 102.1 102.5 101.8 101.4  99.7  95.3
## cvpred      102.5 96.52 103.7 102.3   101 101.6 101.9 101.2 100.9  99.0  94.6
## pm2.5        34.0 93.00  48.0  39.0    40  50.0  49.0  50.0  45.0  40.0  45.0
## CV residual -68.5 -3.52 -55.7 -63.3   -61 -51.6 -52.9 -51.2 -55.9 -59.0 -49.6
##             16742 16745 16747 16750 16751 16752 16758 16762 16766 16768 16773
## Predicted    93.9  91.9 100.9 101.8 101.4 102.0   101  93.4  92.5  91.1 94.79
## cvpred       93.1  91.2 100.3 101.2 100.8 101.4   100  92.6  91.7  90.3 94.03
## pm2.5        39.0  63.0  78.0 115.0 145.0 155.0   229  43.0  32.0  25.0 97.00
## CV residual -54.1 -28.2 -22.3  13.8  44.2  53.6   129 -49.6 -59.7 -65.3  2.97
##             16775   16776  16783 16784 16785 16789 16791 16795 16805 16816
## Predicted    99.4 100.415  98.98  99.3  98.7  99.3  97.3   103   104   104
## cvpred       98.7  99.747  98.33  98.7  98.2  98.7  96.5   102   104   104
## pm2.5       111.0  99.000 107.00  73.0  87.0  75.0 116.0   238   284   278
## CV residual  12.3  -0.747   8.67 -25.7 -11.2 -23.7  19.5   136   180   174
##             16817 16819 16821 16822 16824 16832 16842 16844 16847 16848 16856
## Predicted     104   102   106   106   106  98.2  98.7 100.7 102.8 103.2   102
## cvpred        103   102   106   106   105  97.6  97.9 100.1 102.3 102.6   101
## pm2.5         281   307   431   494   473  37.0  42.0 137.0 184.0 195.0   203
## CV residual   178   205   325   388   368 -60.6 -55.9  36.9  81.7  92.4   102
##             16857 16860 16861  16862 16865 16867 16874 16879 16880 16884 16885
## Predicted     102 102.5 102.1 102.43   103   101   104   102   104   104   106
## cvpred        102 101.9 101.6 101.95   102   101   103   101   104   104   106
## pm2.5         222  63.0  65.0 100.00   406   498   392   395   370   270   283
## CV residual   120 -38.9 -36.6  -1.95   304   397   289   294   266   166   177
##             16886 16888 16890 16893 16894 16897 16899 16900 16902 16903 16905
## Predicted     106   105   106   106   106   106   105   104   102   102   101
## cvpred        105   104   106   105   106   105   104   103   102   101   101
## pm2.5         269   268   270   324   318   226   247   247   229   225   211
## CV residual   164   164   164   219   212   121   143   144   127   124   110
##             16908 16911 16912 16914 16920 16924 16925 16927 16928 16936 16938
## Predicted     107   107 105.9 105.9   105   106   106   107   107  78.6  70.8
## cvpred        107   107 105.5 105.5   105   106   106   106   106  78.1  70.3
## pm2.5         211   215 201.0 189.0   420   284   287   265   232  17.0  15.0
## CV residual   104   108  95.5  83.5   315   178   181   159   126 -61.1 -55.3
##             16940 16952 16958 16961 16963 16965 16976 16977 16978 16983 16985
## Predicted    62.6  94.0  83.6  70.2  63.0  55.9  93.6  93.1  94.0  81.3  75.2
## cvpred       62.2  93.1  82.8  69.6  62.5  55.4  92.7  92.2  93.1  80.5  74.5
## pm2.5        13.0  16.0  17.0  12.0  15.0   9.0  12.0  22.0  32.0  18.0  17.0
## CV residual -49.2 -77.1 -65.8 -57.6 -47.5 -46.4 -80.7 -70.2 -61.1 -62.5 -57.5
##             16988 16990 16991 16993 16995 16997 17001 17004 17005 17010 17014
## Predicted    68.9  62.8  60.8  56.2  50.1  45.6  40.4 34.27 32.63  21.3 94.17
## cvpred       68.3  62.3  60.4  55.8  49.8  45.4  40.2 34.23 32.65  21.5 93.54
## pm2.5        20.0  17.0  19.0  18.0  16.0  14.0  15.0 27.00 23.00  63.0 85.00
## CV residual -48.3 -45.3 -41.4 -37.8 -33.8 -31.4 -25.2 -7.23 -9.65  41.5 -8.54
##             17015 17016 17018 17019 17021 17022 17024 17033 17036 17037 17039
## Predicted    93.4  99.0 100.4  98.7  99.3  98.3  98.6  84.7  77.1  75.9  99.4
## cvpred       92.8  98.3  99.7  98.0  98.7  97.6  98.0  84.2  76.7  75.5  98.7
## pm2.5        77.0  76.0  82.0  87.0 113.0 135.0 153.0  30.0  47.0  55.0  79.0
## CV residual -15.8 -22.3 -17.7 -11.0  14.3  37.4  55.0 -54.2 -29.7 -20.5 -19.7
##             17052 17055 17057 17059 17061 17064 17065 17069 17071 17072 17073
## Predicted    99.4  98.6  96.7  96.3  97.8  94.5  94.2 104.6 104.9 104.2   103
## cvpred       98.7  98.0  96.0  95.7  97.3  94.2  93.8 104.1 104.4 103.7   103
## pm2.5        26.0  38.0  65.0  82.0  79.0  71.0  82.0  88.0  87.0  90.0    83
## CV residual -72.7 -60.0 -31.0 -13.7 -18.3 -23.2 -11.8 -16.1 -17.4 -13.7   -20
##             17076 17077 17081 17085 17086 17089 17092 17101 17102 17104 17106
## Predicted   105.9 105.9   106   103   102  89.3  76.2  48.5  44.2  36.7  32.0
## cvpred      105.5 105.5   106   102   101  88.5  75.6  48.1  43.9  36.4  31.9
## pm2.5       147.0 175.0   223   304   320  16.0  14.0  19.0  13.0  14.0  10.0
## CV residual  41.5  69.5   117   202   219 -72.5 -61.6 -29.1 -30.9 -22.4 -21.9
##             17107 17112 17115 17117 17118 17119 17120 17121 17122 17126 17130
## Predicted    29.1 13.37  7.46  94.2  93.9  92.6  90.6  89.7  87.0  75.2  60.4
## cvpred       29.0 13.48  7.64  93.3  92.9  91.7  89.7  88.8  86.2  74.5  59.8
## pm2.5        16.0 23.00 15.00  22.0  21.0  19.0  28.0  11.0  13.0  12.0  11.0
## CV residual -13.0  9.52  7.36 -71.3 -71.9 -72.7 -61.7 -77.8 -73.2 -62.5 -48.8
##             17131 17133 17134 17135 17138 17142 17143 17149 17150 17151 17154
## Predicted    55.6  46.6  42.7  38.0  27.8 13.88 11.34 -9.42 -12.7 -15.9  92.1
## cvpred       55.0  46.2  42.3  37.7  27.6 13.77 11.31 -9.22 -12.4 -15.6  91.1
## pm2.5        11.0   9.0  10.0  11.0  11.0  8.00  7.00 15.00  16.0  20.0  18.0
## CV residual -44.0 -37.2 -32.3 -26.7 -16.6 -5.77 -4.31 24.22  28.4  35.6 -73.1
##             17159 17166 17167 17173 17176 17177 17179 17181 17188 17189 17192
## Predicted    93.5  90.4 90.09  93.9  93.2  93.5  97.0  96.1  87.9  93.3  87.4
## cvpred       92.5  89.5 89.18  92.9  92.2  92.5  96.1  95.2  87.1  92.4  86.5
## pm2.5        74.0 109.0 92.00  75.0 129.0 107.0 108.0 128.0  28.0  14.0  19.0
## CV residual -18.5  19.5  2.82 -17.9  36.8  14.5  11.9  32.8 -59.1 -78.4 -67.5
##             17195 17199 17200 17201 17203 17207 17208 17210 17212 17215 17216
## Predicted    82.2  92.5  92.5  93.9 94.54  92.7  90.8  87.2    93  92.6  93.3
## cvpred       81.4  91.5  91.5  92.9 93.62  91.9  89.9  86.4    92  91.6  92.4
## pm2.5        33.0  40.0  44.0  45.0 88.00 116.0 105.0  31.0    26  13.0  21.0
## CV residual -48.4 -51.5 -47.5 -47.9 -5.62  24.1  15.1 -55.4   -66 -78.6 -71.4
##             17218 17222 17225 17227 17228 17229 17232 17234 17235 17236 17238
## Predicted      93  90.4  90.7  93.5  95.6  96.3  95.6  95.9  95.2  94.5  92.2
## cvpred         92  89.3  89.7  92.6  94.7  95.4  94.7  95.1  94.4  93.6  91.3
## pm2.5          30  39.0  42.0  58.0 150.0 152.0 142.0 191.0 188.0 123.0  69.0
## CV residual   -62 -50.3 -47.7 -34.6  55.3  56.6  47.3  95.9  93.6  29.4 -22.3
##             17242 17243 17244 17245 17248 17251  17255 17261 17263 17264 17273
## Predicted    85.4  83.1  81.8  81.1 95.20  93.4  97.66  95.0  95.9  94.7  60.3
## cvpred       84.6  82.3  81.1  80.4 94.35  92.6  96.86  94.2  95.1  93.8  59.6
## pm2.5        42.0  48.0  66.0  66.0 85.00 105.0 100.00  21.0  13.0  13.0  14.0
## CV residual -42.6 -34.3 -15.1 -14.4 -9.35  12.4   3.14 -73.2 -82.1 -80.8 -45.6
##             17277 17278 17281 17285 17293 17299 17301 17302 17304 17307 17310
## Predicted    45.7  43.8  93.3  87.6  69.7  93.3  93.8  95.6  95.6  97.0  94.8
## cvpred       45.3  43.3  92.4  86.7  69.0  92.4  92.9  94.7  94.7  96.1  94.0
## pm2.5        12.0  18.0  19.0  13.0  19.0  38.0  51.0  64.0  70.0 117.0  98.0
## CV residual -33.3 -25.3 -73.4 -73.7 -50.0 -54.4 -41.9 -30.7 -24.7  20.9   4.0
##             17311 17313  17314 17320 17321 17322 17326 17330 17331 17335 17338
## Predicted    92.9 96.97 97.986  83.0  80.7  78.4  93.1  85.6  83.6  92.4  96.3
## cvpred       92.0 96.14 97.226  82.3  80.0  77.7  92.2  84.8  82.8  91.5  95.4
## pm2.5        73.0 87.00 98.000  18.0  16.0  18.0  15.0  10.0  11.0  13.0  19.0
## CV residual -19.0 -9.14  0.774 -64.3 -64.0 -59.7 -77.2 -74.8 -71.8 -78.5 -76.4
##             17339 17340 17342 17343 17344 17348 17355 17357 17363 17371 17372
## Predicted    94.5  93.3  88.4  86.8  83.3 95.92 97.15  95.9  94.7 96.94  97.7
## cvpred       93.6  92.4  87.6  86.0  82.5 95.06 96.31  95.1  93.8 96.15  96.9
## pm2.5        21.0  27.0  27.0  38.0  30.0 90.00 99.00  64.0  48.0 90.00 136.0
## CV residual -72.6 -65.4 -60.6 -48.0 -52.5 -5.06  2.69 -31.1 -45.8 -6.15  39.1
##             17374 17377 17379 17380 17381 17382 17388 17390 17392 17396 17397
## Predicted    97.1  97.3  99.0  98.5  97.3  96.9  96.6  96.6 95.89  98.3  99.3
## cvpred       96.3  96.5  98.3  97.8  96.5  96.2  95.8  95.8 95.07  97.6  98.7
## pm2.5       193.0  77.0  79.0 146.0 139.0 124.0  60.0  57.0 92.00 221.0 268.0
## CV residual  96.7 -19.5 -19.3  48.2  42.5  27.8 -35.8 -38.8 -3.07 123.4 169.3
##             17405 17406 17408 17410 17411 17419 17421 17423 17425 17426 17428
## Predicted    95.8  95.1  93.0  93.1  91.8   101 100.4 100.1  98.8  97.6  94.4
## cvpred       95.1  94.4  92.3  92.5  91.2   100  99.7  99.4  98.1  96.9  93.7
## pm2.5       146.0 150.0 116.0 122.0 132.0   204 271.0 324.0 333.0 262.0 169.0
## CV residual  50.9  55.6  23.7  29.5  40.8   104 171.3 224.6 234.9 165.1  75.3
##             17430 17432 17433 17437 17441 17445 17447 17450 17452 17453 17462
## Predicted    91.2  87.2  86.7  98.0  96.1  93.9 92.12 100.4 100.4  99.4  87.1
## cvpred       90.5  86.6  86.1  97.2  95.5  93.4 91.64  99.7  99.8  98.7  86.4
## pm2.5       145.0 184.0 187.0 115.0 137.0 228.0 87.00  61.0  52.0  50.0  68.0
## CV residual  54.5  97.4 100.9  17.8  41.5 134.6 -4.64 -38.7 -47.8 -48.7 -18.4
##             17463 17469 17470 17471 17472 17480  17483 17485 17487 17497 17500
## Predicted    87.0 83.41 82.69  82.0  81.3  99.9 100.05 100.1 100.7  97.2  93.3
## cvpred       86.5 82.92 82.22  81.5  80.8  99.2  99.39  99.4 100.1  96.5  92.6
## pm2.5        72.0 91.00 79.00  64.0  69.0  80.0 101.00 123.0 150.0 163.0 144.0
## CV residual -14.5  8.08 -3.22 -17.5 -11.8 -19.2   1.61  23.6  49.9  66.5  51.4
##             17501 17504 17509 17511 17512 17517 17519 17521 17526 17527 17530
## Predicted    92.7  89.5 94.43  96.6  95.9  98.3  98.0  98.3  93.0  91.4  84.8
## cvpred       92.1  88.9 93.68  95.8  95.1  97.6  97.2  97.6  92.2  90.7  84.1
## pm2.5       137.0 157.0 98.00  71.0  66.0 217.0 251.0 275.0  38.0  23.0  16.0
## CV residual  44.9  68.1  4.32 -24.8 -29.1 119.4 153.8 177.4 -54.2 -67.7 -68.1
##             17531 17534 17539 17540 17542 17543 17551  17553 17555 17556 17559
## Predicted    82.5  76.3  95.7  96.3  96.3  96.8 91.81  98.86 101.1 100.7  88.1
## cvpred       81.8  75.6  94.9  95.4  95.4  96.0 91.25  98.13 100.5 100.1  87.3
## pm2.5        21.0  17.0  55.0  55.0  81.0  80.0 99.00 104.00 134.0 169.0  12.0
## CV residual -60.8 -58.6 -39.9 -40.4 -14.4 -16.0  7.75   5.87  33.5  68.9 -75.3
##             17560 17561 17564 17565 17569 17570 17571 17572 17575 17576 17578
## Predicted    82.2  77.7  64.8  60.3  42.8  39.9  38.3  36.0  27.6 24.70 20.40
## cvpred       81.4  77.0  64.2  59.8  42.5  39.6  38.1  35.8  27.4 24.62 20.37
## pm2.5        19.0  14.0  16.0   8.0  14.0  16.0  17.0  11.0  15.0 17.00 16.00
## CV residual -62.4 -63.0 -48.2 -51.8 -28.5 -23.6 -21.1 -24.8 -12.4 -7.62 -4.37
##              17579 17580 17582 17583 17587 17590 17591 17592 17593 17597 17599
## Predicted   17.171  12.7  4.27 -2.31 -21.3 -34.6 -39.1 -43.0 -46.6 -52.7  92.6
## cvpred      17.188  12.8  4.45 -2.12 -20.9 -33.9 -38.4 -42.3 -45.8 -51.8  91.6
## pm2.5       18.000  24.0 18.00 13.00   8.0  12.0  10.0  16.0  14.0  18.0  13.0
## CV residual  0.812  11.2 13.55 15.12  28.9  45.9  48.4  58.3  59.8  69.8 -78.6
##             17600 17602 17606 17608 17609 17613 17615 17621 17625 17630 17631
## Predicted    93.2  89.9  78.0  73.4  71.4  93.5 94.90  92.6 91.13  93.5  93.2
## cvpred       92.2  89.0  77.1  72.5  70.6  92.5 93.97  91.6 90.25  92.5  92.2
## pm2.5        15.0  19.0  25.0  15.0  21.0  74.0 86.00 150.0 96.00  69.0  53.0
## CV residual -77.2 -70.0 -52.1 -57.5 -49.6 -18.5 -7.97  58.4  5.75 -23.5 -39.2
##             17633 17642 17643 17656 17659 17660 17661 17671 17672 17674 17675
## Predicted    93.5  95.6  95.2  91.4  89.2  88.5  87.0  81.4  80.1  80.1  80.1
## cvpred       92.5  94.7  94.3  90.7  88.6  87.9  86.4  81.0  79.7  79.8  79.8
## pm2.5        65.0 161.0 161.0  67.0  56.0  58.0  54.0  49.0  60.0  66.0  68.0
## CV residual -27.5  66.3  66.7 -23.7 -32.6 -29.9 -32.4 -32.0 -19.7 -13.8 -11.8
##             17677 17679 17680 17682 17689 17691 17694 17699 17705 17711 17714
## Predicted   101.4 102.8 102.1 101.0 101.9 102.5 100.1 101.4  98.6  99.2  99.7
## cvpred      100.8 102.3 101.6 100.5 101.4 101.9  99.6 100.8  98.0  98.5  99.0
## pm2.5       132.0 170.0 172.0 176.0 171.0 191.0 151.0 124.0 144.0 235.0 284.0
## CV residual  31.2  67.7  70.4  75.5  69.6  89.1  51.4  23.2  46.0 136.5 185.0
##             17718 17730 17731 17734 17735 17738 17743 17749 17750 17756 17759
## Predicted    96.2  94.2  99.7  98.3  97.3  98.7   101  91.6  87.7  66.2  58.7
## cvpred       95.5  93.5  99.0  97.6  96.5  97.9   100  90.8  86.9  65.7  58.2
## pm2.5        79.0 175.0 149.0 314.0 350.0 358.0   501 155.0  21.0  11.0  10.0
## CV residual -16.5  81.5  50.0 216.4 253.5 260.1   401  64.2 -65.9 -54.7 -48.2
##             17760 17766 17768 17772 17778 17781 17787 17788 17789 17792 17799
## Predicted    92.6  94.2  93.9  94.5  87.2 84.09  94.9  94.5  94.9  94.2  95.4
## cvpred       91.6  93.3  92.9  93.6  86.4 83.39  94.0  93.6  94.0  93.3  94.5
## pm2.5        18.0  24.0  32.0  33.0  71.0 93.00 156.0 169.0 156.0 146.0 196.0
## CV residual -73.6 -69.3 -60.9 -60.6 -15.4  9.61  62.0  75.4  62.0  52.7 101.5
##             17803 17804 17810 17814 17816 17820 17823 17824 17825 17827 17829
## Predicted    97.7  97.5  91.1  85.3  83.2  78.4  96.3  95.7  95.1  91.9  91.2
## cvpred       96.9  96.7  90.3  84.6  82.5  77.7  95.4  94.9  94.4  91.2  90.5
## pm2.5       174.0 144.0  60.0  41.0  44.0  43.0  61.0  69.0  66.0  57.0  73.0
## CV residual  77.1  47.3 -30.3 -43.6 -38.5 -34.7 -34.4 -25.9 -28.4 -34.2 -17.5
##             17832 17838 17840 17841 17917 17920 17925 17929 17931 17932 17940
## Predicted    97.3 97.15  95.2  93.9  99.3   101   102   104   104   104  91.6
## cvpred       96.5 96.31  94.4  93.1  98.7   100   101   104   104   103  91.1
## pm2.5       101.0 98.00  42.0  39.0 254.0   285   416   332   344   353 370.0
## CV residual   4.5  1.69 -52.4 -54.1 155.3   185   315   228   240   250 278.9
##             17947 17949 17950 17954 17955 17956 17961 17965 17969 17972 17975
## Predicted     101   101  99.7   101   101   102  97.5   102   102 100.4   101
## cvpred        101   100  99.1   101   101   102  96.9   101   102  99.8   100
## pm2.5         450   469 450.0   460   503   558 348.0   373   399 436.0   494
## CV residual   349   369 350.9   359   402   456 251.1   272   297 336.2   394
##             17980 17981 17983 17985 17988 17989 17997 18003 18006 18008 18010
## Predicted    91.4  88.8  84.1  78.5  72.6  69.0  49.5  31.3  22.6 17.94 13.99
## cvpred       90.6  88.0  83.4  77.7  71.8  68.3  49.0  30.9  22.2 17.61 13.72
## pm2.5        49.0  52.0  29.0  15.0  21.0  20.0  22.0  10.0   9.0 10.00 16.00
## CV residual -41.6 -36.0 -54.4 -62.7 -50.8 -48.3 -27.0 -20.9 -13.2 -7.61  2.28
##             18013 18015 18016 18019 18023 18024 18025 18026 18028 18033 18036
## Predicted    83.9  87.8  87.8  84.8  88.8  86.7  86.2  88.1  84.2  87.1  82.6
## cvpred       82.7  86.6  86.6  83.6  87.7  85.5  85.0  87.0  83.1  85.9  81.5
## pm2.5        18.0  20.0  17.0  15.0  20.0  13.0  21.0  29.0  14.0  19.0  21.0
## CV residual -64.7 -66.6 -69.6 -68.6 -67.7 -72.5 -64.0 -58.0 -69.1 -66.9 -60.5
##             18037 18038 18039 18041 18042 18044 18045 18046 18051 18052 18053
## Predicted    88.8  86.8  83.8  88.5  87.5  89.7  88.5  90.1  87.2  86.0  89.4
## cvpred       87.7  85.7  82.7  87.3  86.5  88.6  87.3  88.9  86.1  84.8  88.2
## pm2.5        22.0  20.0  18.0  35.0  51.0  68.0 108.0 193.0 972.0 430.0 296.0
## CV residual -65.7 -65.7 -64.7 -52.3 -35.5 -20.6  20.7 104.1 885.9 345.2 207.8
##             18055 18056 18058 18067 18070 18073 18074 18075 18077 18081 18082
## Predicted    89.0  91.6  92.8  70.7  66.7  91.1  90.4  89.5  84.8  77.6  75.3
## cvpred       87.9  90.5  91.8  69.8  65.9  90.0  89.3  88.4  83.8  76.8  74.4
## pm2.5       285.0 223.0  66.0  24.0 200.0  79.0  14.0  12.0   8.0   9.0   7.0
## CV residual 197.1 132.5 -25.8 -45.8 134.1 -11.0 -75.3 -76.4 -75.8 -67.8 -67.4
##             18083 18085 18086 18091 18093 18094 18095 18101 18109 18111 18116
## Predicted    74.1  70.8  67.3  89.0  90.1  91.1 90.74  91.1  91.7  89.8  91.3
## cvpred       73.2  70.0  66.5  87.8  88.9  90.0 89.66  90.0  90.8  88.8  90.4
## pm2.5        10.0  13.0  13.0   9.0  25.0  37.0 85.00  50.0  51.0  51.0  69.0
## CV residual -63.2 -57.0 -53.5 -78.8 -63.9 -53.0 -4.66 -40.0 -39.8 -37.8 -21.4
##             18117 18118 18119 18123 18124 18128 18130 18133 18134 18136 18138
## Predicted   90.42  89.2  92.6  94.2  93.2  93.5  94.9  92.5  93.2  91.7 90.93
## cvpred      89.55  88.3  91.6  93.3  92.2  92.5  94.0  91.5  92.2  90.8 90.09
## pm2.5       93.00 127.0 122.0 166.0 151.0  80.0  47.0  79.0  66.0  77.0 87.00
## CV residual  3.45  38.7  30.4  72.7  58.8 -12.5 -47.0 -12.5 -26.2 -13.8 -3.09
##             18143 18146 18149 18152 18155 18156 18157 18161 18166 18167 18168
## Predicted    94.7  90.3  92.8 91.78  92.5  92.8  91.8 90.80  90.3  90.4  89.5
## cvpred       93.8  89.4  91.8 90.73  91.5  91.8  90.7 89.89  89.6  89.8  88.9
## pm2.5       227.0  51.0  40.0 95.00  20.0  29.0  24.0 84.00 158.0 124.0 122.0
## CV residual 133.2 -38.4 -51.8  4.27 -71.5 -62.8 -66.7 -5.89  68.4  34.2  33.1
##             18170 18173 18180 18181 18182 18183 18185 18192 18193 18197 18209
## Predicted    98.7  96.6  99.4 100.1 100.4 100.1 99.52  96.9  96.9  91.9  92.8
## cvpred       98.0  95.8  98.7  99.4  99.7  99.4 98.87  96.2  96.2  90.9  91.8
## pm2.5        51.0  69.0  79.0  82.0  79.0  76.0 91.00 164.0 170.0  25.0  35.0
## CV residual -47.0 -26.8 -19.7 -17.4 -20.7 -23.4 -7.87  67.8  73.8 -65.9 -56.8
##             18213 18214 18215 18217 18220 18221 18224 18225 18238 18240 18241
## Predicted    92.4  91.9  91.3 89.65  88.3 87.62 98.34  98.2 100.0  98.6 101.3
## cvpred       91.5  91.0  90.4 88.87  87.7 86.95 97.58  97.4  99.4  98.0 100.6
## pm2.5        47.0  69.0  76.0 91.00 109.0 81.00 91.00  84.0 151.0 142.0 132.0
## CV residual -44.5 -22.0 -14.4  2.13  21.3 -5.95 -6.58 -13.4  51.6  44.0  31.4
##             18242 18243 18244 18245 18248 18251 18252 18253 18258 18259 18261
## Predicted   100.7  99.5  98.2  96.8  92.6  89.3  85.1  81.4  68.1  65.8  61.5
## cvpred      100.1  98.9  97.6  96.2  91.9  88.5  84.2  80.5  67.1  64.8  60.6
## pm2.5       139.0 150.0 150.0 143.0 152.0 135.0  58.0  14.0  17.0  14.0  13.0
## CV residual  38.9  51.1  52.4  46.8  60.1  46.5 -26.2 -66.5 -50.1 -50.8 -47.6
##             18263 18264 18268 18269 18271 18273 18274 18276 18280 18283 18290
## Predicted    57.9  55.6  84.4  82.4  80.1  86.8  83.5  79.7  84.0  90.1  86.0
## cvpred       57.0  54.7  83.2  81.3  79.0  85.5  82.3  78.6  82.9  88.9  84.9
## pm2.5         8.0   9.0   9.0  11.0  11.0  13.0  13.0  14.0  16.0  23.0  30.0
## CV residual -49.0 -45.7 -74.2 -70.3 -68.0 -72.5 -69.3 -64.6 -66.9 -65.9 -54.9
##             18294 18296 18299 18305 18306 18307 18312 18313 18318 18320 18327
## Predicted    77.4  72.2  66.6  89.0  90.1  89.7 88.62  90.8  84.9  82.4  85.6
## cvpred       76.3  71.2  65.7  87.8  88.9  88.6 87.53  89.6  83.8  81.3  84.5
## pm2.5         7.0   9.0  13.0  18.0  24.0  39.0 92.00  64.0  68.0  63.0  50.0
## CV residual -69.3 -62.2 -52.7 -69.8 -64.9 -49.6  4.47 -25.6 -15.8 -18.3 -34.5
##              18330 18331  18332 18336 18338 18342 18345 18347 18350 18354 18355
## Predicted   73.795 91.09  92.14  88.5  84.2  89.9  84.5    82  88.7  88.2  86.9
## cvpred      72.813 90.01  91.09  87.3  83.1  88.8  83.5    81  87.5  87.2  86.0
## pm2.5       72.000 82.00 100.00  50.0  16.0   9.0  17.0    19  22.0  70.0  62.0
## CV residual -0.813 -8.01   8.91 -37.3 -67.1 -79.8 -66.5   -62 -65.5 -17.2 -24.0
##             18356  18366 18367 18368  18370  18373 18380 18383 18384 18387
## Predicted    86.2  96.97 96.97 96.61  95.92  97.99  93.2  98.3  99.0  98.3
## cvpred       85.2  96.14 96.14 95.78  95.06  97.23  92.5  97.6  98.3  97.6
## pm2.5        60.0 100.00 92.00 90.00 103.00 100.00 128.0 265.0 252.0 251.0
## CV residual -25.2   3.86 -4.14 -5.78   7.94   2.77  35.5 167.4 153.7 153.4
##             18388 18389 18390 18395 18398 18400 18402 18405 18406 18418 18420
## Predicted    97.6  95.7  89.7  63.6  45.1  34.0 21.37  8.08  3.57  86.9  81.8
## cvpred       96.9  94.9  88.8  63.0  44.5  33.5 20.95  7.88  3.48  85.7  80.8
## pm2.5       278.0 263.0 183.0  11.0  19.0  23.0 12.00 32.00 42.00  13.0  15.0
## CV residual 181.1 168.1  94.2 -52.0 -25.5 -10.5 -8.95 24.12 38.52 -72.7 -65.8
##             18421 18428 18429 18435 18438 18443 18444 18445 18446 18449 18451
## Predicted    77.6  59.3  57.8  42.1  37.1  88.9  85.4  81.4  76.1  67.7  91.8
## cvpred       76.5  58.5  57.1  41.5  36.6  87.9  84.4  80.5  75.1  66.8  90.7
## pm2.5        13.0  12.0  12.0  10.0  10.0  11.0  27.0  21.0  16.0  17.0  12.0
## CV residual -63.5 -46.5 -45.1 -31.5 -26.6 -76.9 -57.4 -59.5 -59.1 -49.8 -78.7
##             18453 18455 18456 18457 18460 18461 18462 18463 18465 18466 18467
## Predicted    91.8  92.8  91.2  91.2  93.5  92.1  91.6  90.9  94.0 92.06 94.54
## cvpred       90.7  91.8  90.2  90.2  92.5  91.1  90.6  89.9  93.1 91.13 93.62
## pm2.5        21.0  18.0  22.0  18.0  28.0  28.0  33.0  33.0  77.0 84.00 84.00
## CV residual -69.7 -73.8 -68.2 -72.2 -64.5 -63.1 -57.6 -56.9 -16.1 -7.13 -9.62
##             18474 18476 18477 18480 18481 18482 18483 18484 18485 18487 18488
## Predicted    84.6  81.7  93.3  84.8  80.3  77.1  74.2  72.0  70.1  68.0  92.8
## cvpred       83.7  80.8  92.4  83.8  79.4  76.2  73.4  71.3  69.3  67.2  91.8
## pm2.5        51.0  66.0  64.0  21.0   6.0   4.0   6.0   8.0   7.0  11.0  13.0
## CV residual -32.7 -14.8 -28.4 -62.8 -73.4 -72.2 -67.4 -63.3 -62.3 -56.2 -78.8
##             18492 18494 18497 18498 18502 18505 18512 18513 18514 18519 18521
## Predicted    91.5  90.4  86.3  84.3  78.8 75.77  94.5  94.5  93.3  90.2  87.5
## cvpred       90.4  89.3  85.2  83.3  78.0 75.02  93.6  93.6  92.4  89.1  86.5
## pm2.5        36.0  23.0  27.0  36.0  54.0 74.00 123.0 126.0 129.0  40.0  40.0
## CV residual -54.4 -66.3 -58.2 -47.3 -24.0 -1.02  29.4  32.4  36.6 -49.1 -46.5
##             18524 18527 18528 18532 18535 18538 18539  18541 18542  18543
## Predicted    92.1  92.5  95.8  99.7  98.0  98.2 96.83 100.05 100.7 100.74
## cvpred       91.1  91.7  95.2  99.0  97.2  97.6 96.21  99.39 100.1 100.11
## pm2.5        44.0 106.0 147.0  86.0  75.0  77.0 90.00  97.00 111.0 104.00
## CV residual -47.1  14.3  51.8 -13.0 -22.2 -20.6 -6.21  -2.39  10.9   3.89
##              18546 18553 18555 18561 18563 18564 18570 18574 18578 18579 18580
## Predicted    99.70  98.1  98.0  96.3 100.1  99.4 100.4   101  99.7  99.5  97.2
## cvpred       99.04  97.4  97.2  95.7  99.4  98.7  99.7   100  99.0  98.9  96.5
## pm2.5       105.00 170.0 175.0 170.0 138.0 149.0 224.0   295 380.0 327.0 306.0
## CV residual   5.96  72.6  77.8  74.3  38.6  50.3 124.3   195 281.0 228.1 209.5
##             18581 18582 18592 18595 18599 18600 18601 18610 18611 18615 18616
## Predicted    96.3  94.7  88.8  90.7  91.8  94.7  98.1 99.73 100.4  99.4  98.5
## cvpred       95.7  94.1  87.7  89.7  90.7  93.8  97.4 99.03  99.7  98.7  97.8
## pm2.5       248.0 235.0  26.0  25.0  41.0  71.0  80.0 92.00  87.0 167.0 134.0
## CV residual 152.3 140.9 -61.7 -64.7 -49.7 -22.8 -17.4 -7.03 -12.7  68.3  36.2
##             18617 18623 18624 18627 18628 18629 18633 18636 18637 18641 18645
## Predicted    96.2  90.3  86.7  81.9  79.9  78.7  74.2  66.0  63.0  53.6  45.0
## cvpred       95.5  89.3  85.8  81.0  79.1  77.8  73.4  65.3  62.2  53.0  44.6
## pm2.5       112.0 163.0  16.0   8.0  12.0  11.0  12.0  24.0  17.0  18.0  13.0
## CV residual  16.5  73.7 -69.8 -73.0 -67.1 -66.8 -61.4 -41.3 -45.2 -35.0 -31.6
##             18650 18653 18655 18659 18662 18667 18670 18675 18676 18681 18688
## Predicted    36.2  29.9  22.7  6.50 -6.95 -25.6 -32.5  91.5  89.9  84.8  79.6
## cvpred       35.9  29.7  22.4  6.53 -6.74 -25.1 -31.8  90.4  88.8  83.8  78.7
## pm2.5         8.0  12.0   9.0 15.00 26.00   9.0  10.0  12.0   9.0  17.0  45.0
## CV residual -27.9 -17.7 -13.4  8.47 32.74  34.1  41.8 -78.4 -79.8 -66.8 -33.7
##             18689 18692 18693 18695 18696 18702 18709 18711 18715 18720 18721
## Predicted    77.3  88.9  91.9  93.2 93.50 91.78  91.1  91.1  86.3  93.5  93.1
## cvpred       76.4  87.9  90.9  92.2 92.55 90.73  90.0  90.0  85.2  92.5  92.2
## pm2.5        40.0  53.0  52.0  74.0 90.00 98.00  73.0  38.0  32.0  56.0  65.0
## CV residual -36.4 -34.9 -38.9 -18.2 -2.55  7.27 -17.0 -52.0 -53.2 -36.5 -27.2
##             18725 18733 18738 18747 18749 18750 18753  18756 18760 18764 18766
## Predicted    94.2  91.8  93.8  97.8  98.3  98.3  98.0  97.66  96.7  99.7 100.1
## cvpred       93.3  90.7  92.9  97.1  97.6  97.6  97.2  96.86  96.0  99.0  99.4
## pm2.5       162.0 139.0 145.0  73.0  69.0  82.0 117.0 103.00 151.0 134.0 155.0
## CV residual  68.7  48.3  52.1 -24.1 -28.6 -15.6  19.8   6.14  55.0  35.0  55.6
##             18770 18772 18774 18780 18784 18788 18792 18797 18800 18801 18807
## Predicted   102.5 103.2 104.2 103.7   103  99.8  88.9  93.4  90.7  88.7  93.2
## cvpred      101.9 102.6 103.7 103.2   102  99.2  88.2  92.6  89.9  88.0  92.2
## pm2.5       153.0 158.0 164.0 203.0   219 248.0  18.0   8.0  14.0  16.0  19.0
## CV residual  51.1  55.4  60.3  99.8   117 148.8 -70.2 -84.6 -75.9 -72.0 -73.2
##             18810 18811 18815 18816 18817 18819 18820  18826 18827 18828 18838
## Predicted      90  89.4  88.5 88.52 88.49  87.2 86.49 101.10 100.1  99.7  94.7
## cvpred         89  88.5  87.8 87.84 87.85  86.6 85.92 100.47  99.4  99.0  93.8
## pm2.5          18  18.0  70.0 81.00 84.00  74.0 79.00  98.00 102.0 125.0  11.0
## CV residual   -71 -70.5 -17.8 -6.84 -3.85 -12.6 -6.92  -2.47   2.6  26.0 -82.8
##             18839 18840 18841 18848 18851 18853 18855 18859 18862 18865 18867
## Predicted    92.7  90.7  89.5  73.6  68.8  63.5  60.6  92.3  92.0  89.2  94.3
## cvpred       91.9  89.9  88.7  72.9  68.1  62.8  60.0  91.3  91.1  88.3  93.5
## pm2.5        15.0  10.0   9.0  16.0  21.0  14.0  25.0  30.0  36.0  62.0  78.0
## CV residual -76.9 -79.9 -79.7 -56.9 -47.1 -48.8 -35.0 -61.3 -55.1 -26.3 -15.5
##             18870 18873 18874 18875 18876 18887 18888 18891 18893 18894 18902
## Predicted    91.1  95.4  94.5  93.3  93.9  89.9  91.2  90.2  89.9 100.4   101
## cvpred       90.3  94.5  93.6  92.4  92.9  89.0  90.5  89.6  89.3  99.7   100
## pm2.5        73.0  35.0  37.0  46.0  30.0 111.0 140.0 153.0 127.0 134.0   230
## CV residual -17.3 -59.5 -56.6 -46.4 -62.9  22.0  49.5  63.4  37.7  34.3   130
##             18905 18908 18917 18922 18923 18926 18927 18932 18933 18936 18940
## Predicted    94.9  94.5  99.7   102   101  97.7  96.8  88.4  88.4  83.6 101.1
## cvpred       94.2  93.9  99.0   101   101  97.1  96.2  87.9  87.9  83.1 100.5
## pm2.5       193.0 179.0 276.0   264   299 192.0 154.0 106.0 109.0 161.0 190.0
## CV residual  98.8  85.1 177.0   163   198  94.9  57.8  18.1  21.1  77.9  89.5
##             18944 18953 18958 18962 18965 18966 18968 18970 18972 18973 18974
## Predicted   100.7  99.9   102   103  99.6  98.9  97.1   103   103   102   104
## cvpred      100.1  99.4   102   103  99.1  98.4  96.6   103   102   102   103
## pm2.5       184.0 229.0   286   293 249.0 230.0 220.0   209   262   326   347
## CV residual  83.9 129.6   184   190 149.9 131.6 123.4   106   160   224   244
##             18979 18981 18985 18988 18994 18995 18997  18998  19001  19003
## Predicted   106.6   107   104 100.2  93.4  92.1  89.2 105.93 106.62 104.31
## cvpred      106.2   107   104  99.9  93.2  91.9  89.1 105.52 106.24 103.93
## pm2.5       200.0   213   269 112.0 121.0 111.0 121.0 110.00 110.00 100.00
## CV residual  93.8   106   165  12.1  27.8  19.1  31.9   4.48   3.76  -3.93
##             19004 19005 19010 19015 19016 19017 19021 19024 19027 19028 19029
## Predicted   102.9 104.9 105.9  97.6  96.9  96.2 89.07 85.84  81.9  80.7  80.3
## cvpred      102.5 104.4 105.5  97.2  96.4  95.7 88.63 85.45  81.5  80.3  80.0
## pm2.5        83.0  75.0  93.0  73.0  72.0  76.0 91.00 94.00 108.0 117.0  98.0
## CV residual -19.5 -29.4 -12.5 -24.2 -24.4 -19.7  2.37  8.55  26.5  36.7  18.0
##             19030 19037 19041 19044 19052 19056 19063 19064 19065 19069 19073
## Predicted    79.6 101.8 101.8  98.1 100.1 101.1 101.4 100.7 103.9 100.7  96.8
## cvpred       79.2 101.2 101.2  97.4  99.4 100.5 100.8 100.1 103.4 100.1  96.2
## pm2.5       112.0 131.0 127.0 149.0  97.0 189.0 183.0 179.0 181.0 176.0 137.0
## CV residual  32.8  29.8  25.8  51.6  -2.4  88.5  82.2  78.9  77.6  75.9  40.8
##             19075 19076 19079 19080 19081 19082 19084 19087 19091 19094 19096
## Predicted   101.8 101.8 103.0 98.57  94.9  88.5  84.2  71.4  54.8  43.4  36.3
## cvpred      101.2 101.2 102.5 98.01  94.3  87.8  83.6  70.8  54.6  43.2  36.1
## pm2.5       154.0 150.0 180.0 97.00  28.0  24.0  20.0  12.0  27.0  17.0  14.0
## CV residual  52.8  48.8  77.5 -1.01 -66.3 -63.8 -63.6 -58.8 -27.6 -26.2 -22.1
##             19099 19101 19103 19107 19109 19110 19113 19114 19116 19123 19125
## Predicted      28  25.9  96.6  96.8  98.0  99.7  92.8  90.8  86.2  60.5  55.6
## cvpred         28  25.9  95.8  96.0  97.2  99.0  92.1  90.1  85.6  60.0  55.3
## pm2.5          13  40.0  35.0  34.0  26.0  14.0  10.0  21.0  17.0  16.0  14.0
## CV residual   -15  14.1 -60.8 -62.0 -71.2 -85.0 -82.1 -69.1 -68.6 -44.0 -41.3
##             19131 19133 19137 19144 19148 19149 19150 19152 19153  19159 19162
## Predicted    93.6  88.7  79.4  88.3  91.8  90.2  92.5  96.5  97.0 101.10 101.1
## cvpred       92.7  87.8  78.5  87.2  90.7  89.1  91.5  95.6  96.1 100.47 100.5
## pm2.5        11.0  11.0  13.0  12.0  17.0  18.0  31.0  26.0  18.0  93.00 112.0
## CV residual -81.7 -76.8 -65.5 -75.2 -73.7 -71.1 -60.5 -69.6 -78.1  -7.47  11.5
##             19164 19165 19166 19173 19176 19177  19180 19181  19182 19184 19185
## Predicted   102.1 100.2  96.9  82.1 81.62  82.3 101.97 101.4 100.03  98.1  91.1
## cvpred      101.6  99.6  96.2  81.5 81.16  81.9 101.37 100.8  99.41  97.5  90.3
## pm2.5       133.0 140.0 112.0  69.0 77.00  89.0 103.00  89.0  93.00  32.0  28.0
## CV residual  31.4  40.4  15.8 -12.5 -4.16   7.1   1.63 -11.8  -6.41 -65.5 -62.3
##             19188 19200 19202 19207 19212 19222 19225 19230 19234 19237 19239
## Predicted    80.2  28.4  24.3  6.86 -7.78  84.3  95.1  94.5  94.5  92.5  92.6
## cvpred       79.5  28.1  24.3  6.89 -7.64  83.3  94.1  93.6  93.6  91.5  91.6
## pm2.5        18.0   5.0   7.0 11.00 18.00  45.0  72.0  78.0  49.0  28.0  41.0
## CV residual -61.5 -23.1 -17.3  4.11 25.64 -38.3 -22.1 -15.6 -44.6 -63.5 -50.6
##             19242 19244 19249 19257 19258 19261 19262 19266 19269 19271 19274
## Predicted   87.43  87.0  96.6  99.7  99.4  97.4  97.4  84.9  95.7  92.5  94.0
## cvpred      86.52  86.2  95.8  99.0  98.7  96.7  96.7  84.3  94.9  91.7  93.1
## pm2.5       78.00  81.0 106.0 180.0 156.0 170.0 147.0  68.0  81.0  26.0   8.0
## CV residual -8.52  -5.2  10.2  81.0  57.3  73.3  50.3 -16.3 -13.9 -65.7 -85.1
##             19277 19281 19282 19284 19286 19290 19292 19294 19295 19297 19306
## Predicted    87.9  82.5  80.9  93.9  93.8  89.5  89.7  85.4  85.2  82.3 100.4
## cvpred       87.1  81.8  80.2  92.9  92.9  88.7  89.1  84.9  84.7  81.9  99.7
## pm2.5         9.0  17.0  26.0  15.0  16.0  77.0  70.0  65.0  59.0  71.0  65.0
## CV residual -78.1 -64.8 -54.2 -77.9 -76.9 -11.7 -19.1 -19.9 -25.7 -10.9 -34.7
##             19308 19310 19313 19315 19316 19325 19327 19331 19332 19333 19335
## Predicted    98.7  96.6  96.6  95.3  94.7 100.1 108.3   109   109   108   108
## cvpred       97.9  95.8  96.1  94.8  94.3  99.9 108.1   109   108   108   108
## pm2.5        76.0  84.0 114.0 135.0 148.0 183.0 196.0   286   293   328   345
## CV residual -21.9 -11.8  17.9  40.2  53.7  83.1  87.9   177   185   220   237
##             19337 19346 19347 19348 19351 19352 19358 19360 19362 19365 19375
## Predicted     106   109   109   109   108 107.6  99.4  96.5  92.2  88.6  92.4
## cvpred        106   109   109   109   108 107.3  99.2  96.4  92.1  88.6  92.0
## pm2.5         320   250   283   268   210 185.0 184.0 181.0 245.0 219.0  21.0
## CV residual   214   141   174   159   102  77.7  84.8  84.6 152.9 130.4 -71.0
##             19376 19377 19399  19400  19412  19415 19419 19420 19421 19424
## Predicted    91.2  87.8 105.2 104.88  96.28 103.62 105.2 105.9 105.7 103.3
## cvpred       90.8  87.4 104.8 104.45  95.96 103.21 104.8 105.5 105.3 102.9
## pm2.5        17.0  17.0  97.0 102.00 100.00  95.00 134.0 142.0 172.0 162.0
## CV residual -73.8 -70.4  -7.8  -2.45   4.04  -8.21  29.2  36.5  66.7  59.1
##             19427 19432 19437 19438 19440 19444 19450 19451 19458 19459 19461
## Predicted    99.1 100.6 95.71  95.1  92.3  86.7   107   107   105   105   107
## cvpred       98.8 100.2 95.44  94.9  92.1  86.6   107   107   105   105   107
## pm2.5       166.0 143.0 94.00 126.0 163.0 188.0   252   262   338   338   355
## CV residual  67.2  42.8 -1.44  31.1  70.9 101.4   145   155   233   233   248
##             19462 19463 19470 19471 19472 19473 19476 19477 19479 19485 19489
## Predicted     109   107   108   108   108   108 100.6 98.97 101.2  93.9  85.1
## cvpred        108   107   108   107   108   108 100.2 98.61 100.7  93.7  84.8
## pm2.5         356   393   269   306   306   282 107.0 94.00  78.0  71.0  37.0
## CV residual   248   286   161   199   198   174   6.8 -4.61 -22.7 -22.7 -47.8
##             19490 19491 19502 19505 19506 19512 19514 19515 19517 19519 19521
## Predicted    84.1    84  80.0  57.5  51.4 100.0 100.7  90.7  83.7  78.8  76.3
## cvpred       83.9    84  79.6  57.2  51.2  99.4 100.1  89.9  83.1  78.3  75.8
## pm2.5        41.0    37  28.0  11.0   8.0  16.0  18.0  26.0  27.0  12.0  15.0
## CV residual -42.9   -47 -51.6 -46.2 -43.2 -83.4 -82.1 -63.9 -56.1 -66.3 -60.8
##             19524 19525 19526 19527 19529 19530 19531 19533 19534 19537 19538
## Predicted    61.1  57.2  52.3  46.8  38.7  35.1  32.6  95.5  98.3 100.7  99.7
## cvpred       60.8  56.9  52.1  46.6  38.7  35.1  32.7  94.8  97.6 100.1  99.0
## pm2.5        16.0  20.0  12.0  12.0  10.0  17.0   8.0  17.0  21.0  31.0  40.0
## CV residual -44.8 -36.9 -40.1 -34.6 -28.7 -18.1 -24.7 -77.8 -76.6 -69.1 -59.0
##             19539 19546 19549 19550 19556 19559 19561 19563 19567 19568 19569
## Predicted    99.4  98.3  96.4  96.8  91.1  91.3 102.8 103.2 101.0   104 103.8
## cvpred       98.7  97.6  95.6  96.0  90.6  91.0 102.3 102.6 100.5   103 103.4
## pm2.5        11.0  21.0  21.0  27.0  68.0 115.0 118.0 118.0 152.0   156 148.0
## CV residual -87.7 -76.6 -74.6 -69.0 -22.6  24.0  15.7  15.4  51.5    53  44.6
##             19570 19572 19578 19585 19588 19592 19593 19594 19599 19601 19604
## Predicted   103.2 102.1 101.1   105   102  97.5  95.6  93.0  81.1  76.6  98.5
## cvpred      102.6 101.6 100.7   105   102  97.2  95.2  92.6  80.6  76.2  97.8
## pm2.5       129.0 131.0 135.0   280   261 131.0 152.0 119.0  26.0  31.0  41.0
## CV residual  26.4  29.4  34.3   175   159  33.8  56.8  26.4 -54.6 -45.2 -56.8
##             19608 19611 19612  19617 19619 19622 19624 19627 19629 19632 19636
## Predicted   103.9  95.9  94.7 102.81   101  95.3  91.1  83.5  80.2  77.5 104.9
## cvpred      103.4  95.3  94.1 102.28   100  94.8  90.8  83.2  80.0  77.4 104.5
## pm2.5       131.0  16.0  18.0  97.00    62  51.0  57.0  41.0  32.0  45.0  60.0
## CV residual  27.6 -79.3 -76.1  -5.28   -38 -43.8 -33.8 -42.2 -48.0 -32.4 -44.5
##             19639 19641 19642 19643 19645 19647 19651 19652 19653 19654 19655
## Predicted   105.9 104.3 105.2 105.6  99.4  86.3  64.5  60.9  57.0  51.8  49.6
## cvpred      105.5 103.9 104.8 105.2  98.9  85.8  64.1  60.6  56.7  51.6  49.5
## pm2.5        80.0  77.0  79.0  87.0  64.0  36.0  16.0  13.0  10.0   8.0  10.0
## CV residual -25.5 -26.9 -25.8 -18.2 -34.9 -49.8 -48.1 -47.6 -46.7 -43.6 -39.5
##             19657 19658 19660 19664 19667 19668 19674 19697 19699 19701 19703
## Predicted    37.9  34.3  26.1 12.15   3.6 -1.93 -27.3  92.3  90.8  89.0  87.9
## cvpred       38.0  34.5  26.3 12.52   4.0 -1.49 -26.6  91.5  90.1  88.4  87.4
## pm2.5        15.0  10.0  10.0  8.00  13.0 20.00  19.0  29.0  27.0  27.0  54.0
## CV residual -23.0 -24.5 -16.3 -4.52   9.0 21.49  45.6 -62.5 -63.1 -61.4 -33.4
##             19708 19714 19715 19716 19721 19722 19725 19727 19730 19731 19732
## Predicted    84.6 100.2  98.9  95.9  84.3  82.1  75.5  71.6 100.1 100.1 101.1
## cvpred       84.2  99.6  98.4  95.3  83.8  81.7  75.2  71.3  99.4  99.4 100.5
## pm2.5        71.0  90.0  78.0  76.0  40.0  43.0  43.0  54.0  41.0  31.0  35.0
## CV residual -13.2  -9.6 -20.4 -19.3 -43.8 -38.7 -32.2 -17.3 -58.4 -68.4 -65.5
##             19739 19741 19742 19743 19747 19751 19758 19766 19769 19770 19771
## Predicted   100.7 100.7   100  98.5  93.1  93.0  72.8  94.8  88.4  85.2  82.5
## cvpred      100.1 100.1   100  98.0  92.8  92.2  72.3  94.0  87.6  84.4  81.8
## pm2.5        46.0  52.0    48  52.0  55.0  11.0  15.0  24.0  32.0  27.0  10.0
## CV residual -54.1 -48.1   -52 -46.0 -37.8 -81.2 -57.3 -70.0 -55.6 -57.4 -71.8
##             19773 19774 19775 19779 19780 19785 19789 19790 19798 19801 19805
## Predicted    80.3  77.3  74.6  92.5  91.8  88.3  75.6  72.0  94.3  92.5  80.5
## cvpred       79.7  76.7  74.0  91.7  91.0  87.7  75.1  71.6  93.5  91.7  79.9
## pm2.5        19.0  15.0  27.0  25.0   9.0  11.0  21.0  14.0  11.0  19.0   9.0
## CV residual -60.7 -61.7 -47.0 -66.7 -82.0 -76.7 -54.1 -57.6 -82.5 -72.7 -70.9
##             19808 19809 19810 19812 19815 19818 19825 19827 19829 19833 19838
## Predicted    75.3  72.6  72.0  66.2  55.0  42.3 100.2  97.7 103.2 102.1  99.5
## cvpred       74.8  72.1  71.6  65.7  54.8  42.2  99.6  97.1 102.6 101.6  98.9
## pm2.5         8.0  17.0  14.0  13.0  25.0  17.0  15.0  20.0  24.0  44.0  35.0
## CV residual -66.8 -55.1 -57.6 -52.7 -29.8 -25.2 -84.6 -77.1 -78.6 -57.6 -63.9
##             19842 19844 19846 19847 19848 19853 19856 19861 19863 19867 19871
## Predicted    98.6  98.8  93.9  91.2  89.8 102.5 102.4  99.6 99.26 94.84 106.6
## cvpred       98.0  98.4  93.4  90.8  89.3 101.9 101.9  99.1 98.73 94.54 106.2
## pm2.5        20.0  36.0  18.0  21.0  23.0  46.0  58.0  63.0 92.00 87.00 151.0
## CV residual -78.0 -62.4 -75.4 -69.8 -66.3 -55.9 -43.9 -36.1 -6.73 -7.54  44.8
##             19872 19873 19879 19882 19885 19888 19891 19892 19893 19894 19897
## Predicted   105.6 103.6  86.2  77.1  70.8  63.3  58.3  96.4  95.8  97.2  96.0
## cvpred      105.2 103.2  85.5  76.5  70.3  62.9  57.9  95.6  95.1  96.6  95.5
## pm2.5       147.0 160.0  42.0  24.0  20.0  23.0  17.0  16.0  27.0  31.0  63.0
## CV residual  41.8  56.8 -43.5 -52.5 -50.3 -39.9 -40.9 -79.6 -68.1 -65.6 -32.5
##             19902 19904 19914  19916 19919 19920 19923  19925 19927 19928 19931
## Predicted    94.7 106.6 92.19 89.626 88.11 86.70 110.5 107.32   112 112.5  99.8
## cvpred       94.4 106.2 92.13 89.685 88.31 86.88 110.4 107.23   112 112.4  99.8
## pm2.5       148.0 164.0 99.00 90.000 79.00 91.00  91.0 107.00    94  72.0  45.0
## CV residual  53.6  57.8  6.87  0.315 -9.31  4.12 -19.4  -0.23   -18 -40.4 -54.8
##             19935 19937 19939 19940 19953 19956 19957 19958 19960 19963 19964
## Predicted    86.3  81.1  75.6  79.0  90.2  82.2  81.6  79.7  73.9  64.5  96.0
## cvpred       86.5  81.4  75.9  79.5  89.7  81.6  81.1  79.2  73.5  64.1  95.3
## pm2.5        54.0  56.0  49.0  38.0  10.0  15.0  14.0  14.0  18.0   8.0  43.0
## CV residual -32.5 -25.4 -26.9 -41.5 -79.7 -66.6 -67.1 -65.2 -55.5 -56.1 -52.3
##             19969 19979 19982 19983 19984 19986 19991 19998 19999 20002 20004
## Predicted   101.9  80.5  99.8 100.9 100.0 103.2  99.2   107 107.8 106.9 103.6
## cvpred      101.4  80.1  99.2 100.3  99.4 102.6  98.8   107 107.5 106.6 103.2
## pm2.5        45.0  40.0  22.0  13.0  22.0  18.0  28.0    89  63.0  91.0  85.0
## CV residual -56.4 -40.1 -77.2 -87.3 -77.4 -84.6 -70.8   -18 -44.5 -15.6 -18.2
##             20006 20008 20010 20011 20013 20016 20024  20025 20028 20030 20032
## Predicted    97.6  92.7  88.7  86.6    84  76.1 110.8 109.38 104.5  97.8  92.4
## cvpred       97.2  92.4  88.5  86.4    84  76.2 110.6 109.13 104.1  97.3  92.0
## pm2.5        46.0  25.0  14.0  22.0    20  47.0  92.0 101.00  89.0  49.0  34.0
## CV residual -51.2 -67.4 -74.5 -64.4   -64 -29.2 -18.6  -8.13 -15.1 -48.3 -58.0
##             20034 20036 20039 20041 20042 20044 20045 20051 20052 20053 20055
## Predicted    87.0  82.5    79  77.1 77.09 76.34 111.1 103.0  97.9  96.0 103.3
## cvpred       86.7  82.3    79  77.3 77.31 76.62 110.9 102.7  97.5  95.6 102.8
## pm2.5        31.0  22.0    63  79.0 86.00 80.00  83.0  84.0  52.0  35.0  27.0
## CV residual -55.7 -60.3   -16   1.7  8.69  3.38 -27.9 -18.7 -45.5 -60.6 -75.8
##             20057 20062 20065 20068 20074 20075 20076 20078 20079 20081 20088
## Predicted   106.8  95.2  89.4 106.9  98.0  97.4  99.0  98.4  99.4  95.1  88.5
## cvpred      106.7  95.1  89.3 106.6  97.2  96.7  98.3  97.8  98.7  94.4  88.4
## pm2.5        24.0  66.0  56.0   9.0  22.0  22.0  22.0  23.0  23.0  40.0  61.0
## CV residual -82.7 -29.1 -33.3 -97.6 -75.2 -74.7 -76.3 -74.8 -75.7 -54.4 -27.4
##             20090 20092 20096 20098 20102 20107 20109 20111 20113 20115 20118
## Predicted    86.7 83.45  80.2  78.8 106.1  97.3  95.8  92.9  89.3  87.1  84.6
## cvpred       86.6 83.46  80.3  78.9 105.9  97.3  96.0  93.1  89.6  87.5  85.0
## pm2.5        64.0 80.00  95.0 108.0 138.0 163.0 164.0 116.0 105.0 121.0 140.0
## CV residual -22.6 -3.46  14.7  29.1  32.1  65.7  68.0  22.9  15.4  33.5  55.0
##             20122 20125 20126 20127 20134 20135 20138 20141  20146  20147
## Predicted    78.9  74.4  73.8  72.6   114 113.4 114.7 115.6 108.22 106.96
## cvpred       79.4  74.9  74.4  73.2   114 113.5 114.7 115.6 108.11 106.87
## pm2.5       142.0 160.0 174.0 178.0   229  73.0  59.0  61.0 100.00 109.00
## CV residual  62.6  85.1  99.6 104.8   115 -40.5 -55.7 -54.6  -8.11   2.13
##              20148 20150 20151 20155 20156 20157 20161 20162 20167 20169 20172
## Predicted   106.24 105.6   105 112.6 111.4 110.6 112.4   112 114.2 114.9 110.0
## cvpred      106.17 105.7   105 112.6 111.3 110.6 112.4   112 114.2 114.9 110.1
## pm2.5       102.00 122.0   125 158.0 152.0 148.0 164.0   170 183.0 149.0 172.0
## CV residual  -4.17  16.3    20  45.4  40.7  37.4  51.6    58  68.8  34.1  61.9
##             20174 20179 20183 20188 20193 20197 20199 20203 20204 20210  20213
## Predicted     104 95.92 114.5 112.8 106.5 113.2 113.8 113.1 112.4 114.2 111.90
## cvpred        104 96.15 114.5 112.8 106.6 113.1 113.8 113.1 112.4 114.2 111.87
## pm2.5         205 89.00  82.0 151.0 154.0 181.0 202.0 159.0 185.0 157.0 116.00
## CV residual   101 -7.15 -32.5  38.2  47.4  67.9  88.2  45.9  72.6  42.8   4.13
##              20217 20223 20225 20226 20227 20228 20229 20230 20231 20232 20235
## Predicted   108.34 113.3 112.7 112.2 111.5   111   111   110   108   107 114.9
## cvpred      108.31 113.3 112.8 112.3 111.6   111   112   110   108   107 114.9
## pm2.5       115.00 162.0 160.0 195.0 201.0   216   235   247   257   245 203.0
## CV residual   6.69  48.7  47.2  82.7  89.4   105   123   137   149   138  88.1
##             20243 20245 20247 20248 20254 20255 20256 20257 20260 20262 20264
## Predicted     115   113   117   117   115   117   115 113.0   116 115.2 115.6
## cvpred        115   114   117   117   115   117   115 113.2   116 115.3 115.6
## pm2.5         258   281   278   268   298   307   268 157.0   207 174.0 179.0
## CV residual   143   167   161   151   183   190   153  43.8    91  58.7  63.4
##             20265 20269 20274 20276 20281 20293 20294 20295 20297 20299 20300
## Predicted   115.4   110  98.2  93.9  82.7  47.0  42.4  39.1  31.6  24.8  24.2
## cvpred      115.5   110  98.5  94.2  83.0  47.1  42.5  39.3  31.9  25.1  24.6
## pm2.5       187.0    34  35.0  41.0  13.0  15.0  17.0  13.0  12.0   8.0   4.0
## CV residual  71.5   -76 -63.5 -53.2 -70.0 -32.1 -25.5 -26.3 -19.9 -17.1 -20.6
##             20302 20303 20304 20307 20313 20316 20319 20325 20326 20328 20333
## Predicted   106.6 108.3 105.9 108.0 107.6 106.9 111.2 112.8 112.5 112.8 112.8
## cvpred      106.2 108.1 105.5 107.7 107.3 106.6 111.1 112.7 112.4 112.7 112.7
## pm2.5        37.0  69.0 120.0  28.0  51.0  65.0  76.0  78.0 144.0 176.0 134.0
## CV residual -69.2 -39.1  14.5 -79.7 -56.3 -41.6 -35.1 -34.7  31.6  63.3  21.3
##               20334 20338 20342 20343 20349 20350 20352 20354 20358 20365 20368
## Predicted   112.465 105.0  74.3  68.2  41.5 37.98 32.91  94.8  86.9  99.3  98.0
## cvpred      112.388 104.6  73.9  67.9  41.5 37.97 33.05  94.0  86.2  98.7  97.5
## pm2.5       112.000 126.0  41.0  21.0  30.0 28.00 39.00  46.0 135.0  83.0 136.0
## CV residual  -0.388  21.4 -32.9 -46.9 -11.5 -9.97  5.95 -48.0  48.8 -15.7  38.5
##             20370 20375 20387 20388 20389 20392 20396 20400 20401 20402  20404
## Predicted   93.73  90.5 100.2   104 102.8 101.5  99.9  99.5 101.7 101.7 114.38
## cvpred      93.23  90.3  99.8   104 102.3 101.1  99.7  99.4 101.8 101.8 114.36
## pm2.5       98.00 183.0 205.0   220 200.0 142.0 130.0 168.0 121.0 112.0 108.00
## CV residual  4.77  92.7 105.2   116  97.7  40.9  30.3  68.6  19.2  10.2  -6.36
##              20407 20411 20412 20413 20418 20421 20426 20427 20429 20430 20431
## Predicted   113.69 112.4 114.5 113.8 114.5   115   116   115 113.5 112.7   112
## cvpred      113.64 112.4 114.5 113.8 114.5   115   116   115 113.5 112.8   112
## pm2.5       122.00 174.0 183.0 179.0 162.0   227   257   259 210.0 204.0   215
## CV residual   8.36  61.6  68.5  65.2  47.5   112   141   144  96.5  91.2   103
##             20441 20442 20446 20451 20456 20463 20465  20468  20472 20474
## Predicted   102.7   102  95.8 111.7 114.9 106.2 107.9 104.76 115.58 114.9
## cvpred      102.9   102  95.9 111.7 114.9 105.9 107.7 104.78 115.63 114.9
## pm2.5       156.0   137 121.0  72.0 119.0  85.0  90.0  98.00 119.00 146.0
## CV residual  53.1    35  25.1 -39.7   4.1 -20.9 -17.7  -6.78   3.37  31.1
##              20477 20479 20481 20484 20488 20493 20510 20513 20518 20519 20521
## Predicted   114.20 111.9 108.3 103.7 107.1 106.4 113.1 109.2   100  95.7 113.5
## cvpred      114.18 111.9 108.3 103.7 106.8 106.4 113.1 109.2   101  95.7 113.5
## pm2.5       112.00  80.0  61.0  64.0  49.0  19.0 152.0 126.0   217 116.0  50.0
## CV residual  -2.18 -31.9 -47.3 -39.7 -57.8 -87.4  38.9  16.8   116  20.3 -63.5
##             20522 20530 20535 20540 20541 20542 20545 20546  20551 20556
## Predicted   113.5   100 104.8 102.4 101.5 100.2  97.1  97.1 112.46 111.9
## cvpred      113.5   100 104.5 102.2 101.4 100.1  97.1  97.2 112.38 111.9
## pm2.5        77.0    72  39.0 121.0  46.0  43.0  68.0  61.0 104.00 132.0
## CV residual -36.5   -28 -65.5  18.8 -55.4 -57.1 -29.1 -36.2  -8.38  20.1
##               20557  20560 20566 20569 20570 20573 20579 20580 20582 20583
## Predicted   109.980 106.16  96.7 109.7 109.4 111.6   109 108.1   107 111.1
## cvpred      109.894 106.21  96.8 109.5 109.1 111.5   109 107.9   107 110.9
## pm2.5       110.000 113.00  79.0  57.0  57.0  73.0    76  64.0    75  76.0
## CV residual   0.106   6.79 -17.8 -52.5 -52.1 -38.5   -33 -43.9   -32 -34.9
##             20588  20590 20592 20595 20596  20605 20606 20607 20612 20614 20624
## Predicted   110.1 107.76   102 110.8 110.8 106.78 111.1 109.0 107.0 104.3   112
## cvpred      109.9 107.54   102 110.6 110.6 106.69 110.9 108.8 106.9 104.2   112
## pm2.5       146.0 113.00    84  59.0  77.0 100.00  81.0  83.0  57.0  80.0   125
## CV residual  36.1   5.46   -18 -51.6 -33.6  -6.69 -29.9 -25.8 -49.9 -24.2    13
##             20626 20627 20628 20637 20640 20642 20648 20653 20655 20656 20657
## Predicted   110.7 111.1 110.4  95.1 112.8 113.3   116   116 114.1 112.1 112.3
## cvpred      110.6 110.9 110.2  95.2 112.7 113.3   116   116 114.2 112.3 112.5
## pm2.5       154.0 124.0 146.0  91.0 125.0 142.0   195   166 165.0 171.0 172.0
## CV residual  43.4  13.1  35.8  -4.2  12.3  28.7    79    50  50.8  58.7  59.5
##             20658 20661 20662 20663 20670 20675 20681 20685 20686 20689 20691
## Predicted   110.3 105.7 105.0   105 108.4 116.3   115 117.0 116.9 114.5 115.6
## cvpred      110.5 105.9 105.2   105 108.5 116.3   115 117.1 117.1 114.5 115.6
## pm2.5       164.0 152.0 204.0   209 152.0 128.0   143 148.0 149.0 138.0 143.0
## CV residual  53.5  46.1  98.8   104  43.5  11.7    28  30.9  31.9  23.5  27.4
##              20693  20694 20697 20700 20704 20707 20709 20710 20711 20713 20714
## Predicted   115.58 115.22   116   116 112.3 106.7 103.8 103.5 101.9  98.4  96.1
## cvpred      115.63 115.27   116   116 112.2 106.8 103.9 103.8 102.2  98.7  96.4
## pm2.5       124.00 123.00   141   135  28.0  87.0  83.0  85.0 124.0 130.0 121.0
## CV residual   8.37   7.73    25    19 -84.2 -19.8 -20.9 -18.8  21.8  31.3  24.6
##             20719 20722 20726 20731 20742 20743 20744 20755 20759 20766 20769
## Predicted    91.4  85.1  76.9  63.4   111 111.6 112.6  83.9  77.5 106.6 105.0
## cvpred       91.8  85.6  77.5  63.9   111 111.5 112.6  83.5  77.4 106.2 104.6
## pm2.5       189.0 193.0 124.0  84.0    69  71.0  61.0  15.0  37.0  51.0  37.0
## CV residual  97.2 107.4  46.5  20.1   -42 -40.5 -51.6 -68.5 -40.4 -55.2 -67.6
##             20770 20772 20776 20777 20779 20780 20788 20790 20794 20795 20799
## Predicted     102  92.6  77.7  72.2    66  65.1 105.5 100.5  85.1  79.8  62.6
## cvpred        102  92.2  77.5  72.0    66  65.2 105.2 100.2  85.0  79.7  62.7
## pm2.5          33  42.0  28.0  16.0    16  19.0  43.0  18.0  25.0  20.0  22.0
## CV residual   -69 -50.2 -49.5 -56.0   -50 -46.2 -62.2 -82.2 -60.0 -59.7 -40.7
##             20802 20804 20807 20809 20810 20816 20817 20818 20821 20827 20830
## Predicted    51.5  44.5 35.41 28.99  31.2 111.1 109.5 107.9 110.3  99.2  93.6
## cvpred       51.8  44.8 35.81 29.43  31.8 110.9 109.4 107.8 110.3  99.3  93.8
## pm2.5        33.0  27.0 32.00 38.00  40.0  58.0  73.0  73.0  79.0  50.0  27.0
## CV residual -18.8 -17.8 -3.81  8.57   8.2 -52.9 -36.4 -34.8 -31.3 -49.3 -66.8
##             20831 20833 20841 20842  20844 20851 20852 20854 20855 20862 20871
## Predicted    92.2  90.1 112.5 112.4 113.12 109.7   114 113.4   113 115.2   109
## cvpred       92.4  90.2 112.4 112.4 113.12 109.8   114 113.5   113 115.3   109
## pm2.5        27.0  34.0  69.0  72.0 107.00 122.0   130 129.0   136 140.0   162
## CV residual -65.4 -56.2 -43.4 -40.4  -6.12  12.2    16  15.5    23  24.7    53
##             20872 20874 20876 20917 20918 20921 20935 20945 20946 20947 20948
## Predicted   108.1 119.4 116.2 116.6   116 118.1 116.2 102.2  99.9  98.9  97.3
## cvpred      108.5 119.6 116.4 116.7   116 118.4 116.4 102.3 100.0  99.2  97.6
## pm2.5       163.0 147.0 128.0 137.0   157 165.0 102.0  61.0  50.0  61.0  58.0
## CV residual  54.5  27.4  11.6  20.3    41  46.6 -14.4 -41.3 -50.0 -38.2 -39.6
##             20949 20951  20954 20957 20958 20963 20965 20968 20972 20976 20977
## Predicted    96.1  95.8 114.65  99.7 104.0 100.6 103.3 101.8 100.3 110.4 111.1
## cvpred       96.3  96.2 114.76  99.3 103.6 100.2 102.8 101.4 100.1 110.2 110.9
## pm2.5        68.0 117.0 107.00  19.0  15.0  10.0  12.0  16.0  34.0  49.0  51.0
## CV residual -28.3  20.8  -7.76 -80.3 -88.6 -90.2 -90.8 -85.4 -66.1 -61.2 -59.9
##             20979 20986 20992 20995 20997 20999 21001 21005 21007 21010 21019
## Predicted   112.5 104.0 104.2 104.9 103.8 107.8 111.1 109.0 108.1 108.3 108.8
## cvpred      112.4 103.6 103.7 104.5 103.4 107.5 110.9 108.8 107.9 108.1 108.6
## pm2.5        51.0  57.0   8.0  19.0  16.0  31.0  69.0  48.0  30.0  22.0  31.0
## CV residual -61.4 -46.6 -95.7 -85.5 -87.4 -76.5 -41.9 -60.8 -77.9 -86.1 -77.6
##             21022 21023 21024 21025 21026 21027 21030 21032 21034  21036 21038
## Predicted   105.3 105.0 114.9 114.5 113.8 114.5 112.8 115.2 115.2 113.09 110.4
## cvpred      105.3 105.2 114.9 114.5 113.8 114.5 112.8 115.3 115.3 113.13 110.5
## pm2.5        63.0  83.0  98.0  99.0  98.0  98.0 138.0 146.0 129.0 104.00  67.0
## CV residual -42.3 -22.2 -16.9 -15.5 -15.8 -16.5  25.2  30.7  13.7  -9.13 -43.5
##             21040 21043 21045 21046 21051 21052 21055 21060 21061 21067 21071
## Predicted     103  92.9    90  87.7 113.5 112.8 112.8 110.7 108.7  99.6  91.7
## cvpred        103  92.8    90  87.7 113.5 112.7 112.8 110.9 108.9  99.9  92.1
## pm2.5          27  31.0    36  28.0  58.0  63.0  80.0 134.0 162.0 151.0 158.0
## CV residual   -76 -61.8   -54 -59.7 -55.5 -49.7 -32.8  23.1  53.1  51.1  65.9
##             21076  21082 21085 21096 21097 21103  21105  21108 21109 21111
## Predicted   114.5 115.22 114.6   116   116 108.9 107.10  99.11 96.81  92.7
## cvpred      114.5 115.27 114.8   116   116 109.1 107.34  99.34 97.03  93.0
## pm2.5       135.0 125.00 143.0   134    94  86.0 102.00 104.00 99.00 105.0
## CV residual  20.5   9.73  28.2    18   -22 -23.1  -5.34   4.66  1.97  12.0
##             21112 21113 21114 21118 21120 21132 21133 21136 21140 21141 21143
## Predicted   113.6 112.0 109.1 113.6   109 102.3 100.4 109.0 107.6 108.7 110.9
## cvpred      113.7 112.1 109.3 113.7   109 102.3 100.3 108.8 107.3 108.4 110.7
## pm2.5        76.0  33.0  26.0  22.0    15   6.0   6.0  10.0   9.0  16.0  29.0
## CV residual -37.7 -79.1 -83.3 -91.7   -94 -96.3 -94.3 -98.8 -98.3 -92.4 -81.7
##              21151 21153 21160 21165 21170 21171 21178 21181  21189 21193 21196
## Predicted   111.60 112.8 103.6   116 115.0 114.3 114.5 113.2 117.65 116.5 115.1
## cvpred      111.49 112.7 103.5   116 115.1 114.4 114.5 113.1 117.79 116.7 115.3
## pm2.5       115.00  82.0  38.0    43  51.0  55.0  54.0  55.0 121.00 143.0 143.0
## CV residual   3.51 -30.7 -65.5   -73 -64.1 -59.4 -60.5 -58.1   3.21  26.3  27.7
##             21198 21201  21206 21208 21211 21212 21214 21219 21220 21228 21230
## Predicted   117.6 117.9 109.79 102.7  96.5  94.5  95.1  91.7  91.6   120 120.0
## cvpred      117.8 118.2 109.99 102.9  96.7  94.7  95.5  92.1  92.1   121 120.3
## pm2.5       145.0 180.0 108.00  63.0  67.0  71.0 117.0 178.0 175.0   246 206.0
## CV residual  27.2  61.8  -1.99 -39.9 -29.7 -23.7  21.5  85.9  82.9   125  85.7
##             21232 21234 21235 21236 21239 21241 21243 21248 21249 21250 21251
## Predicted     121 118.8 119.5 119.4 118.0 116.8 117.6 119.0 118.7 119.4 119.0
## cvpred        121 119.1 119.8 119.6 118.2 116.9 117.8 119.2 118.9 119.6 119.2
## pm2.5         261  39.0  41.0  57.0  84.0  95.0 135.0 161.0 167.0 164.0 148.0
## CV residual   140 -80.1 -78.8 -62.6 -34.2 -21.9  17.2  41.8  48.1  44.4  28.8
##             21258 21259 21261 21263 21267 21268 21272 21274 21275 21278 21282
## Predicted   104.7 102.7 100.2  99.6   116 115.1 112.7 110.3 105.3   109 110.1
## cvpred      104.8 102.9 100.4  99.9   116 115.3 112.8 110.3 105.3   109 110.1
## pm2.5        66.0  62.0  61.0  47.0    72  86.0  87.0  42.0  15.0     5  47.0
## CV residual -38.8 -40.9 -39.4 -52.9   -44 -29.3 -25.8 -68.3 -90.3  -104 -63.1
##             21287 21290 21291  21294 21295 21296 21298 21299 21302 21303 21305
## Predicted   107.3   103   103 115.58 116.1 115.7   116 117.3 116.5 116.0   115
## cvpred      107.5   104   103 115.63 116.2 115.8   116 117.4 116.7 116.2   115
## pm2.5       135.0   237   219 122.00 130.0 148.0   194 193.0 205.0 203.0   212
## CV residual  27.5   133   116   6.37  13.8  32.2    78  75.6  88.3  86.8    97
##             21309 21314 21316 21317 21320 21322 21323 21324 21327 21335 21339
## Predicted   116.6 116.3 117.6 116.6 117.3 116.6   116 116.2 112.4 111.9 115.0
## cvpred      116.7 116.3 117.8 116.7 117.4 116.7   116 116.4 112.4 111.9 115.1
## pm2.5        45.0  50.0  49.0  56.0  45.0  44.0    48  50.0  61.0 129.0 101.0
## CV residual -71.7 -66.3 -68.8 -60.7 -72.4 -72.7   -68 -66.4 -51.4  17.1 -14.1
##             21344  21348 21350 21352 21353 21356 21357 21359 21361 21365 21372
## Predicted   117.3 117.98 114.6 110.0 108.4 101.6 100.9 100.1  98.8  95.7 120.0
## cvpred      117.4 118.16 114.8 110.1 108.6 101.9 101.1 100.5  99.3  96.3 120.3
## pm2.5        82.0 111.00  82.0  56.0  56.0  46.0  58.0  69.0  71.0 110.0 181.0
## CV residual -35.4  -7.16 -32.8 -54.1 -52.6 -55.9 -43.1 -31.5 -28.3  13.7  60.7
##             21373 21376 21378 21380 21381 21382 21383 21390 21391 21399 21403
## Predicted   117.4 111.4 108.8   120 118.8 116.9 118.1   110   116 107.8  95.9
## cvpred      117.6 111.6 109.2   120 119.1 117.1 118.4   110   116 107.5  95.6
## pm2.5       177.0 116.0  66.0    29  33.0  32.0  38.0     7     8  10.0   1.0
## CV residual  59.4   4.4 -43.2   -91 -86.1 -85.1 -80.4  -103  -108 -97.5 -94.6
##             21404 21407 21415 21416 21419 21421 21426 21430 21431 21432 21434
## Predicted   104.9 107.0 114.9 114.9 111.1 103.7 106.7 113.5 112.8   113 114.5
## cvpred      104.4 106.9 114.9 114.9 110.9 103.4 106.4 113.5 112.8   113 114.5
## pm2.5         7.0  20.0  33.0  54.0  31.0   8.0  13.0  22.0  68.0    75  75.0
## CV residual -97.4 -86.9 -81.9 -60.9 -79.9 -95.4 -93.4 -91.5 -44.8   -38 -39.5
##             21436 21438 21439 21440 21444 21446 21449 21452 21454 21455 21457
## Predicted   113.8 111.9 110.7 110.1   111   111   112 112.4 107.4 105.8   114
## cvpred      113.8 111.9 110.6 110.1   111   110   112 112.4 107.4 105.8   113
## pm2.5        71.0  23.0  23.0  24.0     4     4     6  15.0  10.0  11.0    11
## CV residual -42.8 -88.9 -87.6 -86.1  -107  -106  -106 -97.4 -97.4 -94.8  -102
##             21467 21474 21475 21481 21483 21484 21485 21494 21496 21508 21509
## Predicted   115.4   107 106.1 105.7 101.1   115   113 113.3   112   117   115
## cvpred      115.5   107 106.3 105.9 101.3   115   114 113.3   112   117   115
## pm2.5       152.0    61  54.0  17.0  12.0    11    13  17.0     8    15     9
## CV residual  36.5   -46 -52.3 -88.9 -89.3  -104  -101 -96.3  -104  -102  -106
##             21510 21512 21514 21516 21519 21530 21534 21538 21541 21542 21548
## Predicted     116   114   108   112   110 102.9 100.2 114.5   113   112 116.3
## cvpred        116   114   108   112   110 103.1 100.4 114.6   113   112 116.3
## pm2.5          14    11     9     4     6  11.0  76.0  15.0    11    12  25.0
## CV residual  -102  -103   -99  -108  -104 -92.1 -24.4 -99.6  -102  -100 -91.3
##             21549 21554 21556 21560 21561 21562 21564  21566 21567  21572 21574
## Predicted   117.3 117.3 117.0 118.0 117.3 116.6 115.3 112.92   111 101.47 116.3
## cvpred      117.4 117.4 117.1 118.2 117.4 116.7 115.5 112.96   111 101.62 116.3
## pm2.5        29.0  53.0  49.0  46.0  49.0  54.0  87.0 104.00   127  93.00  86.0
## CV residual -88.4 -64.4 -68.1 -72.2 -68.4 -62.7 -28.5  -8.96    16  -8.62 -30.3
##             21577 21585 21589 21592 21593 21596 21600 21606 21607 21611 21612
## Predicted   115.2 117.1 113.2 109.2   109   118   112 106.8 106.1 118.7 117.4
## cvpred      115.3 117.3 113.4 109.5   109   118   112 107.2 106.5 118.9 117.6
## pm2.5       101.0 144.0 155.0 164.0   202   254   266 147.0 139.0 135.0 157.0
## CV residual -14.3  26.7  41.6  54.5    93   136   154  39.8  32.5  16.1  39.4
##             21614 21615 21616 21617 21625  21633 21634 21637 21641 21649 21654
## Predicted   118.1 117.2 115.2   114   105 119.20 118.8 118.1 114.5 106.2 119.3
## cvpred      118.4 117.5 115.5   114   106 119.41 119.1 118.4 114.8 106.7 119.6
## pm2.5       161.0 166.0 208.0   275   277 111.00  94.0  83.0 130.0 185.0 203.0
## CV residual  42.6  48.5  92.5   161   171  -8.41 -25.1 -35.4  15.2  78.3  83.4
##             21662 21668 21669 21670 21675 21684 21686 21687 21688  21692 21693
## Predicted   118.7 120.0 118.8 113.1   120 116.3 114.1 112.8 111.2 104.46 103.2
## cvpred      118.9 120.3 119.1 113.4   120 116.6 114.5 113.3 111.7 104.94 103.7
## pm2.5       154.0 210.0 183.0 191.0    71  85.0 125.0 156.0 160.0 109.00  98.0
## CV residual  35.1  89.7  63.9  77.6   -49 -31.6  10.5  42.7  48.3   4.06  -5.7
##             21698 21702 21712 21713 21714 21719 21729 21732 21733  21736 21737
## Predicted   120.0 120.4 121.1   121 121.1   120 112.3 107.1 107.1 122.12 121.1
## cvpred      120.3 120.7 121.4   121 121.4   121 112.7 107.6 107.6 122.49 121.4
## pm2.5       138.0 181.0 167.0   173 178.0   224 162.0 132.0 143.0 130.00 140.0
## CV residual  17.7  60.3  45.6    52  56.6   103  49.3  24.4  35.4   7.51  18.6
##             21739 21746 21748 21751 21752 21754 21756 21757 21761 21767 21773
## Predicted   120.2 120.6   121 120.0 121.1 121.1 118.8 117.9 111.8 105.8   120
## cvpred      120.5 120.9   121 120.3 121.4 121.4 119.1 118.2 112.2 106.4   120
## pm2.5       196.0  71.0    61  86.0  98.0  90.0  80.0  91.0 135.0  62.0   131
## CV residual  75.5 -49.9   -60 -34.3 -23.4 -31.4 -39.1 -27.2  22.8 -44.4    11
##             21774  21781 21786 21789 21791 21796  21798  21799 21800 21805
## Predicted   120.0 117.33 118.0   115 112.1   120 119.87 120.20 120.0 118.7
## cvpred      120.3 117.68 118.4   115 112.6   120 120.15 120.52 120.3 118.9
## pm2.5       134.0 115.00 131.0    59  47.0    77 127.00 130.00 139.0  44.0
## CV residual  13.7  -2.68  12.6   -56 -65.6   -43   6.85   9.48  18.7 -74.9
##             21806 21807 21812 21814 21816 21817 21822 21826 21830 21840 21847
## Predicted   118.1 118.7   113 112.0 110.6 109.9   107 118.6 116.5 121.1 120.0
## cvpred      118.4 118.9   113 112.4 110.9 110.2   107 118.9 116.8 121.4 120.3
## pm2.5        58.0  63.0    36  51.0  34.0  34.0    53  74.0 106.0 151.0  91.0
## CV residual -60.4 -55.9   -77 -61.4 -76.9 -76.2   -54 -44.9 -10.8  29.6 -29.3
##             21858 21860 21863 21864 21868 21869  21870 21874 21889 21901 21904
## Predicted   119.3 117.9 120.7 121.1   121 120.0 119.30 119.4 108.3 114.9 109.4
## cvpred      119.6 118.2 121.1 121.4   121 120.3 119.63 119.8 108.9 115.4 109.9
## pm2.5        73.0  73.0  98.0 106.0   105  97.0 127.00  78.0  77.0 137.0 133.0
## CV residual -46.6 -45.2 -23.1 -15.4   -16 -23.3   7.37 -41.8 -31.9  21.6  23.1
##             21910 21911 21913 21914 21916 21923 21933 21934 21937 21938 21941
## Predicted     122   120 121.7 120.9 113.9   116 109.5 111.5 118.3 118.7 117.1
## cvpred        122   120 122.2 121.2 114.1   116 109.6 111.8 118.5 118.9 117.3
## pm2.5         192   199 200.0 178.0  84.0    12  24.0  27.0  33.0  45.0  45.0
## CV residual    70    79  77.8  56.8 -30.1  -104 -85.6 -84.8 -85.5 -73.9 -72.3
##             21947 21948 21949 21950 21951 21953 21954 21958  21960 21962  21968
## Predicted   116.1   116 115.3 115.3   116 116.6 115.3   113 108.47 105.8 118.67
## cvpred      116.2   116 115.5 115.5   116 116.7 115.5   113 108.78 106.1 118.88
## pm2.5        20.0    16  18.0  18.0    15  22.0  20.0    33 103.00  60.0 114.00
## CV residual -96.2  -100 -97.5 -97.5  -101 -94.7 -95.5   -80  -5.78 -46.1  -4.88
##             21969 21971  21979  21980 21983 21984 21989 21991 21995 21996 21997
## Predicted   119.0 118.7 113.92 110.93 104.7 103.4 120.2 121.6 120.2 118.9 117.5
## cvpred      119.2 118.9 114.32 111.29 105.1 103.9 120.5 121.9 120.5 119.3 117.9
## pm2.5        96.0  81.0 106.00 105.00  83.0  68.0  94.0  85.0  89.0  93.0  97.0
## CV residual -23.2 -37.9  -8.32  -6.29 -22.1 -35.9 -26.5 -36.9 -31.5 -26.3 -20.9
##             22000  22001 22005  22007 22008 22010 22013 22018  22019 22025
## Predicted   118.8 116.46 112.7 119.15 119.5 120.4 120.4 120.7 121.42 122.1
## cvpred      119.1 116.79 113.1 119.44 119.8 120.7 120.7 121.1 121.77 122.5
## pm2.5       109.0 109.00 133.0 122.00  32.0  46.0  55.0  90.0 112.00 168.0
## CV residual -10.1  -7.79  19.9   2.56 -87.8 -74.7 -65.7 -31.1  -9.77  45.5
##             22028 22030 22031 22032 22036 22040 22044 22045 22046  22047 22054
## Predicted   120.7 119.2 122.5 122.1 122.1 122.5 120.3 119.0 118.3 117.06   107
## cvpred      121.1 119.7 122.8 122.5 122.5 122.8 120.7 119.5 118.8 117.55   107
## pm2.5       184.0 188.0 189.0 179.0 180.0 179.0 168.0 178.0 157.0 110.00   232
## CV residual  62.9  68.3  66.2  56.5  57.5  56.2  47.3  58.5  38.2  -7.55   125
##             22060 22064 22070  22076   22079  22081  22082 22085   22090 22092
## Predicted   121.4 122.4 123.2 116.35 113.660 111.69 110.43 122.5 122.448 122.8
## cvpred      121.8 122.9 123.6 116.85 114.192 112.25 111.01 122.8 122.863 123.2
## pm2.5       149.0 184.0 135.0 119.00 115.000 115.00 103.00  95.0 122.000 104.0
## CV residual  27.2  61.1  11.4   2.15   0.808   2.75  -8.01 -27.8  -0.863 -19.2
##             22094 22098 22102 22109 22112 22119 22122 22123 22125 22129 22131
## Predicted   120.8 115.1 109.6 122.1 120.1 121.3   115 112.6 104.2   121 121.1
## cvpred      121.3 115.6 110.1 122.5 120.6 121.8   116 113.1 104.8   121 121.4
## pm2.5       107.0  90.0  72.0  52.0  52.0  46.0    67  56.0  22.0    25  45.0
## CV residual -14.3 -25.6 -38.1 -70.5 -68.6 -75.8   -49 -57.1 -82.8   -96 -76.4
##             22137 22140 22143 22145 22146 22147 22148 22153 22154 22157 22158
## Predicted   121.4 121.8 122.1   122 122.1   122 121.9 121.1   121   120 119.3
## cvpred      121.8 122.1 122.5   122 122.5   122 122.3 121.4   121   120 119.6
## pm2.5        86.0  95.0  76.0    87  88.0    94  61.0  28.0    20    19  27.0
## CV residual -35.8 -27.1 -46.5   -35 -34.5   -28 -61.3 -93.4  -101  -101 -92.6
##             22162 22164 22166 22168 22178 22179 22182 22183 22184 22185 22186
## Predicted     120 121.1 118.8   122 118.9   121 119.0 121.4 121.4 118.8   118
## cvpred        121 121.4 119.1   122 119.3   121 119.3 121.8 121.8 119.1   119
## pm2.5          20  57.0  35.0    13  26.0    18  25.0  33.0  25.0  22.0    15
## CV residual  -101 -64.4 -84.1  -109 -93.3  -103 -94.3 -88.8 -96.8 -97.1  -104
##             22191 22192 22193 22194 22200 22203 22207 22221 22224 22230 22231
## Predicted     119   117 117.9 120.2 121.8 121.3 120.0 114.0 112.9 118.6 119.4
## cvpred        119   117 118.2 120.5 122.1 121.6 120.3 114.3 113.2 118.9 119.6
## pm2.5          14    17  28.0  34.0  38.0  61.0  38.0  34.0  53.0  52.0  54.0
## CV residual  -105  -100 -90.2 -86.5 -84.1 -60.6 -82.3 -80.3 -60.2 -66.9 -65.6
##             22244 22247 22252 22253  22258 22260 22261 22265 22266 22267 22271
## Predicted   115.3   112 107.9 107.2 120.05 120.0 118.1   116 113.5 112.2 108.1
## cvpred      115.5   112 108.3 107.6 120.33 120.3 118.4   116 113.7 112.5 108.4
## pm2.5        32.0    53  86.0  63.0 126.00  90.0  85.0    51  45.0  52.0  55.0
## CV residual -83.5   -59 -22.3 -44.6   5.67 -30.3 -33.4   -65 -68.7 -60.5 -53.4
##             22273 22274 22275  22281 22285 22286 22289 22292 22300 22304 22307
## Predicted   106.0 119.2 119.4 114.61 109.6 107.6   102  97.3 88.80  84.7 82.55
## cvpred      106.3 119.4 119.6 115.05 110.1 108.1   103  97.9 89.58  85.5 83.37
## pm2.5        60.0  55.0  61.0 108.00  79.0  77.0    83  79.0 99.00  54.0 81.00
## CV residual -46.3 -64.4 -58.6  -7.05 -31.1 -31.1   -20 -18.9  9.42 -31.5 -2.37
##             22309 22312 22313 22314  22316 22318 22319 22322 22324  22326
## Predicted     121 117.5 116.3 115.7 113.02 112.3 111.0 108.3 122.5 120.70
## cvpred        121 117.9 116.6 116.1 113.44 112.7 111.5 108.9 122.8 121.06
## pm2.5          96 103.0  95.0  98.0 105.00 100.0 100.0  83.0 105.0 124.00
## CV residual   -25 -14.9 -21.6 -18.1  -8.44 -12.7 -11.5 -25.9 -17.8   2.94
##              22327  22328 22330   22335 22338 22342 22344 22350 22353 22355
## Predicted   119.99 119.96 118.5 114.935 112.2 122.1 120.5 116.9 122.1 122.8
## cvpred      120.35 120.37 118.9 115.408 112.8 122.5 120.9 117.4 122.5 123.2
## pm2.5       123.00 116.00 132.0 115.000 142.0 138.0 146.0 195.0 206.0 212.0
## CV residual   2.65  -4.37  13.1  -0.408  29.2  15.5  25.1  77.6  83.5  88.8
##             22359 22360 22362 22365 22370 22373 22379 22381 22385 22390 22393
## Predicted   119.7 116.4 114.2 112.2   109 106.5   100  98.6 117.1   122   122
## cvpred      120.2 116.8 114.7 112.8   109 107.1   101  99.3 117.5   122   122
## pm2.5       220.0 189.0 181.0 189.0   239 198.0   278 293.0  31.0    21    28
## CV residual  99.8  72.2  66.3  76.2   130  90.9   177 193.7 -86.5  -101   -94
##             22396 22397 22409 22411 22414 22416 22422 22425 22427 22428 22435
## Predicted     119   117  94.3   120 122.3 118.7   119   120   119 119.4 115.9
## cvpred        119   118  94.8   120 122.7 118.9   119   120   119 119.6 116.3
## pm2.5          12    11  12.0    17  39.0  20.0    17    17    13  20.0  63.0
## CV residual  -107  -107 -82.8  -103 -83.7 -98.9  -102  -103  -106 -99.6 -53.3
##             22438 22440 22447 22448 22449 22454 22455 22458 22459 22460 22461
## Predicted   110.4 110.0 120.4 120.7   120 120.7 122.1 121.8 120.2   120 118.9
## cvpred      110.8 110.4 120.7 121.1   120 121.1 122.5 122.1 120.5   120 119.3
## pm2.5        30.0  23.0  53.0  56.0    66  80.0  69.0  65.0  65.0    76  83.0
## CV residual -80.8 -87.4 -67.7 -65.1   -54 -41.1 -53.5 -57.1 -55.5   -44 -36.3
##             22464 22470 22471 22472 22473 22474  22475  22477 22481 22482 22483
## Predicted   116.9 122.5 122.1 122.1 120.8   120 119.54 116.35 112.6 123.9 122.3
## cvpred      117.4 122.8 122.5 122.5 121.3   120 120.04 116.84 113.1 124.3 122.7
## pm2.5       103.0  56.0  88.0  90.0  95.0   102 122.00 121.00  62.0  79.0  75.0
## CV residual -14.4 -66.8 -34.5 -32.5 -26.3   -18   1.96   4.16 -51.1 -45.3 -47.7
##             22484 22487 22489 22493 22494 22496 22497 22500 22501 22502 22504
## Predicted     122 118.1 115.6 122.3 120.7 123.2 123.5 118.7 117.8   115 113.3
## cvpred        122 118.6 116.2 122.7 121.1 123.6 123.9 119.1 118.3   116 113.9
## pm2.5          68  54.0  73.0  78.0  69.0  54.0  68.0  61.0  46.0    61  29.0
## CV residual   -54 -64.6 -43.2 -44.7 -52.1 -69.6 -55.9 -58.1 -72.3   -55 -84.9
##             22506 22510 22512 22519 22520 22524 22526 22534 22535 22536 22538
## Predicted   111.2 123.2 121.4 122.8 122.1 123.9 122.8 123.5 122.8 123.9 122.2
## cvpred      111.7 123.6 121.8 123.2 122.5 124.3 123.2 123.9 123.2 124.3 122.7
## pm2.5        46.0  39.0  56.0  79.0  77.0  99.0  94.0 108.0 109.0  37.0  83.0
## CV residual -65.7 -84.6 -65.8 -44.2 -45.5 -25.3 -29.2 -15.9 -14.2 -87.3 -39.7
##             22540 22542 22546 22548 22601 22608 22612 22613 22614 22615 22616
## Predicted   123.5 120.8 116.7   115 122.8 120.2 120.0   120 120.0 120.2   121
## cvpred      123.9 121.3 117.2   116 123.2 120.5 120.3   120 120.3 120.5   121
## pm2.5        88.0  98.0 130.0   128  49.0  47.0  35.0    35  39.0  44.0    29
## CV residual -35.9 -23.3  12.8    12 -74.2 -73.5 -85.3   -85 -81.3 -76.5   -92
##             22619 22632 22636 22639 22640 22646 22649 22652 22655 22656 22657
## Predicted     120 110.2 105.3   120   119   119   119   116 113.0   120   119
## cvpred        121 110.6 105.8   121   119   120   119   117 113.4   120   120
## pm2.5          16  22.0   9.0    14    17    19     6    13  17.0    11    18
## CV residual  -105 -88.6 -96.8  -107  -102  -101  -113  -104 -96.4  -109  -102
##             22662 22675 22681 22682 22683 22689 22692 22693 22695 22698 22712
## Predicted     119 117.5 119.8   119 117.8 122.8 122.1   122   120 116.4 120.9
## cvpred        120 117.9 120.2   119 118.2 123.2 122.5   122   120 116.8 121.3
## pm2.5          16  18.0  69.0    77  64.0  77.0  76.0    81    38  50.0  36.0
## CV residual  -104 -99.9 -51.2   -42 -54.2 -46.2 -46.5   -41   -82 -66.8 -85.3
##             22717 22718 22720 22724 22733 22736 22738 22744 22745 22746 22747
## Predicted     115 115.3   120 114.3 122.1 121.7 122.8 118.2 117.7 116.4 115.1
## cvpred        115 115.8   120 114.7 122.5 122.2 123.2 118.6 118.1 116.8 115.6
## pm2.5          18  17.0    22  24.0  47.0  53.0  51.0  39.0  29.0  23.0  24.0
## CV residual   -97 -98.8   -98 -90.7 -75.5 -69.2 -72.2 -79.6 -89.1 -93.8 -91.6
##             22749 22750 22755 22759 22761 22770 22771 22774 22777 22781 22783
## Predicted   113.9 112.6 122.8 123.2 123.9 116.2 114.2 112.8 109.9 123.2 123.2
## cvpred      114.4 113.1 123.2 123.6 124.3 116.7 114.7 113.3 110.5 123.6 123.6
## pm2.5        69.0  69.0  74.0  95.0  85.0  46.0  47.0  44.0  57.0  67.0  73.0
## CV residual -45.4 -44.1 -49.2 -28.6 -39.3 -70.7 -67.7 -69.3 -53.5 -56.6 -50.6
##             22787 22789 22795 22797 22801  22809 22811 22814 22815 22817 22819
## Predicted   123.5 120.8   117 114.4 122.2 123.85 123.8   125 123.8 123.3 121.8
## cvpred      123.9 121.3   117 114.9 122.7 124.29 124.3   125 124.3 123.8 122.1
## pm2.5        56.0  63.0    61  73.0  89.0 120.00 106.0    80  76.0  33.0  25.0
## CV residual -67.9 -58.3   -56 -41.9 -33.7  -4.29 -18.3   -45 -48.3 -90.8 -97.1
##             22820 22825 22827 22832 22833 22835 22837 22839 22846 22848 22851
## Predicted   123.2   122   121 121.4 122.5 121.8 117.9 117.9 114.8 121.8 121.0
## cvpred      123.6   122   121 121.8 122.8 122.1 118.2 118.2 115.2 122.1 121.4
## pm2.5        29.0    31    37  23.0  40.0  49.0  46.0  48.0  38.0  41.0  53.0
## CV residual -94.6   -91   -84 -98.8 -82.8 -73.1 -72.2 -70.2 -77.2 -81.1 -68.4
##             22853 22854 22855  22858  22859 22862 22863 22867 22876  22878
## Predicted   122.1 122.1 121.8 122.45 121.40   121 118.8 114.3 120.0 121.42
## cvpred      122.5 122.5 122.1 122.86 121.79   121 119.1 114.7 120.4 121.77
## pm2.5        72.0  85.0  89.0 116.00 120.00    70  55.0  60.0 105.0 114.00
## CV residual -50.5 -37.5 -33.1  -6.86  -1.79   -51 -64.1 -54.7 -15.4  -7.77
##              22881 22883 22884 22885 22936 22940 22941 22944 22948 22951 22953
## Predicted   121.42 120.1 122.5 120.0   115   112 119.0 118.3 119.0 118.7 119.4
## cvpred      121.77 120.5 122.8 120.3   115   112 119.2 118.5 119.3 118.9 119.6
## pm2.5       112.00 136.0 137.0 138.0    14    32  33.0  47.0  71.0  66.0  73.0
## CV residual  -9.77  15.5  14.2  17.7  -101   -80 -86.2 -71.5 -48.3 -52.9 -46.6
##             22955 22956 22963 22968 22970 22971 22972 22974 22975 22977 22982
## Predicted   119.3 116.7 101.0  97.4 117.6 118.0 118.3 118.3 118.5   118 118.8
## cvpred      119.6 116.9 101.3  97.8 117.8 118.2 118.5 118.5 118.7   118 119.1
## pm2.5       104.0  76.0  50.0  40.0  57.0  59.0  68.0  67.0  73.0    70  26.0
## CV residual -15.6 -40.9 -51.3 -57.8 -60.8 -59.2 -50.5 -51.5 -45.7   -48 -93.1
##             22984 22988 22991 22994 22995 22996 22997 23007 23010 23012 23015
## Predicted     119 117.1 113.1 120.4 120.0 120.4 120.0 115.5 110.6 108.1 104.8
## cvpred        120 117.3 113.4 120.7 120.3 120.7 120.3 115.7 110.9 108.5 105.3
## pm2.5          16  31.0  67.0  90.0  96.0  88.0  86.0  53.0  41.0  67.0  73.0
## CV residual  -104 -86.3 -46.4 -30.7 -24.3 -32.7 -34.3 -62.7 -69.9 -41.5 -32.3
##             23016 23018 23019 23020 23024 23028 23035 23037 23038 23048 23050
## Predicted   102.9  99.7  99.6  99.1 121.1 119.4 108.9 105.7 104.0  93.5  92.7
## cvpred      103.3 100.1 100.2  99.6 121.4 119.8 109.4 106.2 104.6  94.2  93.5
## pm2.5        77.0  67.0  64.0  77.0 119.0 146.0 147.0 148.0 145.0 153.0 182.0
## CV residual -26.3 -33.1 -36.2 -22.6  -2.4  26.2  37.6  41.8  40.4  58.8  88.5
##             23051 23126 23128 23131 23132 23133 23134 23136 23138 23139 23145
## Predicted   122.5   111   109   111 110.1 110.7 111.4 116.6 116.1 116.3 108.4
## cvpred      122.8   110   109   111 110.1 110.8 111.6 116.7 116.2 116.3 108.3
## pm2.5       190.0     3     8     5  20.0  23.0  28.0  29.0  42.0  24.0  21.0
## CV residual  67.2  -107  -101  -106 -90.1 -87.8 -83.6 -87.7 -74.2 -92.3 -87.3
##             23149 23158 23161 23164 23166  23173 23175 23176 23178 23182 23185
## Predicted     108 104.6 114.5 115.6 114.5 116.06 117.4 114.4 110.9 106.9 118.3
## cvpred        107 104.8 114.6 115.6 114.5 116.19 117.6 114.6 111.1 107.2 118.5
## pm2.5           6  29.0  40.0  67.0  87.0 110.00  88.0  70.0  77.0  66.0  66.0
## CV residual  -101 -75.8 -74.6 -48.6 -27.5  -6.19 -29.6 -44.6 -34.1 -41.2 -52.5
##             23186 23187 23189 23190  23191 23198 23199 23204 23205 23208 23209
## Predicted   117.6 118.3 117.6 117.6 117.98 111.3   109 104.3 104.3 116.0   115
## cvpred      117.8 118.5 117.8 117.8 118.16 111.4   109 104.5 104.5 116.2   115
## pm2.5        71.0  73.0  88.0 101.0 110.00  66.0    62  59.0  71.0 103.0    90
## CV residual -46.8 -45.5 -29.8 -16.8  -8.16 -45.4   -47 -45.5 -33.5 -13.2   -25
##             23221  23224 23227 23228 23229  23232 23233 23239 23246 23248 23255
## Predicted   118.0 113.76 110.7 110.1 109.4 108.96 107.9 118.0 113.7 110.8 104.3
## cvpred      118.2 113.87 110.9 110.4 109.7 109.35 108.3 118.2 113.9 111.1 104.8
## pm2.5       149.0 120.00 123.0 131.0 127.0 114.00 120.0 180.0 161.0 146.0 134.0
## CV residual  30.8   6.13  12.1  20.6  17.3   4.65  11.7  61.8  47.1  34.9  29.2
##             23256 23257 23259 23261 23264 23266 23268 23269 23270 23271 23275
## Predicted   104.2 121.1 121.8 120.7 121.4 120.0 121.4 120.0 119.3 119.3 113.9
## cvpred      104.8 121.4 122.1 121.1 121.8 120.4 121.8 120.3 119.6 119.6 114.3
## pm2.5       128.0 125.0  93.0  93.0  81.0  73.0  48.0  46.0  47.0  48.0  56.0
## CV residual  23.2   3.6 -29.1 -28.1 -40.8 -47.4 -73.8 -74.3 -72.6 -71.6 -58.3
##             23279 23282 23285 23287 23288 23295 23297 23298  23301 23305 23309
## Predicted     110 121.8 122.0 121.4 120.7 119.0 119.4 117.4 118.56 120.3 120.7
## cvpred        111 122.1 122.3 121.8 121.1 119.3 119.6 117.6 118.94 120.7 121.1
## pm2.5          54  64.0  80.0  83.0  83.0  64.0  55.0  56.0 115.00 154.0 153.0
## CV residual   -57 -58.1 -42.3 -38.8 -38.1 -55.3 -64.6 -61.6  -3.94  33.3  31.9
##              23311 23316 23318 23322  23323 23332 23336 23338 23341 23345 23347
## Predicted   118.58 117.1 115.7 118.7 117.45   122   121   121   123 115.5 113.9
## cvpred      118.92 117.3 115.8 119.1 117.89   122   122   122   123 115.9 114.3
## pm2.5       115.00  35.0  26.0  63.0 115.00   266   302   252   232 195.0 176.0
## CV residual  -3.92 -82.3 -89.8 -56.1  -2.89   144   180   130   109  79.1  61.7
##             23350 23355 23357 23359 23360 23361 23367 23369 23371 23381 23382
## Predicted     122 120.7   119   122   123   123 115.0 112.5 110.6 121.8 122.1
## cvpred        123 121.1   119   123   124   123 115.4 112.9 111.2 122.1 122.5
## pm2.5         229 197.0   207   232   240   245 142.0 135.0 150.0 183.0 186.0
## CV residual   106  75.9    88   109   116   122  26.6  22.1  38.8  60.9  63.5
##             23383 23395 23399 23402  23405 23409 23414 23417 23425 23426 23427
## Predicted   122.5 120.2 121.8 121.4 117.74 104.0  95.0   118   105   113   111
## cvpred      122.8 120.5 122.1 121.8 118.01 104.4  95.6   118   105   113   111
## pm2.5       203.0 110.0 106.0 103.0 123.00   5.0  13.0    13     7     5     6
## CV residual  80.2 -10.5 -16.1 -18.8   4.99 -99.4 -82.6  -105   -98  -108  -105
##             23430 23434 23435 23439 23441 23443 23448 23455 23457 23460 23461
## Predicted     107 100.4   114 102.1    95  92.2  82.1 109.6 107.8  98.1  97.2
## cvpred        107 100.6   114 102.1    95  92.4  82.3 109.6 107.8  98.0  97.1
## pm2.5           6  17.0    11  11.0    11  13.0  11.0  10.0  12.0   7.0   7.0
## CV residual  -101 -83.6  -103 -91.1   -84 -79.4 -71.3 -99.6 -95.8 -91.0 -90.1
##             23467 23468 23470 23472 23474 23477 23483 23484 23485 23489 23490
## Predicted   108.7 108.7 107.4 114.9 114.9 114.5 114.5 114.2 114.5 106.9 102.6
## cvpred      108.7 108.7 107.5 114.9 114.9 114.5 114.6 114.2 114.5 106.9 102.6
## pm2.5        15.0  19.0  24.0  27.0  37.0  31.0  22.0  21.0  31.0  52.0  34.0
## CV residual -93.7 -89.7 -83.5 -87.9 -77.9 -83.5 -92.6 -93.2 -83.5 -54.9 -68.6
##             23493 23496 23497 23499 23500 23504 23505 23506 23510 23514 23516
## Predicted    99.8  98.4  98.0 115.2 115.2 116.4 116.6 116.3 116.6 111.6 117.6
## cvpred      100.1  98.6  98.3 115.3 115.3 116.5 116.7 116.3 116.7 111.8 117.8
## pm2.5        37.0  34.0  39.0  47.0  55.0  72.0  70.0  63.0 101.0  98.0 142.0
## CV residual -63.1 -64.6 -59.3 -68.3 -60.3 -44.5 -46.7 -53.3 -15.7 -13.8  24.2
##             23517 23518 23521 23532 23533 23534 23536 23538 23541 23542 23545
## Predicted   118.3 118.3 118.1 116.0 114.0 118.1 114.2 110.6 118.0 118.3 119.0
## cvpred      118.5 118.5 118.4 116.2 114.3 118.4 114.4 110.9 118.2 118.5 119.2
## pm2.5       150.0 154.0 143.0  99.0  81.0  60.0  38.0  32.0  26.0  33.0  44.0
## CV residual  31.5  35.5  24.6 -17.2 -33.3 -58.4 -76.4 -78.9 -92.2 -85.5 -75.2
##             23549 23550 23553 23555 23557 23560 23562 23564 23570  23574 23575
## Predicted   118.3 118.3 117.4 118.0 118.0 118.1 114.9 113.3 118.5 119.03 119.0
## cvpred      118.5 118.5 117.6 118.2 118.2 118.4 115.2 113.6 118.7 119.24 119.2
## pm2.5        42.0  50.0  34.0  39.0  34.0  52.0  64.0  58.0  80.0 124.00 132.0
## CV residual -76.5 -68.5 -83.6 -79.2 -84.2 -66.4 -51.2 -55.6 -38.7   4.76  12.8
##             23581 23583 23584 23585 23587 23589  23590  23591  23593  23594
## Predicted   118.6 119.4 118.8 116.9 115.6 113.1 111.83 110.42 119.72 119.36
## cvpred      118.9 119.6 119.1 117.1 115.9 113.4 112.17 110.74 119.96 119.61
## pm2.5       133.0 103.0  87.0  93.0  80.0  90.0 106.00 118.00 126.00 129.00
## CV residual  14.1 -16.6 -32.1 -24.1 -35.9 -23.4  -6.17   7.26   6.04   9.39
##             23601 23602 23605  23608 23609 23612 23615  23617  23618 23620
## Predicted   118.6 120.4 119.3 118.13 116.9 114.9 118.8 116.69 119.72 119.4
## cvpred      118.9 120.7 119.6 118.35 117.1 115.2 119.1 116.93 119.96 119.6
## pm2.5       173.0 180.0 161.0 116.00 106.0  78.0  96.0 108.00 116.00 133.0
## CV residual  54.1  59.3  41.4  -2.35 -11.1 -37.2 -23.1  -8.93  -3.96  13.4
##              23622  23623 23624 23625 23627 23628 23635  23637 23638 23641
## Predicted   119.72 119.72 119.0 120.4 117.6 117.5 106.1 103.61 119.0 119.0
## cvpred      119.96 119.96 119.3 120.7 117.8 117.8 106.5 104.03 119.2 119.2
## pm2.5       115.00 123.00 134.0 160.0 150.0 174.0  75.0  99.00  88.0  62.0
## CV residual  -4.96   3.04  14.7  39.3  32.2  56.2 -31.5  -5.03 -31.2 -57.2
##             23646 23647 23649 23652 23657 23658 23670 23673 23674 23683 23684
## Predicted     108   106 101.3  90.8 103.6 102.7 111.8   112   112 113.5   114
## cvpred        108   106 101.4  91.0 103.5 102.6 111.7   112   112 113.5   114
## pm2.5           6     6  10.0   7.0  10.0   9.0  16.0    27    16  17.0    10
## CV residual  -102  -100 -91.4 -84.0 -93.5 -93.6 -95.7   -85   -96 -96.5  -104
##             23685 23699 23703 23709 23721 23726 23727 23731 23739 23745 23749
## Predicted   113.5  98.7   109 110.9 106.0 111.1 110.4 110.0 113.8 112.0 113.5
## cvpred      113.5  98.8   109 110.8 106.1 110.9 110.2 109.9 113.8 112.1 113.5
## pm2.5        16.0  14.0     6  25.0  24.0  26.0  29.0  24.0  79.0  43.0  66.0
## CV residual -97.5 -84.8  -103 -85.8 -82.1 -84.9 -81.2 -85.9 -34.8 -69.1 -47.5
##             23752 23765 23766 23770 23772 23778 23781 23784 23785 23787 23792
## Predicted   109.9   111 109.7 104.3 100.4   112 108.2 115.2 115.6 113.3 106.7
## cvpred      109.7   111 109.8 104.5 100.6   112 108.1 115.3 115.6 113.3 106.8
## pm2.5        41.0    47  40.0  33.0  32.0    18  49.0  74.0  59.0  69.0  31.0
## CV residual -68.7   -64 -69.8 -71.5 -68.6   -94 -59.1 -41.3 -56.6 -44.3 -75.8
##             23794 23796 23798 23805 23806 23808 23812 23821 23825 23826 23839
## Predicted   102.4  98.5 110.4 108.4 106.8 111.2 115.1 110.5 106.0 106.6 113.8
## cvpred      102.5  98.6 110.2 108.3 106.7 111.1 115.1 110.4 105.8 106.5 113.9
## pm2.5        28.0  29.0  23.0  33.0  34.0  33.0  62.0  22.0  58.0  66.0  65.0
## CV residual -74.5 -69.6 -87.2 -75.3 -72.7 -78.1 -53.1 -88.4 -47.8 -40.5 -48.9
##             23842 23844  23847 23848 23849  23853  23854 23855 23856 23861
## Predicted   117.0 116.9 117.29 117.3 113.3 114.03 117.65 117.3 116.9 117.0
## cvpred      117.1 117.1 117.44 117.4 113.3 114.27 117.79 117.4 117.1 117.1
## pm2.5        71.0 128.0 123.00  96.0  94.0 124.00 127.00 146.0 156.0 170.0
## CV residual -46.1  10.9   5.56 -21.4 -19.3   9.73   9.21  28.6  38.9  52.9
##             23864 23866 23869 23876 23879 23880 23882 23883 23888 23896 23899
## Predicted   117.6 118.0   118 106.4 100.9  99.5 117.6 117.6 118.3 116.6 113.9
## cvpred      117.8 118.2   118 106.6 101.1  99.7 117.8 117.8 118.5 116.7 114.1
## pm2.5       188.0 193.0   238 134.0  56.0  50.0  50.0  54.0 169.0  96.0  75.0
## CV residual  70.2  74.8   120  27.4 -45.1 -49.7 -67.8 -63.8  50.5 -20.7 -39.1
##             23900 23903 23905 23913 23917 23919 23920 23923  23925 23926 23927
## Predicted   113.9 114.8 117.0 114.1 117.0 114.8 114.7 117.6 117.98 116.1 115.4
## cvpred      114.1 114.9 117.1 114.2 117.1 114.9 114.7 117.8 118.16 116.2 115.5
## pm2.5        82.0 127.0 128.0  90.0  91.0  95.0  83.0 104.0 121.00 159.0 128.0
## CV residual -32.1  12.1  10.9 -24.2 -26.1 -19.9 -31.7 -13.8   2.84  42.8  12.5
##             23928 23930 23934 23935 23936 23940 23944 23948 23953 23957 23959
## Predicted   115.0   116 115.7 116.6 117.0 117.0 116.7 118.3 112.7 111.6 110.5
## cvpred      115.1   116 115.8 116.7 117.1 117.1 116.9 118.5 112.8 111.8 110.7
## pm2.5       101.0    58  32.0  32.0  34.0  61.0 101.0  76.0  46.0  68.0  81.0
## CV residual -14.1   -58 -83.8 -84.7 -83.1 -56.1 -15.9 -42.5 -66.8 -43.8 -29.7
##             23960 23964 23969 23971 23973 23976 23979 23980 23986 23990 23992
## Predicted     110 107.6 113.3 114.7 113.0   116 115.4 114.7 109.1 111.9 107.6
## cvpred        110 107.9 113.6 114.8 113.2   116 115.5 114.7 109.3 111.9 107.3
## pm2.5          83  88.0  96.0  19.0  15.0    13  25.0  19.0  30.0  17.0  11.0
## CV residual   -27 -19.9 -17.6 -95.8 -98.2  -103 -90.5 -95.7 -79.3 -94.9 -96.3
##             23993 23994 23995 23999 24001 24002 24006 24007 24008 24009 24022
## Predicted   108.7   115   116 116.3 115.6 116.3 114.5 113.8 115.2 115.3 100.8
## cvpred      108.4   115   116 116.3 115.6 116.3 114.6 113.8 115.3 115.5 100.6
## pm2.5         9.0     9    14  55.0  49.0  51.0  50.0  49.0  47.0  62.0   9.0
## CV residual -99.4  -106  -102 -61.3 -66.6 -65.3 -64.6 -64.8 -68.3 -53.5 -91.6
##             24023 24032 24033 24036 24038 24039 24040 24043 24046 24050 24055
## Predicted    98.1  61.9  56.7  42.3  33.9  28.7  22.8  14.8  8.03  4.48 102.6
## cvpred       98.0  62.0  56.8  42.5  34.2  29.0  23.2  15.4  8.71  5.42 102.4
## pm2.5         9.0   2.0   4.0   4.0   5.0   2.0   0.0   2.0  5.00  7.00   6.0
## CV residual -89.0 -60.0 -52.8 -38.5 -29.2 -27.0 -23.2 -13.4 -3.71  1.58 -96.4
##             24057 24059 24060 24061 24064 24066 24067 24068 24069 24070 24073
## Predicted   107.8   105   103 101.1   105   108 110.1 112.5 112.8 111.8 109.9
## cvpred      107.5   105   103 100.7   105   107 109.9 112.4 112.8 111.7 109.7
## pm2.5         9.0     7     2   5.0     4     5  12.0  21.0  30.0  62.0  21.0
## CV residual -98.5   -98  -101 -95.7  -101  -102 -97.9 -91.4 -82.8 -49.7 -88.7
##             24076 24077 24078 24082 24089 24090 24092 24094 24095 24096 24097
## Predicted     110 110.4   109 103.4   106   108 108.2 112.8 113.2 112.8   112
## cvpred        110 110.2   109 103.3   106   107 108.1 112.7 113.1 112.7   112
## pm2.5           1  19.0    22  17.0     3     4  25.0  29.0  29.0  28.0    41
## CV residual  -109 -91.2   -87 -86.3  -103  -103 -83.1 -83.7 -84.1 -84.7   -71
##             24098 24099 24102 24109 24110 24113 24115 24118  24120  24124 24130
## Predicted   112.8 112.5 109.8 110.4 110.4 108.4 108.2 114.9 114.89 113.84 113.8
## cvpred      112.7 112.4 109.7 110.2 110.2 108.3 108.1 114.9 114.91 113.83 113.8
## pm2.5        60.0  65.0  31.0  25.0  32.0  42.0  59.0 104.0 108.00 115.00  87.0
## CV residual -52.7 -47.4 -78.7 -85.2 -78.2 -66.3 -49.1 -10.9  -6.91   1.17 -26.8
##             24132 24146 24151 24152 24155 24160 24161 24166 24173 24176 24181
## Predicted   114.5   115 113.3 112.0  99.2 106.4 106.4 106.7   111 111.8   101
## cvpred      114.6   115 113.3 112.1  99.0 106.1 106.1 106.5   111 111.7   101
## pm2.5       140.0   259  24.0  16.0  10.0  12.0   9.0  17.0     7  13.0     8
## CV residual  25.4   144 -89.3 -96.1 -89.0 -94.1 -97.1 -89.5  -104 -98.7   -93
##             24182 24183 24188 24193 24194 24197 24201 24206 24207 24217 24220
## Predicted    98.9  95.5 106.7   112 112.5 113.0 109.7 109.9 110.4 114.5 112.4
## cvpred       98.7  95.3 106.4   112 112.4 112.9 109.7 109.7 110.2 114.5 112.4
## pm2.5        11.0  12.0  16.0    27  37.0  16.0  24.0  14.0  16.0 189.0 173.0
## CV residual -87.7 -83.3 -90.4   -85 -75.4 -96.9 -85.7 -95.7 -94.2  74.5  60.6
##             24221 24226 24230 24233 24234 24235   24236 24241 24245 24250 24255
## Predicted   111.4 106.5 108.3 104.3 105.7 108.8 108.188 114.2 112.8 109.5 113.3
## cvpred      111.3 106.5 108.1 103.9 105.4 108.6 108.126 114.2 112.7 109.6 113.3
## pm2.5       171.0  61.0  28.0  20.0  37.0  80.0 109.000 145.0 129.0  76.0 167.0
## CV residual  59.7 -45.5 -80.1 -83.9 -68.4 -28.6   0.874  30.8  16.3 -33.6  53.7
##             24262 24265 24267 24270 24272 24278 24279 24280 24281 24286 24287
## Predicted   115.2 115.2 113.5   113   114   116   115   114   111   116   116
## cvpred      115.3 115.3 113.5   113   114   116   115   114   112   116   116
## pm2.5       170.0 189.0 207.0   262   215   237   264   263   227   343   347
## CV residual  54.7  73.7  93.5   149   101   121   149   149   115   227   231
##             24289 24296 24297 24298 24302 24303 24310 24311 24316 24320 24322
## Predicted     116 115.6 115.4 113.8  91.0    87  57.3  53.7  43.2 108.5 106.9
## cvpred        116 115.6 115.5 113.9  90.9    87  57.6  54.1  43.6 108.2 106.6
## pm2.5         446 145.0 160.0 128.0  11.0    11   8.0   8.0   9.0   9.0  20.0
## CV residual   330  29.4  44.5  14.1 -79.9   -76 -49.6 -46.1 -34.6 -99.2 -86.6
##             24326 24328 24331 24335 24337 24343 24345 24349 24350 24357 24360
## Predicted    98.1  92.8   107  99.9 110.8 109.0 110.8 105.8 100.9 111.8 110.4
## cvpred       97.7  92.4   107  99.5 110.6 108.8 110.6 105.6 100.6 111.7 110.2
## pm2.5         8.0   5.0    15  51.0  80.0  84.0  82.0 185.0 139.0 158.0 191.0
## CV residual -89.7 -87.4   -92 -48.5 -30.6 -24.8 -28.6  79.4  38.4  46.3  80.8
##             24364 24365 24367 24369 24370 24372 24374 24375 24381 24383 24384
## Predicted   109.7 109.3 108.6 107.9 107.5 106.8   106 105.8   104   103   103
## cvpred      109.5 109.2 108.5 107.8 107.4 106.7   106 105.6   104   103   102
## pm2.5       134.0 177.0 173.0 125.0 123.0 152.0   132 143.0   214   248   269
## CV residual  24.5  67.8  64.5  17.2  15.6  45.3    26  37.4   110   145   167
##             24385 24388 24392 24395 24396 24398 24400 24403 24406 24415 24418
## Predicted     102 101.1  99.7  98.6  98.3  97.6  96.8  95.8  94.7  92.2  91.1
## cvpred        102 101.1  99.7  98.6  98.3  97.5  96.8  95.8  94.7  92.3  91.2
## pm2.5         256  30.0   9.0  10.0   8.0   8.0  17.0  11.0  59.0  24.0  11.0
## CV residual   154 -71.1 -90.7 -88.6 -90.3 -89.5 -79.8 -84.8 -35.7 -68.3 -80.2
##             24420 24421 24425 24427 24428 24432 24435 24437 24439 24440 24441
## Predicted    90.4  90.0  88.6  87.9  87.5  86.1  85.0  84.3  83.6 83.26 82.90
## cvpred       90.5  90.2  88.8  88.1  87.7  86.3  85.2  84.5  83.8 83.48 83.13
## pm2.5        14.0  13.0  29.0  34.0  56.0 109.0 131.0 123.0  98.0 82.00 79.00
## CV residual -76.5 -77.2 -59.8 -54.1 -31.7  22.7  45.8  38.5  14.2 -1.48 -4.13
##             24443 24445 24448 24456 24460 24464 24468 24473 24475 24481 24482
## Predicted   82.18 81.47  80.4  77.5 114.2 114.2 102.1  78.2  67.7  55.7 103.9
## cvpred      82.42 81.72  80.7  77.8 114.2 114.2 102.1  78.1  67.6  55.7 103.4
## pm2.5       80.00 88.00 102.0  99.0  94.0  71.0  14.0   7.0   9.0   7.0   8.0
## CV residual -2.42  6.28  21.3  21.2 -20.2 -43.2 -88.1 -71.1 -58.6 -48.7 -95.4
##             24485 24490 24495 24497 24503 24504 24505 24506 24511 24513 24514
## Predicted     106   102  84.2  77.7   107 107.6   107 106.9 106.6 106.3 103.7
## cvpred        105   101  83.6  77.3   107 107.3   107 106.6 106.3 106.1 103.4
## pm2.5           5    22  11.0  13.0    59  70.0    82  85.0  71.0  34.0  38.0
## CV residual  -100   -79 -72.6 -64.3   -48 -37.3   -25 -21.6 -35.3 -72.1 -65.4
##             24517 24521 24523 24530 24536 24537 24541 24546 24549 24552 24554
## Predicted   102.9 104.9 103.3   110 109.4 109.7 109.4   109   112   111   111
## cvpred      102.5 104.4 102.9   110 109.1 109.5 109.1   109   112   111   111
## pm2.5        39.0  18.0  37.0   130  60.0  65.0 189.0   219   277   285   308
## CV residual -63.5 -86.4 -65.9    20 -49.1 -44.5  79.9   110   165   174   197
##             24555 24557 24559 24562 24564 24566 24575 24576 24578 24582 24583
## Predicted     110   107   106   105   111 109.0 105.9 111.6 110.4   110 109.7
## cvpred        110   107   106   105   111 108.8 105.8 111.5 110.2   110 109.5
## pm2.5         285   233   213   215   214 176.0  56.0  42.0  43.0    55  53.0
## CV residual   175   126   107   110   103  67.2 -49.8 -69.5 -67.2   -55 -56.5
##             24584 24585 24589 24591 24594 24596 24600 24601 24603 24606 24607
## Predicted   110.8   109 110.0 107.1   102 111.9   111 109.8 110.6 106.1 103.5
## cvpred      110.6   109 109.9 107.1   102 111.9   111 109.7 110.4 105.9 103.3
## pm2.5        48.0    56  57.0  49.0    43  40.0    41  41.0  36.0  39.0  16.0
## CV residual -62.6   -53 -52.9 -58.1   -59 -71.9   -70 -68.7 -74.4 -66.9 -87.3
##             24609 24613 24622 24623 24625 24626 24633 24638 24639 24642 24645
## Predicted   108.0  91.6 110.1 109.0 109.4 109.0 110.1 104.5 105.0 107.6 111.4
## cvpred      107.7  91.4 109.9 108.8 109.1 108.8 109.9 104.1 104.6 107.3 111.3
## pm2.5        11.0  14.0  69.0  58.0  36.0  34.0  34.0  59.0  60.0  41.0 125.0
## CV residual -96.7 -77.4 -40.9 -50.8 -73.1 -74.8 -75.9 -45.1 -44.6 -66.3  13.7
##             24650 24653  24655 24659 24660 24663 24670 24673 24675 24677 24681
## Predicted   110.6 109.7 109.38 111.4 109.0  98.0 111.8 110.4 111.1 108.4 109.9
## cvpred      110.4 109.5 109.13 111.3 108.8  97.5 111.7 110.2 110.9 108.3 109.7
## pm2.5       154.0 132.0 108.00  77.0  82.0  42.0 129.0 174.0 202.0  89.0  55.0
## CV residual  43.6  22.5  -1.13 -34.3 -26.8 -55.5  17.3  63.8  91.1 -19.3 -54.7
##             24684 24695 24697 24700 24704 24705 24712 24715 24718 24719 24720
## Predicted   111.1   113   114   115   115   114   115   114   112   111   110
## cvpred      110.9   113   114   115   115   114   115   114   112   112   110
## pm2.5       131.0   301   293   235   240   253   293   317   307   309   299
## CV residual  20.1   188   179   120   125   139   178   203   195   197   189
##             24732 24733 24734  24735 24740 24741 24745 24747 24748 24749 24751
## Predicted     112   108 102.4  99.57  82.0  75.7  71.5  69.6  69.0 103.3 101.1
## cvpred        112   108 102.2  99.37  81.8  75.3  71.3  69.6  69.1 102.8 100.7
## pm2.5         222   232 166.0 105.00  20.0  19.0  11.0  13.0   7.0  11.0  13.0
## CV residual   110   124  63.8   5.63 -61.8 -56.3 -60.3 -56.6 -62.1 -91.8 -87.7
##             24756 24761 24763 24764 24765 24774 24777 24778 24779 24781 24782
## Predicted     104  98.8  97.7  97.5  97.2 109.0 109.4 109.0 108.0 110.1 109.7
## cvpred        103  98.4  97.4  97.2  97.1 108.8 109.1 108.8 107.7 109.9 109.5
## pm2.5           8  26.0  52.0  57.0  54.0  48.0  58.0  58.0  68.0  67.0  65.0
## CV residual   -95 -72.4 -45.4 -40.2 -43.1 -60.8 -51.1 -50.8 -39.7 -42.9 -44.5
##             24785 24788 24789 24797 24798 24800 24801 24806 24807 24812 24816
## Predicted   109.0  97.3  96.4 103.9 102.1 103.0 104.2  92.9  90.5 102.6  87.6
## cvpred      108.8  96.8  95.9 103.4 101.6 102.5 103.7  92.3  90.0 102.1  87.0
## pm2.5         9.0  11.0  10.0  12.0  16.0  25.0  29.0  49.0  37.0  68.0   8.0
## CV residual -99.8 -85.8 -85.9 -91.4 -85.6 -77.5 -74.7 -43.3 -53.0 -34.1 -79.0
##             24817 24821 24824 24825 24826 24827 24830 24832 24833 24834 24845
## Predicted    85.3 101.4 104.9   107 101.1  98.1  92.2  88.5  85.5  98.3 102.9
## cvpred       84.7 100.8 104.4   107 100.5  97.4  91.3  87.8  84.8  97.6 102.5
## pm2.5         7.0  13.0  28.0    34  15.0  16.0  12.0  10.0  13.0  11.0  78.0
## CV residual -77.7 -87.8 -76.4   -73 -85.5 -81.4 -79.3 -77.8 -71.8 -86.6 -24.5
##             24855 24863 24867 24869 24870 24879 24881 24886 24888 24889 24890
## Predicted   102.3 103.4 105.8 107.6 106.9 108.4 110.1   111 110.9   111   111
## cvpred      101.7 103.1 105.6 107.3 106.6 108.3 109.9   111 110.7   111   111
## pm2.5        81.0 173.0 124.0 126.0 136.0 175.0 164.0   214 209.0   228   212
## CV residual -20.7  69.9  18.4  18.7  29.4  66.7  54.1   103  98.3   117   101
##             24891 24892 24893 24894 24900 24905 24910 24912 24913 24914 24915
## Predicted   110.8 109.7 110.8 111.4 107.7 110.0  88.3  79.1  75.9  72.7  66.8
## cvpred      110.6 109.5 110.6 111.3 107.6 109.9  88.2  79.2  76.0  72.8  67.0
## pm2.5       206.0 199.0 210.0 194.0 205.0 156.0  10.0  12.0  14.0  11.0  10.0
## CV residual  95.4  89.5  99.4  82.7  97.4  46.1 -78.2 -67.2 -62.0 -61.8 -57.0
##             24917 24927 24930 24939 24943 24944 24945 24947 24955 24958 24959
## Predicted    58.5 36.15  23.3 -11.1 -26.4 -28.4 -31.3 -37.8 -63.0 -70.2 -71.8
## cvpred       58.9 36.75  24.0 -10.0 -25.2 -27.2 -30.0 -36.3 -61.3 -68.4 -69.9
## pm2.5         6.0 27.00  25.0  17.0  19.0  16.0  19.0  26.0  36.0  40.0  32.0
## CV residual -52.9 -9.75   1.0  27.0  44.2  43.2  49.0  62.3  97.3 108.4 101.9
##             24960 24962 24963 24966 24968 24970 24972 24974  24978  24979
## Predicted   -73.4 -76.7 104.9 103.7 105.6 104.3 105.2 104.9 106.62 106.26
## cvpred      -71.5 -74.7 104.4 103.2 105.2 103.9 104.8 104.4 106.24 105.89
## pm2.5        38.0  42.0  48.0  50.0  54.0  66.0  71.0  77.0 114.00 109.00
## CV residual 109.5 116.7 -56.4 -53.2 -51.2 -37.9 -33.8 -27.4   7.76   3.11
##              24985  24986 24987   24988  24993 24995 24999 25000 25001 25002
## Predicted   107.31 107.13 106.8 106.619 104.26  96.3  83.2  80.3  78.0  76.7
## cvpred      106.97 106.79 106.4 106.244 103.96  95.9  82.8  79.9  77.7  76.4
## pm2.5        99.00 114.00 132.0 106.000  95.00  85.0  31.0  32.0  40.0  32.0
## CV residual  -7.97   7.21  25.6  -0.244  -8.96 -10.9 -51.8 -47.9 -37.7 -44.4
##             25004 25005 25007 25008 25011 25020 25022 25023 25035  25036  25041
## Predicted    73.1  71.8  67.6  66.3  65.3 103.2 101.4 101.4   107 107.13 109.20
## cvpred       72.9  71.7  67.4  66.2  65.3 102.6 100.9 100.9   107 106.79 108.95
## pm2.5        39.0  43.0  43.0  44.0  32.0  51.0  29.0  50.0   135 116.00 118.00
## CV residual -33.9 -28.7 -24.4 -22.2 -33.3 -51.6 -71.9 -50.9    28   9.21   9.05
##             25047 25048 25049 25051  25053 25054 25057  25058 25061 25062
## Predicted   106.9 105.5   107 108.3 108.69 109.0 106.9 108.69 109.0 109.4
## cvpred      106.6 105.2   107 108.1 108.41 108.8 106.6 108.41 108.8 109.1
## pm2.5        71.0  71.0    44  67.0 116.00 143.0 132.0 116.00 122.0 130.0
## CV residual -35.6 -34.2   -63 -41.1   7.59  34.2  25.4   7.59  13.2  20.9
##              25066 25072 25075 25080 25081 25085 25086 25089 25093 25097 25098
## Predicted   107.91   102 105.5  81.5  77.2  58.4  54.8  45.7  27.5  9.10  7.46
## cvpred      107.73   102 105.2  81.2  77.0  58.1  54.6  45.6  27.7  9.52  7.94
## pm2.5       110.00    46  26.0  12.0  10.0   9.0  11.0   9.0  13.0 13.00 12.00
## CV residual   2.27   -56 -79.2 -69.2 -67.0 -49.1 -43.6 -36.6 -14.7  3.48  4.06
##             25101 25106 25107 25110 25114 25115 25117 25120 25122 25123 25127
## Predicted   -3.62 -12.9 -14.6 -22.2  98.0  96.4  93.5  82.1  77.7  75.4  68.2
## cvpred      -3.03 -12.2 -13.8 -21.4  97.2  95.6  92.8  81.4  77.2  74.9  67.9
## pm2.5        9.00  12.0  12.0  13.0  22.0  18.0  26.0  26.0  23.0  34.0   8.0
## CV residual 12.03  24.2  25.8  34.4 -75.2 -77.6 -66.8 -55.4 -54.2 -40.9 -59.9
##             25130 25132 25133 25137 25138 25144 25145 25148 25149 25151 25155
## Predicted    62.3  49.4  45.6  33.1  29.5  6.76  2.15 -5.61 -11.5 -20.8 -26.6
## cvpred       62.1  49.1  45.4  33.0  29.4  6.96  2.33 -5.25 -11.1 -20.3 -25.9
## pm2.5        12.0   8.0  14.0  10.0  14.0 12.00  8.00 11.00  18.0  24.0  17.0
## CV residual -50.1 -41.1 -31.4 -23.0 -15.4  5.04  5.67 16.25  29.1  44.3  42.9
##             25156 25159 25161 25165 25172 25174 25177 25179 25181 25184
## Predicted   -28.9  95.5  92.6  89.5 101.3 101.9 102.3 103.2 103.2 103.2
## cvpred      -28.2  94.8  91.9  88.7 100.7 101.4 101.7 102.6 102.6 102.6
## pm2.5        14.0  16.0  23.0  27.0  49.0  81.0 144.0 162.0 171.0  85.0
## CV residual  42.2 -78.8 -68.9 -61.7 -51.7 -20.4  42.3  59.4  68.4 -17.6
##                 25185 25186  25187 25188 25190 25192 25196  25197 25208 25215
## Predicted   103.50066 103.9 102.82 101.8 102.5  99.7 100.0 104.31 106.1 106.2
## cvpred      103.00046 103.4 102.28 101.2 101.9  99.0  99.4 103.93 105.7 105.9
## pm2.5       103.00000  83.0 112.00 146.0 191.0 227.0 122.0 113.00 170.0 182.0
## CV residual  -0.00046 -20.4   9.72  44.8  89.1 128.0  22.6   9.07  64.3  76.1
##             25218 25224 25229 25232 25235 25236 25238 25240 25241 25242 25244
## Predicted    94.9  82.4 103.3 102.1 102.5   104 102.5 100.7 100.7 101.4 105.2
## cvpred       94.5  82.1 102.8 101.6 101.9   103 101.9 100.1 100.1 100.9 104.8
## pm2.5        17.0  18.0  35.0  57.0  50.0    51  56.0  64.0  72.0  69.0  57.0
## CV residual -77.5 -64.1 -67.8 -44.6 -51.9   -52 -45.9 -36.1 -28.1 -31.9 -47.8
##             25245 25247 25248 25249 25250 25251 25255 25256 25257 25258 25259
## Predicted   104.9 104.2   103 102.8   102 104.6 104.2 104.6 104.5 104.5 105.2
## cvpred      104.4 103.7   103 102.3   102 104.1 103.7 104.1 104.1 104.1 104.8
## pm2.5        93.0 135.0   157 179.0   171 180.0 154.0 167.0 164.0 168.0 179.0
## CV residual -11.4  31.3    54  76.7    69  75.9  50.3  62.9  59.9  63.9  74.2
##             25264 25265 25269 25272 25277 25278 25281 25287 25319 25320 25323
## Predicted     103 104.9  85.2  75.6  58.0  55.7 100.4  98.0 105.2 105.2 104.6
## cvpred        103 104.4  84.7  75.1  57.8  55.5  99.7  97.2 104.8 104.8 104.1
## pm2.5         156 153.0  11.0   7.0   6.0  12.0  22.0  22.0 141.0 153.0 164.0
## CV residual    53  48.6 -73.7 -68.1 -51.8 -43.5 -77.7 -75.2  36.2  48.2  59.9
##             25324 25329 25331 25334 25335 25339 25343 25349 25350 25352 25354
## Predicted     104   105   105 103.8 102.8   106   106   106   106   106   107
## cvpred        103   104   104 103.4 102.3   106   105   106   106   105   107
## pm2.5         248   305   280 183.0 196.0   269   338   359   318   236   226
## CV residual   145   201   176  79.6  93.7   163   233   253   212   131   119
##             25356 25357 25366 25370 25373 25376 25378 25381 25386 25388 25390
## Predicted   104.8 106.3  69.3  94.7  93.4  97.4  96.1  90.9  85.3  97.1  95.2
## cvpred      104.5 105.9  68.7  93.8  92.6  96.7  95.3  90.1  84.7  96.3  94.6
## pm2.5        84.0  33.0   6.0  16.0  12.0  21.0  27.0  30.0  49.0  85.0 105.0
## CV residual -20.5 -72.9 -62.7 -77.8 -80.6 -75.7 -68.3 -60.1 -35.7 -11.3  10.4
##              25391 25395 25396 25399 25400 25404 25411 25414 25417 25420 25422
## Predicted    93.99 100.7 101.8 101.1 101.1 100.7  98.2   103   103   102   104
## cvpred       93.37 100.1 101.2 100.5 100.5 100.1  97.7   103   103   101   103
## pm2.5       100.00 123.0 131.0 177.0 148.0  84.0 202.0   209   326   413   329
## CV residual   6.63  22.9  29.8  76.5  47.5 -16.1 104.3   106   223   312   226
##             25428 25431 25438 25440 25447 25448 25452 25461 25471 25472 25478
## Predicted    95.9  82.7  95.7  94.1  80.4  78.7  70.0  91.5 100.1  99.7 100.3
## cvpred       95.3  82.0  94.9  93.3  79.7  78.1  69.4  90.6  99.4  99.0  99.8
## pm2.5       109.0  14.0  13.0  32.0  15.0  15.0  11.0  44.0 182.0 184.0 230.0
## CV residual  13.7 -68.0 -81.9 -61.3 -64.7 -63.1 -58.4 -46.6  82.6  85.0 130.2
##             25481 25482 25483 25484 25488 25491 25492 25499 25503 25506 25508
## Predicted     102   103   104   104 81.06  69.3  66.2  45.6  34.5  28.9  28.5
## cvpred        102   102   103   103 80.11  68.7  65.7  45.3  34.4  28.9  28.6
## pm2.5         241   245   247   276 73.00  53.0  37.0  23.0  11.0  19.0  18.0
## CV residual   139   143   144   173 -7.11 -15.7 -28.7 -22.3 -23.4  -9.9 -10.6
##             25510 25512 25521 25523 25525 25530 25535 25537 25538 25541 25542
## Predicted    95.9  98.3 101.4  99.4  93.2  94.2  99.4  96.7  95.4  89.1  85.4
## cvpred       95.1  97.6 100.8  98.7  92.2  93.3  98.7  96.0  94.8  88.3  84.6
## pm2.5        24.0  43.0  76.0  58.0  38.0  49.0  79.0 167.0 152.0  31.0  24.0
## CV residual -71.1 -54.6 -24.8 -40.7 -54.2 -44.3 -19.7  71.0  57.2 -57.3 -60.6
##             25543 25548 25550 25552 25557 25559 25562 25563 25568  25571 25572
## Predicted    81.5  68.5  63.2  59.2  91.8  92.5  94.9  96.1  96.2  95.57  96.6
## cvpred       80.7  67.7  62.4  58.5  90.7  91.5  94.0  95.2  95.5  94.71  95.8
## pm2.5        17.0  18.0  16.0   9.0  20.0  45.0  46.0  37.0  57.0 101.00 117.0
## CV residual -63.7 -49.7 -46.4 -49.5 -70.7 -46.5 -48.0 -58.2 -38.5   6.29  21.2
##             25574 25575 25576 25577 25581 25585 25586 25587 25588 25590 25591
## Predicted    93.4 92.46  91.9  90.6 88.70 101.8 101.4 101.8 101.4  99.3 101.8
## cvpred       92.6 91.73  91.2  90.0 88.27 101.2 100.8 101.2 100.8  98.7 101.2
## pm2.5       107.0 90.00  78.0  76.0 97.00 128.0 129.0 132.0 151.0 166.0 155.0
## CV residual  14.4 -1.73 -13.2 -14.0  8.73  26.8  28.2  30.8  50.2  67.3  53.8
##             25601 25604 25609 25611 25613 25614 25616 25617 25620 25621 25624
## Predicted     102  99.9   101   102  99.1  97.0  87.5  82.5  73.8  70.2  61.3
## cvpred        102  99.4   100   101  98.5  96.4  86.8  81.8  73.1  69.5  60.7
## pm2.5         332 277.0   322   327  36.0   9.0  12.0  12.0  15.0  20.0  14.0
## CV residual   230 177.6   222   226 -62.5 -87.4 -74.8 -69.8 -58.1 -49.5 -46.7
##             25626 25627  25638 25643 25649 25650 25651 25653 25655 25658 25661
## Predicted    55.9  53.0  97.66  99.0  95.9  98.0  95.2  98.7  96.0  97.1  91.5
## cvpred       55.4  52.6  96.86  98.3  95.1  97.2  94.4  97.9  95.3  96.3  90.6
## pm2.5        11.0  14.0 102.00  71.0 138.0 128.0 138.0 123.0  50.0  35.0   9.0
## CV residual -44.4 -38.6   5.14 -27.3  42.9  30.8  43.6  25.1 -45.3 -61.3 -81.6
##             25662 25665 25666 25667 25669 25673 25676 25680 25681 25686 25692
## Predicted    87.6  79.5  77.2  72.3  61.2  44.4  38.8  94.9  94.5  92.4  96.6
## cvpred       86.7  78.7  76.4  71.5  60.5  43.8  38.4  94.0  93.6  91.5  95.8
## pm2.5         9.0   9.0   9.0   9.0   9.0   7.0   9.0  29.0  26.0  49.0  83.0
## CV residual -77.7 -69.7 -67.4 -62.5 -51.5 -36.8 -29.4 -65.0 -67.6 -42.5 -12.8
##             25694 25696 25697 25698 25699 25702 25714 25718 25719 25729 25731
## Predicted    93.1  93.3  92.6  92.2 93.95  96.3  94.2  91.8 91.43  60.7  51.5
## cvpred       92.2  92.4  91.7  91.3 93.12  95.4  93.3  90.7 90.38  59.9  50.7
## pm2.5        44.0  39.0  54.0  78.0 95.00 144.0  35.0  50.0 95.00  16.0   9.0
## CV residual -48.2 -53.4 -37.7 -13.3  1.88  48.6 -58.3 -40.7  4.62 -43.9 -41.7
##             25732 25736 25741 25744 25749 25750 25758 25760 25761 25763 25771
## Predicted    48.2  35.9 21.16 11.46 -4.70 -6.34 -29.1 -31.3 -32.2 -36.1  92.8
## cvpred       47.5  35.3 20.79 11.26 -4.64 -6.22 -28.7 -30.8 -31.7 -35.5  91.8
## pm2.5         9.0  11.0 16.00 14.00 15.00 14.00  13.0  16.0  15.0  19.0  27.0
## CV residual -38.5 -24.3 -4.79  2.74 19.64 20.22  41.7  46.8  46.7  54.5 -64.8
##             25777 25780 25788 25790 25791 25792 25793 25794  25795  25796 25803
## Predicted    94.7  90.9  92.7  95.9  95.3 94.61 93.89  97.7 97.301  97.63  96.6
## cvpred       93.8  90.1  91.9  95.1  94.6 93.85 93.14  96.9 96.508  96.88  95.8
## pm2.5        37.0  29.0  68.0  75.0  82.0 96.00 92.00  80.0 97.000 104.00 200.0
## CV residual -56.8 -61.1 -23.9 -20.1 -12.6  2.15 -1.14 -16.9  0.492   7.12 104.2
##             25819 25821 25833 25841 25843 25844 25846 25847 25848 25850 25851
## Predicted    96.9  96.5  92.1   105   103   103   104   104   104   104   104
## cvpred       96.2  95.8  91.7   104   103   102   103   104   103   103   103
## pm2.5       179.0 146.0 149.0   284   289   281   287   290   259   274   281
## CV residual  82.8  50.2  57.3   180   186   179   184   186   156   171   178
##             25854 25857 25863 25870 25872 25888 25889 25891 25894 25896 25897
## Predicted     103   101  94.0  86.3  85.2  61.8  62.2 105.9   107   107 106.3
## cvpred        102   100  93.6  86.0  85.0  62.0  62.4 105.5   106   106 105.9
## pm2.5         247   235 196.0 212.0 217.0 197.0 204.0 199.0   225   221 192.0
## CV residual   145   135 102.4 126.0 132.0 135.0 141.6  93.5   119   115  86.1
##             25898 25910 25912 25915 25919 25922 25923 25925 25929 25934 25935
## Predicted     106   106   106   106   106   105   104   102 93.26  86.0 103.9
## cvpred        105   105   105   106   106   105   104   101 92.94  85.7 103.4
## pm2.5         256   305   284   290   309   284   262   243 91.00  70.0  72.0
## CV residual   151   200   179   184   203   179   158   142 -1.94 -15.7 -31.4
##              25939 25941 25943 25950 25956 25959 25961 25963 25964 25965 25971
## Predicted   103.86 103.9 103.7  92.9  72.6  63.2  57.4  48.5  45.6  42.1  26.5
## cvpred      103.36 103.4 103.2  92.3  72.1  62.9  57.1  48.2  45.3  41.8  26.4
## pm2.5       101.00 115.0 155.0  20.0  13.0  16.0  22.0  22.0  22.0  17.0  22.0
## CV residual  -2.36  11.6  51.8 -72.3 -59.1 -46.9 -35.1 -26.2 -23.3 -24.8  -4.4
##             25972 25973 25975 25983 25984 25986 25987 25989 25990 25991 25994
## Predicted   25.21  92.6  92.6  95.6  94.5  95.9  95.6  96.6  97.3 96.01  99.0
## cvpred      25.16  91.6  91.6  94.7  93.6  95.1  94.7  95.8  96.5 95.28  98.3
## pm2.5       16.00  18.0  13.0  24.0  25.0  53.0  69.0  78.0  81.0 90.00 114.0
## CV residual -9.16 -73.6 -78.6 -70.7 -68.6 -42.1 -25.7 -17.8 -15.5 -5.28  15.7
##             25995 25997 26000 26002 26006 26011 26014 26015 26017 26018 26020
## Predicted    98.0  96.6  97.3  97.2  99.0 100.4  96.9  96.2  95.6  92.8  91.5
## cvpred       97.2  95.8  96.5  96.5  98.3  99.7  96.2  95.5  95.0  92.1  90.9
## pm2.5       124.0 166.0 199.0 158.0 186.0 245.0 256.0 290.0 244.0 244.0 217.0
## CV residual  26.8  70.2 102.5  61.5  87.7 145.3 159.8 194.5 149.0 151.9 126.1
##             26021 26022 26026 26028 26029 26030 26032 26034 26036 26037 26038
## Predicted    90.1  90.1 100.4 101.8   101   101   101   102   101   103   104
## cvpred       89.4  89.5  99.7 101.2   101   100   101   101   100   103   103
## pm2.5       244.0 267.0 187.0 175.0   208   244   246   308   229   218   229
## CV residual 154.6 177.5  87.3  73.8   107   144   145   207   129   115   126
##             26040 26041 26047 26055 26059 26065 26067 26069 26076 26079 26080
## Predicted     103   103  96.0  92.6  82.3    93  93.3  91.0  77.9  93.1  88.8
## cvpred        103   103  95.3  91.9  81.6    92  92.4  90.1  77.1  92.2  88.0
## pm2.5         314   315 299.0  29.0  23.0    16  21.0  22.0  25.0  32.0  32.0
## CV residual   211   212 203.7 -62.9 -58.6   -76 -71.4 -68.1 -52.1 -60.2 -56.0
##             26081 26087 26088 26094 26230 26232 26233 26236 26238 26241 26243
## Predicted    85.2  57.3  51.0  29.6  79.0   102   101  90.6  84.3  73.3  67.9
## cvpred       84.4  56.6  50.3  29.1  78.7   102   101  90.0  83.6  72.5  67.2
## pm2.5        34.0  15.0  12.0  12.0 191.0   288   284  71.0  15.0  16.0  17.0
## CV residual -50.4 -41.6 -38.3 -17.1 112.3   186   183 -19.0 -68.6 -56.5 -50.2
##             26245 26246 26247 26249 26251 26252 26254 26259 26261 26264 26266
## Predicted    59.5  53.9  49.7  43.5  38.5  33.5  91.9  84.2  80.3  75.1  73.6
## cvpred       58.9  53.4  49.2  43.2  38.3  33.3  90.9  83.3  79.4  74.3  72.9
## pm2.5        16.0  15.0  13.0  11.0  20.0  14.0  15.0  11.0  11.0  14.0  18.0
## CV residual -42.9 -38.4 -36.2 -32.2 -18.3 -19.3 -75.9 -72.3 -68.4 -60.3 -54.9
##             26271 26272 26276 26281 26282 26283 26284 26297 26298 26303 26305
## Predicted    57.0  53.1  45.7 95.23 94.19  93.1  93.9  93.3  95.0  98.3  97.8
## cvpred       56.4  52.5  45.3 94.34 93.27  92.2  92.9  92.4  94.2  97.6  97.1
## pm2.5        17.0  16.0  19.0 97.00 95.00 131.0 147.0  54.0  78.0  45.0  35.0
## CV residual -39.4 -36.5 -26.3  2.66  1.73  38.8  54.1 -38.4 -16.2 -52.6 -62.1
##             26307 26309 26310 26312 26314 26317 26318 26320 26323 26329 26331
## Predicted    94.7  96.5  95.4  94.0  88.3  75.9  72.7  64.5  53.4  33.7 27.99
## cvpred       94.1  95.6  94.5  93.1  87.4  75.0  71.8  63.6  52.6  33.1 27.49
## pm2.5        32.0  16.0  15.0   9.0  14.0  10.0  16.0  15.0  15.0  19.0 19.00
## CV residual -62.1 -79.6 -79.5 -84.1 -73.4 -65.0 -55.8 -48.6 -37.6 -14.1 -8.49
##              26335 26336 26338 26339 26343 26346 26349 26351 26352 26354 26356
## Predicted   16.697 13.47  7.35  2.18 -14.5 -26.9 -38.7 -44.8 -47.7 -56.6 -62.7
## cvpred      16.345 13.16  7.16  2.02 -14.4 -26.6 -38.3 -44.3 -47.1 -56.0 -62.0
## pm2.5       17.000 15.00 15.00 15.00  20.0  25.0  20.0  21.0  27.0  21.0  18.0
## CV residual  0.655  1.84  7.84 12.98  34.4  51.6  58.3  65.3  74.1  77.0  80.0
##             26359 26360 26361 26362 26364 26365 26366 26370 26379 26380 26382
## Predicted    86.4  85.1  89.0  87.4  87.8  88.1  88.8  90.8  84.5  83.7  81.2
## cvpred       85.2  83.9  87.8  86.2  86.6  87.0  87.7  89.6  83.5  82.8  80.3
## pm2.5        13.0  13.0  17.0  22.0  26.0  26.0  18.0  18.0  35.0  58.0  62.0
## CV residual -72.2 -70.9 -70.8 -64.2 -60.6 -61.0 -69.7 -71.6 -48.5 -24.8 -18.3
##             26387 26393 26395 26396 26397 26399 26401 26402 26406 26409 26413
## Predicted    77.3 89.87 91.78    93  94.2  93.5  93.5  92.8  87.3  88.6  89.8
## cvpred       76.4 88.76 90.73    92  93.2  92.5  92.5  91.8  86.3  87.5  88.8
## pm2.5        39.0 79.00 94.00   113 132.0 205.0 198.0 176.0  30.0  29.0  39.0
## CV residual -37.4 -9.76  3.27    21  38.8 112.5 105.5  84.2 -56.3 -58.5 -49.8
##             26414 26416 26417 26418 26422 26429 26430 26431 26432 26438 26443
## Predicted    87.9    85  84.3  84.6    90  90.4  88.8  87.2  85.6  93.2  90.2
## cvpred       86.8    84  83.3  83.7    89  89.5  87.9  86.4  84.8  92.2  89.4
## pm2.5        38.0    37  36.0  41.0    73  40.0  39.0  30.0  32.0  70.0 204.0
## CV residual -48.8   -47 -47.3 -42.7   -16 -49.5 -48.9 -56.4 -52.8 -22.2 114.6
##             26447 26451  26456 26458 26461  26462 26463 26465 26467 26469 26470
## Predicted    97.0  93.3 88.622  88.0 95.38  95.92  93.9  93.3  96.3  96.6  96.3
## cvpred       96.1  92.4 87.777  87.3 94.53  95.06  92.9  92.4  95.4  95.8  95.4
## pm2.5       413.0 173.0 88.000  71.0 89.00 102.00 113.0  33.0 150.0 194.0 233.0
## CV residual 316.9  80.6  0.223 -16.3 -5.53   6.94  20.1 -59.4  54.6  98.2 137.6
##             26476 26478 26481 26482 26484 26485 26490 26492 26497 26499 26508
## Predicted    95.9  95.9  97.3  99.0  89.2  84.6  68.5  65.6  90.4  88.9  92.8
## cvpred       95.1  95.1  96.5  98.3  88.3  83.7  67.7  64.9  89.3  87.9  91.8
## pm2.5       326.0 365.0 159.0 170.0  19.0  20.0  16.0  18.0  23.0  22.0  48.0
## CV residual 230.9 269.9  62.5  71.7 -69.3 -63.7 -51.7 -46.9 -66.3 -65.9 -43.8
##             26509 26511 26515 26519 26522 26525 26526 26527  26534 26535 26536
## Predicted    93.2  89.1  91.7  96.3  95.2  92.2  91.0  91.0 97.297  98.0  97.2
## cvpred       92.2  88.0  90.8  95.4  94.3  91.3  90.1  90.1 96.504  97.2  96.5
## pm2.5        59.0  72.0  75.0  63.0 304.0 179.0 162.0 111.0 97.000 111.0 167.0
## CV residual -33.2 -16.0 -15.8 -32.4 209.7  87.7  71.9  20.9  0.496  13.8  70.5
##             26538 26541 26545 26546 26549 26550 26551 26552 26556 26558 26563
## Predicted    97.2  95.8   102   101   101 100.4  99.6  98.9  99.6   102 100.2
## cvpred       96.6  95.1   101   101   100  99.8  99.1  98.4  99.1   101  99.6
## pm2.5       395.0 421.0   434   425   402 429.0 408.0 456.0 377.0   343 216.0
## CV residual 298.4 325.9   333   324   302 329.2 308.9 357.6 277.9   242 116.4
##             26564 26571 26574 26577 26580 26581 26583 26586 26587 26590 26593
## Predicted    98.8  97.3  98.0  95.9 100.4 100.1 100.0  98.2  96.8 100.4  99.7
## cvpred       98.2  96.5  97.2  95.1  99.7  99.4  99.4  97.7  96.2  99.7  99.0
## pm2.5       291.0 442.0 287.0 278.0 383.0 472.0 529.0 810.0 776.0 852.0 744.0
## CV residual 192.8 345.5 189.8 182.9 283.3 372.6 429.6 712.3 679.8 752.3 645.0
##             26598 26600 26602 26611 26613 26617 26618 26620 26623 26624 26625
## Predicted     102 100.3  98.4   102   101  99.5  99.4  98.1  94.2  99.0  99.4
## cvpred        102  99.8  97.8   102   100  98.8  98.7  97.4  93.5  98.3  98.7
## pm2.5         673 475.0 288.0   334   333 309.0 298.0 523.0 328.0 308.0 358.0
## CV residual   571 375.2 190.2   232   233 210.2 199.3 425.6 234.5 209.7 259.3
##             26626 26629 26631 26632 26634 26641 26645 26646 26648 26651 26652
## Predicted     101   102   101  99.3  97.1  86.9  81.6 81.03 78.70 77.24 77.21
## cvpred        100   102   100  98.7  96.6  86.5  81.2 80.66 78.36 76.96 76.97
## pm2.5         296   335   307 271.0 277.0 151.0  61.0 71.00 74.00 79.00 69.00
## CV residual   196   233   207 172.3 180.4  64.5 -20.2 -9.66 -4.36  2.04 -7.97
##             26658 26661 26662 26664 26666 26669 26671 26673 26677 26681 26683
## Predicted   101.4 100.9 100.1  99.4  98.8  90.9  85.9  98.7  96.1  92.0  95.4
## cvpred      100.8 100.3  99.4  98.7  98.1  90.1  85.2  97.9  95.3  91.1  94.5
## pm2.5       134.0 183.0 181.0 227.0 189.0  46.0  35.0  82.0 194.0  45.0 227.0
## CV residual  33.2  82.7  81.6 128.3  90.9 -44.1 -50.2 -15.9  98.7 -46.1 132.5
##             26684 26688 26690 26691 26697 26699 26700 26705 26708 26709 26711
## Predicted    94.1  86.3  94.7  94.0  92.4  89.5  88.6  92.6  91.9  91.2  90.8
## cvpred       93.3  85.5  93.8  93.1  91.5  88.7  87.8  91.7  91.2  90.5  90.2
## pm2.5       219.0  28.0  25.0  24.0  33.0  34.0  38.0  71.0  86.0 107.0 208.0
## CV residual 125.7 -57.5 -68.8 -69.1 -58.5 -54.7 -49.8 -20.7  -5.2  16.5 117.8
##             26714 26715 26717 26728 26732 26733 26735 26737 26740 26745 26750
## Predicted    97.7  97.7  97.0  95.4  99.0  99.9  99.7  97.4  98.3  98.7  98.8
## cvpred       96.9  96.9  96.1  94.5  98.3  99.2  99.0  96.7  97.6  97.9  98.1
## pm2.5       283.0 214.0 231.0 176.0 448.0 485.0 573.0 412.0 253.0 237.0 201.0
## CV residual 186.1 117.1 134.9  81.5 349.7 385.8 474.0 315.3 155.4 139.1 102.9
##             26752 26755 26757 26760 26762 26763 26765 26767 26769 26771 26779
## Predicted    96.0 101.1  99.7  96.3 92.97  99.0  98.5 101.8 103.2 102.2 103.9
## cvpred       95.3 100.5  99.0  95.7 92.27  98.3  97.8 101.2 102.6 101.8 103.4
## pm2.5        76.0  85.0 115.0  72.0 91.00  69.0  53.0  64.0  87.0  80.0 142.0
## CV residual -19.3 -15.5  16.0 -23.7 -1.27 -29.3 -44.8 -37.2 -15.6 -21.8  38.6
##             26782 26784 26787 26788 26791 26792 26795 26797 26801 26807 26819
## Predicted     104 103.9 103.1 102.1  99.9  98.0  95.8 100.3 101.8 101.4 101.1
## cvpred        103 103.4 102.6 101.6  99.4  97.5  95.4  99.8 101.2 100.8 100.5
## pm2.5         156 169.0 156.0 198.0 187.0 154.0 159.0 156.0  72.0 179.0  48.0
## CV residual    53  65.6  53.4  96.4  87.6  56.5  63.6  56.2 -29.2  78.2 -52.5
##             26824 26829 26831 26833 26837 26838 26842 26843 26844 26845 26846
## Predicted     101  95.8  92.6   102   102   101   102   102   102   102   101
## cvpred        101  95.4  92.2   102   101   101   102   102   102   102   101
## pm2.5         326 398.0 412.0   453   411   424   388   401   402   396   395
## CV residual   225 302.6 319.8   351   310   323   286   299   300   294   294
##             26847 26849 26854 26856 26860 26862 26863 26869 26872 26874 26877
## Predicted     101  99.9   101  98.1  83.7  79.4  78.1  79.0  69.5  64.6  91.5
## cvpred        101  99.4   100  97.4  83.1  78.8  77.6  78.2  68.9  64.1  90.6
## pm2.5         392 301.0   399 398.0  18.0  16.0  12.0  12.0  13.0  14.0  30.0
## CV residual   291 201.6   299 300.6 -65.1 -62.8 -65.6 -66.2 -55.9 -50.1 -60.6
##             26883 26884 26886 26889 26890 26891 26893 26896 26898 26901 26903
## Predicted    93.3  92.6  94.2  92.1  90.8  89.5  93.2  96.3  96.3  98.0  98.5
## cvpred       92.4  91.7  93.3  91.1  89.9  88.6  92.2  95.4  95.4  97.2  97.8
## pm2.5        47.0  46.0  47.0  48.0  40.0  50.0  53.0  84.0  73.0 130.0 118.0
## CV residual -45.4 -45.7 -46.3 -43.1 -49.9 -38.6 -39.2 -11.4 -22.4  32.8  20.2
##             26906 26908 26909 26912 26915 26917 26919 26920 26922 26923 26925
## Predicted    98.5  98.3  97.7  94.3  99.0  98.3  98.7  98.6  98.3  97.7 100.7
## cvpred       97.8  97.6  96.9  93.5  98.3  97.6  97.9  98.0  97.6  97.1 100.1
## pm2.5       174.0 186.0 189.0 138.0  96.0 122.0 198.0 162.0 172.0 195.0 174.0
## CV residual  76.2  88.4  92.1  44.5  -2.3  24.4 100.1  64.0  74.4  97.9  73.9
##             26928 26929 26933 26934 26936 26937 26942 26945 26947 26948 26952
## Predicted    99.0   101  99.0  99.7 100.1  99.3   102   102   103   102   103
## cvpred       98.3   100  98.3  99.0  99.4  98.7   102   102   102   102   103
## pm2.5       179.0   229 293.0 258.0 312.0 310.0   321   320   300   314   318
## CV residual  80.7   129 194.7 159.0 212.6 211.3   219   218   198   212   215
##             26953 26956 26958 26960 26961 26963 26965 26970 26983 26985 26987
## Predicted     103   103   103   103   103   102 100.1   102   101   102   102
## cvpred        102   103   103   103   102   101  99.6   101   100   102   101
## pm2.5         340   369   364   362   369   348 367.0   490   526   438   462
## CV residual   238   266   261   259   267   247 267.4   389   426   336   361
##             26990 26996 27009 27010 27011 27014 27015 27016 27017 27021 27025
## Predicted     104  98.1   102   101   101   103   103   104   104 102.6   104
## cvpred        103  97.7   102   101   100   103   102   103   103 102.1   103
## pm2.5         463 389.0   275   287   302   286   297   288   281 199.0   311
## CV residual   360 291.3   173   186   202   183   195   185   178  96.9   208
##             27028 27029 27030 27031 27033 27034 27035 27036 27038 27039 27040
## Predicted     104 103.9   104   104 104.6 105.2 104.3 105.2 105.6 105.9 105.6
## cvpred        103 103.4   103   104 104.1 104.8 103.9 104.8 105.2 105.5 105.2
## pm2.5         205 181.0   213   208 183.0 178.0 178.0 169.0 174.0 172.0 157.0
## CV residual   102  77.6   110   104  78.9  73.2  74.1  64.2  68.8  66.5  51.8
##             27042 27044 27047  27052 27053 27054 27056 27058 27060 27061 27063
## Predicted   105.6   103 100.2 102.81 101.4  96.4  98.6  97.2  96.5  93.2  95.7
## cvpred      105.2   103  99.9 102.28 100.9  95.9  98.0  96.5  95.8  92.4  94.9
## pm2.5       147.0   144 129.0  98.00  53.0  26.0  21.0  14.0  20.0  24.0  19.0
## CV residual  41.8    41  29.1  -4.28 -47.9 -69.9 -77.0 -82.5 -75.8 -68.4 -75.9
##             27064 27068 27075 27077 27078 27084 27087 27090 27094  27096 27097
## Predicted    92.7  92.2  82.0  93.4  92.2  86.6  95.2  93.9  98.1 100.05  99.3
## cvpred       91.9  91.3  81.2  92.6  91.3  85.9  94.4  93.1  97.4  99.39  98.7
## pm2.5        21.0  23.0   9.0  16.0  15.0  50.0  51.0  57.0  84.0  90.00 114.0
## CV residual -70.9 -68.3 -72.2 -76.6 -76.3 -35.9 -43.4 -36.1 -13.4  -9.39  15.3
##             27104 27105 27106 27113 27114 27119 27121 27122 27127 27130 27137
## Predicted   104.6 104.2   103   105   104  98.9  95.7   102  84.7  95.4  96.3
## cvpred      104.1 103.7   103   104   104  98.4  95.2   102  84.1  94.5  95.4
## pm2.5       126.0 126.0   138   228   227 233.0 215.0   217  14.0  18.0  22.0
## CV residual  21.9  22.3    35   124   123 134.6 119.8   115 -70.1 -76.5 -73.4
##             27138 27142 27152 27156 27158 27172 27173 27178 27179 27185 27187
## Predicted    97.7  94.0  89.1 87.72 103.8  99.3  96.7   103 102.8  75.3  63.4
## cvpred       96.9  93.3  88.6 87.43 103.4  98.7  96.0   102 102.3  74.5  62.6
## pm2.5        27.0  32.0  72.0 80.00  90.0 234.0 229.0   203 188.0  10.0   5.0
## CV residual -69.9 -61.3 -16.6 -7.43 -13.4 135.3 133.0   101  85.7 -64.5 -57.6
##             27189 27190 27192 27195 27198 27206 27208 27216 27217 27219 27220
## Predicted    53.6  49.6  43.0  35.1  88.5  87.2  88.6  83.1  80.4  77.9  89.2
## cvpred       52.8  48.9  42.4  34.6  87.3  86.1  87.5  82.0  79.4  76.9  88.0
## pm2.5         9.0  12.0   9.0   7.0   9.0  13.0  10.0  27.0  15.0  12.0   9.0
## CV residual -43.8 -36.9 -33.4 -27.6 -78.3 -73.1 -77.5 -55.0 -64.4 -64.9 -79.0
##             27221 27222 27228 27234 27237 27238 27241 27243 27256 27257 27258
## Predicted    89.1  89.1  90.4  91.1  95.7  96.0  95.2  93.7  96.6  97.0  97.3
## cvpred       88.0  88.1  89.3  90.3  94.9  95.3  94.4  92.9  95.8  96.1  96.5
## pm2.5        13.0  11.0  15.0  66.0 174.0 152.0 108.0 111.0 163.0 156.0 161.0
## CV residual -75.0 -77.1 -74.3 -24.3  79.1  56.7  13.6  18.1  67.2  59.9  64.5
##             27261 27262 27265 27266 27267 27269 27270 27272 27274 27275 27277
## Predicted    98.0  96.0  90.4  93.9  95.2  93.9  91.9  88.3  85.1  83.1  78.5
## cvpred       97.2  95.3  89.5  92.9  94.4  92.9  90.9  87.4  84.2  82.3  77.7
## pm2.5       282.0 428.0  71.0 419.0 209.0  78.0  23.0  10.0  20.0  25.0  16.0
## CV residual 184.8 332.7 -18.5 326.1 114.6 -14.9 -67.9 -77.4 -64.2 -57.3 -61.7
##             27278 27279 27281 27282 27289 27290 27293 27296 27297 27298 27300
## Predicted    75.8  73.2  89.2  90.7  93.2  91.5  91.5  93.1  91.2  89.9  99.0
## cvpred       75.0  72.3  88.0  89.7  92.2  90.6  90.6  92.2  90.2  89.0  98.3
## pm2.5        20.0  14.0  16.0  16.0  55.0  36.0  21.0  46.0  23.0  24.0  43.0
## CV residual -55.0 -58.3 -72.0 -73.7 -37.2 -54.6 -69.6 -46.2 -67.2 -65.0 -55.3
##             27301 27313 27315 27317 27318 27320 27323 27325 27330 27333 27335
## Predicted    98.7 100.4 100.2 101.1  99.4  99.7 101.8 92.27  87.9  86.5  85.3
## cvpred       98.0  99.7  99.6 100.5  98.7  99.0 101.2 91.29  87.1  85.9  84.9
## pm2.5        59.0  67.0  78.0 129.0 132.0 138.0  83.0 94.00 115.0 162.0 183.0
## CV residual -39.0 -32.7 -21.6  28.5  33.3  39.0 -18.2  2.71  27.9  76.1  98.1
##             27336 27338 27341 27343 27344 27346 27347 27356 27359 27360 27364
## Predicted   101.1   101   102   101   101   102   103  94.1  92.3   102  94.6
## cvpred      100.5   100   101   100   100   102   103  93.6  91.8   102  93.9
## pm2.5       190.0   229   267   290   304   326   352 312.0 344.0   384 143.0
## CV residual  89.5   129   166   190   204   224   249 218.4 252.2   282  49.1
##             27367 27368 27370 27373 27374 27377 27378 27380 27384 27385 27386
## Predicted    86.4  83.7  78.4  67.3  65.0  90.8  90.4  94.5  93.1  91.5  89.2
## cvpred       85.7  83.1  77.7  66.5  64.2  89.6  89.3  93.6  92.2  90.6  88.3
## pm2.5         9.0  11.0  13.0   9.0   7.0  18.0  16.0  22.0 197.0  48.0  17.0
## CV residual -76.7 -72.1 -64.7 -57.5 -57.2 -71.6 -73.3 -71.6 104.8 -42.6 -71.3
##             27388 27394 27395 27397 27399 27401 27406 27408 27415 27420 27422
## Predicted    85.3  94.5  92.8  91.1  94.1  90.1  85.9 82.73  98.3 101.4 101.4
## cvpred       84.4  93.6  91.8  90.0  93.3  89.4  85.4 82.21  97.6 100.8 100.8
## pm2.5        15.0  16.0  11.0  27.0  75.0  54.0  66.0 77.00  81.0 121.0 139.0
## CV residual -69.4 -77.6 -80.8 -63.0 -18.3 -35.4 -19.4 -5.21 -16.6  20.2  38.2
##             27423 27424 27425 27427 27435 27436 27441 27445 27446 27448 27449
## Predicted   100.7 100.0  99.4  97.3   105   106   102  92.7  86.4  79.3  76.1
## cvpred      100.1  99.4  98.9  96.8   105   105   101  91.9  85.4  78.3  75.1
## pm2.5       144.0 149.0 159.0 167.0   296   220   276  74.0  22.0  13.0  12.0
## CV residual  43.9  49.6  60.1  70.2   191   115   175 -17.9 -63.4 -65.3 -63.1
##             27450 27453 27459 27460 27462 27463 27464 27465 27466 27468 27469
## Predicted    74.4  92.6  90.5  89.3  94.3  93.9  96.6  96.6  96.3  93.9  92.4
## cvpred       73.6  91.7  89.8  88.5  93.5  93.1  95.8  95.8  95.4  92.9  91.5
## pm2.5        11.0  20.0  14.0  10.0  11.0  12.0  15.0  13.0  16.0  18.0  19.0
## CV residual -62.6 -71.7 -75.8 -78.5 -82.5 -81.1 -80.8 -82.8 -79.4 -74.9 -72.5
##             27470 27471 27475 27477 27478 27482 27493 27494 27496 27497 27499
## Predicted    90.3  92.6    93  89.4  88.8  76.9  89.7  87.8  86.3    85  84.8
## cvpred       89.3  91.6    92  88.5  88.0  76.1  88.6  86.6  85.2    84  84.1
## pm2.5        23.0  34.0    52  46.0  13.0   6.0  18.0  30.0  41.0    39  45.0
## CV residual -66.3 -57.6   -40 -42.5 -75.0 -70.1 -70.6 -56.6 -44.2   -45 -39.1
##             27504 27506 27508 27509  27511 27512 27515 27520 27528 27530 27535
## Predicted   82.93 82.18  80.4  98.3  97.99  97.7  99.0  93.5  94.0  95.9  98.1
## cvpred      82.37 81.67  79.9  97.6  97.23  96.9  98.3  92.5  93.1  95.1  97.7
## pm2.5       90.00 73.00  63.0  65.0 104.00 109.0 126.0  68.0  76.0  67.0 153.0
## CV residual  7.63 -8.67 -16.9 -32.6   6.77  12.1  27.7 -24.5 -17.1 -28.1  55.3
##             27536 27537 27538 27539 27541 27542 27545 27549 27552 27553 27554
## Predicted    97.4  96.7  96.0 103.2 102.1   103   102   103   102   102   101
## cvpred       97.0  96.3  95.6 102.6 101.6   103   102   103   101   101   100
## pm2.5       153.0 162.0 171.0 186.0 200.0   212   250   278   332   339   322
## CV residual  56.0  65.7  75.4  83.4  98.4   109   148   175   231   238   222
##             27556 27557 27562 27565 27571 27574 27577 27583 27594 27597 27601
## Predicted    98.4  97.5  81.8  87.8    77  94.5 97.66  94.8  94.5  99.0  99.7
## cvpred       97.8  96.9  81.1  86.6    76  93.6 96.86  94.0  93.6  98.3  99.0
## pm2.5       266.0 219.0  10.0  14.0    17  41.0 94.00  73.0 163.0 243.0 426.0
## CV residual 168.2 122.1 -71.1 -72.6   -59 -52.6 -2.86 -21.0  69.4 144.7 327.0
##             27603 27604 27606 27610 27615 27617 27618 27623 27624 27626 27627
## Predicted    99.7 100.2 100.4   102  99.3   101   101   102   103   103   104
## cvpred       99.0  99.6  99.7   102  98.7   101   100   102   103   102   103
## pm2.5       417.0 372.0 287.0   282 320.0   318   313   386   383   226   222
## CV residual 318.0 272.4 187.3   180 221.3   217   213   284   280   124   119
##             27629 27631 27635 27638 27639 27640 27641 27642 27644 27645 27646
## Predicted     104 103.7 100.1 104.6 104.9 104.3 103.1   102  99.7  98.5  97.0
## cvpred        103 103.2  99.6 104.1 104.4 103.9 102.7   102  99.3  98.1  96.6
## pm2.5         207 183.0 137.0 118.0 128.0 143.0 153.0   158 143.0 146.0 144.0
## CV residual   104  79.8  37.4  13.9  23.6  39.1  50.3    56  43.7  47.9  47.4
##             27648 27653 27654 27655 27660 27664 27666 27671 27673 27675 27676
## Predicted    95.4  90.1  88.9  87.6  84.8 101.2  97.6  95.6   104   102   101
## cvpred       95.0  89.7  88.5  87.2  84.6 100.7  97.1  95.2   103   102   101
## pm2.5       153.0 152.0 163.0 155.0 173.0 198.0 213.0 370.0   415   415   408
## CV residual  58.0  62.3  74.5  67.8  88.4  97.3 115.9 274.8   312   313   307
##             27679 27680 27683 27686 27690 27692 27695 27701 27710 27712 27717
## Predicted     104   102  96.4  90.6  93.3  97.5  94.8   103  83.9  74.5  53.0
## cvpred        103   101  95.9  89.7  92.4  96.9  94.3   102  83.0  73.8  52.5
## pm2.5         395   394 188.0  49.0  27.0 273.0 259.0   466  95.0  39.0  12.0
## CV residual   292   293  92.1 -40.7 -65.4 176.1 164.7   364  12.0 -34.8 -40.5
##             27729 27733 27737 27740 27741 27747 27750 27753 27755 27756 27762
## Predicted    90.2  88.8  88.5  91.8  87.7  94.2  94.0  90.7  87.2  93.5  90.3
## cvpred       89.1  87.7  87.3  90.7  86.6  93.3  93.1  89.9  86.4  92.5  89.3
## pm2.5        12.0  11.0   8.0  13.0  13.0   8.0  10.0  18.0  17.0  24.0  59.0
## CV residual -77.1 -76.7 -79.3 -77.7 -73.6 -85.3 -83.1 -71.9 -69.4 -68.5 -30.3
##             27763 27765  27766 27767 27784 27789 27790 27795 27799 27800 27807
## Predicted    94.5  94.5  93.79  97.7  89.4  97.7  98.0  88.7  98.3 100.1  90.3
## cvpred       93.6  93.6  92.92  96.9  88.5  96.9  97.2  88.0  97.6  99.4  89.3
## pm2.5        67.0  81.0 100.00 120.0  19.0 162.0  86.0   5.0   7.0   9.0  10.0
## CV residual -26.6 -12.6   7.08  23.1 -69.5  65.1 -11.2 -83.0 -90.6 -90.4 -79.3
##             27809 27811 27812 27814 27818 27819 27820 27822 27823 27830 27836
## Predicted    92.6  89.7  89.2  89.7  84.2  99.0  99.0 100.4 100.1  98.6   102
## cvpred       91.6  88.8  88.3  89.1  83.6  98.3  98.3  99.7  99.4  98.0   102
## pm2.5        17.0  25.0  36.0  54.0  98.0 101.0 115.0 116.0 116.0 181.0   225
## CV residual -74.6 -63.8 -52.3 -35.1  14.4   2.7  16.7  16.3  16.6  83.0   123
##             27840 27843 27847 27850 27851 27853 27856 27857 27858 27861 27862
## Predicted     102 100.1  95.8  90.7  89.0  85.8   102   101   102   102   101
## cvpred        102  99.6  95.4  90.2  88.6  85.5   101   101   101   101   101
## pm2.5         275 220.0 206.0 196.0 188.0 204.0   267   246   247   257   257
## CV residual   173 120.4 110.6 105.8  99.4 118.5   166   145   146   156   156
##             27864 27870 27876 27879 27882 27884 27885 27887 27892 27894 27900
## Predicted    99.9   103   105   102 105.6 106.3   106   106   102   105   102
## cvpred       99.5   103   104   102 105.2 105.9   105   105   102   105   101
## pm2.5       245.0   334   289   293 201.0 195.0   294   516   364   357   139
## CV residual 145.5   231   185   191  95.8  89.1   189   411   262   252    38
##             27901 27904 27910 27913 27915 27918 27919 27920 27924 27929 27930
## Predicted   99.26  95.0  83.8 103.9 103.9 103.8   104 102.9  92.6  57.2  54.0
## cvpred      98.73  94.7  83.6 103.4 103.4 103.4   103 102.5  91.9  56.6  53.4
## pm2.5       95.00 216.0 101.0  87.0 114.0 129.0   122 122.0  33.0  19.0  16.0
## CV residual -3.73 121.3  17.4 -16.4  10.6  25.6    19  19.5 -58.9 -37.6 -37.4
##             27931 27932 27938 27940 27941 27942 27947 27948 27951 27955 27957
## Predicted    50.4  46.5  95.4  95.6  98.3  97.7  89.6  86.2  81.7  75.9 75.28
## cvpred       49.9  46.0  94.5  94.7  97.6  96.9  88.6  85.2  80.8  75.2 74.74
## pm2.5        13.0  16.0  15.0  20.0  18.0  22.0  27.0  33.0  35.0  59.0 80.00
## CV residual -36.9 -30.0 -79.5 -74.7 -79.6 -74.9 -61.6 -52.2 -45.8 -16.2  5.26
##             27959 27960 27961 27966  27967  27969 27973 27975 27977 27985 27988
## Predicted    75.2  75.2 74.48 100.4 101.10 101.43  96.1  93.1  89.1  85.8 104.9
## cvpred       74.8  74.8 74.07  99.8 100.47 100.83  95.5  92.5  88.6  85.5 104.4
## pm2.5        87.0  88.0 81.00 110.0 102.00 105.00 156.0 114.0 120.0 114.0 135.0
## CV residual  12.2  13.2  6.93  10.2   1.53   4.17  60.5  21.5  31.4  28.5  30.6
##             27994 28001 28002 28004 28005 28006  28008 28009 28011 28012 28013
## Predicted   107.5 109.4 108.5 104.6 108.7 107.6 107.31 102.3  96.7  96.1  94.1
## cvpred      107.2 109.1 108.2 104.3 108.4 107.3 106.97 101.7  96.0  95.5  93.6
## pm2.5       130.0 150.0 152.0 159.0 176.0 174.0 114.00  67.0  13.0  10.0  11.0
## CV residual  22.8  40.9  43.8  54.7  67.6  66.7   7.03 -34.7 -83.0 -85.5 -82.6
##             28018 28021 28034 28036  28037 28039 28040 28041 28046  28048 28049
## Predicted    95.1  87.2  95.3  93.8 93.105 103.9 103.9 104.6   104 100.33  97.7
## cvpred       94.4  86.4  94.9  93.5 92.742 103.4 103.4 104.1   103  99.79  97.1
## pm2.5        16.0  13.0  82.0  83.0 92.000  84.0  75.0  88.0   124 109.00 111.0
## CV residual -78.4 -73.4 -12.9 -10.5 -0.742 -19.4 -28.4 -16.1    21   9.21  13.9
##             28050 28051 28053 28055 28056 28060 28062 28063 28065 28067 28070
## Predicted    96.4  95.1  93.8  93.4  92.7   103   105 104.2 105.9 105.9   105
## cvpred       95.9  94.7  93.5  93.1  92.4   103   104 103.7 105.5 105.5   104
## pm2.5       121.0 128.0 126.0 165.0 182.0   217   220 197.0 174.0 192.0   254
## CV residual  25.1  33.3  32.5  71.9  89.6   114   116  93.3  68.5  86.5   150
##             28072 28074 28075 28077 28080 28082 28084 28091 28097 28101 28104
## Predicted     106   106   107   107   107   104   101 100.0  99.7  97.4 106.6
## cvpred        105   106   107   107   107   103   101  99.7  99.3  97.3 106.2
## pm2.5         302   280   294   324   355   347   342 295.0 229.0 280.0 202.0
## CV residual   197   174   187   217   248   244   241 195.3 129.7 182.7  95.8
##             28105 28107 28108 28111 28116 28118 28126 28130 28133 28135 28138
## Predicted     107   107   106   106   108   108   110   106  89.7  81.6  62.5
## cvpred        107   106   106   106   108   108   110   106  89.1  81.2  61.9
## pm2.5         204   221   227   232   316   359   512   517  14.0  10.0  13.0
## CV residual    97   115   121   126   208   251   402   411 -75.1 -71.2 -48.9
##             28139 28140 28144 28146 28147 28148 28168 28169 28170 28172 28176
## Predicted    58.1  91.2  88.9  89.2  87.8 94.51 104.8 103.2 101.6 100.0 104.6
## cvpred       57.5  90.2  87.9  88.3  86.9 94.17 104.5 102.9 101.3  99.7 104.3
## pm2.5        10.0   7.0  19.0  22.0  25.0 87.00  72.0  63.0  57.0  60.0  83.0
## CV residual -47.5 -83.2 -68.9 -66.3 -61.9 -7.17 -32.5 -39.9 -44.3 -39.7 -21.3
##             28179 28180 28185 28187 28192 28193 28194 28197 28199 28201 28203
## Predicted   100.6 105.2 102.2 101.1  99.8 100.0  98.4 95.59  92.7  90.8  88.2
## cvpred      100.2 104.8 101.8 100.7  99.2  99.4  97.8 95.24  92.4  90.5  88.0
## pm2.5        53.0  54.0  39.0  63.0  53.0  53.0  63.0 97.00 109.0 118.0  98.0
## CV residual -47.2 -50.8 -62.8 -37.7 -46.2 -46.4 -34.8  1.76  16.6  27.5  10.0
##             28204  28208 28219 28220 28221 28226 28231 28233 28239 28240 28242
## Predicted   86.30 104.55   103   102   106 102.6  97.8  97.0  93.6  92.6  88.0
## cvpred      86.02 104.08   103   101   105 102.1  97.1  96.1  93.0  92.2  87.6
## pm2.5       91.00 107.00   210   224   224 166.0  51.0  14.0  73.0  76.0  74.0
## CV residual  4.98   2.92   107   123   119  63.9 -46.1 -82.1 -20.0 -16.2 -13.6
##             28243 28245 28246 28248 28249 28251 28254 28257  28264 28267 28268
## Predicted   86.33  83.4  81.8  78.9  77.3  75.3  71.8 66.23 102.81  84.2  78.8
## cvpred      86.01  83.2  81.6  78.8  77.2  75.3  71.7 66.22 102.28  83.6  78.3
## pm2.5       82.00  69.0  63.0  58.0  54.0  51.0  52.0 76.00  94.00  18.0  15.0
## CV residual -4.01 -14.2 -18.6 -20.8 -23.2 -24.3 -19.7  9.78  -8.28 -65.6 -63.3
##             28272 28276 28288 28294 28295 28300  28303 28304 28306 28307 28310
## Predicted    94.7  87.4  92.8  90.0  89.4 97.08 102.13 102.5 102.1 101.4 100.2
## cvpred       93.8  86.8  91.8  89.3  88.7 96.62 101.56 101.9 101.6 100.8  99.6
## pm2.5         5.0  11.0  12.0  60.0  56.0 90.00 103.00 119.0 137.0 126.0 137.0
## CV residual -88.8 -75.8 -79.8 -29.3 -32.7 -6.62   1.44  17.1  35.4  25.2  37.4
##             28313 28317 28321 28322 28323 28326 28327 28328 28333 28338 28340
## Predicted    98.3  94.6 91.24  90.0  89.3 103.9 103.9 104.6   102  91.8   107
## cvpred       97.6  94.1 90.74  89.5  88.8 103.4 103.4 104.1   102  91.5   106
## pm2.5       123.0 150.0 98.00 110.0 128.0 187.0 188.0 196.0   240 210.0   220
## CV residual  25.4  55.9  7.26  20.5  39.2  83.6  84.6  91.9   138 118.5   114
##             28341 28343 28344 28345 28349 28352 28353 28354 28355 28359 28362
## Predicted     107   105 104.7 103.5 100.8 109.4 107.8 107.0 110.1  99.3  82.1
## cvpred        107   105 104.5 103.3 100.6 109.1 107.5 106.8 109.9  98.7  81.4
## pm2.5         223   231 154.0 128.0 134.0 204.0 183.0 179.0 192.0  21.0  17.0
## CV residual   116   126  49.5  24.7  33.4  94.9  75.5  72.2  82.1 -77.7 -64.4
##             28365 28366 28367 28371 28373 28374 28375 28377 28382  28392
## Predicted    71.1  91.9  90.3  83.5  81.7  95.6  97.3  92.8  95.4 100.43
## cvpred       70.4  90.9  89.3  82.6  80.9  94.7  96.5  91.8  94.8 100.01
## pm2.5        15.0  15.0  16.0   8.0   8.0  16.0  17.0  17.0  21.0 109.00
## CV residual -55.4 -75.9 -73.3 -74.6 -72.9 -78.7 -79.5 -74.8 -73.8   8.99
##                 28395 28404 28409 28414 28415 28420 28424 28426  28430 28433
## Predicted   103.50066 97.78 92.53 100.7  99.1 101.3 101.4 100.9 97.255  94.5
## cvpred      103.00046 97.07 91.97 100.2  98.6 100.6 100.9 100.3 96.795  94.2
## pm2.5       103.00000 90.00 93.00  75.0  58.0  82.0  84.0  93.0 97.000  98.0
## CV residual  -0.00046 -7.07  1.03 -25.2 -40.6 -18.6 -16.9  -7.3  0.205   3.8
##             28435 28440 28441 28442 28443 28447 28449 28450 28452 28455 28458
## Predicted   91.92  86.4  86.3  85.1  83.8    81  80.2    79  76.4  74.4   108
## cvpred      91.74  86.3  86.3  85.0  83.8    81  80.3    79  76.6  74.6   108
## pm2.5       85.00 101.0 107.0 105.0 106.0   140 155.0   174 203.0 251.0   253
## CV residual -6.74  14.7  20.7  20.0  22.2    59  74.7    95 126.4 176.4   145
##             28460 28462 28463 28464 28465 28466 28473 28477 28482 28484 28485
## Predicted     108   105   105   103   109   107 107.6  94.3  98.2  99.2  97.2
## cvpred        108   105   104   103   108   107 107.4  94.0  97.7  98.5  96.5
## pm2.5         254   256   255   246   244   259 158.0  29.0  38.0  29.0  20.0
## CV residual   146   151   151   143   136   152  50.6 -65.0 -59.7 -69.5 -76.5
##             28501 28503 28506 28509 28511 28512 28516 28519 28521 28523 28526
## Predicted   104.0  99.7  92.1  89.0  88.9 105.2 105.9 106.6 106.2 104.7  99.9
## cvpred      103.6  99.3  91.7  88.7  88.7 104.8 105.5 106.2 105.9 104.3  99.7
## pm2.5       169.0 144.0 130.0 112.0 122.0 130.0 184.0 194.0 153.0 126.0 178.0
## CV residual  65.4  44.7  38.3  23.3  33.3  25.2  78.5  87.8  47.1  21.7  78.3
##             28532 28533 28534 28535 28536 28537 28541 28542 28543 28547  28552
## Predicted    80.9  80.2  79.5  78.2  77.5  77.5  72.3  71.6  71.6 102.8 101.98
## cvpred       80.7  80.0  79.3  78.1  77.4  77.4  72.2  71.5  71.5 102.3 101.63
## pm2.5        46.0  33.0  32.0  34.0  37.0  38.0  48.0  47.0  56.0  83.0  98.00
## CV residual -34.7 -47.0 -47.3 -44.1 -40.4 -39.4 -24.2 -24.5 -15.5 -19.3  -3.63
##             28555 28556 28557 28561  28568  28569 28572 28574 28575 28578 28579
## Predicted    99.8 98.23 96.62  90.5 108.99 108.42   101  87.8  84.5  72.4  69.5
## cvpred       99.8 98.18 96.59  90.6 108.79 108.27   101  87.4  84.2  72.2  69.4
## pm2.5        84.0 91.00 99.00 122.0 116.00 106.00   122  24.0   9.0  11.0  11.0
## CV residual -15.8 -7.18  2.41  31.4   7.21  -2.27    21 -63.4 -75.2 -61.2 -58.4
##             28583 28584 28585 28586 28588 28592 28593 28595 28599 28600 28602
## Predicted    57.2  56.0 100.1 100.1  99.8   103  98.1  90.1  98.1  98.0  95.5
## cvpred       57.1  55.9  99.4  99.4  99.2   103  97.4  89.4  97.4  97.2  94.7
## pm2.5         8.0   9.0   8.0   7.0   6.0     9  17.0  16.0  10.0  15.0  13.0
## CV residual -49.1 -46.9 -91.4 -92.4 -93.2   -94 -80.4 -73.4 -87.4 -82.2 -81.7
##             28603 28606 28610 28615 28617 28619 28623 28629 28631 28634 28637
## Predicted    94.9  92.9  90.2  86.6  83.0  80.5  72.0  63.1 107.8 107.1  90.7
## cvpred       94.2  92.3  89.7  86.4  82.9  80.4  71.9  63.2 107.5 106.8  89.9
## pm2.5        11.0  33.0  43.0 104.0  69.0  63.0  89.0  97.0  93.0  59.0  27.0
## CV residual -83.2 -59.3 -46.7  17.6 -13.9 -17.4  17.1  33.8 -14.5 -47.8 -62.9
##             28638 28640 28642 28645 28646 28649 28652 28657 28665 28666 28676
## Predicted    82.6  74.9  67.7  54.9  49.7  35.8 23.75  9.30 -12.4 -16.0  86.2
## cvpred       81.7  74.1  67.1  54.6  49.4  35.6 23.76  9.67 -11.7 -15.3  85.5
## pm2.5        33.0  13.0  17.0  14.0  12.0  12.0 16.00 12.00  11.0  10.0  13.0
## CV residual -48.7 -61.1 -50.1 -40.6 -37.4 -23.6 -7.76  2.33  22.7  25.3 -72.5
##             28682 28683 28684 28687 28689 28690 28692 28693 28697 28699 28704
## Predicted    75.0  72.7  70.0  64.7  58.9  55.6  46.0  41.1  27.8  21.3  14.7
## cvpred       74.6  72.3  69.7  64.6  58.7  55.5  45.9  40.9  27.9  21.5  15.0
## pm2.5        10.0  11.0   9.0   9.0   8.0  12.0  12.0  10.0  10.0   6.0  26.0
## CV residual -64.6 -61.3 -60.7 -55.6 -50.7 -43.5 -33.9 -30.9 -17.9 -15.5  11.0
##             28708 28716 28719 28720 28723 28725 28726 28731 28732 28742 28743
## Predicted    11.2 -12.3 -22.7 -27.3 -37.7  97.3 101.8 100.7 103.9  99.4  98.8
## cvpred       11.6 -11.8 -22.0 -26.6 -36.9  96.5 101.2 100.1 103.4  98.7  98.2
## pm2.5        41.0  10.0  14.0   9.0   6.0  11.0  22.0  41.0  35.0  62.0  74.0
## CV residual  29.4  21.8  36.0  35.6  42.9 -85.5 -79.2 -59.1 -68.4 -36.7 -24.2
##             28748 28751 28754  28758  28761 28765 28766 28774 28777 28781 28782
## Predicted   104.2 103.9   107 107.28 108.33 105.0 103.9  68.2  90.5  96.1  95.0
## cvpred      103.7 103.6   107 106.98 108.05 104.6 103.6  67.9  89.8  95.3  94.2
## pm2.5        52.0  52.0    57 109.00 101.00 117.0  75.0  10.0   8.0   7.0   6.0
## CV residual -51.7 -51.6   -50   2.02  -7.05  12.4 -28.6 -57.9 -81.8 -88.3 -88.2
##             28785 28787 28789 28792 28796 28798 28804 28806 28807 28808 28809
## Predicted    93.3  93.9 102.3  96.7  89.5  87.0 104.9 105.6 105.9   107 104.9
## cvpred       92.4  92.9 101.7  96.3  89.2  86.7 104.5 105.2 105.5   107 104.4
## pm2.5         9.0  10.0  59.0  38.0  43.0  48.0  44.0  65.0  70.0    73  71.0
## CV residual -83.4 -82.9 -42.7 -58.3 -46.2 -38.7 -60.5 -40.2 -35.5   -34 -33.4
##             28811 28817 28820 28825 28832 28837 28838 28844  28845 28846 28847
## Predicted     104 96.88 90.05  81.4 104.9  96.8 103.9  98.8 96.817  94.8  93.2
## cvpred        103 96.72 90.02  81.3 104.7  96.5 103.4  98.4 96.488  94.5  93.0
## pm2.5          73 99.00 81.00  50.0  58.0  70.0  57.0  62.0 96.000  81.0  78.0
## CV residual   -30  2.28 -9.02 -31.3 -46.7 -26.5 -46.4 -36.4 -0.488 -13.5 -15.0
##             28849 28852 28854 28861 28864 28867 28871 28872 28873 28877 28884
## Predicted    90.3  87.8 106.9  91.7  87.2  82.7 102.5 101.2  96.6  94.8  81.3
## cvpred       90.2  87.7 106.6  91.3  86.9  82.5 101.9 100.7  96.1  94.0  80.5
## pm2.5        57.0  47.0  27.0  41.0  63.0  60.0  44.0  46.0  39.0   6.0   8.0
## CV residual -33.2 -40.7 -79.6 -50.3 -23.9 -22.5 -57.9 -54.7 -57.1 -88.0 -72.5
##             28886 28889 28892 28900 28907 28911 28912 28917 28918 28923 28924
## Predicted    91.0  87.6  90.7 100.0  93.0 101.7 100.1  91.9  91.0  85.4  84.7
## cvpred       90.1  86.7  89.7  99.7  92.8 101.2  99.7  91.7  90.9  85.4  84.7
## pm2.5         6.0   6.0   8.0  72.0  41.0  40.0  41.0  64.0  71.0  65.0  74.0
## CV residual -84.1 -80.7 -81.7 -27.7 -51.8 -61.2 -58.7 -27.7 -19.9 -20.4 -10.7
##             28925 28928 28933 28934 28938 28941 28947 28953 28955 28957 28960
## Predicted     107 108.0 103.1   102  99.3  93.1   107 109.4 107.6 104.1  98.1
## cvpred        107 107.7 102.7   102  99.0  92.8   107 109.1 107.3 103.8  98.0
## pm2.5          80  86.0  78.0    75  63.0  73.0   118 151.0 153.0 164.0 138.0
## CV residual   -27 -21.7 -24.7   -27 -36.0 -19.8    11  41.9  45.7  60.2  40.0
##             28967 28968 28969 28970 28983 28985 28987 28989 28999 29001 29007
## Predicted   85.75 83.77  82.2  81.2   105   102  98.5 111.4 101.4  99.1   113
## cvpred      85.77 83.83  82.2  81.4   105   102  98.6 111.3 101.4  99.1   113
## pm2.5       89.00 89.00 104.0 114.0   236   228 158.0 171.0 175.0 203.0   250
## CV residual  3.23  5.17  21.8  32.6   131   126  59.4  59.7  73.6 103.9   137
##             29016 29022 29025 29027 29030 29031 29033 29035 29041 29043 29044
## Predicted     111 106.7 106.2 110.4  97.3  90.9  84.4  83.0  90.8  87.9  86.3
## cvpred        111 106.5 106.2 110.2  96.8  90.4  84.0  82.9  90.4  87.6  86.0
## pm2.5         236 125.0 125.0  85.0  74.0  36.0   9.0  11.0   6.0  14.0  12.0
## CV residual   125  18.5  18.8 -25.2 -22.8 -54.4 -75.0 -71.9 -84.4 -73.6 -74.0
##             29045 29047 29052 29053 29054 29060  29071 29075 29076 29077 29081
## Predicted    84.0  76.7  58.2  55.3    52  28.2 106.26 104.6 105.9 105.0 100.9
## cvpred       83.7  76.4  58.0  55.2    52  28.2 105.89 104.1 105.5 104.6 100.6
## pm2.5        16.0  15.0  10.0  10.0     9   8.0 100.00  87.0  81.0  80.0  66.0
## CV residual -67.7 -61.4 -48.0 -45.2   -43 -20.2  -5.89 -17.1 -24.5 -24.6 -34.6
##             29083 29084 29085 29091 29098 29100 29102 29103 29112 29115 29125
## Predicted    97.3  95.3  92.6 105.9 101.2 102.5 100.3  99.4  87.2 84.46 110.5
## cvpred       97.1  95.1  92.4 105.5 100.7 102.2 100.1  99.2  87.2 84.55 110.4
## pm2.5        74.0  80.0  74.0  63.0  61.0  45.0  54.0  64.0  97.0 89.00  89.0
## CV residual -23.1 -15.1 -18.4 -42.5 -39.7 -57.2 -46.1 -35.2   9.8  4.45 -21.4
##             29127 29130 29132 29138 29143 29144 29146 29152 29155 29160 29163
## Predicted   111.4   111  98.3  92.6 107.0 106.6  99.5  80.3  69.3 55.36  94.1
## cvpred      111.3   111  97.9  91.9 106.6 106.3  98.9  79.7  68.9 55.12  93.3
## pm2.5        82.0    92  74.0  11.0  17.0  21.0  20.0  30.0  38.0 48.00  12.0
## CV residual -29.3   -19 -23.9 -80.9 -89.6 -85.3 -78.9 -49.7 -30.9 -7.12 -81.3
##             29165 29172 29174 29177 29178 29179 29183 29184 29185 29188 29192
## Predicted   101.4  90.6  99.2  98.1  97.1  95.4  99.4 101.5 101.3 105.5 108.0
## cvpred      100.8  90.0  98.5  97.4  96.3  94.5  98.7 101.1 100.9 105.2 107.7
## pm2.5        11.0  11.0  11.0  16.0  11.0  13.0  40.0  38.0  38.0  36.0  83.0
## CV residual -89.8 -79.0 -87.5 -81.4 -85.3 -81.5 -58.7 -63.1 -62.9 -69.2 -24.7
##             29193 29196 29197 29200 29204 29207 29211 29215 29219 29221  29223
## Predicted   107.6 104.2 102.1 102.3  96.6  94.6  90.1 89.25 111.4 106.4 102.83
## cvpred      107.3 103.7 101.6 101.7  96.3  94.4  90.0 89.35 111.3 106.1 102.54
## pm2.5        45.0  27.0  24.0  33.0  59.0  56.0  52.0 88.00 102.0  78.0  98.00
## CV residual -62.3 -76.7 -77.6 -68.7 -37.3 -38.4 -38.0 -1.35  -9.3 -28.1  -4.54
##             29235 29238 29239 29243 29244 29249 29255 29257 29261 29262 29263
## Predicted   112.5 112.8 112.8 112.5 110.4 108.8 101.8  99.4  94.6 93.34 111.8
## cvpred      112.4 112.7 112.7 112.4 110.2 108.6 101.7  99.4  94.7 93.43 111.7
## pm2.5        82.0  48.0  52.0  57.0  63.0  67.0  77.0  86.0  83.0 88.00  98.0
## CV residual -30.4 -64.7 -60.7 -55.4 -47.2 -41.6 -24.7 -13.4 -11.7 -5.43 -13.7
##               29264 29266 29270 29271 29272 29273 29274 29280 29282 29283 29285
## Predicted   112.461   111 102.7  98.5  95.5  92.5  89.4 88.66  87.2  87.2 112.0
## cvpred      112.384   111 102.6  98.3  95.3  92.3  89.3 88.86  87.4  87.5 111.8
## pm2.5       112.000   131  82.0  78.0  70.0  64.0  65.0 84.00 134.0 136.0 144.0
## CV residual  -0.384    20 -20.6 -20.3 -25.3 -28.3 -24.3 -4.86  46.6  48.5  32.2
##             29293 29296 29297 29300 29305 29311 29312 29313 29314  29320 29324
## Predicted   113.8 112.0 111.1   107   117   116   118   117   117 109.96 102.1
## cvpred      113.8 112.1 111.2   107   117   116   118   117   117 109.91 102.1
## pm2.5       156.0 182.0 179.0   211   284   318   312   286   271 103.00  90.0
## CV residual  42.2  69.9  67.8   104   167   202   194   169   154  -6.91 -12.1
##             29325 29327 29334 29335 29341 29343 29345 29348 29358  29360  29365
## Predicted   102.8 116.3 115.6 115.6 115.3 111.5 107.2   104 113.2 112.82 107.93
## cvpred      102.9 116.3 115.6 115.6 115.5 111.6 107.3   104 113.1 112.74 107.99
## pm2.5       135.0 143.0 169.0 185.0 194.0 127.0 143.0   172 137.0 116.00 116.00
## CV residual  32.1  26.7  53.4  69.4  78.5  15.4  35.7    68  23.9   3.26   8.01
##             29372 29374 29375 29377 29378 29380 29383 29384 29385 29386 29390
## Predicted    98.9  97.5  94.2 112.6 113.2 113.1 110.4 108.8 106.5 105.2 101.1
## cvpred       99.2  97.7  94.4 112.6 113.1 113.1 110.5 108.9 106.6 105.3 101.3
## pm2.5        60.0  77.0  42.0  42.0  53.0  48.0  56.0  64.0  52.0  17.0  35.0
## CV residual -39.2 -20.7 -52.4 -70.6 -60.1 -65.1 -54.5 -44.9 -54.6 -88.3 -66.3
##             29391 29393 29394 29397 29399 29410 29411 29412 29413 29419 29421
## Predicted    99.1  97.3  96.6 114.5 113.1 104.8 100.2  94.0 107.4  97.5 102.6
## cvpred       99.3  97.6  96.9 114.5 113.1 104.5  99.9  93.6 107.2  96.9 102.1
## pm2.5        28.0  53.0  60.0  64.0  64.0  27.0   9.0  13.0  16.0  16.0  38.0
## CV residual -71.3 -44.6 -36.9 -50.5 -49.1 -77.5 -90.9 -80.6 -91.2 -80.9 -64.1
##             29427  29431 29435 29437 29443 29444 29445 29452 29457 29458 29462
## Predicted     112 111.77 107.8  97.3  81.7  79.8  79.2 106.6  97.7 100.9  96.7
## cvpred        112 111.66 107.5  96.8  81.4  79.4  78.9 106.2  97.1 100.3  96.0
## pm2.5          52 115.00  83.0  26.0  55.0  26.0  37.0 119.0  47.0  29.0  12.0
## CV residual   -60   3.34 -24.5 -70.8 -26.4 -53.4 -41.9  12.8 -50.1 -71.3 -84.0
##             29466 29471 29475 29481 29484 29487 29488 29489  29490 29491 29492
## Predicted    99.9  95.4 110.4 106.1 105.6 109.7 106.7 105.7 105.17 104.6 104.0
## cvpred       99.4  95.1 110.2 105.9 105.2 109.5 106.5 105.6 105.11 104.6 104.1
## pm2.5        24.0  79.0  50.0 130.0  69.0  72.0  75.0  90.0 103.00 115.0 120.0
## CV residual -75.4 -16.1 -60.2  24.1 -36.2 -37.5 -31.5 -15.6  -2.11  10.4  15.9
##             29496 29500 29502 29503 29506 29513 29514 29515 29517 29518 29523
## Predicted   115.2 97.64  93.1  91.6  84.1 105.2 104.8 109.0 103.6   105 111.1
## cvpred      115.3 97.13  92.7  91.3  83.9 104.8 104.5 108.8 103.2   105 110.9
## pm2.5       176.0 89.00  50.0  15.0  47.0  23.0  19.0  38.0  37.0    42  55.0
## CV residual  60.7 -8.13 -42.7 -76.3 -36.9 -81.8 -85.5 -70.8 -66.2   -63 -55.9
##             29525  29526 29534 29535 29536 29537 29538 29541 29543 29547 29550
## Predicted     112 111.77 109.0 107.8 106.8 104.9 103.9 100.5  98.5  95.3 112.3
## cvpred        112 111.66 108.8 107.5 106.7 104.7 103.9 100.5  98.6  95.4 112.2
## pm2.5          86 105.00  76.0  58.0  48.0  42.0  37.0  53.0  38.0  38.0  49.0
## CV residual   -26  -6.66 -32.8 -49.5 -58.7 -62.7 -66.9 -47.5 -60.6 -57.4 -63.2
##             29556 29557 29558 29559  29561 29562 29567 29568 29571  29576 29578
## Predicted   108.9 112.5 110.5 109.3 106.37 104.8  99.5  97.9 114.2 113.84 112.6
## cvpred      108.8 112.4 110.4 109.2 106.37 104.8  99.7  98.1 114.2 113.83 112.6
## pm2.5        37.0  63.0  51.0 124.0 101.00  85.0  79.0  83.0  79.0 119.00 121.0
## CV residual -71.8 -49.4 -59.4  14.8  -5.37 -19.8 -20.7 -15.1 -35.2   5.17   8.4
##             29602 29604 29611 29620 29624 29629 29630 29633 29638 29643 29644
## Predicted     113 108.9  93.0 110.4 105.7   116 107.4  79.1  63.3 106.6 104.9
## cvpred        113 109.1  93.3 110.5 105.9   116 107.2  78.4  63.2 106.2 104.4
## pm2.5         154 150.0  72.0  58.0  70.0   101  79.0  44.0  22.0  16.0  21.0
## CV residual    41  40.9 -21.3 -52.5 -35.9   -15 -28.2 -34.4 -41.2 -90.2 -83.4
##             29645 29646 29653 29658 29659 29661 29662 29665 29673 29674 29675
## Predicted   106.6 106.9  91.2  79.8  79.2  75.4  75.2  74.0 113.2 113.1 111.6
## cvpred      106.2 106.6  90.7  79.7  79.2  75.5  75.3  74.3 113.1 113.1 111.5
## pm2.5        22.0  20.0  27.0  42.0  41.0 118.0 107.0  76.0  99.0 101.0  99.0
## CV residual -84.2 -86.6 -63.7 -37.7 -38.2  42.5  31.7   1.7 -14.1 -12.1 -12.5
##              29676  29680  29681  29682 29685 29687 29691 29692 29699 29706
## Predicted   111.08 109.69 114.89 113.84 114.1 107.8 112.8 113.1 110.4  96.3
## cvpred      110.94 109.77 114.91 113.83 114.2 107.8 112.8 113.1 110.2  96.2
## pm2.5       101.00 105.00 106.00 118.00 144.0 129.0  53.0  61.0  98.0  48.0
## CV residual  -9.94  -4.77  -8.91   4.17  29.8  21.2 -59.8 -52.1 -12.2 -48.2
##             29709 29710 29711 29712 29713 29714 29716 29717 29719 29720 29723
## Predicted    89.7    89  88.9  90.7  91.7 112.8 112.8 112.8 111.1 110.4 111.1
## cvpred       89.7    89  89.0  90.8  91.9 112.7 112.7 112.8 110.9 110.2 110.9
## pm2.5        29.0    36  35.0  38.0  38.0  29.0  59.0  70.0  94.0  50.0  45.0
## CV residual -60.7   -53 -54.0 -52.8 -53.9 -83.7 -53.7 -42.8 -16.9 -60.2 -65.9
##             29724 29725 29730 29731 29732 29733 29734 29736 29738 29740 29744
## Predicted   110.4 109.7 109.2 110.5 107.7 107.0 116.6 118.3 119.0   117 115.5
## cvpred      110.2 109.5 109.2 110.7 107.8 107.1 116.7 118.5 119.2   117 115.7
## pm2.5        61.0  71.0 149.0  97.0  89.0  91.0 103.0 148.0 205.0   233 201.0
## CV residual -49.2 -38.5  39.8 -13.7 -18.8 -16.1 -13.7  29.5  85.8   116  85.3
##             29757 29762 29766 29768 29769 29774 29776 29778 29781 29784 29786
## Predicted   113.6 116.3 116.3 114.3 112.4 112.6 109.4 106.9 104.6 103.3 118.3
## cvpred      113.7 116.3 116.3 114.4 112.4 112.6 109.4 106.9 104.8 103.7 118.5
## pm2.5        47.0  37.0  74.0  44.0  32.0  77.0  76.0  86.0  76.0  67.0 103.0
## CV residual -66.7 -79.3 -42.3 -70.4 -80.4 -35.6 -33.4 -20.9 -28.8 -36.7 -15.5
##              29788 29791  29795   29797 29802 29806 29807 29809 29813 29819
## Predicted   117.62 118.7 117.23 117.286 109.9 103.1 101.5  98.9 116.1 116.6
## cvpred      117.81 118.9 117.46 117.437 110.2 103.5 101.9  99.2 116.2 116.7
## pm2.5       120.00 129.0 114.00 117.000 124.0  67.0  57.0  47.0  68.0  65.0
## CV residual   2.19  10.1  -3.46  -0.437  13.8 -36.5 -44.9 -52.2 -48.2 -51.7
##             29821 29823 29826 29831 29834  29842  29843 29852 29853  29856
## Predicted   117.3 117.3 116.6 116.4   112 117.44 115.83 108.9 108.2 108.88
## cvpred      117.4 117.4 116.7 116.6   112 117.63 116.04 109.1 108.4 108.85
## pm2.5        72.0  75.0  86.0  89.0    94 122.00 120.00  48.0  64.0 113.00
## CV residual -45.4 -42.4 -30.7 -27.6   -18   4.37   3.96 -61.1 -44.4   4.15
##             29859 29860 29873 29875 29877 29879 29880 29884 29886 29887 29889
## Predicted    95.3  93.7  53.3  46.5 102.8 101.3  99.3 112.6 110.9 113.5 111.8
## cvpred       95.1  93.5  53.3  46.5 102.5 101.2  99.2 112.6 110.8 113.5 111.7
## pm2.5        18.0  13.0  22.0  18.0  25.0  34.0  42.0  51.0  91.0  79.0  60.0
## CV residual -77.1 -80.5 -31.3 -28.5 -77.5 -67.2 -57.2 -61.6 -19.8 -34.5 -51.7
##             29892 29895 29898 29902 29906 29908 29909 29913 29914  29915 29916
## Predicted   111.1 102.4  89.3  83.3  73.4  74.2  73.5 113.4   113 111.58 110.0
## cvpred      110.9 102.2  89.1  83.5  73.8  74.7  74.0 113.5   113 111.76 110.2
## pm2.5        47.0  65.0  44.0  63.0  46.0  50.0  62.0  89.0    86 117.00  96.0
## CV residual -63.9 -37.2 -45.1 -20.5 -27.8 -24.7 -12.0 -24.5   -27   5.24 -14.2
##              29918  29920  29921 29923  29924  29926  29930 29931 29939 29941
## Predicted   106.74 101.78  98.76  95.8  94.92 117.65 115.88 117.6 102.9   104
## cvpred      106.99 102.01  98.99  96.2  95.32 117.79 116.01 117.8 102.5   103
## pm2.5        98.00 104.00 101.00 113.0 101.00 110.00 121.00 141.0  53.0    26
## CV residual  -8.99   1.99   2.01  16.8   5.68  -7.79   4.99  23.2 -49.5   -77
##             29945 29948 29950 29951 29959 29961 29963 29971 29973 29975 29978
## Predicted   102.9 109.3 106.7 106.7 116.1   114   112 103.3 100.9  99.0 118.3
## cvpred      102.5 109.2 106.7 106.7 116.2   114   113 103.7 101.4  99.4 118.5
## pm2.5        23.0  60.0  54.0  41.0 168.0   220   217 138.0 127.0 122.0 160.0
## CV residual -79.5 -49.2 -52.7 -65.7  51.8   106   104  34.3  25.6  22.6  41.5
##             29979 29985 29989 29993 30000 30002 30004 30010  30014 30019 30025
## Predicted   118.5 117.4 110.5 107.1 116.3 113.8 112.1 104.4 116.72 118.3 116.2
## cvpred      118.7 117.6 110.4 106.8 116.3 113.8 112.3 104.7 116.92 118.5 116.4
## pm2.5       168.0 170.0  89.0 123.0 171.0 164.0 152.0 149.0 124.00  71.0  76.0
## CV residual  49.3  52.4 -21.4  16.2  54.7  50.2  39.7  44.3   7.08 -47.5 -40.4
##              30032 30034 30035 30039 30040 30047 30048 30053 30057 30061 30064
## Predicted   118.67 117.9 117.2 112.2 111.5 118.0 118.0 117.3   115 119.0 119.4
## cvpred      118.88 118.2 117.5 112.5 111.8 118.2 118.2 117.5   115 119.2 119.6
## pm2.5       109.00 132.0 140.0 184.0 182.0 178.0 173.0 176.0   104 141.0 140.0
## CV residual  -9.88  13.8  22.5  71.5  70.2  59.8  54.8  58.5   -11  21.8  20.4
##             30066 30070 30072 30078 30079 30081  30083 30084 30087 30088 30090
## Predicted   119.4 116.1 114.2 119.4 118.6   115 118.13 118.1 118.8 118.1 119.4
## cvpred      119.6 116.4 114.5 119.6 118.9   115 118.35 118.4 119.1 118.4 119.6
## pm2.5       173.0 162.0 156.0 148.0 100.0   103 122.00 129.0 138.0 150.0 162.0
## CV residual  53.4  45.6  41.5  28.4 -18.9   -12   3.65  10.6  18.9  31.6  42.4
##             30095 30099 30100 30101 30102 30110 30111 30112 30113 30114 30117
## Predicted     120 118.3   120 119.4   120   118 117.2   120 119.4 119.0 117.4
## cvpred        120 118.5   120 119.6   120   118 117.5   120 119.6 119.3 117.7
## pm2.5         142 138.0   139 135.0   134   221 206.0   189 187.0 187.0 196.0
## CV residual    22  19.5    19  15.4    14   103  88.5    69  67.4  67.7  78.3
##             30119 30121 30123 30124 30125 30126 30127 30128 30129 30133 30141
## Predicted     120   120 119.9 119.4   120 119.4 119.2 119.4 117.9 106.4  91.0
## cvpred        120   120 120.1 119.6   120 119.6 119.4 119.6 118.2 106.6  91.4
## pm2.5         184   172 169.0 146.0   142 130.0 153.0 110.0  21.0  14.0  22.0
## CV residual    64    52  48.9  26.4    22  10.4  33.6  -9.6 -97.2 -92.6 -69.4
##             30145 30154 30158 30162 30176 30180 30181 30182  30185 30189 30193
## Predicted   116.9 117.3 114.1   113 117.3 115.5 114.2 112.6 107.10 112.0 114.7
## cvpred      117.1 117.4 114.2   113 117.4 115.7 114.4 112.8 107.34 112.1 114.7
## pm2.5        33.0  47.0  25.0    18  87.0  69.0  81.0  96.0  98.00  41.0  22.0
## CV residual -84.1 -70.4 -89.2   -95 -30.4 -46.7 -33.4 -16.8  -9.34 -71.1 -92.7
##             30200 30202 30203 30208 30210 30211  30214  30215  30217 30218
## Predicted   116.3 116.3 115.0 110.3   107 105.5 102.98 101.72 100.65 117.0
## cvpred      116.3 116.3 115.1 110.5   107 105.7 103.28 102.04 100.98 117.1
## pm2.5        76.0  55.0  50.0  72.0    87  83.0 113.00 101.00  93.00  98.0
## CV residual -40.3 -61.3 -65.1 -38.5   -20 -22.7   9.72  -1.04  -7.98 -19.1
##              30220 30222  30224  30249 30254 30256 30263 30268 30270 30271
## Predicted   116.96 116.6 117.29 100.88  94.9  90.3  78.7   114   116 116.3
## cvpred      117.07 116.7 117.44 101.12  95.3  90.7  79.2   114   116 116.3
## pm2.5       108.00 106.0 111.00  94.00 132.0 111.0 115.0   100    70  69.0
## CV residual  -9.07 -10.7  -6.44  -7.12  36.7  20.3  35.8   -14   -46 -47.3
##             30273 30274  30275 30279 30281 30286 30291 30293 30310 30314 30322
## Predicted   114.1 114.1 113.37 117.3 116.6 113.3 117.6 116.6 113.1 112.6   115
## cvpred      114.2 114.2 113.53 117.4 116.7 113.6 117.8 116.7 113.4 112.9   115
## pm2.5        93.0  95.0 108.00 141.0 144.0 203.0 147.0 131.0 199.0 101.0    20
## CV residual -21.2 -19.2  -5.53  23.6  27.3  89.4  29.2  14.3  85.6 -11.9   -95
##             30324 30330 30333 30337 30339 30347 30349 30353 30354 30362 30366
## Predicted   111.4 115.5 112.1 118.3 119.0 116.7 110.4   102  99.8 119.0 119.0
## cvpred      111.6 115.7 112.3 118.5 119.2 116.9 110.5   102 100.0 119.2 119.2
## pm2.5        14.0  40.0  55.0  49.0  62.0  23.0  28.0    33  35.0  76.0  86.0
## CV residual -97.6 -75.7 -57.3 -69.5 -57.2 -93.9 -82.5   -69 -65.0 -43.2 -33.2
##             30367 30373 30374 30376 30379 30381 30382 30384 30387 30388 30399
## Predicted   119.5 112.9 112.2 111.2 112.4 110.8   114 118.3 118.0 119.0 116.6
## cvpred      119.8 112.9 112.2 111.1 112.4 110.8   114 118.5 118.2 119.2 116.7
## pm2.5        85.0  21.0  22.0  20.0  21.0  44.0    48  59.0  95.0 108.0  30.0
## CV residual -34.8 -91.9 -90.2 -91.1 -91.4 -66.8   -66 -59.5 -23.2 -11.2 -86.7
##             30400 30401  30403  30408 30414 30416 30420 30422 30424 30425 30426
## Predicted     116   114 115.41 119.03 119.0 119.4 116.7 114.2 107.7 107.4 105.4
## cvpred        116   114 115.71 119.24 119.2 119.6 116.9 114.4 107.9 107.7 105.8
## pm2.5          34    51 118.00 129.00 154.0  58.0  84.0  32.0  46.0  67.0  67.0
## CV residual   -82   -63   2.29   9.76  34.8 -61.6 -32.9 -82.4 -61.9 -40.7 -38.8
##             30428 30429 30433 30436 30446 30447 30450 30454 30455 30456 30462
## Predicted   101.8  99.2  95.4 117.3 116.5 116.0   120 116.0 115.3 119.0   120
## cvpred      102.2  99.6  95.9 117.4 116.8 116.2   120 116.2 115.5 119.2   120
## pm2.5        70.0  48.0  42.0  45.0  40.0  45.0    69  45.0  44.0  51.0   103
## CV residual -32.2 -51.6 -53.9 -72.4 -76.8 -71.2   -51 -71.2 -71.5 -68.2   -17
##             30463 30465 30466 30472 30473 30490 30491 30493 30498 30499 30500
## Predicted   119.9 118.6 118.7 114.7 113.4 120.4 119.1 116.3   109 107.0 106.4
## cvpred      120.1 118.9 118.9 114.7 113.5 120.7 119.4 116.6   109 107.4 106.9
## pm2.5       103.0  87.0  61.0  32.0  40.0 194.0 153.0 147.0   120 122.0 122.0
## CV residual -17.1 -31.9 -57.9 -82.7 -73.5  73.3  33.6  30.4    11  14.6  15.1
##             30502 30503 30505 30507 30508 30509 30512 30515 30517 30518  30520
## Predicted   119.5 120.4   120   120 120.0 120.0 120.4 120.0 120.0 120.4 119.51
## cvpred      119.8 120.7   120   120 120.3 120.3 120.7 120.3 120.3 120.7 119.79
## pm2.5        45.0  45.0    48    52  58.0  64.0 103.0 150.0 161.0 103.0 128.00
## CV residual -74.8 -75.7   -72   -68 -62.3 -56.3 -17.7  29.7  40.7 -17.7   8.21
##             30532 30534 30535 30539 30545 30547  30549 30551 30560 30562 30570
## Predicted   119.4 120.0   120 120.0   112 108.7 106.72 103.1 119.5 116.8 116.7
## cvpred      119.6 120.3   120 120.3   112 109.2 107.26 103.7 119.8 117.1 116.9
## pm2.5       158.0 178.0   186 187.0    87  86.0 101.00 137.0  89.0 183.0  50.0
## CV residual  38.4  57.7    66  66.7   -25 -23.2  -6.26  33.3 -30.8  65.9 -66.9
##             30571 30572 30573 30576 30577 30579 30583 30584 30585 30586 30587
## Predicted   118.1 118.8 120.4 121.8   122   118   120   119   116   114   114
## cvpred      118.4 119.1 120.7 122.1   122   118   121   119   116   115   114
## pm2.5        56.0  88.0  96.0 150.0   184   339   265   257   240   243   229
## CV residual -62.4 -31.1 -24.7  27.9    62   221   144   138   124   128   115
##             30590 30591 30592 30596 30599 30605 30606 30622 30623 30625 30626
## Predicted     110   108   107   122   119 120.6 120.4 121.4 121.4 121.4 121.1
## cvpred        110   109   108   123   120 120.9 120.7 121.8 121.8 121.8 121.4
## pm2.5         242   297   369   466   267  68.0  72.0 146.0 164.0 186.0 183.0
## CV residual   132   188   261   343   147 -52.9 -48.7  24.2  42.2  64.2  61.6
##             30630 30632 30634 30636 30637 30639 30642 30644 30645 30649 30650
## Predicted   120.7 120.5   119   117 115.7 113.7 123.2   122 122.1 121.8 120.7
## cvpred      121.1 120.9   119   117 116.1 114.2 123.6   122 122.5 122.1 121.1
## pm2.5       194.0 190.0   250   244 178.0 156.0 145.0   146 176.0 155.0 144.0
## CV residual  72.9  69.1   131   127  61.9  41.8  21.4    24  53.5  32.9  22.9
##             30651 30653 30654 30659 30660 30662 30666 30671 30672 30673 30676
## Predicted   120.9 121.8 122.0 120.2 122.5 122.1 121.4 120.0   122 119.5 112.2
## cvpred      121.2 122.1 122.3 120.5 122.8 122.5 121.8 120.4   122 119.8 112.5
## pm2.5       141.0 147.0 154.0 143.0 150.0 172.0 193.0  69.0    50  41.0  18.0
## CV residual  19.8  24.9  31.7  22.5  27.2  49.5  71.2 -51.4   -72 -78.8 -94.5
##             30680 30686 30687 30693 30694 30698 30700 30701 30702 30704 30708
## Predicted   107.0  92.2  89.4 112.4 110.8 118.7 120.0   120 119.3 120.0   117
## cvpred      107.4  92.7  89.8 112.7 111.1 118.9 120.3   120 119.6 120.3   117
## pm2.5        18.0  15.0   9.0  24.0  27.0  31.0  29.0    37  43.0  56.0    14
## CV residual -89.4 -77.7 -80.8 -88.7 -84.1 -87.9 -91.3   -83 -76.6 -64.3  -103
##             30715 30719 30722 30726 30729 30730 30731 30732 30733 30735 30739
## Predicted   105.3 118.8 119.4 117.2 112.4 110.0 117.1 117.9 118.1   117 112.9
## cvpred      105.6 119.1 119.6 117.5 112.7 110.4 117.3 118.2 118.4   117 113.2
## pm2.5        17.0  47.0  69.0  35.0  24.0  21.0  18.0  19.0  26.0    14  45.0
## CV residual -88.6 -72.1 -50.6 -82.5 -88.7 -89.4 -99.3 -99.2 -92.4  -103 -68.2
##             30740 30741 30742 30743 30744 30746 30747 30748 30750 30751 30752
## Predicted   119.1 118.8 117.2 118.7 119.2 117.4 115.8 114.5 111.3 110.6 110.6
## cvpred      119.4 119.1 117.5 118.9 119.4 117.6 116.1 114.8 111.6 110.9 110.9
## pm2.5        29.0  30.0  24.0  28.0  38.0  25.0  18.0  21.0  19.0  25.0  26.0
## CV residual -90.4 -89.1 -93.5 -90.9 -81.4 -92.6 -98.1 -93.8 -92.6 -85.9 -84.9
##             30753 30754 30758 30759 30761 30764 30770 30775  30778 30780 30783
## Predicted   109.0 108.4   115   116 114.8 111.9 108.2 120.0 121.42 120.2 110.5
## cvpred      109.3 108.8   115   116 114.9 112.1 108.6 120.3 121.77 120.5 110.7
## pm2.5        23.0  24.0    12    14  20.0  24.0  38.0  74.0 119.00  57.0  42.0
## CV residual -86.3 -84.8  -103  -102 -94.9 -88.1 -70.6 -46.3  -2.77 -63.5 -68.7
##             30790 30792 30795 30798 30805 30806 30808 30812 30816 30820 30822
## Predicted    99.5 117.4 117.9 120.4 119.3 117.3 115.8 111.0 109.0 121.4 121.8
## cvpred      100.0 117.6 118.2 120.7 119.6 117.7 116.3 111.5 109.6 121.8 122.1
## pm2.5        64.0  26.0  47.0  49.0  66.0  65.0  97.0 130.0 195.0  64.0  56.0
## CV residual -36.0 -91.6 -71.2 -71.7 -53.6 -52.7 -19.3  18.5  85.4 -57.8 -66.1
##             30824 30826 30828 30831 30834 30835 30839 30840 30845 30846  30850
## Predicted   122.1 122.1 122.1 122.1 118.9 117.6 122.5 123.2 123.2 121.8 120.32
## cvpred      122.5 122.5 122.5 122.5 119.3 118.1 122.8 123.6 123.6 122.1 120.72
## pm2.5        71.0  79.0  79.0  85.0  91.0 104.0 140.0 141.0 143.0 139.0 124.00
## CV residual -51.5 -43.5 -43.5 -37.5 -28.3 -14.1  17.2  17.4  19.4  16.9   3.28
##             30854 30856 30858 30862 30866 30870 30871 30876 30886 30888 30889
## Predicted   121.1   121 121.4 121.1 121.6 117.5 116.8   121 106.2 104.8 104.1
## cvpred      121.4   121 121.8 121.4 121.9 117.9 117.2   121 106.7 105.3 104.6
## pm2.5        59.0    46  34.0  46.0  46.0  41.0  34.0    37  41.0  40.0  32.0
## CV residual -62.4   -75 -87.8 -75.4 -75.9 -76.9 -83.2   -84 -65.7 -65.3 -72.6
##             30895 30896 30898 30899 30900 30901 30905 30908 30909 30910 30916
## Predicted   100.5  99.2  97.3  96.5  95.8   121 119.4 120.4 120.0 118.8 120.4
## cvpred      101.1  99.8  97.9  97.2  96.5   121 119.6 120.7 120.3 119.1 120.7
## pm2.5        33.0  34.0  29.0  46.0  36.0    43  42.0  53.0  46.0  50.0  74.0
## CV residual -68.1 -65.8 -68.9 -51.2 -60.5   -78 -77.6 -67.7 -74.3 -69.1 -46.7
##             30919 30920 30922 30933 30935 30938   30940 30944 30951 30952 30956
## Predicted   120.4 121.8 121.4 112.4 111.0 107.1 121.783 121.8 118.7 118.0 113.0
## cvpred      120.7 122.1 121.8 112.9 111.5 107.6 122.124 122.1 119.1 118.4 113.5
## pm2.5        71.0  71.0  71.0  64.0 125.0 120.0 123.000 136.0  93.0  80.0  98.0
## CV residual -49.7 -51.1 -50.8 -48.9  13.5  12.4   0.876  13.9 -26.1 -38.4 -15.5
##             30957  30958 30960 30961 30964  30965 30966 30968 30969 30970 30975
## Predicted   112.4 110.13 106.9 106.2   102 101.88 101.2  99.0  99.0 98.29   121
## cvpred      112.9 110.62 107.4 106.7   103 102.49 101.8  99.6  99.7 98.94   121
## pm2.5        82.0 116.00 131.0  94.0   101  99.00 113.0 162.0 127.0 93.00    75
## CV residual -30.9   5.38  23.6 -12.7    -2  -3.49  11.2  62.4  27.3 -5.94   -46
##             30981 30982 30983 30984 30990 30991 31000 31004 31006 31007 31009
## Predicted   120.9 120.2 118.9 121.8 121.4 120.9 106.7 122.5 121.4 120.7 122.5
## cvpred      121.2 120.5 119.3 122.1 121.8 121.3 107.3 122.8 121.8 121.1 122.8
## pm2.5        67.0  59.0  66.0  71.0  68.0  53.0  59.0  59.0  70.0  61.0  56.0
## CV residual -54.2 -61.5 -53.3 -51.1 -53.8 -68.3 -48.3 -63.8 -51.8 -60.1 -66.8
##             31010 31011 31012 31016 31022 31024 31031 31032 31038 31039 31041
## Predicted   122.1 121.8 122.1   119 100.7  98.9 118.3 117.3 118.7 118.1   120
## cvpred      122.5 122.1 122.5   119 100.9  99.2 118.5 117.4 118.9 118.4   120
## pm2.5        60.0  64.0  66.0    15  11.0   8.0  36.0  39.0  50.0  43.0    47
## CV residual -62.5 -58.1 -56.5  -104 -89.9 -91.2 -82.5 -78.4 -68.9 -75.4   -73
##             31051  31058 31061 31063 31066 31069 31077  31078  31083 31084
## Predicted   108.0 102.82 101.5 122.1   120 114.4 103.7 102.28 120.05   120
## cvpred      108.2 103.37 102.2 122.5   120 114.9 104.3 102.84 120.33   120
## pm2.5        35.0 100.00 149.0 150.0   163 175.0  91.0  99.00 126.00   141
## CV residual -73.2  -3.37  46.8  27.5    43  60.1 -13.3  -3.84   5.67    21
##             31088 31094 31095  31097 31098 31101  31105  31106 31108 31109
## Predicted   119.0 121.8 120.4 120.17 118.9   115 121.78 121.78 121.8 121.4
## cvpred      119.3 122.1 120.7 120.53 119.3   115 122.12 122.12 122.1 121.8
## pm2.5       165.0  95.0 109.0 111.00  98.0    97 119.00 127.00 170.0 170.0
## CV residual  45.7 -27.1 -11.7  -9.53 -21.3   -18  -3.12   4.88  47.9  48.2
##             31115 31120 31122  31127 31138 31139 31143 31148 31151 31153 31155
## Predicted     120 113.8 114.5 121.42 120.7 121.1 120.2 112.9 112.2 112.1 109.8
## cvpred        120 113.8 114.5 121.77 121.1 121.4 120.5 113.2 112.5 112.6 110.3
## pm2.5          86  15.0  17.0 128.00  77.0  80.0  65.0  48.0  48.0  61.0  84.0
## CV residual   -34 -98.8 -97.5   6.23 -44.1 -41.4 -55.5 -65.2 -64.5 -51.6 -26.3
##              31159  31172  31174 31175 31178 31179 31180 31182 31184 31185
## Predicted   120.73 110.39 119.72 119.4   120 120.4 118.5   115 112.6 118.7
## cvpred      121.05 110.76 119.96 119.6   120 120.7 118.7   115 112.9 118.9
## pm2.5       118.00 117.00 124.00 107.0    71  80.0  83.0    49  59.0  44.0
## CV residual  -3.05   6.24   4.04 -12.6   -49 -40.7 -35.7   -66 -53.9 -74.9
##             31186 31191 31199 31207 31208 31209 31210 31216 31218 31220 31226
## Predicted   116.7 117.4 106.1   118 116.1 115.4   120   106 101.4  98.2 120.0
## cvpred      116.9 117.6 106.5   118 116.4 115.7   120   106 101.6  98.5 120.3
## pm2.5        27.0  28.0  46.0    79  72.0  62.0    51    15  17.0  17.0  26.0
## CV residual -89.9 -89.6 -60.5   -39 -44.4 -53.7   -69   -91 -84.6 -81.5 -94.3
##             31229 31231 31232 31235 31237 31239 31240 31242 31243 31245 31250
## Predicted   115.3 112.2 110.6 116.4   116 115.0 114.4 110.2 110.3 108.4 102.4
## cvpred      115.5 112.5 110.9 116.6   116 115.1 114.6 110.3 110.6 108.8 102.8
## pm2.5        18.0  18.0  17.0  24.0    22  20.0  30.0  30.0  48.0  66.0  42.0
## CV residual -97.5 -94.5 -93.9 -92.6   -94 -95.1 -84.6 -80.3 -62.6 -42.8 -60.8
##             31254 31259 31261 31262 31267 31268 31272 31274 31276 31277 31278
## Predicted     120 118.8 116.8 121.1 114.3 112.0 121.1 121.1 121.8   121 121.8
## cvpred        120 119.1 117.1 121.4 114.7 112.4 121.4 121.4 122.1   121 122.1
## pm2.5          40  53.0  59.0  46.0  56.0  62.0  71.0  85.0  80.0    83  89.0
## CV residual   -80 -66.1 -58.1 -75.4 -58.7 -50.4 -50.4 -36.4 -42.1   -38 -33.1
##             31279 31284  31288  31289 31294 31297 31298 31302 31304 31307 31308
## Predicted   121.1 121.4 122.47 121.75 121.4 121.8 121.3 118.9 117.8 119.4 118.7
## cvpred      121.4 121.8 122.85 122.14 121.8 122.1 121.6 119.3 118.2 119.6 118.9
## pm2.5        87.0  88.0 118.00 119.00 164.0 171.0 178.0 103.0  93.0  32.0  32.0
## CV residual -34.4 -33.8  -4.85  -3.14  42.2  48.9  56.4 -16.3 -25.2 -87.6 -86.9
##             31310 31311 31312 31313 31316 31317 31319 31320 31322 31323 31325
## Predicted   115.5 115.7 115.7 114.4 115.8 115.2 112.9 121.1 121.4 120.7 121.4
## cvpred      115.7 115.8 115.8 114.6 116.1 115.5 113.2 121.4 121.8 121.1 121.8
## pm2.5        20.0  28.0  20.0  22.0  26.0  27.0  33.0  33.0  38.0  49.0  79.0
## CV residual -95.7 -87.8 -95.8 -92.6 -90.1 -88.5 -80.2 -88.4 -83.8 -72.1 -42.8
##             31330 31335 31338 31339 31341 31343 31345 31352 31353  31358 31359
## Predicted   122.1 120.9 122.5 121.8   120   117 116.2 122.5 121.4 120.70 120.2
## cvpred      122.5 121.3 122.8 122.1   120   117 116.6 122.8 121.8 121.06 120.5
## pm2.5        76.0  84.0  53.0  40.0    60    70 106.0 135.0 139.0 128.00  96.0
## CV residual -46.5 -37.3 -69.8 -82.1   -60   -47 -10.6  12.2  17.2   6.94 -24.5
##             31362 31368 31369 31370 31372 31373 31374 31376 31381 31382 31387
## Predicted   116.3 111.7 116.5 115.8 118.5 117.2 116.0 120.4 118.6 117.4 112.8
## cvpred      116.6 112.2 116.8 116.1 118.7 117.5 116.2 120.7 118.9 117.7 113.3
## pm2.5        55.0  96.0  76.0  18.0  22.0  20.0  20.0  29.0  35.0  47.0  88.0
## CV residual -61.6 -16.2 -40.8 -98.1 -96.7 -97.5 -96.2 -91.7 -83.9 -70.7 -25.3
##             31388 31389 31390 31391 31392 31393 31396 31399 31405 31410 31413
## Predicted   122.5 115.4 114.5 119.5 117.9 120.0 119.9 118.8 118.5   120 120.4
## cvpred      122.8 115.7 114.8 119.8 118.2 120.3 120.1 119.1 118.7   120 120.7
## pm2.5       106.0  85.0  31.0  24.0  33.0  36.0  31.0  37.0  42.0    45  59.0
## CV residual -16.8 -30.7 -83.8 -95.8 -85.2 -84.3 -89.1 -82.1 -76.7   -75 -61.7
##             31415 31417 31418 31424 31427 31433 31434 31435 31436 31437 31444
## Predicted   120.2   120 119.3 119.1 121.1 119.4 117.5 117.9 118.8 119.1 115.7
## cvpred      120.5   120 119.6 119.4 121.4 119.8 117.9 118.2 119.1 119.4 115.8
## pm2.5        68.0    76  80.0  61.0  68.0  89.0 107.0 102.0  48.0  47.0  19.0
## CV residual -52.5   -44 -39.6 -58.4 -53.4 -30.8 -10.9 -16.2 -71.1 -72.4 -96.8
##             31445 31448 31449 31450 31458 31459 31461 31462 31470 31472 31476
## Predicted   118.0 116.0 118.7 118.7 110.4 109.2 107.0 106.4 120.0 121.8 119.5
## cvpred      118.2 116.2 118.9 118.9 110.7 109.5 107.4 106.9 120.3 122.1 119.8
## pm2.5        25.0  18.0  21.0  26.0  30.0  29.0  55.0  62.0 100.0 109.0  66.0
## CV residual -93.2 -98.2 -97.9 -92.9 -80.7 -80.5 -52.4 -44.9 -20.3 -13.1 -53.8
##             31477 31480 31481 31482 31488 31491 31495 31501 31502 31503 31508
## Predicted   117.4 116.1 115.5 114.6 117.6 119.4 117.6 119.4   120 118.7 115.6
## cvpred      117.7 116.4 115.9 115.1 117.8 119.6 117.8 119.6   120 118.9 115.9
## pm2.5        58.0  75.0  62.0  96.0  28.0  42.0  50.0  35.0    41  41.0  43.0
## CV residual -59.7 -41.4 -53.9 -19.1 -89.8 -77.6 -67.8 -84.6   -79 -77.9 -72.9
##             31511 31516 31519  31520  31521 31523 31527  31530 31532 31533
## Predicted   114.5 120.0 120.7 121.78 121.43 121.4 123.5 118.68 117.5 116.3
## cvpred      114.9 120.4 121.1 122.12 121.77 121.8 123.9 119.14 118.1 116.9
## pm2.5        39.0  80.0  94.0 116.00 124.00 139.0 138.0 122.00 147.0 154.0
## CV residual -75.9 -40.4 -27.1  -6.12   2.23  17.2  14.1   2.86  28.9  37.1
##             31534 31541 31542 31546 31549 31554 31555 31560 31561 31564 31567
## Predicted   115.6 121.1 120.2 120.9 119.1 107.9 105.9  99.3  98.6 119.4   120
## cvpred      116.2 121.4 120.5 121.2 119.4 108.3 106.3  99.8  99.1 119.6   120
## pm2.5       168.0  37.0  48.0  39.0  34.0  18.0  23.0  16.0  21.0  20.0    21
## CV residual  51.8 -84.4 -72.5 -82.2 -85.4 -90.3 -83.3 -83.8 -78.1 -99.6   -99
##             31572 31581 31583 31587 31588 31590 31598 31602 31604 31606 31607
## Predicted   119.0 121.8 119.4 113.3 112.6 109.0 117.3 117.5 113.6 115.3 113.9
## cvpred      119.3 122.1 119.6 113.6 112.9 109.3 117.4 117.8 113.9 115.8 114.3
## pm2.5        27.0  59.0  27.0  26.0  24.0  23.0  38.0  36.0  43.0  60.0  65.0
## CV residual -92.3 -63.1 -92.6 -87.6 -88.9 -86.3 -79.4 -81.8 -70.9 -55.8 -49.3
##             31608 31611 31613 31614 31617 31619  31629 31630 31633 31640 31641
## Predicted   113.9 121.8 119.0 118.3 119.1 120.7 114.61 122.5 122.5 122.1 121.4
## cvpred      114.4 122.1 119.3 118.6 119.4 121.1 115.05 122.8 122.8 122.5 121.8
## pm2.5        56.0 101.0  62.0  54.0  39.0  62.0 111.00 109.0  74.0 203.0 208.0
## CV residual -58.4 -21.1 -57.3 -64.6 -80.4 -59.1  -4.05 -13.8 -48.8  80.5  86.2
##             31644 31645 31648 31650 31661 31662 31664 31667 31669 31673 31675
## Predicted   122.2 121.0   117 123.2 113.9 113.2 112.5 109.2 106.7 100.3  98.1
## cvpred      122.7 121.5   117 123.6 114.3 113.6 112.9 109.7 107.3 100.9  98.8
## pm2.5       194.0 161.0   143  55.0  48.0  42.0  42.0  48.0  47.0  51.0  53.0
## CV residual  71.3  39.5    26 -68.6 -66.3 -71.6 -70.9 -61.7 -60.3 -49.9 -45.8
##             31681 31682 31685 31686 31687 31696 31705 31706 31708 31715 31716
## Predicted   121.4 120.0 117.3 116.9 116.2 119.4 118.8 118.3 120.0 121.4 121.4
## cvpred      121.8 120.4 117.7 117.3 116.6 119.8 119.1 118.6 120.3 121.8 121.8
## pm2.5        82.0  87.0  69.0  63.0  73.0  78.0  49.0  73.0  41.0  66.0  65.0
## CV residual -39.8 -33.4 -48.7 -54.3 -43.6 -41.8 -70.1 -45.6 -79.3 -55.8 -56.8
##             31721 31726 31729 31730 31732 31733 31736 31740 31742 31747 31748
## Predicted     115 108.8 106.1 105.4 103.3 103.3 123.2 122.8 120.7 116.3 115.6
## cvpred        116 109.4 106.8 106.1 103.9 103.9 123.6 123.2 121.1 116.9 116.1
## pm2.5          69  88.0  57.0  61.0  72.0  70.0  79.0  91.0  94.0 139.0 142.0
## CV residual   -47 -21.4 -49.8 -45.1 -31.9 -33.9 -44.6 -32.2 -27.1  22.1  25.9
##             31752 31757 31758 31759 31760 31761 31762 31765 31769 31779 31783
## Predicted     113 122.5 122.1 123.2 122.8 122.8 122.1 123.1 124.2 123.9 112.7
## cvpred        114 122.8 122.5 123.6 123.2 123.2 122.5 123.6 124.7 124.3 112.8
## pm2.5         160  61.0  60.0  57.0  68.0  75.0  83.0  98.0 136.0 145.0  26.0
## CV residual    46 -61.8 -62.5 -66.6 -55.2 -48.2 -39.5 -25.6  11.3  20.7 -86.8
##             31784 31787 31791 31794 31800 31802 31803 31805 31807 31809 31810
## Predicted   109.1  99.3  86.6  75.9   116   115   116   117   117   115 114.1
## cvpred      109.3  99.5  86.9  76.3   116   115   116   117   117   115 114.2
## pm2.5        21.0  32.0  29.0  20.0    17     9    13    15    13    10  16.0
## CV residual -88.3 -67.5 -57.9 -56.3   -99  -106  -103  -102  -104  -105 -98.2
##             31817 31824 31833 31841 31842 31843 31848   31858 31860 31862 31864
## Predicted   114.7 118.0 117.3 111.4 114.5 113.8 118.3 118.637 117.9 115.4 119.3
## cvpred      114.7 118.2 117.4 111.3 114.5 113.8 118.5 118.894 118.2 115.7 119.6
## pm2.5        15.0  27.0  19.0  12.0  17.0  25.0  48.0 118.000  98.0  92.0  63.0
## CV residual -99.7 -91.2 -98.4 -99.3 -97.5 -88.8 -70.5  -0.894 -20.2 -23.7 -56.6
##             31866  31872 31892 31893 31895 31901  31905   31907  31908  31915
## Predicted   120.5 121.78 108.1 107.4   107   120 118.82 119.715 120.04 118.07
## cvpred      120.9 122.12 108.4 107.7   107   120 119.07 119.959 120.32 118.38
## pm2.5        75.0 115.00  74.0  73.0    93   144 117.00 119.000 115.00 128.00
## CV residual -45.9  -7.12 -34.4 -34.7   -14    24  -2.07  -0.959  -5.32   9.62
##             31916 31918 31921 31927 31930 31931 31935 31936 31939 31940 31941
## Predicted   121.1 121.1   121 112.5   109 105.6   112 111.5 114.9 118.0 117.6
## cvpred      121.4 121.4   121 112.9   109 105.9   112 111.5 114.9 118.2 117.8
## pm2.5       105.0 123.0   110  72.0    77  68.0     5  12.0  18.0  19.0  23.0
## CV residual -16.4   1.6   -11 -40.9   -32 -37.9  -107 -99.5 -96.9 -99.2 -94.8
##             31949 31951 31953 31954 31959 31962 31963 31964 31966 31969 31970
## Predicted   116.6 114.6 112.1 110.1   114 112.6 113.2 113.9 113.2 118.7 117.9
## cvpred      116.7 114.8 112.3 110.3   114 112.6 113.3 114.1 113.4 118.9 118.2
## pm2.5        64.0  38.0  31.0  31.0    11  18.0  17.0  39.0  47.0  70.0  95.0
## CV residual -52.7 -76.8 -81.3 -79.3  -103 -94.6 -96.3 -75.1 -66.4 -48.9 -23.2
##             31971 31972 31974 31978 31982 31983 31990 31991 31993 32004 32009
## Predicted   118.0 117.3 115.1 117.3 115.2 113.8 103.5 118.3 117.6 108.1 110.8
## cvpred      118.2 117.5 115.3 117.4 115.3 113.9 103.8 118.5 117.8 108.2 111.1
## pm2.5       101.0  59.0  47.0  29.0  33.0  31.0  41.0  50.0  51.0  16.0  38.0
## CV residual -17.2 -58.5 -68.3 -88.4 -82.3 -82.9 -62.8 -68.5 -66.8 -92.2 -73.1
##              32012 32014 32022 32024 32025 32027 32033 32038 32041 32043 32044
## Predicted   107.35 104.1  91.8  89.8  89.1  87.3 118.4 110.0 104.9 101.3 100.0
## cvpred      107.75 104.6  92.3  90.4  89.7  87.9 118.7 110.4 105.3 101.7 100.5
## pm2.5        98.00  71.0  51.0  56.0  57.0  60.0  61.0  55.0  33.0  39.0  40.0
## CV residual  -9.75 -33.6 -41.3 -34.4 -32.7 -27.9 -57.7 -55.4 -72.3 -62.7 -60.5
##             32049 32050 32051 32055 32058 32059 32060  32066  32068 32071 32072
## Predicted   119.0   120 120.4   120 118.6 119.0 118.6 120.40 120.04 114.1 106.4
## cvpred      119.3   120 120.7   120 118.9 119.3 118.9 120.68 120.32 114.2 106.4
## pm2.5        68.0    69  75.0    81  74.0  75.0  72.0 124.00 118.00  16.0  20.0
## CV residual -51.3   -51 -45.7   -39 -44.9 -44.3 -46.9   3.32  -2.32 -98.2 -86.4
##             32073 32081 32082 32083 32085 32086 32089 32090 32091 32095 32096
## Predicted   102.1  67.0  63.8  60.5  55.7  54.4 109.2 105.9 105.3   111 109.4
## cvpred      102.1  67.4  64.3  61.1  56.3  55.1 109.2 105.8 105.3   111 109.4
## pm2.5        14.0   7.0  10.0   8.0  15.0  12.0  14.0   8.0  10.0    10  13.0
## CV residual -88.1 -60.4 -54.3 -53.1 -41.3 -43.1 -95.2 -97.8 -95.3  -101 -96.4
##             32097 32101 32108 32116 32118 32119 32120 32124 32126 32129 32130
## Predicted   108.6  97.7 111.2 112.8 110.6 109.9 110.6 109.3 109.4 107.1 111.1
## cvpred      108.7  97.6 111.1 112.8 110.6 109.9 110.7 109.2 109.1 106.8 110.9
## pm2.5        13.0   9.0  18.0  43.0  30.0  18.0  21.0  13.0  10.0  15.0  18.0
## CV residual -95.7 -88.6 -93.1 -69.8 -80.6 -91.9 -89.7 -96.2 -99.1 -91.8 -92.9
##             32131 32144 32145 32147 32153 32154 32161 32165 32168 32172 32177
## Predicted   112.8 113.4 114.7 111.5 113.5 113.3 117.0 116.4 115.6 113.8 113.8
## cvpred      112.8 113.5 114.7 111.5 113.5 113.3 117.1 116.5 115.6 113.8 113.9
## pm2.5        21.0  42.0  39.0  33.0  45.0  49.0  71.0  33.0  47.0  49.0  65.0
## CV residual -91.8 -71.5 -75.7 -78.5 -68.5 -64.3 -46.1 -83.5 -68.6 -64.8 -48.9
##             32184  32189 32192 32195  32202 32204  32205  32207 32211 32213
## Predicted     112 117.65 116.7 117.3 115.34 115.3 114.93 111.73 109.5 116.4
## cvpred        112 117.79 116.9 117.4 115.48 115.5 115.15 111.95 109.8 116.6
## pm2.5          80 122.00  99.0  66.0 109.00 124.0 119.00 103.00 144.0 149.0
## CV residual   -32   4.21 -17.9 -51.4  -6.48   8.5   3.85  -8.95  34.2  32.4
##             32215 32219 32222 32224 32231 32233 32237 32238 32244 32245 32247
## Predicted   116.0 118.3 118.0 118.0   118   115 108.0 106.4   113 113.2   113
## cvpred      116.2 118.5 118.2 118.2   118   115 108.2 106.6   113 113.1   113
## pm2.5        38.0  58.0  85.0  72.0    86    31  17.0  14.0    11  14.0    13
## CV residual -78.2 -60.5 -33.2 -46.2   -32   -84 -91.2 -92.6  -102 -99.1  -100
##             32248 32251 32254 32262 32263 32265 32270 32273 32274 32275 32280
## Predicted     114 110.9 105.3 117.1 115.4 116.6 114.1 111.5   110 110.0 117.3
## cvpred        114 111.1 105.6 117.2 115.5 116.7 114.2 111.6   110 110.2 117.4
## pm2.5          14  34.0  57.0  65.0  64.0  62.0  68.0  67.0    73  88.0 128.0
## CV residual  -100 -77.1 -48.6 -52.2 -51.5 -54.7 -46.2 -44.6   -37 -22.2  10.6
##             32281 32283  32285 32289 32298  32304 32307 32310 32311 32315 32325
## Predicted   117.3 116.6 116.24   116 110.4 116.96 116.2   116 116.3 117.3 117.0
## cvpred      117.4 116.7 116.36   116 110.2 117.07 116.4   116 116.3 117.4 117.1
## pm2.5       132.0 142.0 124.00   101  24.0 123.00 128.0    47  36.0  72.0 212.0
## CV residual  14.6  25.3   7.64   -15 -86.2   5.93  11.6   -69 -80.3 -45.4  94.9
##             32332 32336  32340 32343 32345 32346 32348 32351  32352  32359
## Predicted   118.0 117.6 117.98 111.3 109.1 108.5 107.2 104.6 103.84 117.47
## cvpred      118.2 117.8 118.16 111.4 109.3 108.8 107.5 104.9 104.17 117.62
## pm2.5        59.0  98.0 113.00  70.0  78.0  80.0  89.0 119.0 106.00 116.00
## CV residual -59.2 -19.8  -5.16 -41.4 -31.3 -28.8 -18.5  14.1   1.83  -1.62
##             32361 32372 32373 32375 32381 32383 32385 32386 32387 32388 32389
## Predicted   118.7 114.4 114.5 114.9 114.2 112.6 112.7 111.3 116.3 116.6 115.4
## cvpred      118.9 114.4 114.5 114.9 114.2 112.6 112.8 111.4 116.3 116.7 115.5
## pm2.5       142.0  17.0  61.0  97.0  39.0  26.0  33.0  36.0  92.0  92.0  91.0
## CV residual  23.1 -97.4 -53.5 -17.9 -75.2 -86.6 -79.8 -75.4 -24.3 -24.7 -24.5
##             32391 32393  32400 32407 32410 32412 32416 32420 32423 32431  32438
## Predicted   111.3 106.3 102.08   116 116.6   116 110.5 118.7 116.7 113.9 108.47
## cvpred      111.4 106.4 102.39   116 116.7   116 110.7 118.9 116.9 114.1 108.78
## pm2.5        67.0  73.0  98.00   151 159.0   153 149.0 183.0 213.0  53.0 104.00
## CV residual -44.4 -33.4  -4.39    35  42.3    37  38.3  64.1  96.1 -61.1  -4.78
##             32441 32442 32443 32446  32447  32454  32455 32459 32460 32465
## Predicted   119.0 118.7 118.7   118 118.67 118.67 117.95 119.4 118.0  97.1
## cvpred      119.2 118.9 118.9   118 118.88 118.88 118.17 119.6 118.2  96.9
## pm2.5       135.0 166.0 170.0   126 113.00 121.00 111.00  91.0  83.0  12.0
## CV residual  15.8  47.1  51.1     8  -5.88   2.12  -7.17 -28.6 -35.2 -84.9
##             32466 32468 32478 32481 32488 32492 32496 32497 32499 32500 32501
## Predicted    95.2 109.7   107 105.5 108.4 107.3 113.1 115.2 115.2 114.9 113.8
## cvpred       94.9 109.5   107 105.2 108.3 107.3 113.1 115.3 115.3 114.9 113.8
## pm2.5        12.0  32.0    16  15.0  26.0  32.0  40.0  32.0  29.0  35.0  64.0
## CV residual -82.9 -77.5   -91 -90.2 -82.3 -75.3 -73.1 -83.3 -86.3 -79.9 -49.8
##             32504 32507 32508 32512 32513 32515 32522 32525 32528 32535 32538
## Predicted   116.3 115.2 115.6 110.4 107.8 109.1 117.1 117.3 117.3 119.0 118.7
## cvpred      116.3 115.3 115.6 110.5 107.8 109.3 117.2 117.4 117.4 119.2 118.9
## pm2.5        88.0  66.0  62.0  37.0  37.0  50.0 130.0  98.0  85.0  94.0  93.0
## CV residual -28.3 -49.3 -53.6 -73.5 -70.8 -59.3  12.8 -19.4 -32.4 -25.2 -25.9
##              32544 32547 32556 32558  32566   32572  32577 32581 32584  32586
## Predicted   117.96 117.2 117.4 115.4 116.72 117.976 118.34 118.7 118.1 114.90
## cvpred      118.18 117.5 117.6 115.7 116.92 118.159 118.51 118.9 118.4 115.17
## pm2.5       116.00 132.0 151.0 139.0 121.00 118.000 120.00 129.0 103.0 124.00
## CV residual  -2.18  14.5  33.4  23.3   4.08  -0.159   1.49  10.1 -15.4   8.83
##              32589 32590 32593 32594 32597  32598 32599 32600 32603 32605 32607
## Predicted   119.03 118.0 118.3 117.4 114.6 112.27 110.0 109.4 110.6   111 111.1
## cvpred      119.24 118.2 118.5 117.6 114.8 112.49 110.2 109.7 110.6   111 110.9
## pm2.5       128.00 129.0 153.0 156.0 131.0 114.00  98.0  87.0  29.0     7  12.0
## CV residual   8.76  10.8  34.5  38.4  16.2   1.51 -12.2 -22.7 -81.6  -104 -98.9
##             32615 32617 32621 32628 32632 32633 32634 32638 32639 32640 32642
## Predicted   117.3 117.6 117.0   116   109 107.4 107.4 100.6  98.6 115.6   114
## cvpred      117.4 117.8 117.1   116   109 107.4 107.5 100.7  98.8 115.6   114
## pm2.5        71.0  89.0  63.0    51    63  38.0  37.0  36.0  32.0  35.0    43
## CV residual -46.4 -28.8 -54.1   -65   -46 -69.4 -70.5 -64.7 -66.8 -80.6   -71
##             32644 32645 32656  32659 32661 32663 32667 32668 32674 32675 32676
## Predicted   116.6 117.0 116.6 118.34 118.3 118.3 119.0 117.6  97.1  94.8  91.8
## cvpred      116.7 117.1 116.7 118.51 118.5 118.5 119.2 117.8  97.1  94.9  91.8
## pm2.5        42.0  43.0 101.0 120.00 135.0 149.0 158.0 137.0   6.0   8.0   9.0
## CV residual -74.7 -74.1 -15.7   1.49  16.5  30.5  38.8  19.2 -91.1 -86.9 -82.8
##             32680 32684 32689 32693 32696 32697 32698 32700 32701 32704 32706
## Predicted    78.9 111.4 107.0   110 106.7 106.2 103.2  99.6  97.0  92.2  88.6
## cvpred       79.1 111.3 106.9   109 106.4 105.9 102.9  99.3  96.7  91.9  88.3
## pm2.5        13.0  17.0  30.0     9  11.0   9.0  11.0  11.0  11.0   7.0  11.0
## CV residual -66.1 -94.3 -76.9  -100 -95.4 -96.9 -91.9 -88.3 -85.7 -84.9 -77.3
##             32709 32710 32712 32715 32720 32721 32724 32729 32730 32732 32735
## Predicted   110.4 109.9 106.4   108 108.7 105.6 100.7  98.7  97.0  94.1 109.7
## cvpred      110.2 109.7 106.1   107 108.4 105.2 100.2  98.2  96.6  93.8 109.5
## pm2.5        31.0  36.0  25.0     7  27.0  23.0  11.0   8.0  11.0  19.0  26.0
## CV residual -79.2 -73.7 -81.1  -100 -81.4 -82.2 -89.2 -90.2 -85.6 -74.8 -83.5
##             32739 32740 32744 32745 32753  32758 32765 32768 32773 32775 32776
## Predicted   110.4 109.7 111.1 110.4   105 113.15 112.0   112   111 107.9   108
## cvpred      110.2 109.5 110.9 110.2   105 113.11 111.8   112   111 107.8   108
## pm2.5        37.0  36.0  27.0  22.0    64 107.00 143.0   137   161 202.0   229
## CV residual -73.2 -73.5 -83.9 -88.2   -41  -6.11  31.2    25    50  94.2   121
##             32778 32779 32788 32791 32792 32793 32797 32798 32799 32804 32807
## Predicted     107   108 112.5   112   113   114   110   109 113.2   114   114
## cvpred        107   108 112.4   112   113   113   110   109 113.1   114   114
## pm2.5         254   259 210.0   232   238   253   265   236 213.0   262   272
## CV residual   147   151  97.6   120   125   140   155   127  99.9   148   158
##             32808 32813 32814 32815 32817 32818 32819 32822 32825 32826 32830
## Predicted     115   111   111   111   110   109   108   105   102   100 116.3
## cvpred        115   112   112   111   110   109   108   106   102   101 116.3
## pm2.5         286   259   233   226   228   221   211   228   212   219 207.0
## CV residual   171   147   121   115   118   112   103   122   110   118  90.7
##             32832 32837 32838  32839 32842 32843 32850 32854 32855 32857 32858
## Predicted   115.7   117 117.0 116.96 115.2 113.9 116.3 115.6 116.3 117.0 117.0
## cvpred      115.8   117 117.1 117.07 115.3 114.1 116.3 115.6 116.3 117.1 117.1
## pm2.5       210.0   228 202.0 122.00 120.0 127.0  92.0 200.0 208.0 173.0 170.0
## CV residual  94.2   111  84.9   4.93   4.7  12.9 -24.3  84.4  91.7  55.9  52.9
##             32862 32873 32875 32878 32880 32884 32888 32893 32903 32909 32916
## Predicted   117.0   109   114   114 114.9   112   111  94.7 110.7 109.9 108.2
## cvpred      117.1   109   114   114 114.9   112   111  94.4 110.6 109.7 108.1
## pm2.5       136.0    12    13    50  36.0    37    11   6.0  46.0  51.0  94.0
## CV residual  18.9   -97  -101   -64 -78.9   -75  -100 -88.4 -64.6 -58.7 -14.1
##             32917 32918 32919 32923 32925 32926 32932 32935 32937 32938  32939
## Predicted   106.6 105.7   104 112.9   111   109   114 113.5 114.5 111.9 111.18
## cvpred      106.5 105.6   104 112.9   111   109   114 113.5 114.5 111.9 111.16
## pm2.5        96.0  95.0    85  59.0    58    57    55  63.0  83.0  95.0 119.00
## CV residual -10.5 -10.6   -19 -53.9   -53   -52   -59 -50.5 -31.5 -16.9   7.84
##             32942 32946 32951 32952 32958 32960 32961 32962 32964 32968 32969
## Predicted   113.1 110.6   115   115   114   114   116   116   114   110   110
## cvpred      113.1 110.7   115   115   114   113   116   116   114   110   110
## pm2.5       159.0 170.0   388   403   282   294   310   322   301   250   229
## CV residual  45.9  59.3   273   288   168   181   194   206   187   140   119
##             32973 32976 32977 32980 32981 32984 32985 32986 32990 32996 32999
## Predicted     116   115   115   115   113 114.9   115   115   116 115.6 115.6
## cvpred        116   115   115   115   113 114.9   115   115   116 115.6 115.6
## pm2.5         342   324   353   278   244 197.0   260   229   171 188.0 205.0
## CV residual   226   209   238   163   131  82.1   145   114    55  72.4  89.4
##             33000 33002 33003 33007 33014 33016 33017 33018 33019 33020 33021
## Predicted   115.6 114.9 114.9 112.0 101.1  97.9  96.6 109.4 109.9 112.5 110.4
## cvpred      115.6 114.9 114.9 112.1 100.7  97.6  96.3 109.1 109.7 112.4 110.2
## pm2.5       210.0 196.0 192.0 166.0  33.0  15.0  15.0  17.0  24.0  42.0  50.0
## CV residual  94.4  81.1  77.1  53.9 -67.7 -82.6 -81.3 -92.1 -85.7 -70.4 -60.2
##             33024 33029 33031 33033 33034 33048 33049 33052 33053 33054   33057
## Predicted   114.5 111.8 111.1 111.2 110.9 110.8 109.6 111.7 111.8   112 113.512
## cvpred      114.6 111.7 110.9 111.1 110.8 110.8 109.6 111.7 111.7   112 113.462
## pm2.5        77.0  38.0  55.0  43.0  42.0  84.0  97.0  92.0  92.0    92 113.000
## CV residual -37.6 -73.7 -55.9 -68.1 -68.8 -26.8 -12.6 -19.7 -19.7   -20  -0.462
##              33058  33059  33061 33064 33065 33066 33067 33068 33069 33076
## Predicted   113.51 112.79 113.84 113.8 113.3 113.3 112.0 113.8 113.8   114
## cvpred      113.46 112.75 113.83 113.8 113.3 113.3 112.1 113.8 113.8   114
## pm2.5       110.00 114.00 108.00 176.0 177.0 182.0 181.0 197.0 197.0   203
## CV residual  -3.46   1.25  -5.83  62.2  63.7  68.7  68.9  83.2  83.2    89
##             33078 33080 33084 33086 33092 33095 33096 33100 33101 33103 33104
## Predicted   114.2 114.2  98.9  89.6  65.8  60.3  59.0 108.7 107.6 108.7 109.4
## cvpred      114.2 114.2  98.6  89.4  65.9  60.4  59.2 108.4 107.3 108.4 109.1
## pm2.5       200.0 205.0  14.0  19.0   9.0   8.0  16.0  19.0  19.0  25.0  30.0
## CV residual  85.8  90.8 -84.6 -70.4 -56.9 -52.4 -43.2 -89.4 -88.3 -83.4 -79.1
##             33109 33113 33114 33115 33119 33130 33131 33132 33134 33136 33138
## Predicted     102 103.7 108.7 111.1 111.1 102.5 100.6  97.9 107.1 108.3 109.7
## cvpred        102 103.4 108.4 110.9 110.9 102.4 100.5  97.8 106.8 108.1 109.5
## pm2.5          28  50.0  64.0  78.0 158.0  57.0  49.0  51.0  47.0  64.0  84.0
## CV residual   -74 -53.4 -44.4 -32.9  47.1 -45.4 -51.5 -46.8 -59.8 -44.1 -25.5
##              33142 33145 33146 33148 33150 33151 33152 33153 33154 33156 33161
## Predicted   111.04 112.4 107.8 109.5 110.4 109.6 108.9 109.3 108.5   112 112.4
## cvpred      110.98 112.4 107.5 109.3 110.2 109.5 108.8 109.2 108.5   112 112.4
## pm2.5       106.00  96.0  91.0  51.0  33.0  34.0  39.0  45.0  46.0    46  76.0
## CV residual  -4.98 -16.4 -16.5 -58.3 -77.2 -75.5 -69.8 -64.2 -62.5   -66 -36.4
##             33165 33169  33173 33174 33175 33177 33178 33179 33180 33182 33184
## Predicted   113.5 113.8 112.79 112.4 111.7 103.2  98.8  93.9  89.9  85.8  79.2
## cvpred      113.5 113.8 112.75 112.4 111.7 102.9  98.4  93.4  89.5  85.5  78.9
## pm2.5        59.0  86.0 103.00  88.0  80.0  39.0  20.0  17.0  14.0  12.0  11.0
## CV residual -54.5 -27.8  -9.75 -24.4 -31.7 -63.9 -78.4 -76.4 -75.5 -73.5 -67.9
##             33191 33192 33193 33194 33197 33200 33201 33205 33206 33207 33208
## Predicted   102.8 102.1 100.8  98.9 102.8 104.2   103  97.3  98.3  97.6  98.0
## cvpred      102.3 101.6 100.3  98.4 102.3 103.7   103  96.5  97.6  96.9  97.2
## pm2.5        28.0  21.0  26.0  25.0  10.0  13.0    18   9.0  12.0   8.0  15.0
## CV residual -74.3 -80.6 -74.3 -73.4 -92.3 -90.7   -85 -87.5 -85.6 -88.9 -82.2
##             33212 33219 33220 33223 33225 33227 33228 33230 33231 33232 33239
## Predicted    98.7 106.6 106.6   100 100.0  94.0  91.9  99.2  98.1 100.1 102.4
## cvpred       98.2 106.2 106.2   100  99.7  93.6  91.5  98.5  97.4  99.4 102.2
## pm2.5        29.0  71.0  69.0    41  72.0  42.0  46.0  40.0  29.0  34.0 107.0
## CV residual -69.2 -35.2 -37.2   -59 -27.7 -51.6 -45.5 -58.5 -68.4 -65.4   4.8
##             33243 33246 33247 33249  33250 33252 33253 33255 33256 33258 33261
## Predicted   108.0 108.0 108.0 109.4 109.02 107.6   106 101.1  97.7  96.8  98.4
## cvpred      107.7 107.7 107.7 109.1 108.78 107.3   106 100.8  97.4  96.5  98.4
## pm2.5       179.0 163.0 161.0  98.0 113.00 159.0   207 148.0 131.0 144.0 175.0
## CV residual  71.3  55.3  53.3 -11.1   4.22  51.7   101  47.2  33.6  47.5  76.6
##             33262 33263 33265 33269 33273 33274 33276 33283 33285 33288 33290
## Predicted   109.4 109.4   108   109   109   109   109   107   111   111   111
## cvpred      109.1 109.1   108   109   109   109   109   107   111   111   111
## pm2.5       189.0 206.0   224   282   235   225   226   234   271   277   263
## CV residual  79.9  96.9   116   173   126   116   117   127   160   166   152
##             33293 33300 33301 33303 33304 33305 33308 33309 33311 33312 33316
## Predicted     108  85.1  81.9  76.7  74.2  71.3  62.8  60.5  56.0  55.1 104.3
## cvpred        108  84.7  81.6  76.4  74.0  71.2  62.9  60.6  56.1  55.3 103.9
## pm2.5         260  12.0  12.0  17.0  13.0  12.0  13.0  17.0  13.0  18.0  30.0
## CV residual   152 -72.7 -69.6 -59.4 -61.0 -59.2 -49.9 -43.6 -43.1 -37.3 -73.9
##             33320 33321 33324 33327 33328 33335  33340  33343 33345 33348 33349
## Predicted   104.3 104.3 102.8 102.1 101.8 105.9 106.57 108.17 108.1 106.4 106.3
## cvpred      103.9 103.9 102.3 101.6 101.2 105.5 106.28 107.86 107.9 106.1 105.9
## pm2.5        29.0  31.0  18.0  14.0  18.0  55.0 113.00  99.00  89.0 115.0 128.0
## CV residual -74.9 -72.9 -84.3 -87.6 -83.2 -50.5   6.72  -8.86 -18.9   8.9  22.1
##              33350  33351 33353 33361 33365 33380 33384 33389 33391 33393 33394
## Predicted   104.31 101.32  99.8 108.0 108.0 108.8 108.8 103.0 102.7 104.3 101.0
## cvpred      103.93 100.89  99.5 107.7 107.7 108.6 108.6 102.7 102.3 103.9 100.5
## pm2.5       110.00  99.00  72.0 146.0 166.0  95.0  95.0  27.0  21.0  22.0  27.0
## CV residual   6.07  -1.89 -27.5  38.3  58.3 -13.6 -13.6 -75.7 -81.3 -81.9 -73.5
##             33395 33397 33399 33401 33403 33405 33406 33410 33413 33414 33415
## Predicted    98.0  84.8  77.1  69.6  96.8  97.2  95.2  82.0  74.2  72.9  99.7
## cvpred       97.5  84.1  76.5  69.0  96.0  96.6  94.6  81.5  73.7  72.5  99.0
## pm2.5        26.0  18.0  15.0  21.0  27.0  25.0  18.0   9.0  13.0  12.0  14.0
## CV residual -71.5 -66.1 -61.5 -48.0 -69.0 -71.6 -76.6 -72.5 -60.7 -60.5 -85.0
##             33416 33417 33420 33430 33434 33435 33438 33439 33440 33445 33447
## Predicted   102.1 100.6  97.8  75.5  70.7  69.4    68  66.7  64.4  51.4 100.9
## cvpred      101.6  99.9  97.3  75.4  70.7  69.4    68  66.8  64.5  51.5 100.3
## pm2.5        21.0  25.0  17.0  38.0  42.0  40.0    41  36.0  36.0  26.0  26.0
## CV residual -80.6 -74.9 -80.3 -37.4 -28.7 -29.4   -27 -30.8 -28.5 -25.5 -74.3
##             33449 33451  33452 33454 33455 33460 33461 33466 33467 33471 33476
## Predicted   100.7 105.9 101.58 102.9 106.6  99.2  97.9  90.9  88.3 102.3   107
## cvpred      100.1 105.5 101.03 102.5 106.2  98.8  97.5  90.6  88.0 101.7   107
## pm2.5        23.0  36.0 100.00  73.0  92.0  39.0  42.0  38.0  38.0  62.0    91
## CV residual -77.1 -69.5  -1.03 -29.5 -14.2 -59.8 -55.5 -52.6 -50.0 -39.7   -16
##             33477 33482 33484 33485 33486 33490 33492 33493 33494 33495 33497
## Predicted     107   107 107.5 106.4 106.6 109.6 106.3   107   106   107   106
## cvpred        107   107 107.1 106.1 106.2 109.3 105.9   106   106   107   105
## pm2.5         129   165 199.0 196.0 144.0 127.0 197.0   222   245   241   243
## CV residual    22    58  91.9  89.9  37.8  17.7  91.1   116   139   134   138
##             33500 33504 33505 33509 33512 33513 33520 33521 33525 33529 33535
## Predicted     109   109   109   105   102   101   108   108   106   110 106.3
## cvpred        109   108   108   105   102   101   108   108   106   109 105.9
## pm2.5         295   385   407   270   273   269   270   292   393   367  17.0
## CV residual   186   277   299   165   171   168   162   184   287   258 -88.9
##             33537 33539 33541 33546 33548 33550 33557 33559 33562 33565 33568
## Predicted   105.6 102.2  97.0 100.7 104.6 102.8 103.6 105.2 104.9 103.8 102.9
## cvpred      105.2 101.8  96.4 100.1 104.1 102.3 103.2 104.8 104.5 103.4 102.5
## pm2.5        24.0  14.0   7.0  17.0  35.0  46.0 135.0  46.0  37.0  51.0 111.0
## CV residual -81.2 -87.8 -89.4 -83.1 -69.1 -56.3  31.8 -58.8 -67.5 -52.4   8.5
##             33571 33572 33574 33576 33578 33581 33584 33587 33588 33591 33593
## Predicted     107 107.6 108.0   107 108.2 105.5 102.2  98.9  97.7 105.6 105.0
## cvpred        107 107.3 107.7   107 107.9 105.2 101.8  98.6  97.4 105.2 104.6
## pm2.5         124 160.0 156.0   136 187.0 135.0 118.0 112.0 126.0 131.0 151.0
## CV residual    17  52.7  48.3    29  79.1  29.8  16.2  13.4  28.6  25.8  46.4
##             33598 33599 33602 33604 33610 33624 33638 33639 33640 33649 33653
## Predicted     109   108   108   107 108.0 108.3   109   108   106   110 103.2
## cvpred        108   108   107   107 107.7 108.1   109   108   106   109 102.9
## pm2.5         211   229   289   299 139.0 205.0   388   329   310   334  52.0
## CV residual   103   121   182   192  31.3  96.9   279   221   204   225 -50.9
##             33655 33656 33657 33659 33664 33671 33676 33677 33679 33685 33690
## Predicted   104.3 102.6  99.7  93.1  73.2   102   103 104.9 102.1 102.1  96.4
## cvpred      103.9 102.1  99.3  92.7  72.9   101   103 104.4 101.6 101.6  95.9
## pm2.5        12.0  14.0  12.0  11.0  10.0    11    26  27.0  46.0  32.0  33.0
## CV residual -91.9 -88.1 -87.3 -81.7 -62.9   -90   -77 -77.4 -55.6 -69.6 -62.9
##             33691 33696 33697 33698 33700 33703 33705 33710 33714 33716 33722
## Predicted   103.9 105.6 105.6 105.2   106 106.6   107 105.9 108.0   107   107
## cvpred      103.4 105.2 105.2 104.8   106 106.2   107 105.5 107.7   107   107
## pm2.5        46.0 129.0 158.0 178.0   223 142.0   151 183.0 190.0   254   270
## CV residual -57.4  23.8  52.8  73.2   117  35.8    44  77.5  82.3   147   163
##             33723 33725 33727 33732 33737 33750 33751 33752 33756 33757 33758
## Predicted     107   104   107 106.3  70.2  40.8 100.4 101.8  95.4  95.7  93.1
## cvpred        106   104   106 105.9  69.5  40.8  99.7 101.2  94.5  94.9  92.2
## pm2.5         247   263   238 173.0  15.0   8.0  15.0  15.0  18.0  24.0  27.0
## CV residual   141   159   132  67.1 -54.5 -32.8 -84.7 -86.2 -76.5 -70.9 -65.2
##             33762 33763  33766 33771 33775 33776 33777 33778  33779  33780
## Predicted    88.6  89.3 103.17 103.7 104.0 103.9 104.6 104.9 102.78 103.17
## cvpred       88.0  88.8 102.63 103.2 103.5 103.4 104.1 104.4 102.29 102.63
## pm2.5        51.0  56.0 108.00 188.0 151.0 138.0 121.0 123.0 110.00 109.00
## CV residual -37.0 -32.8   5.37  84.8  47.5  34.6  16.9  18.6   7.71   6.37
##             33792 33795 33802 33805 33808 33809 33810 33811 33812 33813 33815
## Predicted   105.7 104.9 102.7  96.5 100.2 101.4 100.2  95.1  89.8  84.6  73.8
## cvpred      105.4 104.5 102.4  96.1  99.6 100.8  99.6  94.4  89.1  84.0  73.1
## pm2.5       173.0 160.0 175.0 118.0  46.0  32.0  20.0   6.0   6.0   7.0   8.0
## CV residual  67.6  55.5  72.6  21.9 -53.6 -68.8 -79.6 -88.4 -83.1 -77.0 -65.1
##             33817 33824 33825 33829 33830 33834 33837 33841 33842 33844 33845
## Predicted    58.6  35.5  32.3  19.1 15.15  6.21  91.9  98.0  96.6  97.4  95.4
## cvpred       57.7  34.9  31.7  18.6 14.74  6.16  90.9  97.2  95.8  96.7  94.5
## pm2.5         8.0   8.0   9.0   5.0  6.00 17.00  72.0  14.0  25.0  23.0  21.0
## CV residual -49.7 -26.9 -22.7 -13.6 -8.74 10.84 -18.9 -83.2 -70.8 -73.7 -73.5
##             33847 33850 33851 33852 33860  33864 33866 33867 33868 33869 33875
## Predicted    96.0  97.4  93.1  91.1  88.5 102.48 101.8 102.5 103.2 102.1 100.1
## cvpred       95.3  96.7  92.2  90.3  87.9 101.91 101.2 101.9 102.6 101.6  99.4
## pm2.5        15.0  23.0  27.0  20.0  66.0  98.00 125.0 123.0 135.0 150.0  45.0
## CV residual -80.3 -73.7 -65.2 -70.3 -21.9  -3.91  23.8  21.1  32.4  48.4 -54.4
##             33876 33877 33878 33880 33882 33887 33890 33893 33895 33901 33903
## Predicted    98.8  99.4  99.4  98.8 100.1  99.6 102.8 104.2 104.6 105.9   105
## cvpred       98.2  98.7  98.7  98.2  99.4  99.1 102.3 103.7 104.1 105.5   104
## pm2.5        38.0  18.0  25.0  15.0  17.0  73.0  90.0 123.0 132.0 189.0   216
## CV residual -60.2 -80.7 -73.7 -83.2 -82.4 -26.1 -12.3  19.3  27.9  83.5   112
##             33908 33909 33912 33916 33917 33922 33925 33935 33936 33944 33950
## Predicted     107   107   104  99.0  98.1  97.4  87.1  99.4  99.4 103.3  97.3
## cvpred        106   106   104  98.6  97.7  96.7  86.4  98.7  98.7 102.8  96.5
## pm2.5         283   261   252 235.0 114.0  23.0  24.0  72.0  78.0 164.0  67.0
## CV residual   177   155   148 136.4  16.3 -73.7 -62.4 -26.7 -20.7  61.2 -29.5
##             33955 33959 33962 33964 33966 33970 33974 33975 33982 33983 33984
## Predicted    90.8 102.8   102 103.2  99.0  81.5  57.6  51.4  23.0  20.7 19.37
## cvpred       90.2 102.3   102 102.6  98.3  81.0  57.2  51.0  23.1  20.8 19.56
## pm2.5        80.0 116.0   216 188.0  71.0  32.0  10.0  13.0   5.0   8.0 11.00
## CV residual -10.2  13.7   114  85.4 -27.3 -49.0 -47.2 -38.0 -18.1 -12.8 -8.56
##             33987 33990 33992 33993 33995 33999 34000 34002 34010 34011 34014
## Predicted   100.2 100.2  96.5  95.8  89.5  69.2  66.3  60.2  45.4  44.5  34.0
## cvpred       99.6  99.6  95.8  95.1  88.7  68.4  65.6  59.6  45.2  44.3  33.8
## pm2.5        37.0  12.0  12.0   9.0   8.0  12.0  11.0   9.0  13.0  17.0   6.0
## CV residual -62.6 -87.6 -83.8 -86.1 -80.7 -56.4 -54.6 -50.6 -32.2 -27.3 -27.8
##             34017 34019 34021 34025 34034 34041 34043 34044 34045 34051 34058
## Predicted    23.3 16.45  9.31 -4.65  84.4  93.6  89.4  93.2  92.4  95.9  98.7
## cvpred       23.2 16.48  9.38 -4.43  83.5  92.7  88.5  92.2  91.5  95.1  97.9
## pm2.5        12.0  9.00  7.00  9.00  14.0  17.0  22.0  15.0  20.0  71.0 138.0
## CV residual -11.2 -7.48 -2.38 13.43 -69.5 -75.7 -66.5 -77.2 -71.5 -24.1  40.1
##             34063 34071 34072 34074 34078 34079 34081 34083 34085 34086 34088
## Predicted    92.4  96.0  97.7  97.6 100.4 100.7 100.4 100.0  99.0  98.6  98.2
## cvpred       91.7  95.3  96.9  96.9  99.7 100.1  99.7  99.4  98.3  98.0  97.7
## pm2.5        57.0  20.0  20.0  30.0 121.0 131.0 174.0 205.0 154.0  83.0 128.0
## CV residual -34.7 -75.3 -76.9 -66.9  21.3  30.9  74.3 105.6  55.7 -15.0  30.3
##             34089 34093 34094 34095 34096 34097 34100 34102 34104 34105 34109
## Predicted   101.8  99.0  98.0  97.3  98.3  97.6  98.4   101   102   102  98.1
## cvpred      101.2  98.3  97.2  96.5  97.6  96.9  97.8   101   102   101  97.5
## pm2.5       161.0  63.0  54.0  61.0  43.0  50.0 141.0   206   226   232 163.0
## CV residual  59.8 -35.3 -43.2 -35.5 -54.6 -46.9  43.2   105   124   131  65.5
##             34111 34112 34113 34114 34117 34125 34127 34128 34129 34132 34134
## Predicted    96.6  95.7  94.8  92.1  98.7  95.9   103   102   102   102  99.1
## cvpred       96.0  95.2  94.3  91.6  97.9  95.3   102   102   102   102  98.5
## pm2.5        69.0  54.0  57.0  58.0  63.0 323.0   352   365   383   387 280.0
## CV residual -27.0 -41.2 -37.3 -33.6 -34.9 227.7   250   263   281   285 181.5
##             34141 34148 34151 34152 34160 34168 34169 34172 34174 34177 34184
## Predicted    99.0   102   103   103   100 78.56  95.4  99.4  91.4  79.6  57.4
## cvpred       98.3   102   102   102   100 77.89  94.5  98.7  90.7  79.0  57.0
## pm2.5       145.0   267   256   218    41 71.00  79.0  69.0  70.0  15.0  16.0
## CV residual  46.7   165   154   116   -59 -6.89 -15.5 -29.7 -20.7 -64.0 -41.0
##             34189 34202 34206 34209 34212 34213 34220 34224 34226 34232 34233
## Predicted    42.4  96.1  97.7  96.8  92.1  91.6  61.9  49.4  41.5  18.4 12.92
## cvpred       42.2  95.3  96.9  96.0  91.1  90.6  60.9  48.8  41.0  18.2 12.66
## pm2.5        16.0  61.0  32.0  21.0  16.0  13.0  19.0   7.0   5.0   7.0  5.00
## CV residual -26.2 -34.3 -64.9 -75.0 -75.1 -77.6 -41.9 -41.8 -36.0 -11.2 -7.66
##             34235 34238 34241 34244 34249 34251 34253 34254 34258 34260 34262
## Predicted    3.45 -8.20 -19.6 -28.6 -46.0 -49.1 -53.0 -55.2 -66.5 -76.7 -83.6
## cvpred       3.27 -8.23 -19.6 -28.4 -45.6 -48.5 -52.4 -54.5 -65.7 -76.0 -82.7
## pm2.5        5.00 12.00  12.0  10.0   6.0   2.0   4.0   4.0  10.0   9.0   9.0
## CV residual  1.73 20.23  31.6  38.4  51.6  50.5  56.4  58.5  75.7  85.0  91.7
##             34263 34266 34267 34268 34271 34272 34279 34290 34296 34300 34301
## Predicted   -86.1 -91.1 -90.3 -90.9 -95.8 -98.1  93.4  88.1 98.35  96.5  94.9
## cvpred      -85.2 -89.9 -88.9 -89.4 -94.2 -96.5  92.6  87.2 97.58  95.8  94.3
## pm2.5        23.0  10.0  33.0  59.0  88.0  94.0  19.0  56.0 90.00  61.0  34.0
## CV residual 108.2  99.9 121.9 148.4 182.2 190.5 -73.6 -31.2 -7.58 -34.8 -60.3
##             34307 34309 34312 34318 34319 34320 34325 34327 34336 34338 34342
## Predicted      93  90.1  91.9  94.5  97.7  94.2  97.3 97.66  93.3  94.1  99.0
## cvpred         92  89.2  90.9  93.6  96.9  93.3  96.5 96.86  92.4  93.3  98.3
## pm2.5          25  15.0  16.0  56.0  36.0  26.0  57.0 90.00  62.0  80.0 154.0
## CV residual   -67 -74.2 -74.9 -37.6 -60.9 -67.3 -39.5 -6.86 -30.4 -13.3  55.7
##             34343 34348 34350 34355 34356 34361 34364 34365 34368 34369 34370
## Predicted    99.4  96.7  94.7  93.5  95.9 95.23  99.0  98.3  98.7  97.8  96.5
## cvpred       98.7  96.0  94.1  92.8  95.1 94.34  98.3  97.6  98.0  97.1  95.8
## pm2.5       135.0 138.0  84.0  76.0  77.0 93.00 190.0 197.0 226.0 233.0 225.0
## CV residual  36.3  42.0 -10.1 -16.8 -18.1 -1.34  91.7  99.4 128.0 135.9 129.2
##             34371 34374 34376 34383 34388 34391 34397 34405 34406 34411 34418
## Predicted    94.9  91.2  99.2  93.4  85.3  98.1 100.4  95.5  94.8  98.7 100.7
## cvpred       94.2  90.5  98.5  92.6  84.6  97.4  99.7  94.7  94.0  98.0 100.1
## pm2.5       159.0  73.0  74.0  30.0  74.0 159.0 185.0  73.0  68.0  69.0 122.0
## CV residual  64.8 -17.5 -24.5 -62.6 -10.6  61.6  85.3 -21.7 -26.0 -29.0  21.9
##             34421 34422 34427 34430 34431 34433 34434 34435 34437 34447 34452
## Predicted    95.7  97.3  91.1  94.0  92.7  93.9  94.9  96.3  94.5  98.7  98.3
## cvpred       94.9  96.5  90.3  93.1  91.8  92.9  94.0  95.4  93.6  97.9  97.6
## pm2.5        70.0  33.0  25.0  10.0  11.0  13.0  17.0  32.0  42.0 163.0 135.0
## CV residual -24.9 -63.5 -65.3 -83.1 -80.8 -79.9 -77.0 -63.4 -51.6  65.1  37.4
##             34453 34457 34458 34465 34466 34467 34469 34471 34473 34474 34475
## Predicted    98.0 100.1  99.1   102   102   103   101   101 100.7 100.7 101.8
## cvpred       97.2  99.4  98.5   102   101   102   101   100 100.1 100.1 101.2
## pm2.5       159.0 246.0 224.0   330   407   430   343   244 172.0 156.0 166.0
## CV residual  61.8 146.6 125.5   228   306   328   242   144  71.9  55.9  64.8
##             34478 34480 34487 34488 34490 34491 34492 34494 34496 34499 34501
## Predicted     102   101   104   104   106   105   106   106   104   105   103
## cvpred        102   101   103   103   105   105   106   106   103   104   102
## pm2.5         290   392   480   424   403   403   389   432   403   354   266
## CV residual   188   291   377   321   298   298   283   326   300   250   164
##             34503 34505 34518 34524 34529 34532 34536 34544 34545 34546 34549
## Predicted    98.8  88.8  42.7  21.6  5.52  96.3  96.6  94.9  98.5  98.7  91.3
## cvpred       98.2  88.0  42.5  21.6  5.70  95.4  95.8  94.2  97.8  97.9  90.4
## pm2.5       184.0  13.0   8.0  11.0 10.00  19.0  58.0  41.0  29.0  32.0  24.0
## CV residual  85.8 -75.0 -34.5 -10.6  4.30 -76.4 -37.8 -53.2 -68.8 -65.9 -66.4
##             34553 34556 34558 34560 34561 34570 34576 34578 34579 34580 34582
## Predicted    69.2  55.0  47.5  39.5  36.2  91.0  81.8  77.3  93.5  94.2  92.4
## cvpred       68.4  54.5  47.0  39.1  35.9  90.1  80.8  76.4  92.5  93.3  91.5
## pm2.5         9.0  13.0   7.0  13.0   9.0  10.0  17.0  31.0  34.0  40.0  55.0
## CV residual -59.4 -41.5 -40.0 -26.1 -26.9 -80.1 -63.8 -45.4 -58.5 -53.3 -36.5
##             34583 34586 34590 34594 34608 34611 34613 34615  34617 34620 34621
## Predicted    93.5  95.6  93.4  76.5  90.9  90.5  92.8  91.1 93.522  88.5  87.1
## cvpred       92.5  94.7  92.6  75.4  89.8  89.5  91.8  90.0 92.529  87.3  85.9
## pm2.5        76.0  47.0  14.0  11.0  38.0  48.0  39.0  51.0 92.000  30.0  57.0
## CV residual -16.5 -47.7 -78.6 -64.4 -51.8 -41.5 -52.8 -39.0 -0.529 -57.3 -28.9
##             34623 34628 34642 34644 34647 34650 34651  34653 34654 34659 34662
## Predicted    87.8  90.5  92.5  85.5  80.3  87.3  89.7 92.833  91.8  93.7  86.9
## cvpred       86.6  89.5  91.5  84.3  79.1  86.0  88.6 91.807  90.7  92.7  86.0
## pm2.5        49.0 144.0  41.0  25.0  17.0 117.0 125.0 92.000  51.0  48.0  16.0
## CV residual -37.6  54.5 -50.5 -59.3 -62.1  31.0  36.4  0.193 -39.7 -44.7 -70.0
##             34664 34668 34670 34673 34676 34678 34680 34684 34686 34687 34691
## Predicted    87.5  89.0  89.0  89.9  95.6 95.59  95.6  97.0  94.8  93.4  96.6
## cvpred       86.5  87.9  87.8  88.8  94.7 94.69  94.7  96.1  94.0  92.6  95.8
## pm2.5        15.0  39.0  25.0  48.0  60.0 86.00 163.0 262.0  90.0  73.0  84.0
## CV residual -71.5 -48.9 -62.8 -40.8 -34.7 -8.69  68.3 165.9  -4.0 -19.6 -11.8
##             34696 34700 34701 34707 34710 34711 34712 34713 34715 34716 34718
## Predicted    94.9  97.7  98.7  96.6  93.9  98.3 93.62  91.6  84.4  82.1  92.6
## cvpred       94.0  96.9  98.0  95.8  93.2  97.6 92.75  90.8  83.5  81.2  91.6
## pm2.5       156.0 210.0 247.0 302.0 192.0 127.0 89.00  40.0  26.0  20.0  24.0
## CV residual  62.0 113.1 149.0 206.2  98.8  29.4 -3.75 -50.8 -57.5 -61.2 -67.6
##             34721 34723 34729 34734 34737 34740 34741 34744 34745 34747 34750
## Predicted    88.2  88.1  75.3  90.6  90.3  85.8  81.8  89.7  90.5 89.75  93.9
## cvpred       87.2  87.2  74.5  89.5  89.3  84.9  80.8  88.6  89.5 88.81  92.9
## pm2.5        26.0  39.0  12.0  12.0  12.0  17.0  19.0  55.0  59.0 91.00 123.0
## CV residual -61.2 -48.2 -62.5 -77.5 -77.3 -67.9 -61.8 -33.6 -30.5  2.19  30.1
##             34751 34752 34753 34755 34757 34761 34762 34764 34767 34772 34776
## Predicted    94.9  93.9  92.2  90.8  92.5  92.3  90.7  86.7  83.0  93.2  91.9
## cvpred       94.0  92.9  91.3  89.9  91.5  91.3  89.7  85.8  82.1  92.2  90.9
## pm2.5       162.0 214.0 160.0  18.0   8.0  16.0  23.0  31.0  23.0  48.0 107.0
## CV residual  68.0 121.1  68.7 -71.9 -83.5 -75.3 -66.7 -54.8 -59.1 -44.2  16.1
##             34777 34780 34781 34783 34787 34793 34798 34799 34800 34808 34810
## Predicted    89.9  92.6  92.1  89.5  93.6  90.5  93.3  93.6  91.5  91.3  89.5
## cvpred       89.0  91.6  91.1  88.6  92.7  89.5  92.4  92.7  90.6  90.4  88.7
## pm2.5       152.0  23.0  17.0  29.0  29.0  24.0  38.0  68.0  46.0  28.0  34.0
## CV residual  63.0 -68.6 -74.1 -59.6 -63.7 -65.5 -54.4 -24.7 -44.6 -62.4 -54.7
##             34811 34814 34819 34821 34822 34823 34824 34828 34830 34834 34835
## Predicted      93  91.8  93.3  91.8  96.3  95.9  96.3  95.2  93.4  91.9  97.0
## cvpred         92  90.7  92.4  91.0  95.4  95.1  95.4  94.4  92.6  91.2  96.1
## pm2.5          41  36.0 128.0 242.0 247.0 242.0 240.0 178.0 155.0  65.0  52.0
## CV residual   -51 -54.7  35.6 151.0 151.6 146.9 144.6  83.6  62.4 -26.2 -44.1
##             34845 34846 34854 34856 34859 34862 34863 34868 34869 34871 34874
## Predicted    98.3  98.5  92.1  87.9 93.65  88.1  86.1  93.3  97.0  96.9  97.0
## cvpred       97.6  97.8  91.4  87.1 92.73  87.3  85.3  92.4  96.1  96.2  96.1
## pm2.5       325.0 348.0 139.0 104.0 98.00  34.0  36.0 121.0 168.0 196.0 273.0
## CV residual 227.4 250.2  47.6  16.9  5.27 -53.3 -49.3  28.6  71.9  99.8 176.9
##             34875 34878 34879 34882 34888 34896 34898 34902 34907 34908 34909
## Predicted    96.3  97.1  96.6  98.0  98.3 100.6  98.0  95.8  91.6  89.0  87.0
## cvpred       95.4  96.3  95.8  97.2  97.6  99.9  97.2  95.1  91.1  88.4  86.4
## pm2.5       334.0 426.0 377.0 282.0 337.0 267.0 297.0 281.0 267.0 282.0 295.0
## CV residual 238.6 329.7 281.2 184.8 239.4 167.1 199.8 185.9 175.9 193.6 208.6
##             34916 34926 34927 34928 34933 34936 34940 34947 34957 34958 34959
## Predicted    61.0 15.82 12.27  9.04 -10.8 -22.8 -35.1 -52.6 -74.0   -78 -80.0
## cvpred       60.3 15.73 12.18  9.00 -10.7 -22.5 -34.5 -51.8 -72.9   -77 -78.9
## pm2.5        36.0 13.00 13.00 11.00  18.0  16.0  17.0  16.0  23.0    27  18.0
## CV residual -24.3 -2.73  0.82  2.00  28.7  38.5  51.5  67.8  95.9   104  96.9
##             34961 34963 34970 34973 34974 34979 34981 34982 34992 34996 35002
## Predicted    90.8  93.2  91.5  84.7  80.5  63.5  57.1  50.7  31.7 83.62  93.9
## cvpred       89.6  92.2  90.6  83.9  79.6  62.8  56.4  50.0  31.2 82.55  92.9
## pm2.5        20.0  30.0  21.0  14.0  17.0  17.0  11.0  11.0  48.0 77.00  77.0
## CV residual -69.6 -62.2 -69.6 -69.9 -62.6 -45.8 -45.4 -39.0  16.8 -5.55 -15.9
##             35007 35010 35032 35039 35041 35046 35049 35050 35052 35053 35055
## Predicted    86.1  81.3  46.0  91.9 94.21  95.9  86.9  82.9  75.4  71.6  64.5
## cvpred       85.0  80.3  45.4  90.9 93.25  95.1  86.0  82.1  74.7  71.0  63.9
## pm2.5        32.0  43.0  25.0  72.0 84.00 113.0  61.0  50.0  41.0  34.0  22.0
## CV residual -53.0 -37.3 -20.4 -18.9 -9.25  17.9 -25.0 -32.1 -33.7 -37.0 -41.9
##             35060 35062 35067 35069 35076 35077 35078 35085 35090 35092 35096
## Predicted    47.8  42.1  32.4  94.2  78.6  75.7  72.2  96.3  98.3  98.3 100.4
## cvpred       47.4  41.7  32.2  93.3  77.9  75.0  71.5  95.4  97.6  97.6  99.7
## pm2.5        22.0  23.0  65.0  79.0  32.0  23.0  28.0  62.0 170.0 174.0 187.0
## CV residual -25.4 -18.7  32.8 -14.3 -45.9 -52.0 -43.5 -33.4  72.4  76.4  87.3
##              35099  35100  35101 35102 35103 35106 35111 35112 35113 35114
## Predicted    99.46 101.10 100.75  99.7  99.0  98.1   101   101  97.9 100.6
## cvpred       98.89 100.47 100.12  99.0  98.3  97.5   100   100  97.3  99.9
## pm2.5       108.00 102.00  95.00 127.0 125.0 165.0   242   269 264.0 220.0
## CV residual   9.11   1.53  -5.12  28.0  26.7  67.5   142   169 166.7 120.1
##             35117 35118 35119 35121 35126 35129 35130 35131 35133 35139 35142
## Predicted    99.5  97.9  97.7  95.8  86.3  94.5  93.8  95.1  95.1 101.8 100.2
## cvpred       98.9  97.3  96.9  95.1  85.5  93.6  92.9  94.1  94.2 101.2  99.6
## pm2.5        34.0  35.0  45.0  43.0  29.0  25.0  31.0  43.0  50.0  89.0  75.0
## CV residual -64.9 -62.3 -51.9 -52.1 -56.5 -68.6 -61.9 -51.1 -44.2 -12.2 -24.6
##             35143 35144 35149 35152 35162 35171 35172 35176 35179 35183 35184
## Predicted   100.1 101.8 102.1   102  97.4  84.3  80.2  91.6  93.9  97.9  97.9
## cvpred       99.4 101.2 101.6   101  96.7  83.8  79.7  90.8  93.1  97.3  97.3
## pm2.5        80.0  86.0 173.0   209 183.0 117.0 128.0  28.0  46.0 112.0 125.0
## CV residual -19.4 -15.2  71.4   108  86.3  33.2  48.3 -62.8 -47.1  14.7  27.7
##             35186 35187 35192 35196 35197 35202 35203 35205 35213 35219 35223
## Predicted   102.8 102.5 102.1  97.9  96.7  91.3  89.6 103.2   102  91.8  89.1
## cvpred      102.3 101.9 101.6  97.5  96.3  91.0  89.2 102.6   101  91.3  88.3
## pm2.5       126.0 153.0 126.0 123.0 150.0 156.0 158.0 171.0   256 182.0  48.0
## CV residual  23.7  51.1  24.4  25.5  53.7  65.0  68.8  68.4   155  90.7 -40.3
##             35224 35226 35227 35229 35230 35235 35238 35243 35245 35251 35255
## Predicted    94.7  95.2  94.0  89.0  86.7  78.7  92.5  90.3  84.1  71.3  67.1
## cvpred       93.8  94.3  93.1  88.1  85.8  77.8  91.5  89.3  82.8  70.3  66.3
## pm2.5        38.0  27.0  33.0  29.0  24.0   9.0  13.0  21.0  22.0  21.0  23.0
## CV residual -55.8 -67.3 -60.1 -59.1 -61.8 -68.8 -78.5 -68.3 -60.8 -49.3 -43.3
##             35256 35258 35262 35264 35267 35269 35273 35276 35278 35279  35283
## Predicted    89.7  90.4  83.1  81.5  76.3  70.6  56.7  87.2  85.2  90.1 91.093
## cvpred       88.6  89.3  82.0  80.4  75.3  69.6  55.5  86.1  84.2  88.9 90.008
## pm2.5        53.0  52.0  13.0  14.0  23.0  17.0  27.0  59.0  58.0  66.0 91.000
## CV residual -35.6 -37.3 -69.0 -66.4 -52.3 -52.6 -28.5 -27.1 -26.2 -22.9  0.992
##             35288 35291 35292 35309 35310 35324 35339 35342 35346 35347 35348
## Predicted    85.7  91.5  90.4  90.7  93.5  88.1  89.7  86.8  87.1  87.8  86.9
## cvpred       84.7  90.4  89.3  89.7  92.5  87.2  88.6  85.5  85.9  86.6  85.7
## pm2.5        47.0  47.0  61.0 234.0 221.0 244.0  22.0  14.0  19.0  40.0  37.0
## CV residual -37.7 -43.4 -28.3 144.3 128.5 156.8 -66.6 -71.5 -66.9 -46.6 -48.7
##             35349 35352 35353 35355 35360 35361 35363 35371 35378 35379 35388
## Predicted    91.6  91.5  93.5 92.83  93.2  93.5  94.2  92.8  92.4  90.5  92.8
## cvpred       90.5  90.4  92.5 91.81  92.2  92.5  93.3  91.8  91.5  89.5  91.8
## pm2.5        42.0  57.0  57.0 96.00 106.0 112.0 117.0 119.0 159.0 124.0 199.0
## CV residual -48.5 -33.4 -35.5  4.19  13.8  19.5  23.7  27.2  67.5  34.5 107.2
##             35389 35395 35397 35399 35401 35402 35403 35406 35407 35409 35410
## Predicted    90.4 92.18 95.23  95.9  95.9  97.0  95.6  94.2  93.2  92.6  91.3
## cvpred       89.3 91.33 94.34  95.1  95.1  96.1  94.7  93.3  92.2  91.7  90.4
## pm2.5       168.0 94.00 92.00 109.0 123.0 122.0 172.0 158.0 103.0  70.0  67.0
## CV residual  78.7  2.67 -2.34  13.9  27.9  25.9  77.3  64.7  10.8 -21.7 -23.4
##             35414 35418 35428 35429 35433 35435 35440 35445 35447 35448 35450
## Predicted    90.7 90.40 100.4   101 100.0   102  95.2  97.3   103   103  99.2
## cvpred       89.7 89.29  99.8   101  99.4   102  94.4  96.8   102   102  98.7
## pm2.5        51.0 88.00 651.0   671 477.0   490 286.0 437.0   320   346 297.0
## CV residual -38.7 -1.29 551.2   570 377.6   388 191.6 340.2   218   244 198.3
##             35452 35453 35454 35455 35456 35457 35461 35463 35465 35466 35468
## Predicted    94.6  90.6  88.3 86.28  99.7  99.4  99.4  96.9  86.8  83.2  78.7
## cvpred       94.1  90.0  87.7 85.76  99.0  98.7  98.7  96.2  85.8  82.2  77.8
## pm2.5       250.0 170.0 103.0 79.00  73.0  74.0 115.0  67.0  12.0  10.0 238.0
## CV residual 155.9  80.0  15.3 -6.76 -26.0 -24.7  16.3 -29.2 -73.8 -72.2 160.2
##             35470 35478 35479 35481 35485 35496 35500 35506 35508 35509 35511
## Predicted    75.5  95.2  94.5  94.7  92.8  94.7  91.6 101.1 101.4 101.8 100.1
## cvpred       74.6  94.3  93.6  93.8  91.8  94.1  91.1 100.5 100.8 101.2  99.4
## pm2.5       384.0  23.0  19.0  33.0  56.0 178.0 114.0 137.0 145.0 185.0 205.0
## CV residual 309.4 -71.3 -74.6 -60.8 -35.8  83.9  22.9  36.5  44.2  83.8 105.6
##             35515 35525 35528 35529 35530 35531 35536 35537 35545 35546 35550
## Predicted   100.4  52.6  42.9  38.0  33.5  27.3  1.75 -2.04 -23.8 -26.2 -36.0
## cvpred       99.7  52.0  42.5  37.7  33.3  27.0  1.72 -1.98 -23.3 -25.6 -35.4
## pm2.5       202.0  10.0  10.0  11.0  11.0  10.0 14.00  9.00  11.0  10.0  13.0
## CV residual 102.3 -42.0 -32.5 -26.7 -22.3 -17.0 12.28 10.98  34.3  35.6  48.4
##             35551 35557 35558 35561 35562 35568 35570 35572 35573 35576 35581
## Predicted   -37.2  90.1  89.7  86.8  85.9  94.2  93.5  93.5  92.8  89.4  92.8
## cvpred      -36.6  88.9  88.6  85.7  84.9  93.3  92.5  92.5  91.8  88.5  91.8
## pm2.5        18.0  23.0  23.0  48.0  66.0 113.0 137.0 190.0 175.0 101.0 117.0
## CV residual  54.6 -65.9 -65.6 -37.7 -18.9  19.7  44.5  97.5  83.2  12.5  25.2
##             35589 35592 35595 35596 35599 35601 35602 35603 35605 35606 35608
## Predicted    95.2  95.9  96.5  96.3  96.3  94.8  97.7  96.8  96.3  95.9  96.6
## cvpred       94.3  95.1  95.6  95.4  95.4  94.0  96.9  96.0  95.4  95.1  95.8
## pm2.5       213.0 264.0 356.0 366.0 294.0 219.0 221.0 245.0 240.0 235.0 238.0
## CV residual 118.7 168.9 260.4 270.6 198.6 125.0 124.1 149.0 144.6 139.9 142.2
##             35609 35611 35618 35619 35624 35625 35627 35636 35643 35650 35653
## Predicted    96.3  98.3  96.2  96.2  98.3  98.0  96.6  79.4  94.9  85.7  85.9
## cvpred       95.4  97.6  95.5  95.5  97.6  97.2  95.8  78.3  94.0  84.7  84.9
## pm2.5       243.0 310.0 312.0 316.0 233.0 241.0 214.0  48.0  53.0  15.0  15.0
## CV residual 147.6 212.4 216.5 220.5 135.4 143.8 118.2 -30.3 -41.0 -69.7 -69.9
##             35655 35658 35660 35669 35676 35680 35684 35689 35690 35692 35694
## Predicted    79.9  90.1  92.8  99.3  91.0  83.1  97.4  95.5 100.6  99.9  98.6
## cvpred       78.8  88.9  91.8  98.7  90.3  82.5  96.7  95.0  99.9  99.2  98.0
## pm2.5        14.0  16.0  33.0  23.0  35.0  65.0  88.0 122.0 116.0 120.0 108.0
## CV residual -64.8 -72.9 -58.8 -75.7 -55.3 -17.5  -8.7  27.0  16.1  20.8  10.0
##             35695 35699 35701 35703 35705 35707 35711 35713 35726 35732 35733
## Predicted    96.7  94.8  89.6  87.0  85.6  90.3  69.9  88.5  93.5  81.7  82.2
## cvpred       96.0  94.3  88.9  86.4  85.0  89.3  68.9  87.3  92.8  81.1  81.7
## pm2.5       110.0 149.0 136.0 161.0 167.0  19.0  10.0  11.0  65.0  70.0  71.0
## CV residual  14.0  54.7  47.1  74.6  82.0 -70.3 -58.9 -76.3 -27.8 -11.1 -10.7
##             35735 35736 35737 35738 35740 35746 35749 35751 35754 35756 35759
## Predicted   80.32 79.60 78.19 100.1 100.4 101.8 100.7 100.4  99.3 100.1  96.9
## cvpred      79.96 79.25 77.82  99.4  99.7 101.2 100.1  99.7  98.7  99.4  96.2
## pm2.5       74.00 86.00 75.00  72.0  76.0  91.0 132.0 175.0 205.0 241.0 205.0
## CV residual -5.96  6.75 -2.82 -27.4 -23.7 -10.2  31.9  75.3 106.3 141.6 108.8
##             35762 35764 35767 35768 35769 35770 35772 35781 35782 35784 35786
## Predicted    99.0  99.7  86.6  85.7  85.1  90.8  86.2  91.6  91.0  88.1  85.5
## cvpred       98.3  99.0  85.6  84.7  84.2  89.6  85.0  91.1  90.6  87.8  85.1
## pm2.5       217.0 128.0  16.0   6.0  12.0  20.0  16.0 123.0 142.0 190.0 469.0
## CV residual 118.7  29.0 -69.6 -78.7 -72.2 -69.6 -69.0  31.9  51.4 102.2 383.9
##             35789 35791 35793 35797 35798 35802 35803 35809 35810 35812 35813
## Predicted     101 100.1  99.3 101.8 101.4 102.5 101.4 103.2 103.3 102.5 102.4
## cvpred        100  99.4  98.7 101.2 100.8 101.9 100.8 102.6 102.8 101.9 101.9
## pm2.5         209 138.0 130.0  70.0  81.0 144.0 147.0 183.0 181.0 167.0 171.0
## CV residual   109  38.6  31.3 -31.2 -19.8  42.1  46.2  80.4  78.2  65.1  69.1
##             35815 35816 35818 35819 35820 35821 35823  35826 35829 35832 35833
## Predicted   100.3  98.4  95.2  93.9 101.8 103.9 104.2 102.88  99.1  95.0  94.3
## cvpred       99.8  97.8  94.6  93.4 101.2 103.4 103.7 102.51  98.8  94.7  94.0
## pm2.5       175.0 190.0 187.0 178.0 184.0 152.0 163.0 109.00 118.0 144.0 141.0
## CV residual  75.2  92.2  92.4  84.6  82.8  48.6  59.3   6.49  19.2  49.3  47.0
##             35834 35836 35839 35841 35844 35845 35846 35847 35848 35851 35852
## Predicted    93.0  90.5 104.3   100  79.0  73.5  68.3  64.4  57.8  45.2  82.3
## cvpred       92.8  90.3 103.9   100  78.2  72.7  67.6  63.7  57.1  44.5  80.8
## pm2.5       144.0 163.0 171.0   152  22.0  15.0  13.0  13.0  12.0   9.0   8.0
## CV residual  51.2  72.7  67.1    52 -56.2 -57.7 -54.6 -50.7 -45.1 -35.5 -72.8
##             35853 35855 35858 35861 35862 35864 35867 35868 35870 35876 35880
## Predicted    79.2  76.7  72.1  89.3  80.1  72.2  62.9  59.0  49.4  34.6  82.9
## cvpred       77.8  75.3  70.7  88.3  78.7  70.9  61.7  57.8  48.2  33.8  81.6
## pm2.5         9.0   9.0   8.0   6.0   6.0   5.0   4.0   4.0   6.0   6.0  16.0
## CV residual -68.8 -66.3 -62.7 -82.3 -72.7 -65.9 -57.7 -53.8 -42.2 -27.8 -65.6
##             35882 35886 35887 35888 35892 35897 35899 35900 35907 35908 35909
## Predicted    80.6  70.8  68.8  66.5  55.0  80.9  85.9  88.0  89.4  89.0  90.1
## cvpred       79.3  69.5  67.6  65.3  53.9  79.4  84.6  86.8  88.2  87.8  88.9
## pm2.5         7.0   6.0   7.0  10.0  12.0   7.0  17.0  50.0  69.0  62.0  73.0
## CV residual -72.3 -63.5 -60.6 -55.3 -41.9 -72.4 -67.6 -36.8 -19.2 -25.8 -15.9
##             35910 35911 35914 35922  35923  35924 35927 35928 35930 35931 35941
## Predicted    89.2  89.5 91.45  93.7  94.05 93.689  92.9  98.0  98.3  98.0  96.3
## cvpred       88.0  88.4 90.36  93.0  93.34 92.985  92.3  97.2  97.6  97.2  95.4
## pm2.5       115.0 155.0 94.00 104.0 101.00 92.000 111.0 125.0 151.0 204.0 136.0
## CV residual  27.0  66.6  3.64  11.0   7.66 -0.985  18.7  27.8  53.4 106.8  40.6
##             35943 35946 35949 35953  35955 35956 35957 35958 35959 35960 35967
## Predicted    94.9  94.5  97.0 98.39  95.88  94.5  92.4  90.4  89.5  89.3 84.40
## cvpred       94.0  93.6  96.1 97.83  95.35  93.9  91.8  89.8  88.9  88.8 84.03
## pm2.5       122.0 108.0 130.0 91.00 101.00 105.0 110.0 112.0 119.0 100.0 89.00
## CV residual  28.0  14.4  33.9 -6.83   5.65  11.1  18.2  22.2  30.1  11.2  4.97
##             35968 35970 35974 35977 35979 35982 35983 35984 35993 35994 35999
## Predicted   84.37  82.9  79.0  76.3  74.3 101.4 102.1 101.1  93.1  89.2  73.9
## cvpred      84.04  82.6  78.7  76.1  74.1 100.8 101.6 100.5  92.2  88.3  73.0
## pm2.5       90.00 100.0 106.0 106.0  94.0 133.0 132.0 147.0   9.0   7.0  10.0
## CV residual  5.96  17.4  27.3  29.9  19.9  32.2  30.4  46.5 -83.2 -81.3 -63.0
##             36002 36008 36010 36012 36015 36018 36025 36026 36027 36032 36037
## Predicted    67.3  56.5  54.3  49.7  45.9  90.6  81.9  79.2  78.7  91.8  89.1
## cvpred       66.5  55.9  53.8  49.2  45.5  89.5  81.0  78.4  77.8  90.7  88.0
## pm2.5        13.0  11.0  16.0  17.0  12.0  11.0  11.0  12.0   9.0   7.0  18.0
## CV residual -53.5 -44.9 -37.8 -32.2 -33.5 -78.5 -70.0 -66.4 -68.8 -83.7 -70.0
##             36040 36043 36044 36050 36052 36053 36066 36067 36070 36073 36076
## Predicted    90.3  87.2  86.7  95.2  95.8  94.9  90.4  91.1  98.0  97.7  94.1
## cvpred       89.3  86.3  85.8  94.3  94.9  94.0  89.6  90.3  97.2  96.9  93.3
## pm2.5        26.0  34.0  42.0  76.0 120.0 121.0 135.0 188.0 204.0 220.0 241.0
## CV residual -63.3 -52.3 -43.8 -18.3  25.1  27.0  45.4  97.7 106.8 123.1 147.7
##             36080 36091 36092 36095 36113 36114 36115 36116 36121 36122 36124
## Predicted    89.1  90.1  91.3  90.1  70.2  69.4  68.0  99.0  97.2  99.7  98.7
## cvpred       88.4  89.2  90.5  89.4  69.8  69.1  67.7  98.3  96.5  99.0  98.0
## pm2.5       136.0 162.0 237.0 150.0 200.0 197.0 220.0 236.0 263.0 262.0 276.0
## CV residual  47.6  72.8 146.5  60.6 130.2 127.9 152.3 137.7 166.5 163.0 178.0
##             36129 36136 36137 36138 36141 36142 36143 36145 36146 36147 36149
## Predicted    99.7 100.1 100.4 100.1   102   101   101   101   101 100.1  98.6
## cvpred       99.0  99.4  99.7  99.4   101   100   100   100   100  99.4  98.0
## pm2.5       222.0 272.0 307.0 323.0   362   487   436   579   649 457.0 408.0
## CV residual 123.0 172.6 207.3 223.6   261   387   336   479   549 357.6 310.0
##             36156 36158 36164 36166 36172 36175 36187 36188 36192 36195 36199
## Predicted     101  99.3   102 100.2  97.3  92.9  96.1  94.5  91.8   101 100.1
## cvpred        100  98.7   101  99.6  96.8  92.3  95.5  93.9  91.3   100  99.4
## pm2.5         277 327.0   347 351.0 376.0 345.0 169.0 242.0 216.0   136  46.0
## CV residual   177 228.3   246 251.4 279.2 252.7  73.5 148.1 124.7    36 -53.4
##             36205 36206 36208 36209 36210 36215 36230 36231 36233 36243 36245
## Predicted   91.14  89.7 87.07  85.8  84.6  80.1  88.1  86.5  83.6  99.0  99.0
## cvpred      90.26  88.8 86.16  84.9  83.7  79.5  87.5  85.9  83.1  98.3  98.3
## pm2.5       88.00  75.0 79.00  67.0  73.0  59.0  63.0  63.0  64.0 125.0 120.0
## CV residual -2.26 -13.8 -7.16 -17.9 -10.7 -20.5 -24.5 -22.9 -19.1  26.7  21.7
##             36246 36252 36254 36257 36261  36262 36266 36267 36273 36282 36283
## Predicted    97.4  92.7  94.5  92.6  92.6 90.642  89.4  88.7 102.1  93.0  92.2
## cvpred       96.7  91.9  93.6  91.6  91.9 89.978  89.0  88.3 101.6  92.6  91.8
## pm2.5       122.0  58.0  19.0  14.0  39.0 89.000 156.0 152.0 184.0 347.0 384.0
## CV residual  25.3 -33.9 -74.6 -77.6 -52.9 -0.978  67.0  63.7  82.4 254.4 292.2
##             36285 36289 36294 36297 36303 36308 36309 36310 36312 36316 36317
## Predicted    90.8   103   102   103   102   102   101   102   102   101  99.8
## cvpred       90.4   102   101   102   102   102   101   102   102   100  99.3
## pm2.5       400.0   400   335   324   328   340   346   330   353   340 327.0
## CV residual 309.6   298   234   222   226   238   245   228   251   240 227.7
##             36318 36322 36329 36332 36344 36348 36349 36352 36357 36358 36359
## Predicted    99.8  95.1   101   104   102   102   102   101   103   102   102
## cvpred       99.3  94.7   101   103   101   102   102   101   102   102   102
## pm2.5       295.0 350.0   350   341   240   266   270   316   358   358   357
## CV residual 195.7 255.3   249   238   139   164   168   215   256   256   255
##             36360 36362 36363 36366 36367 36368 36369 36370 36372 36374 36376
## Predicted     102   103   103   102   101 100.3   103   103   103   103   102
## cvpred        101   103   103   101   101  99.8   103   102   102   103   102
## pm2.5         362   323   339   341   344 335.0   329   323   341   356   366
## CV residual   261   220   236   240   243 235.2   226   221   239   253   264
##             36377 36380 36382 36386 36389 36392 36394 36398 36402 36406 36411
## Predicted     102   103   103   103   103   102 100.1   103   103   104   104
## cvpred        101   102   103   102   103   102  99.6   102   103   103   103
## pm2.5         358   387   343   394   485   418 371.0   397   462   523   534
## CV residual   257   285   240   292   382   316 271.4   295   359   420   431
##             36414 36415 36416 36418 36421 36426 36431 36432 36439 36444 36447
## Predicted     102   104   104   105   106   105 107.1 105.8  71.2  61.6  92.6
## cvpred        102   103   103   104   106   105 106.8 105.6  70.6  61.1  91.6
## pm2.5         474   478   496   526   551   446  43.0  27.0  13.0  13.0  12.0
## CV residual   372   375   393   422   445   341 -63.8 -78.6 -57.6 -48.1 -79.6
##             36448 36452 36456 36457 36459 36463  36468  36469 36473 36474 36476
## Predicted    91.9  93.8  95.6  98.0 100.9 102.1 101.40  98.41 100.1 100.1   101
## cvpred       90.9  92.9  94.7  97.2 100.3 101.6 100.85  97.81  99.4  99.4   100
## pm2.5        14.0  19.0  53.0  42.0 130.0  48.0  98.00 106.00  96.0  84.0   116
## CV residual -76.9 -73.9 -41.7 -55.2  29.7 -53.6  -2.85   8.19  -3.4 -15.4    16
##             36477 36478 36481 36482 36484 36485 36493 36495 36497 36498 36503
## Predicted   101.8 101.4 100.0 102.5   102 101.4  76.4  73.2  85.5  83.6 86.84
## cvpred      101.2 100.8  99.4 101.9   102 100.8  75.5  72.3  84.3  82.5 86.02
## pm2.5       158.0 171.0 168.0 188.0   210 180.0  14.0  12.0  10.0  14.0 93.00
## CV residual  56.8  70.2  68.6  86.1   108  79.2 -61.5 -60.3 -74.3 -68.5  6.98
##             36505 36509 36512 36514 36521 36523 36524 36525 36526 36527 36529
## Predicted    91.2 102.8 100.7 100.1  93.9  92.4  99.7  99.5 100.0  99.9  99.2
## cvpred       90.8 102.3 100.1  99.4  93.1  91.8  99.0  98.9  99.4  99.4  98.8
## pm2.5       125.0 135.0 128.0 146.0 137.0 144.0 159.0 166.0 183.0 228.0 306.0
## CV residual  34.2  32.7  27.9  46.6  43.9  52.2  60.0  67.1  83.6 128.6 207.2
##             36538 36540 36541 36545 36551 36552 36554 36559 36560 36564 36565
## Predicted     104   102   102   101  93.9  92.0  88.8 100.2  98.1  79.7  77.5
## cvpred        103   102   102   100  93.4  91.4  88.2  99.6  97.4  78.7  76.6
## pm2.5         246   284   260   271 238.0 255.0 255.0   3.0   4.0  13.0   8.0
## CV residual   143   182   158   171 144.6 163.6 166.8 -96.6 -93.4 -65.7 -68.6
##             36568 36574 36576 36580 36582 36588 36590 36593 36594 36598 36602
## Predicted      64  51.7  48.8  46.0  96.3  89.2  84.9  78.6  76.4  90.6  79.3
## cvpred         63  51.1  48.3  45.7  95.4  88.0  83.8  77.6  75.5  89.5  78.1
## pm2.5          11   9.0   7.0  18.0  12.0  18.0  23.0  26.0  32.0  49.0  11.0
## CV residual   -52 -42.1 -41.3 -27.7 -83.4 -70.0 -60.8 -51.6 -43.5 -40.5 -67.1
##             36605 36606 36608 36611 36613 36619 36622 36623 36624 36625 36626
## Predicted    78.4  91.1  89.7  85.9  84.3  74.9  84.2  82.9  86.1  87.3  86.7
## cvpred       77.4  90.0  88.6  84.6  83.0  73.6  83.1  81.8  85.3  86.6  86.1
## pm2.5         9.0   9.0  16.0  16.0  13.0  17.0  41.0  41.0  53.0  67.0  70.0
## CV residual -68.4 -81.0 -72.6 -68.6 -70.0 -56.6 -42.1 -40.8 -32.3 -19.6 -16.1
##             36627  36632 36633 36636 36638 36639 36643 36644 36645 36650 36651
## Predicted   87.36 98.676  98.6  87.1  87.4  87.8  86.9  86.8  85.9  95.1  95.1
## cvpred      86.82 97.948  98.0  85.9  86.2  86.6  85.7  85.7  84.9  94.4  94.4
## pm2.5       84.00 97.000  86.0  40.0  21.0  14.0  40.0  38.0  41.0 144.0 133.0
## CV residual -2.82 -0.948 -12.0 -45.9 -65.2 -72.6 -45.7 -47.7 -43.9  49.6  38.6
##             36655 36661 36662 36666 36677 36680 36681 36684 36693 36697 36702
## Predicted    97.1   101   101  96.3  99.0 101.1 101.4  99.7 87.08  86.5  99.4
## cvpred       96.6   100   100  95.7  98.3 100.5 100.8  99.0 86.42  86.2  98.7
## pm2.5       141.0   205   201 187.0  55.0 122.0 114.0 130.0 91.00  55.0  63.0
## CV residual  44.4   105   101  91.3 -43.3  21.5  13.2  31.0  4.58 -31.2 -35.7
##             36704 36706  36710  36711 36713 36716 36720 36724 36725 36731 36734
## Predicted   102.0 100.7 100.74 100.05  99.5  97.7 103.2   102   103  98.4   103
## cvpred      101.4 100.1 100.11  99.39  98.9  97.1 102.6   102   102  97.8   102
## pm2.5        74.0  81.0  99.00 102.00 121.0 145.0 195.0   257   267 269.0   234
## CV residual -27.4 -19.1  -1.11   2.61  22.1  47.9  92.4   155   165 171.2   132
##             36735 36737 36741 36745 36748 36754 36757 36761 36762 36766 36770
## Predicted     103   102  91.0  94.7  98.5  79.1  89.5  88.5  89.4  94.2  87.7
## cvpred        102   102  90.3  94.1  97.8  78.2  88.4  87.3  88.2  93.3  86.6
## pm2.5         214   220  13.0  10.0  13.0  11.0  11.0  13.0  13.0  35.0  18.0
## CV residual   112   118 -77.3 -84.1 -84.8 -67.2 -77.4 -74.3 -75.2 -58.3 -68.6
##             36772 36773 36775 36779 36781 36783 36784 36791 36793 36795 36796
## Predicted    87.0  93.5  93.5  90.8  89.7  89.9  87.9  92.6  81.7  76.8  75.2
## cvpred       85.9  92.5  92.5  89.6  88.6  88.8  86.8  91.7  80.6  75.8  74.3
## pm2.5        20.0  14.0  18.0  19.0  15.0  14.0  18.0  22.0  24.0  11.0  13.0
## CV residual -65.9 -78.5 -74.5 -70.6 -73.6 -74.8 -68.8 -69.7 -56.6 -64.8 -61.3
##             36802 36808 36811 36823 36827 36828 36831 36832 36838 36841 36842
## Predicted    64.2  88.2  82.6 100.4 98.50 96.76  96.6  95.4  94.3  89.8  87.7
## cvpred       63.5  87.2  81.7  99.7 97.77 95.98  95.8  94.5  93.8  89.3  87.2
## pm2.5        12.0  22.0  30.0  87.0 88.00 91.00 109.0 123.0 168.0 205.0 188.0
## CV residual -51.5 -65.2 -51.7 -12.7 -9.77 -4.98  13.2  28.5  74.2 115.7 100.8
##             36844 36847 36849 36850 36851 36855 36860 36864 36867 36871 36874
## Predicted    99.4  97.6 100.6  98.1  98.0 96.17  91.6 103.2   104   104  99.6
## cvpred       98.7  96.9  99.9  97.4  97.2 95.48  91.1 102.6   103   103  99.1
## pm2.5       137.0 121.0  83.0  78.0  77.0 91.00 151.0 150.0   144   152 181.0
## CV residual  38.3  24.1 -16.9 -19.4 -20.2 -4.48  59.9  47.4    41    49  81.9
##             36878 36881 36882 36883 36885 36886 36888 36890 36891 36893 36897
## Predicted    85.9  73.8  69.8  66.0  58.9  57.3  51.4  48.1  95.7  93.5  94.6
## cvpred       85.4  73.4  69.5  65.8  58.7  57.1  51.3  48.1  94.9  92.8  93.9
## pm2.5        40.0  27.0  27.0  22.0  21.0  26.0  23.0  21.0  21.0  15.0  20.0
## CV residual -45.4 -46.4 -42.5 -43.8 -37.7 -31.1 -28.3 -27.1 -73.9 -77.8 -73.9
##             36901 36905 36906 36907 36909 36913 36917 36920  36921 36928 36929
## Predicted    96.6  87.8  84.9  81.9  76.9  71.3 101.4 100.7 101.79 103.0 101.7
## cvpred       96.1  87.4  84.6  81.6  76.6  70.9 100.8 100.1 101.19 102.5 101.2
## pm2.5        52.0  76.0  66.0  60.0  61.0  34.0  73.0  90.0  92.00  76.0  66.0
## CV residual -44.1 -11.4 -18.6 -21.6 -15.6 -36.9 -27.8 -10.1  -9.19 -26.5 -35.2
##             36936 36939 36942 36943 36946 36951 36952 36953 36954 36957 36960
## Predicted    83.3  78.8  73.9  71.9  65.3  94.9  94.2  94.0  94.9  96.6  97.7
## cvpred       82.5  78.1  73.3  71.3  64.8  94.0  93.3  93.1  94.0  95.8  96.9
## pm2.5        14.0   5.0  10.0   9.0  11.0  13.0   9.0   7.0   9.0  18.0   7.0
## CV residual -68.5 -73.1 -63.3 -62.3 -53.8 -81.0 -84.3 -86.1 -85.0 -77.8 -89.9
##             36964 36966 36970 36980 36982 36984 36988 36997 37001 37013 37015
## Predicted    88.1  87.5  96.3  88.2  87.1  82.9  98.1  91.2  86.9 101.8 103.2
## cvpred       87.3  86.7  95.4  87.5  86.4  82.4  97.4  90.2  86.0 101.2 102.6
## pm2.5        12.0  17.0  19.0  40.0  54.0  67.0  75.0  37.0  11.0 136.0 150.0
## CV residual -75.3 -69.7 -76.4 -47.5 -32.4 -15.4 -22.4 -53.2 -75.0  34.8  47.4
##             37019 37021 37024 37025 37026 37027 37030 37032 37033 37034 37036
## Predicted   104.2  99.5  96.0  95.1  93.8  92.9  90.2  88.3   106   105   106
## cvpred      103.7  98.9  95.5  94.7  93.5  92.6  90.0  88.2   106   105   105
## pm2.5       191.0 128.0 145.0 156.0 160.0 165.0 152.0 249.0   247   248   261
## CV residual  87.3  29.1  49.5  61.3  66.5  72.4  62.0 160.8   141   143   156
##             37037 37042 37044 37046 37047 37049 37053 37054 37059 37060 37061
## Predicted     107   107   107   104   103   105 100.2   101   107   107   106
## cvpred        106   107   106   104   103   105  99.9   101   107   107   106
## pm2.5         257   271   280   277   249   192 199.0   225   326   324   320
## CV residual   151   164   174   173   146    87  99.1   124   219   217   214
##             37063 37065 37068 37069 37071 37077 37078 37080 37083 37084 37085
## Predicted     104   102   106   107   106 103.3 103.6 109.4   108   109   109
## cvpred        104   102   105   107   105 103.1 103.5 109.1   108   109   109
## pm2.5         250   232   235   226   229 152.0 147.0 181.0   226   248   269
## CV residual   146   130   130   119   124  48.9  43.5  71.9   118   139   160
##             37087 37088 37090 37094 37100 37104 37109 37111 37112 37114 37117
## Predicted     109   109   109   110   106   111   111   111   112   112   104
## cvpred        109   108   109   110   106   111   111   111   112   112   104
## pm2.5         311   300   330   327   336   414   413   389   349   336   444
## CV residual   202   192   221   217   230   303   302   278   237   224   340
##             37119 37121 37130 37132 37133 37136 37140 37143 37144  37146 37147
## Predicted    97.7 106.6 109.0 109.4 110.1 109.4 107.3 109.0 108.1 106.28 105.0
## cvpred       97.4 106.2 108.8 109.1 109.9 109.4 107.2 108.8 107.9 106.16 104.9
## pm2.5       115.0  82.0 153.0 154.0 191.0 193.0 138.0  53.0  52.0 100.00 142.0
## CV residual  17.6 -24.2  44.2  44.9  81.1  83.6  30.8 -55.8 -55.9  -6.16  37.1
##             37148 37152 37155 37157 37162 37166 37169 37175 37176 37178 37181
## Predicted   104.5   112   109 109.0  99.1 105.6 104.2 105.9 105.6 108.3 106.9
## cvpred      104.4   112   109 108.8  98.8 105.2 103.7 105.5 105.2 108.1 106.6
## pm2.5       140.0   224    65  16.0  25.0  23.0  23.0  59.0  50.0  58.0  51.0
## CV residual  35.6   112   -44 -92.8 -73.8 -82.2 -80.7 -46.5 -55.2 -50.1 -55.6
##             37184 37185 37187 37189 37192 37196 37197 37198 37202 37203 37208
## Predicted   106.4 105.0   100 100.1  97.4  95.2  94.3  92.0  93.7  92.1  90.2
## cvpred      106.1 104.6   100  99.4  96.7  94.6  93.7  91.4  93.5  91.9  90.2
## pm2.5        44.0  44.0    30  21.0   9.0  21.0  24.0  27.0 106.0 137.0 147.0
## CV residual -62.1 -60.6   -70 -78.4 -87.7 -73.6 -69.7 -64.4  12.5  45.1  56.8
##             37210 37215 37220  37222 37223 37227 37228 37231 37235 37236  37239
## Predicted   109.0   109 109.8 108.19 106.2   110 109.9 108.7 110.4 109.3 102.96
## cvpred      108.8   108 109.7 108.13 106.2   110 109.7 108.4 110.2 109.1 102.47
## pm2.5       199.0   235  70.0 118.00 143.0   174 177.0 196.0 199.0 168.0  94.00
## CV residual  90.2   127 -39.7   9.87  36.8    64  67.3  87.6  88.8  58.9  -8.47
##             37241 37242 37243 37248 37249  37250 37253  37254 37258 37261 37267
## Predicted    98.5  96.2  95.3 108.7 108.7 109.02 108.7 109.02   107  97.2  95.9
## cvpred       98.0  95.7  94.9 108.4 108.4 108.78 108.4 108.78   107  96.8  95.6
## pm2.5        52.0  64.0  48.0  80.0  95.0  99.00 121.0 113.00   163  84.0 116.0
## CV residual -46.0 -31.7 -46.9 -28.4 -13.4  -9.78  12.6   4.22    56 -12.8  20.4
##             37269 37276 37277 37278 37281 37286 37287 37288 37289 37292 37293
## Predicted    92.9 105.0 105.2  94.3  90.8  65.1  85.3  82.5  78.9  87.0  91.1
## cvpred       92.6 104.6 104.8  93.5  89.9  64.1  84.1  81.3  77.7  85.7  90.0
## pm2.5        97.0  52.0  52.0  53.0   9.0  11.0  12.0  14.0   9.0  19.0  18.0
## CV residual   4.4 -52.6 -52.8 -40.5 -80.9 -53.1 -72.1 -67.3 -68.7 -66.7 -72.0
##             37299 37305 37306 37311 37314 37315 37318 37328 37329 37335 37337
## Predicted    93.8 102.5 101.1  95.8  93.8  86.8  83.3 101.7 100.1  93.3  93.3
## cvpred       93.2 101.9 100.5  95.1  92.9  85.8  82.5 101.2  99.4  92.4  92.4
## pm2.5        28.0  59.0  60.0  29.0  11.0  16.0  14.0  49.0  16.0   6.0  10.0
## CV residual -65.2 -42.9 -40.5 -66.1 -81.9 -69.8 -68.5 -52.2 -83.4 -86.4 -82.4
##             37339 37340 37347 37349 37358 37359 37360 37362 37363 37367 37368
## Predicted    91.8  92.6 102.8 104.2  92.0  90.4  88.0  84.9  83.3  79.2  77.5
## cvpred       91.0  91.9 102.3 103.7  91.2  89.6  87.3  84.3  82.7  78.9  77.4
## pm2.5        25.0  30.0  64.0  61.0  33.0  32.0  41.0  45.0  45.0  58.0  65.0
## CV residual -66.0 -61.9 -38.3 -42.7 -58.2 -57.6 -46.3 -39.3 -37.7 -20.9 -12.4
##             37369 37375 37376  37380   37387 37389 37394 37399 37400 37409
## Predicted   104.6 105.9 106.9 104.86 98.4852 100.5 106.5 109.4 109.4  99.8
## cvpred      104.1 105.5 106.6 104.47 98.0513 100.2 106.3 109.1 109.1  99.5
## pm2.5        54.0  87.0  93.0  97.00 98.0000 111.0 194.0 174.0 171.0 158.0
## CV residual -50.1 -18.5 -13.6  -7.47 -0.0513  10.8  87.7  64.9  61.9  58.5
##             37412 37416 37421 37422 37425 37428 37430 37431 37432 37433 37436
## Predicted    97.1  94.5  91.0  90.3   112 105.5  95.9 100.9  97.3  93.8   103
## cvpred       96.9  94.4  91.1  90.4   112 105.2  95.3 100.3  96.8  93.2   103
## pm2.5       151.0 138.0 147.0 151.0   182 133.0  60.0  49.0  62.0  56.0    80
## CV residual  54.1  43.6  55.9  60.6    70  27.8 -35.3 -51.3 -34.8 -37.2   -23
##             37437 37438 37439  37445 37458 37459 37460 37461 37463 37466 37468
## Predicted    99.7  95.7  96.3 106.95  97.7  97.1  97.5 105.9 105.9   103 101.5
## cvpred       99.3  95.2  95.9 106.61  97.1  96.6  97.0 105.5 105.5   103 101.1
## pm2.5       580.0 217.0 159.0 111.00  62.0  64.0  66.0  63.0  72.0    67  71.0
## CV residual 480.7 121.8  63.1   4.39 -35.1 -32.6 -31.0 -42.5 -33.5   -36 -30.1
##             37470 37472 37474 37481 37483 37484 37485 37487 37491 37493 37494
## Predicted    98.8 103.9 104.9 100.9  98.9  98.9  98.8  98.1 106.3 105.6 107.5
## cvpred       98.4 103.4 104.5 100.3  98.4  98.4  98.4  97.7 105.9 105.2 107.1
## pm2.5        69.0  76.0  46.0  39.0  59.0  60.0  68.0 103.0  88.0 118.0 128.0
## CV residual -29.4 -27.4 -58.5 -61.3 -39.4 -38.4 -30.4   5.3 -17.9  12.8  20.9
##             37495 37501 37502 37505 37506  37510 37511 37512 37513 37516 37517
## Predicted   106.6 103.0  99.3 96.18 94.57 101.83 100.6 101.2 101.2 107.6 107.6
## cvpred      106.2 102.5  98.7 95.74 94.15 101.44 100.2 100.9 100.9 107.3 107.3
## pm2.5       143.0 114.0  88.0 89.00 91.00 110.00 120.0 155.0 120.0 142.0 144.0
## CV residual  36.8  11.5 -10.7 -6.74 -3.15   8.56  19.8  54.1  19.1  34.7  36.7
##             37519 37522 37524 37525 37527 37528 37529 37532 37534 37536 37543
## Predicted   108.0 110.1 109.0 106.7 102.8   101  99.6  97.4  95.2  95.1   111
## cvpred      107.7 109.9 108.8 106.5 102.6   101  99.4  97.3  95.2  95.2   111
## pm2.5       151.0 173.0 188.0 175.0 162.0   157 147.0 134.0 158.0 231.0   255
## CV residual  43.3  63.1  79.2  68.5  59.4    56  47.6  36.7  62.8 135.8   144
##             37549 37552 37558 37561 37562  37569 37577 37581 37583 37585 37588
## Predicted     112   111   106   112 111.2 112.46  87.2  79.4  77.5 105.9 104.9
## cvpred        112   111   106   112 111.1 112.38  86.9  79.1  77.3 105.5 104.4
## pm2.5         280   225   274    56  55.0 105.00  48.0  47.0  65.0  39.0  54.0
## CV residual   168   114   168   -56 -56.1  -7.38 -38.9 -32.1 -12.3 -66.5 -50.4
##             37589 37592 37593 37597 37601 37606 37608 37617  37619  37621
## Predicted     105 107.6 108.0 102.5 100.1 100.6 104.9 111.4 111.23 108.73
## cvpred        105 107.3 107.7 101.9  99.4 100.2 104.4 111.3 111.13 108.66
## pm2.5          69  45.0  44.0  51.0  57.0  84.0 134.0 110.0 105.00 106.00
## CV residual   -36 -62.3 -63.7 -50.9 -42.4 -16.2  29.6  -1.3  -6.13  -2.66
##              37623 37624 37627 37632 37642 37644 37645 37646 37648 37649 37652
## Predicted   111.08 112.5 111.2 107.1 113.5 112.4   114 112.0 109.5   108  97.9
## cvpred      110.94 112.4 111.2 107.1 113.5 112.4   114 112.1 109.6   108  97.8
## pm2.5       102.00 101.0 131.0 151.0 171.0 193.0   170 167.0 158.0   176 129.0
## CV residual  -8.94 -11.4  19.8  43.9  57.5  80.6    56  54.9  48.4    68  31.2
##             37661 37662 37668 37670 37671 37675 37676 37681 37686 37687 37688
## Predicted   108.3 110.8 100.7 100.1  99.5    92  91.5 110.1 108.3 107.8 106.8
## cvpred      108.1 110.6 100.4  99.9  99.4    92  91.4 109.9 108.1 107.5 106.7
## pm2.5        75.0  64.0  56.0  48.0  40.0    52  55.0  95.0 128.0 121.0  84.0
## CV residual -33.1 -46.6 -44.4 -51.9 -59.4   -40 -36.4 -14.9  19.9  13.5 -22.7
##             37691 37692 37694 37695 37698 37699 37706 37713 37714 37718 37722
## Predicted   101.5  98.9 104.3 105.0 102.7 102.8   110 107.6 106.3 104.2  96.5
## cvpred      101.3  98.6 103.9 104.6 102.3 102.6   110 107.3 105.9 103.7  96.1
## pm2.5        52.0  30.0  22.0  17.0  43.0  49.0    90  48.0  45.0  26.0  44.0
## CV residual -49.3 -68.6 -81.9 -87.6 -59.3 -53.6   -20 -59.3 -60.9 -77.7 -52.1
##             37725 37726 37728  37732 37733 37734  37737 37745 37748 37752 37754
## Predicted    93.0   107 109.4 108.66 107.6 106.9 102.14 100.5  95.6  92.4 90.60
## cvpred       92.8   107 109.1 108.42 107.3 106.6 101.82 100.3  95.5  92.5 90.81
## pm2.5        36.0    43  68.0 102.00  66.0  65.0 104.00  55.0  66.0  64.0 81.00
## CV residual -56.8   -64 -41.1  -6.42 -41.3 -41.6   2.18 -45.3 -29.5 -28.5 -9.81
##             37755 37756 37757 37759 37765 37766 37767 37768 37770 37771 37772
## Predicted   88.98 88.06  87.3  86.1  80.1  78.1  76.5  73.8  68.3  66.7  65.2
## cvpred      89.22 88.35  87.6  86.4  80.6  78.7  77.1  74.4  68.9  67.3  65.9
## pm2.5       88.00 98.00  99.0 108.0 174.0 185.0 168.0 154.0 139.0 126.0  98.0
## CV residual -1.22  9.65  11.4  21.6  93.4 106.3  90.9  79.6  70.1  58.7  32.1
##             37773 37779 37781 37785 37786 37787 37789 37792    37795  37796
## Predicted   112.6 106.3 105.4 100.9  99.7  99.0 114.2 111.8 104.8795 104.31
## cvpred      112.6 106.4 105.5 101.1  99.9  99.1 114.2 111.9 104.9859 104.47
## pm2.5       101.0  84.0  91.0 112.0 119.0 122.0 121.0 136.0 105.0000 100.00
## CV residual -11.6 -22.4 -14.5  10.9  19.1  22.9   6.8  24.1   0.0141  -4.47
##             37803 37808 37810 37812 37814 37815 37818  37821 37822 37826 37828
## Predicted   112.5 113.2 110.6 113.5 111.2 112.6 109.5 102.33  99.8 113.8 110.6
## cvpred      112.4 113.1 110.6 113.5 111.2 112.6 109.4 102.26  99.8 113.8 110.6
## pm2.5       143.0 124.0 156.0 167.0 177.0 131.0  96.0 101.00 104.0  30.0  21.0
## CV residual  30.6  10.9  45.4  53.5  65.8  18.4 -13.4  -1.26   4.2 -83.8 -89.6
##             37829 37831 37839 37841 37844 37845 37846 37848 37849 37850 37857
## Predicted   107.3 110.2   107 107.6 106.2 105.0 104.4 113.5 113.5 113.5 105.3
## cvpred      107.2 110.1   107 107.3 106.2 104.9 104.4 113.5 113.5 113.5 105.3
## pm2.5        25.0  28.0    52  42.0  48.0  59.0  48.0  41.0  36.0  41.0  54.0
## CV residual -82.2 -82.1   -55 -65.3 -58.2 -45.9 -56.4 -72.5 -77.5 -72.5 -51.3
##             37860 37865 37866 37867 37868  37872 37873 37875 37878   37882
## Predicted   102.5 105.6 107.8 106.5 104.5 101.89  99.3   112 111.8 106.400
## cvpred      102.2 105.2 107.5 106.3 104.4 101.95  99.3   112 111.7 106.361
## pm2.5        39.0  55.0  77.0 135.0  76.0 106.00  48.0    39  73.0 106.000
## CV residual -63.2 -50.2 -30.5  28.7 -28.4   4.05 -51.3   -73 -38.7  -0.361
##              37884 37889 37890 37893 37896  37900 37902 37908   37912  37914
## Predicted   110.07 105.7 105.7 101.9   112 107.19   110 109.0 106.505 102.23
## cvpred      109.85 105.4 105.4 101.7   112 107.02   110 108.8 106.299 102.04
## pm2.5       101.00  42.0  49.0  67.0    86 105.00    91 132.0 106.000  98.00
## CV residual  -8.85 -63.4 -56.4 -34.7   -26  -2.02   -19  23.2  -0.299  -4.04
##             37916  37919  37920  37921 37926  37927 37929 37938  37941 37944
## Predicted   100.7 98.510  97.79  97.76 112.5 112.11 113.5 104.4 100.61 96.46
## cvpred      100.7 98.575  97.87  97.88 112.4 112.04 113.5 104.4 100.73 96.68
## pm2.5        90.0 99.000 102.00 103.00 100.0 111.00 146.0 153.0  91.00 87.00
## CV residual -10.7  0.425   4.13   5.12 -12.4  -1.04  32.5  48.6  -9.73 -9.68
##             37951 37952 37954 37955 37956 37958 37959 37960 37961 37962 37964
## Predicted    91.2  91.2  89.2 117.0 115.3 111.8 109.1 106.4 102.9 107.5 103.7
## cvpred       91.6  91.6  89.6 117.1 115.5 111.9 109.3 106.6 103.1 107.4 103.7
## pm2.5       135.0 135.0 162.0 155.0 143.0 158.0 202.0 143.0 147.0 136.0  68.0
## CV residual  43.4  43.4  72.4  37.9  27.5  46.1  92.7  36.4  43.9  28.6 -35.7
##             37972 37975 37980 37981 37982 37984 37985  37988 37991 37994 37995
## Predicted    63.3  51.8  31.0  28.4  27.6  23.3  23.1 15.345 106.1 110.8 109.0
## cvpred       63.4  52.1  31.3  28.7  28.0  23.7  23.8 16.261 105.7 110.6 108.8
## pm2.5        28.0  25.0  50.0  50.0  60.0  49.0  37.0 17.000  27.0  55.0  48.0
## CV residual -35.4 -27.1  18.7  21.3  32.0  25.3  13.2  0.739 -78.7 -55.6 -60.8
##             38000 38002 38004 38006 38007 38008 38009 38011 38012 38020 38024
## Predicted   110.4 107.9 106.5  96.2 105.1 100.5  92.2  78.8  73.9 42.29  32.1
## cvpred      110.2 107.7 106.3  96.0 104.9 100.2  91.8  78.3  73.6 42.47  32.4
## pm2.5        88.0 122.0 116.0 113.0  90.0  59.0  66.0 104.0 117.0 50.00  51.0
## CV residual -22.2  14.3   9.7  17.0 -14.9 -41.2 -25.8  25.7  43.4  7.53  18.6
##             38037 38039  38040 38044 38046 38048 38061 38062 38068 38070 38076
## Predicted   -24.3 100.7 99.517 104.2 103.0 101.7  95.3  94.0 103.6 107.0 108.7
## cvpred      -23.3 100.1 98.861 103.7 102.5 101.2  94.9  93.6 103.2 106.6 108.4
## pm2.5        31.0  46.0 98.000  85.0  48.0  44.0  38.0  34.0  72.0  75.0  95.0
## CV residual  54.3 -54.1 -0.861 -18.7 -54.5 -57.2 -56.9 -59.6 -31.2 -31.6 -13.4
##             38078  38081  38084  38085 38088 38089 38093 38094 38097 38098
## Predicted   109.7 106.99 111.09 111.77 111.2   112 111.8 111.8 110.5 105.8
## cvpred      109.5 106.86 110.94 111.66 111.1   112 111.7 111.7 110.4 105.6
## pm2.5       123.0 110.00 108.00 120.00 133.0   124 132.0 135.0 148.0 140.0
## CV residual  13.5   3.14  -2.94   8.34  21.9    12  20.3  23.3  37.6  34.4
##             38100 38102 38104 38109 38110 38112 38113 38117 38120 38122 38125
## Predicted    97.9  91.3  81.9 102.7 104.2 110.7 112.8 110.5 114.2 113.2 110.2
## cvpred       97.6  91.0  81.6 102.3 103.7 110.6 112.7 110.4 114.2 113.1 110.1
## pm2.5        85.0 114.0 111.0  23.0  24.0  63.0  84.0 125.0 136.0  95.0  61.0
## CV residual -12.6  23.0  29.4 -79.3 -79.7 -47.6 -28.7  14.6  21.8 -18.1 -49.1
##             38128 38129 38135 38137 38138 38141 38143 38145 38146 38154 38157
## Predicted   103.3 100.9  90.9 89.07  88.4 110.8 110.0 107.8 107.5  92.4  86.8
## cvpred      103.1 100.8  90.9 89.18  88.5 110.6 109.9 107.5 107.4  92.3  86.8
## pm2.5        62.0  79.0  55.0 84.00  65.0  70.0  90.0  87.0  80.0  48.0  47.0
## CV residual -41.1 -21.8 -35.9 -5.18 -23.5 -40.6 -19.9 -20.5 -27.4 -44.3 -39.8
##             38161 38163 38164 38166 38169 38170 38171 38172 38174 38176 38177
## Predicted    81.9 109.7 108.4 110.1 110.4   109 107.9 106.6 111.8 111.1 110.4
## cvpred       82.1 109.5 108.3 109.9 110.2   109 107.8 106.5 111.7 110.9 110.2
## pm2.5        55.0  46.0  40.0  47.0  47.0    55  51.0  63.0  64.0  63.0  59.0
## CV residual -27.1 -63.5 -68.3 -62.9 -63.2   -54 -56.8 -43.5 -47.7 -47.9 -51.2
##             38178 38179 38180 38182 38187 38196 38197 38198 38201 38203 38205
## Predicted   109.0 111.8 108.4 103.4 111.2 111.9 109.9   108 103.1  99.6 111.9
## cvpred      108.8 111.7 108.3 103.1 111.1 111.9 109.9   108 103.2  99.6 111.9
## pm2.5        70.0  71.0  69.0  54.0  51.0  22.0  22.0    21   8.0  15.0  22.0
## CV residual -38.8 -40.7 -39.3 -49.1 -60.1 -89.9 -87.9   -87 -95.2 -84.6 -89.9
##             38211 38212 38218 38220 38221 38226 38230 38231 38232 38233 38235
## Predicted   112.8 113.5 113.8 107.7 104.0  98.3  90.9  87.9  84.9  82.2 113.5
## cvpred      112.8 113.5 113.8 107.6 103.8  98.4  91.2  88.2  85.2  82.5 113.5
## pm2.5        45.0  47.0  82.0  21.0  23.0  29.0  65.0  58.0  54.0  42.0  40.0
## CV residual -67.8 -66.5 -31.8 -86.6 -80.8 -69.4 -26.2 -30.2 -31.2 -40.5 -73.5
##             38240 38242 38244 38245 38248 38249 38252 38253 38254 38255 38258
## Predicted     116 114.5 114.9 114.5 100.9  94.6  84.8  81.8  78.2  74.7  63.9
## cvpred        116 114.5 114.9 114.5 100.6  94.4  84.6  81.6  78.1  74.5  63.9
## pm2.5         108  98.0 104.0  86.0  42.0  45.0  30.0  40.0  36.0  29.0  38.0
## CV residual    -8 -16.5 -10.9 -28.5 -58.6 -49.4 -54.6 -41.6 -42.1 -45.5 -25.9
##             38267 38270 38272 38274 38275 38277 38286 38290 38291 38293 38294
## Predicted    31.2 21.87 16.68 102.9 104.9 109.7 108.5 108.3 109.0 105.7 104.8
## cvpred       31.8 22.58 17.45 102.5 104.4 109.5 108.2 108.1 108.8 105.4 104.5
## pm2.5        11.0 16.00 14.00  12.0  19.0  25.0  59.0  52.0  40.0  69.0  80.0
## CV residual -20.8 -6.58 -3.45 -90.5 -85.4 -84.5 -49.2 -56.1 -68.8 -36.4 -24.5
##              38296 38298 38299 38300  38303 38304 38306 38307 38311 38319 38327
## Predicted   100.17  98.7  98.8 95.78 93.703 109.5 110.1 109.5 111.9 107.1 100.1
## cvpred       99.88  98.5  98.7 95.68 93.791 109.3 109.9 109.3 111.9 106.8  99.9
## pm2.5       107.00 121.0 109.0 94.00 94.000 121.0  84.0  96.0  89.0  60.0  71.0
## CV residual   7.12  22.5  10.3 -1.68  0.209  11.7 -25.9 -13.3 -22.9 -46.8 -28.9
##             38330 38332 38338 38339 38341 38345 38347 38350 38356 38357  38367
## Predicted   110.4 110.9 110.1 110.4 108.8  99.0  94.5  92.8 111.4   112 110.28
## cvpred      110.2 110.7 109.9 110.2 108.6  98.9  94.5  92.9 111.3   112 110.28
## pm2.5        71.0  79.0  98.0  98.0  95.0  54.0  48.0  21.0  68.0    70 119.00
## CV residual -39.2 -31.7 -11.9 -12.2 -13.6 -44.9 -46.5 -71.9 -43.3   -42   8.72
##             38370 38373 38374 38375  38377 38378 38379 38381 38382 38384 38385
## Predicted   103.4  99.3  98.0  96.0  94.61 114.7 115.0 116.7 117.6 116.9 117.3
## cvpred      103.6  99.5  98.3  96.3  94.93 114.8 115.1 116.9 117.8 117.1 117.4
## pm2.5        93.0 143.0 115.0 107.0 100.00 103.0  75.0  83.0  90.0  75.0  83.0
## CV residual -10.6  43.5  16.7  10.7   5.07 -11.8 -40.1 -33.9 -27.8 -42.1 -34.4
##             38387 38388 38389 38390 38393 38394 38399 38404 38409 38410 38415
## Predicted   117.3 116.0   115 113.5 108.9 106.6 117.6 116.0 105.0   103 110.0
## cvpred      117.4 116.2   115 113.7 109.1 106.8 117.8 116.2 104.9   103 109.9
## pm2.5        95.0 134.0   161 151.0 132.0 119.0 141.0 214.0  36.0    20  14.0
## CV residual -22.4  17.8    46  37.3  22.9  12.2  23.2  97.8 -68.9   -83 -95.9
##             38422 38427 38428 38431 38435 38437 38439 38440  38442 38446 38447
## Predicted   107.2 114.5 114.2 115.6 115.6 114.1 114.7 114.1 110.86 108.1 107.4
## cvpred      107.3 114.5 114.2 115.6 115.6 114.2 114.7 114.2 111.06 108.4 107.7
## pm2.5       121.0  84.0  79.0  81.0  85.0  81.0  97.0 103.0 117.00 150.0 128.0
## CV residual  13.7 -30.5 -35.2 -34.6 -30.6 -33.2 -17.7 -11.2   5.94  41.6  20.3
##             38450 38453 38454 38455 38456 38459 38461 38465 38466 38468 38469
## Predicted   104.0 116.7 117.6   118   119   119   115  98.7  95.8  91.9  91.3
## cvpred      104.3 116.9 117.8   119   119   119   115  98.8  95.9  92.0  91.5
## pm2.5       152.0 196.0 215.0   242   249   239   182  50.0  54.0  40.0  56.0
## CV residual  47.7  79.1  97.2   123   130   120    67 -48.8 -41.9 -52.0 -35.5
##             38470 38472 38474 38482 38485 38487 38490 38494 38496 38500 38506
## Predicted    91.9  88.8  87.5   116 106.3  99.9  93.1 116.1   113 116.6 112.2
## cvpred       92.3  89.1  87.8   116 106.4 100.0  93.3 116.2   113 116.7 112.5
## pm2.5        64.0  63.0  74.0   105  85.0  54.0  56.0  76.0    99  85.0  84.0
## CV residual -28.3 -26.1 -13.8   -11 -21.4 -46.0 -37.3 -40.2   -14 -31.7 -28.5
##             38507 38509 38514 38515 38517 38527 38529 38530 38531 38533 38537
## Predicted   111.5 109.5 117.6 116.2 113.6 118.7   120 105.8 102.6  92.9  69.2
## cvpred      111.8 109.9 117.8 116.4 113.9 118.9   120 105.6 102.4  92.8  69.3
## pm2.5        91.0  95.0  93.0  79.0  79.0 150.0   160 158.0 157.0  51.0  10.0
## CV residual -20.8 -14.9 -24.8 -37.4 -34.9  31.1    40  52.4  54.6 -41.8 -59.3
##             38538 38542 38543 38550 38558 38559 38563 38568 38571 38576 38579
## Predicted    64.7 105.7 111.4 110.7  99.5  97.7 104.1 105.0   112 106.7  88.0
## cvpred       64.8 105.4 111.3 110.6  99.4  97.6 103.8 104.6   112 106.5  87.8
## pm2.5         8.0  18.0  21.0  15.0  23.0  24.0  26.0  31.0    23  94.0  26.0
## CV residual -56.8 -87.4 -90.3 -95.6 -76.4 -73.6 -77.8 -73.6   -89 -12.5 -61.8
##             38580 38581 38586 38595 38596 38600 38602 38603 38604 38611 38615
## Predicted    85.2  82.0  67.1 109.9 110.4 113.8 111.8 112.5 111.1  90.9  86.1
## cvpred       85.2  82.1  67.6 109.7 110.2 113.8 111.7 112.4 110.9  90.9  86.4
## pm2.5        19.0  13.0  13.0  19.0  27.0  44.0  49.0  35.0  18.0  24.0  39.0
## CV residual -66.2 -69.1 -54.6 -90.7 -83.2 -69.8 -62.7 -77.4 -92.9 -66.9 -47.4
##             38619 38621 38623 38627 38629 38630 38631 38633 38634 38640 38643
## Predicted   115.2 114.7 114.7 112.6 112.8 110.4 109.7   109 110.8 114.7   116
## cvpred      115.3 114.7 114.8 112.6 112.8 110.2 109.5   109 110.6 114.7   116
## pm2.5        38.0  44.0  62.0  67.0  41.0  29.0  21.0     8  14.0  63.0    96
## CV residual -77.3 -70.7 -52.8 -45.6 -71.8 -81.2 -88.5  -101 -96.6 -51.7   -20
##             38648 38651 38653  38655 38658  38662 38663 38666 38669 38673 38675
## Predicted   111.1   113 110.7 107.13 101.6 96.199 93.57  92.8 115.6   116 115.2
## cvpred      111.2   113 110.9 107.33 101.9 96.545 93.86  93.2 115.6   116 115.3
## pm2.5        67.0    88 100.0 100.00  90.0 97.000 90.00  81.0  96.0   125 127.0
## CV residual -44.2   -25 -10.9  -7.33 -11.9  0.455 -3.86 -12.2 -19.6     9  11.7
##              38677 38682 38684 38687 38691 38697 38706 38709 38710 38713 38714
## Predicted   115.91 114.9 113.5 107.0   118   110 113.8 117.1   116 114.5 115.6
## cvpred      115.99 115.2 113.7 107.4   118   110 114.1 117.3   116 114.6 115.6
## pm2.5       125.00 131.0 137.0  86.0    53    43  80.0  59.0    51  55.0  49.0
## CV residual   9.01  15.8  23.3 -21.4   -65   -67 -34.1 -58.3   -65 -59.6 -66.6
##             38715 38726 38730 38735 38737 38739 38743 38746 38747 38752 38757
## Predicted   115.2 114.5 113.8 111.1 109.3 107.7 115.0 110.6 109.2 110.4 104.6
## cvpred      115.3 114.5 113.8 111.2 109.4 107.8 115.1 110.7 109.2 110.5 104.8
## pm2.5        52.0  31.0  28.0  43.0  57.0  64.0  39.0  28.0  32.0  36.0  45.0
## CV residual -63.3 -83.5 -85.8 -68.2 -52.4 -43.8 -76.1 -82.7 -77.2 -74.5 -59.8
##             38758 38760 38761 38768 38770 38772 38776 38777 38779 38780 38784
## Predicted   103.9 101.4   101 117.6 115.5 114.1 112.2 110.6 107.7 106.1 116.1
## cvpred      104.1 101.7   101 117.8 115.7 114.2 112.3 110.7 107.9 106.3 116.2
## pm2.5        48.0  50.0    47 107.0  88.0  60.0  47.0  53.0  51.0  53.0  54.0
## CV residual -56.1 -51.7   -54 -10.8 -27.7 -54.2 -65.3 -57.7 -56.9 -53.3 -62.2
##             38788 38789 38796 38802 38806 38810 38813 38815 38816 38818 38826
## Predicted   115.3 114.6 116.9 115.6   111 109.1 118.3 118.3 118.0 116.7   116
## cvpred      115.5 114.8 117.1 115.6   111 109.5 118.5 118.5 118.2 116.9   116
## pm2.5        80.0  84.0  54.0  56.0    68  90.0 106.0  82.0  87.0  99.0     7
## CV residual -35.5 -30.8 -63.1 -59.6   -43 -19.5 -12.5 -36.5 -31.2 -17.9  -109
##             38828 38838 38842 38844 38846 38847 38849 38856 38863 38870 38872
## Predicted     114 113.8 104.7  99.7  96.5  93.8  90.6 115.6 114.5 113.3 114.7
## cvpred        115 113.8 104.8  99.8  96.6  94.0  90.8 115.6 114.6 113.3 114.8
## pm2.5           9  14.0   5.0   3.0   5.0   5.0   7.0  38.0  25.0  45.0  43.0
## CV residual  -106 -99.8 -99.8 -96.8 -91.6 -89.0 -83.8 -77.6 -89.6 -68.3 -71.8
##             38873 38892 38895 38897 38903 38908 38910 38913 38916 38918 38920
## Predicted     115 115.2 112.4 110.7   116   116 114.5 117.3 117.3 114.1 118.7
## cvpred        115 115.3 112.4 110.6   116   116 114.6 117.4 117.4 114.3 118.9
## pm2.5          11  41.0  25.0  32.0    31    62  50.0  82.0  78.0  77.0  79.0
## CV residual  -104 -74.3 -87.4 -78.6   -85   -54 -64.6 -35.4 -39.4 -37.3 -39.9
##             38922 38924 38926 38929 38930  38932 38935 38943 38946 38950 38954
## Predicted   115.1 113.2 117.3 118.3 118.3 117.65 114.4   114 112.6 113.0 117.0
## cvpred      115.3 113.4 117.4 118.5 118.5 117.79 114.6   114 112.6 113.2 117.1
## pm2.5        75.0  88.0  85.0 103.0 101.0 123.00  51.0    12  15.0  40.0  37.0
## CV residual -40.3 -25.4 -32.4 -15.5 -17.5   5.21 -63.6  -102 -97.6 -73.2 -80.1
##             38957 38962 38965 38969 38972 38977  38979 38980  38982 38988 38990
## Predicted     116 115.4 114.5 112.6 113.7 119.0 118.31 119.0 118.31 116.7 117.3
## cvpred        116 115.5 114.5 112.6 113.9 119.2 118.53 119.2 118.53 116.9 117.4
## pm2.5          51  31.0  18.0  14.0  30.0  64.0 110.00 105.0 121.00  29.0  34.0
## CV residual   -65 -84.5 -96.5 -98.6 -83.9 -55.2  -8.53 -14.2   2.47 -87.9 -83.4
##             38991 38992 38994 38999 39006 39010 39012 39013 39014 39017 39019
## Predicted   116.6 115.7 112.6 116.2 117.6 115.3 118.0 117.6 116.2 117.4 114.9
## cvpred      116.7 115.8 112.9 116.4 117.8 115.5 118.2 117.8 116.4 117.6 115.2
## pm2.5        39.0  41.0  49.0  30.0  29.0  34.0  23.0  30.0  35.0  39.0  54.0
## CV residual -77.7 -74.8 -63.9 -86.4 -88.8 -81.5 -95.2 -87.8 -81.4 -78.6 -61.2
##             39020  39026 39030 39032  39033 39037 39038 39041  39048 39049
## Predicted   114.2 119.03 119.4 119.0 119.03 116.0   115 112.9 118.82 120.4
## cvpred      114.4 119.24 119.6 119.3 119.24 116.2   115 113.2 119.07 120.7
## pm2.5        59.0 118.00 169.0 141.0 117.00  89.0    82 161.0 113.00 140.0
## CV residual -55.4  -1.24  49.4  21.7  -2.24 -27.2   -33  47.8  -6.07  19.3
##              39051 39056 39057 39061 39063 39064 39065  39072 39074 39075 39076
## Predicted   120.05 116.3 120.4 118.8 119.5 120.2 117.2 119.15   116   111 116.7
## cvpred      120.33 116.6 120.7 119.1 119.8 120.5 117.5 119.44   117   111 116.9
## pm2.5       117.00 169.0 164.0 191.0 138.0 132.0 105.0 114.00   221   225  84.0
## CV residual  -3.33  52.4  43.3  71.9  18.2  11.5 -12.5  -5.44   104   114 -32.9
##             39078 39079 39085 39089 39094 39095 39097 39099 39101 39116 39124
## Predicted   117.6 118.7 118.6 115.4 118.7 118.5 118.0 118.3 118.5   112 119.4
## cvpred      117.8 118.9 118.9 115.7 118.9 118.7 118.2 118.5 118.7   112 119.6
## pm2.5        20.0  28.0  49.0 132.0  56.0  62.0  75.0  74.0  76.0    77 146.0
## CV residual -97.8 -90.9 -69.9  16.3 -62.9 -56.7 -43.2 -44.5 -42.7   -35  26.4
##             39126 39129  39137 39140 39141 39145 39147 39157 39160 39166 39168
## Predicted     120 118.8 105.56 101.1 100.4 118.7 115.5 111.9   117 113.5 112.0
## cvpred        120 119.1 105.99 101.6 100.8 118.9 115.7 112.1   117 113.7 112.3
## pm2.5         151 137.0 109.00  71.0  79.0  78.0  86.0  19.0    11  94.0  82.0
## CV residual    31  17.9   3.01 -30.6 -21.8 -40.9 -29.7 -93.1  -106 -19.7 -30.3
##             39170 39176 39178 39180 39181 39188 39191 39192 39196 39200 39204
## Predicted   111.3 119.0 119.0 117.3 118.0 112.4 116.0   115 118.0 116.9 118.0
## cvpred      111.6 119.2 119.2 117.5 118.2 112.4 116.2   116 118.2 117.1 118.2
## pm2.5        70.0  64.0  70.0  57.0  62.0  66.0  18.0    15  23.0  20.0  51.0
## CV residual -41.6 -55.2 -49.2 -60.5 -56.2 -46.4 -98.2  -101 -95.2 -97.1 -67.2
##             39213 39214 39219 39222 39226 39228 39229 39231 39241 39243 39244
## Predicted   118.3 118.0 114.4 110.3 103.8   117   117 115.4 112.3 118.0 117.6
## cvpred      118.5 118.2 114.6 110.5 104.2   117   117 115.5 112.5 118.2 117.8
## pm2.5        29.0  34.0  25.0  21.0  15.0     8    16  18.0  43.0  50.0  59.0
## CV residual -89.5 -84.2 -89.6 -89.5 -89.2  -109  -101 -97.5 -69.5 -68.2 -58.8
##             39245 39251 39252 39254 39256 39257 39259 39260 39261 39265 39266
## Predicted   118.0 118.3 118.0 115.5 111.6 110.6 107.1 106.4 105.6 102.4 101.7
## cvpred      118.2 118.5 118.2 115.7 111.8 110.9 107.4 106.7 105.9 102.8 102.1
## pm2.5        66.0  64.0  50.0  37.0  47.0  54.0  47.0  41.0  50.0  52.0  54.0
## CV residual -52.2 -54.5 -68.2 -78.7 -64.8 -56.9 -60.4 -65.7 -55.9 -50.8 -48.1
##             39268 39272 39275 39277  39282 39283 39284 39285 39288 39290 39292
## Predicted   101.3 118.7 116.0 114.2 106.06 104.8   104 102.8  99.4  97.5  96.0
## cvpred      101.7 118.9 116.2 114.5 106.53 105.3   104 103.3 100.0  98.0  96.6
## pm2.5        58.0  90.0  74.0  85.0 113.00 128.0   117 116.0 150.0 185.0 193.0
## CV residual -43.7 -28.9 -42.2 -29.5   6.47  22.7    13  12.7  50.0  87.0  96.4
##             39294 39296  39298 39299 39302 39304 39305 39306 39307 39314 39315
## Predicted   121.1 121.1 120.02   120 116.5 119.4 120.0 118.5 119.5 115.5 113.2
## cvpred      121.4 121.4 120.34   120 116.8 119.6 120.3 118.7 119.8 115.7 113.4
## pm2.5       199.0 190.0 128.00   100  73.0  66.0 106.0  95.0  93.0  31.0  39.0
## CV residual  77.6  68.6   7.66   -20 -43.8 -53.6 -14.3 -23.7 -26.8 -84.7 -74.4
##             39318 39319 39334 39335 39337 39340 39341 39342 39344 39345 39353
## Predicted     117   118 108.3 108.2   116 111.1   110 109.3 106.1   104   114
## cvpred        117   118 108.4 108.4   116 111.2   110 109.4 106.3   104   114
## pm2.5           6     4  27.0  32.0    28  32.0    28  22.0  26.0    24    15
## CV residual  -111  -114 -81.4 -76.4   -88 -79.2   -82 -87.4 -80.3   -80   -99
##             39354 39361 39362 39366 39367 39368 39372 39373 39374 39375 39380
## Predicted     113 117.3 118.3 117.6 118.0 118.0   116 116.7 114.1 114.2 106.1
## cvpred        113 117.4 118.5 117.8 118.2 118.2   116 116.9 114.2 114.4 106.3
## pm2.5           6  30.0  54.0  30.0  26.0  50.0    48  60.0  48.0  59.0  33.0
## CV residual  -107 -87.4 -64.5 -87.8 -92.2 -68.2   -68 -56.9 -66.2 -55.4 -73.3
##             39382 39396 39402 39403 39404 39407 39411 39418  39420 39423 39424
## Predicted   106.0 117.9 108.9 105.9 103.6  99.8  97.2 118.1 114.75 112.3 111.4
## cvpred      106.3 118.2 109.1 106.1 103.8 100.1  97.6 118.4 114.97 112.7 111.9
## pm2.5        59.0  71.0  51.0  54.0  40.0  59.0  59.0 101.0 105.00 124.0 122.0
## CV residual -47.3 -47.2 -58.1 -52.1 -63.8 -41.1 -38.6 -17.4  -9.97  11.3  10.1
##             39425 39427 39431 39432 39442 39444 39452 39458 39462 39463 39465
## Predicted   109.8 106.9 118.4 120.4 121.1   121 119.3 118.6   121   121   120
## cvpred      110.3 107.4 118.7 120.7 121.4   121 119.6 118.9   122   122   120
## pm2.5       122.0 141.0  66.0  48.0  52.0    50  98.0 134.0   239   250   263
## CV residual  11.7  33.6 -52.7 -72.7 -69.4   -71 -21.6  15.1   117   128   143
##             39466 39469 39473 39485 39487 39490 39494 39496 39497 39500 39501
## Predicted     119   121 118.7   121   120 120.9 120.7 121.2   120 113.7 113.0
## cvpred        120   122 119.1   121   121 121.2 121.1 121.6   120 114.2 113.5
## pm2.5         280   256 175.0   293   259 185.0 137.0 139.0   178 148.0 194.0
## CV residual   160   134  55.9   172   138  63.8  15.9  17.4    58  33.8  80.5
##             39502 39503 39506 39509 39510 39511 39517 39522 39529 39531 39539
## Predicted   111.1 111.0 121.1 120.0   121 121.8 117.3 119.8 114.6   113   105
## cvpred      111.5 111.5 121.4 120.3   121 122.1 117.7 120.2 115.1   113   105
## pm2.5       172.0 151.0 172.0 158.0   152 149.0  96.0  70.0 182.0   233   217
## CV residual  60.5  39.5  50.6  37.7    31  26.9 -21.7 -50.2  66.9   120   112
##             39540 39542 39546 39547 39550  39557 39564 39568 39570 39571 39575
## Predicted   104.0 102.0  97.0  95.0  92.4 120.74 115.5 109.7 106.5 105.3  99.5
## cvpred      104.6 102.7  97.7  95.8  93.1 121.05 115.9 110.3 107.1 105.9 100.2
## pm2.5       196.0 157.0 158.0 168.0 194.0 114.00 103.0 182.0 193.0 192.0 239.0
## CV residual  91.4  54.3  60.3  72.2 100.9  -7.05 -12.9  71.7  85.9  86.1 138.8
##             39578 39580 39585 39588 39591 39592 39593 39595 39601 39602 39603
## Predicted     121   121 120.0 119.5   116   115   115   118 120.4 119.4 118.7
## cvpred        121   121 120.3 119.8   117   115   115   119 120.7 119.6 118.9
## pm2.5         180   187 137.0  68.0    15    10    13     8  55.0  53.0  85.0
## CV residual    59    66  16.7 -51.8  -102  -105  -102  -111 -65.7 -66.6 -33.9
##             39605 39612 39619 39621 39623 39624 39629 39638 39645 39648 39649
## Predicted   116.7   113 114.7 113.7 111.1 118.0 119.0 112.4 102.1  98.5  98.1
## cvpred      116.9   113 114.7 113.9 111.2 118.2 119.2 112.4 102.4  98.9  98.5
## pm2.5        19.0    11  22.0  36.0  31.0  35.0  52.0  17.0  28.0  42.0  48.0
## CV residual -97.9  -102 -92.7 -77.9 -80.2 -83.2 -67.2 -95.4 -74.4 -56.9 -50.5
##             39653 39654 39656 39660 39664 39665 39674 39676 39678 39679 39691
## Predicted   119.0 118.7 113.7   116 113.6   115 116.3   114   110 108.4 108.5
## cvpred      119.3 118.9 113.9   116 113.7   115 116.3   114   110 108.5 108.5
## pm2.5        58.0  64.0  41.0    13  16.0    13  19.0     9     9  10.0  12.0
## CV residual -61.3 -54.9 -72.9  -103 -97.7  -102 -97.3  -105  -101 -98.5 -96.5
##             39693 39695 39697 39705 39707 39712 39713 39714 39715 39717 39719
## Predicted   107.2 114.5 116.2 113.1   115   113   112 108.8 115.4 118.3 118.0
## cvpred      107.3 114.5 116.4 113.2   115   113   112 108.9 115.5 118.5 118.2
## pm2.5        16.0  22.0  36.0  17.0    13    11     9  20.0  21.0  26.0  58.0
## CV residual -91.3 -92.5 -80.4 -96.2  -102  -102  -103 -88.9 -94.5 -92.5 -60.2
##             39721 39725 39727 39736 39737 39740 39746 39748 39749 39750 39751
## Predicted   118.0 117.3   115 112.5 111.9 111.1 114.6 108.0   107 105.8 118.3
## cvpred      118.2 117.5   115 112.6 112.1 111.5 114.8 108.2   107 106.1 118.5
## pm2.5        50.0  31.0    21  36.0  39.0  38.0  60.0  29.0    35  40.0  42.0
## CV residual -68.2 -86.5   -94 -76.6 -73.1 -73.5 -54.8 -79.2   -72 -66.1 -76.5
##             39752 39756 39758 39759 39762  39777 39778 39789 39791 39793 39799
## Predicted   117.3 116.5 112.6 110.6 105.1 120.73 121.8   112 121.1   120 120.9
## cvpred      117.4 116.8 112.9 110.9 105.4 121.05 122.1   112 121.4   120 121.2
## pm2.5        37.0  52.0  52.0  50.0  45.0 130.00 133.0    60  80.0    64 147.0
## CV residual -80.4 -64.8 -60.9 -60.9 -60.4   8.95  10.9   -52 -41.4   -56  25.8
##             39803 39804 39806 39810 39811 39812 39813 39815 39816 39818   39823
## Predicted     121 120.0   118 121.8 121.4 121.8 120.7 122.1 122.5 122.5 121.783
## cvpred        121 120.3   118 122.1 121.8 122.1 121.1 122.5 122.8 122.8 122.124
## pm2.5         142 139.0   132 163.0 152.0 150.0 160.0 188.0 195.0 191.0 123.000
## CV residual    21  18.7    14  40.9  30.2  27.9  38.9  65.5  72.2  68.2   0.876
##              39827  39828 39830 39832  39836 39838 39845 39847 39848 39851
## Predicted   118.38 118.35 122.1 120.9 115.30 123.2 118.9 123.2 123.2 122.3
## cvpred      118.76 118.77 122.5 121.3 115.77 123.6 119.3 123.6 123.6 122.7
## pm2.5       109.00 120.00 127.0 109.0 106.00  84.0  77.0  75.0  72.0  48.0
## CV residual  -9.76   1.23   4.5 -12.3  -9.77 -39.6 -42.3 -48.6 -51.6 -74.7
##             39857 39859 39861 39868 39869 39871 39874 39883 39885 39890 39892
## Predicted   117.3 113.7 111.5 122.1 120.8 122.1 118.9 100.3  98.1  92.9  90.4
## cvpred      117.7 114.2 112.1 122.5 121.3 122.5 119.3 100.9  98.8  93.7  91.2
## pm2.5        38.0  48.0  64.0  57.0  65.0  62.0  55.0  69.0  53.0  59.0  55.0
## CV residual -79.7 -66.2 -48.1 -65.5 -56.3 -60.5 -64.3 -31.9 -45.8 -34.7 -36.2
##             39899 39904 39910 39913 39914 39917 39919 39927 39928 39929 39930
## Predicted   109.7   113   115   114   114   117   114 113.2 111.5 110.3 109.0
## cvpred      110.1   113   116   115   114   117   115 113.4 111.8 110.6 109.3
## pm2.5        11.0    15    14     6     6    16    14  17.0  16.0  16.0  11.0
## CV residual -99.1   -98  -102  -109  -108  -101  -101 -96.4 -95.8 -94.6 -98.3
##             39937 39938 39947 39951 39958 39968 39970 39976 39977 39982 39984
## Predicted   110.3 108.7 116.0 114.1 115.6 120.4   121 120.0 119.4   115   120
## cvpred      110.5 108.9 116.2 114.2 115.9 120.7   121 120.3 119.6   115   120
## pm2.5        16.0  20.0  18.0  20.0  43.0  74.0    82  62.0  50.0    35   104
## CV residual -94.5 -88.9 -98.2 -94.2 -72.9 -46.7   -39 -58.3 -69.6   -80   -16
##             39985 39986  39987 39989 39990  39991 39992 39993 40000 40003 40004
## Predicted   119.0 120.4 119.72   120 118.7 118.10 116.8 115.9 114.6 108.4 106.4
## cvpred      119.3 120.7 119.96   120 118.9 118.36 117.1 116.3 114.8 108.6 106.6
## pm2.5       136.0 146.0 118.00   149 160.0 116.00  91.0  97.0  28.0  45.0  44.0
## CV residual  16.7  25.3  -1.96    29  41.1  -2.36 -26.1 -19.3 -86.8 -63.6 -62.6
##             40010 40011  40012 40020 40026 40033 40040 40041 40043 40045 40050
## Predicted   103.1 119.0 119.72 120.0 110.1  99.7 118.7 118.7 118.7 118.1 107.2
## cvpred      103.5 119.2 119.96 120.3 110.4 100.1 118.9 118.9 118.9 118.4 107.5
## pm2.5        87.0  91.0 116.00 107.0  76.0  60.0 107.0 106.0 105.0 133.0  85.0
## CV residual -16.5 -28.2  -3.96 -13.3 -34.4 -40.1 -11.9 -12.9 -13.9  14.6 -22.5
##             40051  40052 40056  40058 40062   40068 40070 40075 40079 40083
## Predicted     106 103.97 101.2  99.43  96.2 118.432 115.4 101.5  97.6  94.0
## cvpred        106 104.38 101.7  99.98  96.8 118.734 115.7 101.9  98.2  94.7
## pm2.5          95  98.00  84.0  95.00 134.0 118.000 101.0  81.0  83.0  99.0
## CV residual   -11  -6.38 -17.7  -4.98  37.2  -0.734 -14.7 -20.9 -15.2   4.3
##             40087 40088 40095 40096 40099 40103 40107 40108  40111 40113 40116
## Predicted    89.5  88.3  73.5  69.9  65.7  58.0 121.1 120.5 120.17 121.8 119.5
## cvpred       90.3  89.0  74.3  70.8  66.7  59.2 121.4 120.9 120.53 122.1 119.8
## pm2.5       155.0 189.0  86.0  84.0  86.0  83.0  52.0  53.0 113.00 134.0 149.0
## CV residual  64.7 100.0  11.7  13.2  19.3  23.8 -69.4 -67.9  -7.53  11.9  29.2
##             40118 40119  40120  40121 40126 40127 40131 40132 40133 40137 40139
## Predicted   118.0 118.0 116.76 115.50 112.3   112   122 120.9 119.4   121 119.2
## cvpred      118.4 118.4 117.17 115.93 112.7   112   122 121.3 119.8   121 119.7
## pm2.5       132.0 130.0 122.00 112.00 199.0   212   198 187.0 184.0   250 210.0
## CV residual  13.6  11.6   4.83  -3.93  86.3   100    76  65.7  64.2   129  90.3
##             40142 40145 40153 40155 40159 40162 40163  40164 40166 40170  40171
## Predicted   115.3 110.8 104.6 103.1 122.5 120.7 119.4 118.70 120.7 117.7 117.09
## cvpred      115.8 111.3 105.1 103.7 122.8 121.1 119.8 119.13 121.1 118.1 117.54
## pm2.5       164.0 134.0 196.0 120.0 146.0 185.0 152.0 112.00 109.0 106.0 115.00
## CV residual  48.2  22.7  90.9  16.3  23.2  63.9  32.2  -7.13 -12.1 -12.1  -2.54
##              40172 40173 40180 40181 40190 40192 40193 40195 40196 40197  40200
## Predicted   116.37 115.7 120.1 118.7 121.4 122.8 122.1 118.9 117.3 123.2 123.16
## cvpred      116.83 116.1 120.6 119.1 121.8 123.2 122.5 119.3 117.7 123.6 123.57
## pm2.5       124.00 134.0  93.0  88.0 112.0 110.0 104.0 101.0 100.0 113.0 119.00
## CV residual   7.17  17.9 -27.6 -31.1  -9.8 -13.2 -18.5 -18.3 -17.7 -10.6  -4.57
##             40207  40208 40209 40212 40221 40222 40223 40224 40228 40230 40232
## Predicted     123 123.16 123.1 123.0 122.8 121.4 121.0   123 123.2 122.4 120.9
## cvpred        123 123.57 123.6 123.4 123.2 121.8 121.4   123 123.6 122.9 121.2
## pm2.5         175 132.00 102.0  74.0  54.0  67.0  63.0    67  89.0  92.0  90.0
## CV residual    52   8.43 -21.6 -49.4 -69.2 -54.8 -58.4   -56 -34.6 -30.9 -31.2
##             40233 40237 40238 40240 40241 40247 40251 40253 40257 40259 40262
## Predicted   117.5   108   107   119   118   117   119   118 112.9 119.0 118.0
## cvpred      117.8   108   107   119   118   117   119   118 113.2 119.2 118.2
## pm2.5        59.0     5     7     6     4     4    13     8  16.0  25.0  27.0
## CV residual -58.8  -103  -100  -113  -114  -113  -106  -110 -97.2 -94.2 -91.2
##             40264 40266 40269 40272 40273 40274 40278 40283 40290 40300 40302
## Predicted   115.2   115 112.2 121.1 121.1   121   118 116.4   113   120   118
## cvpred      115.3   115 112.5 121.4 121.4   121   118 116.6   113   120   118
## pm2.5        28.0    51  23.0  26.0  32.0    34    63  23.0     4   101    93
## CV residual -87.3   -64 -89.5 -95.4 -89.4   -87   -55 -93.6  -109   -19   -25
##             40304 40310 40311 40314 40316 40317 40327 40329 40331 40333 40336
## Predicted   115.8 116.6 116.1 111.6 110.8 108.8 119.0 119.4 118.7 116.0 107.7
## cvpred      116.1 116.7 116.2 111.8 111.1 109.1 119.2 119.6 118.9 116.2 107.8
## pm2.5        62.0  41.0  39.0  44.0  40.0  64.0  69.0  90.0  76.0  72.0  46.0
## CV residual -54.1 -75.7 -77.2 -67.8 -71.1 -45.1 -50.2 -29.6 -42.9 -44.2 -61.8
##             40337 40338 40340 40341 40343 40352  40354 40356 40360 40362 40363
## Predicted   106.4 104.4 102.9 102.2 102.2 120.0 118.61 118.6 113.3 108.0 108.1
## cvpred      106.6 104.7 103.3 102.6 102.6 120.3 118.91 118.9 113.6 108.2 108.4
## pm2.5        39.0  49.0  62.0  59.0  59.0 154.0 124.00  80.0  53.0  44.0  33.0
## CV residual -67.6 -55.7 -41.3 -43.6 -43.6  33.7   5.09 -38.9 -60.6 -64.2 -75.4
##             40373 40375 40378 40384 40386 40389 40390 40400 40402 40404 40408
## Predicted   118.3 119.0 119.4 116.6 115.8 111.8 111.1 109.9   116   112   113
## cvpred      118.5 119.2 119.6 116.7 116.1 112.2 111.5 110.2   116   112   113
## pm2.5        21.0  31.0  25.0  30.0  20.0  53.0  49.0  13.0    12    11    10
## CV residual -97.5 -88.2 -94.6 -86.7 -96.1 -59.2 -62.5 -97.2  -104  -101  -103
##             40410 40411 40414 40416 40424 40425 40429 40435 40437 40440 40445
## Predicted     112   115 114.5 116.6   112 112.6 113.4 114.6 119.0 114.4   118
## cvpred        112   115 114.5 116.7   112 112.6 113.5 114.8 119.2 114.6   118
## pm2.5           9    14  23.0  42.0    12  17.0  19.0  31.0  29.0  19.0    18
## CV residual  -103  -101 -91.5 -74.7  -100 -95.6 -94.5 -83.8 -90.2 -95.6  -100
##             40446 40447 40448 40455 40460 40463 40465 40467 40468 40478 40480
## Predicted     119 119.0 118.8   119 119.0 118.0 118.0 117.3 117.3 116.7 113.8
## cvpred        119 119.2 119.1   119 119.2 118.2 118.2 117.4 117.4 116.9 114.1
## pm2.5          19  38.0  36.0    17  24.0  24.0  29.0  22.0  22.0  42.0  31.0
## CV residual  -100 -81.2 -83.1  -102 -95.2 -94.2 -89.2 -95.4 -95.4 -74.9 -83.1
##             40486 40487 40491 40494 40495 40499 40502 40504 40508 40509 40510
## Predicted   116.7 117.6 119.0 118.3 118.3   120   116 114.7 119.0 119.4 119.0
## cvpred      116.9 117.8 119.2 118.5 118.5   120   116 114.8 119.2 119.6 119.3
## pm2.5        37.0  26.0  34.0  35.0  71.0    64    17  17.0  30.0  27.0  24.0
## CV residual -79.9 -91.8 -85.2 -83.5 -47.5   -56   -99 -97.8 -89.2 -92.6 -95.3
##             40514 40517 40518 40519 40521 40523 40528 40532 40541 40546 40552
## Predicted   119.0 117.9 116.5   116 119.4 118.3 116.7 114.3 112.2 117.4   113
## cvpred      119.2 118.2 116.7   116 119.6 118.5 116.9 114.6 112.5 117.6   113
## pm2.5        70.0  82.0  52.0    46  37.0  71.0  28.0  61.0  23.0  36.0    38
## CV residual -49.2 -36.2 -64.7   -70 -82.6 -47.5 -88.9 -53.6 -89.5 -81.6   -75
##             40556 40558 40560 40564 40575 40579 40582 40583 40585 40588 40595
## Predicted     110 119.0   120 118.7 115.4   110 106.1 103.1 101.8 118.7   120
## cvpred        110 119.2   120 118.9 115.7   110 106.5 103.5 102.2 118.9   120
## pm2.5          35  55.0    81  56.0  80.0    65  74.0  57.0  74.0  74.0    97
## CV residual   -75 -64.2   -39 -62.9 -35.7   -45 -32.5 -46.5 -28.2 -44.9   -23
##             40599 40600 40601 40603 40606 40609  40618 40621  40634  40636
## Predicted   116.5 114.2 112.2 109.0 105.9 103.8 120.05 118.1 99.096 120.04
## cvpred      116.8 114.4 112.5 109.3 106.3 104.2 120.33 118.4 99.612 120.32
## pm2.5        61.0  55.0  48.0  59.0  84.0  73.0 114.00  81.0 99.000 119.00
## CV residual -55.8 -59.4 -64.5 -50.3 -22.3 -31.2  -6.33 -37.4 -0.612  -1.32
##             40638 40642 40645 40648   40650 40654 40658 40660 40663 40666 40668
## Predicted   120.4 120.4 120.0 117.3 113.412 116.7 118.7 119.0 117.9   120   120
## cvpred      120.7 120.7 120.3 117.7 113.781 116.9 118.9 119.2 118.2   120   120
## pm2.5       133.0 173.0 138.0 134.0 113.000  69.0  23.0  23.0  30.0    19    31
## CV residual  12.3  52.3  17.7  16.3  -0.781 -47.9 -95.9 -96.2 -88.2  -101   -89
##             40669 40674 40685  40686 40688 40691 40692 40695 40699  40700 40701
## Predicted   118.6 120.4 120.7 119.69 121.1 120.0 119.3 118.3 117.0 115.71 115.7
## cvpred      118.9 120.7 121.1 119.98 121.4 120.3 119.6 118.5 117.3 116.09 116.1
## pm2.5        42.0  87.0 142.0 128.00 138.0 133.0 134.0  87.0 104.0 118.00 133.0
## CV residual -76.9 -33.7  20.9   8.02  16.6  12.7  14.4 -31.5 -13.3   1.91  16.9
##             40704 40712 40717 40718 40720 40722 40723 40724 40728 40730 40735
## Predicted   116.5 120.4   114   114   113   114   115   115 119.0   119 114.6
## cvpred      116.8 120.7   114   114   113   114   115   116 119.2   119 114.8
## pm2.5        35.0  29.0     4     8    10     6     7    12  38.0    16  15.0
## CV residual -81.8 -91.7  -110  -106  -103  -108  -108  -104 -81.2  -103 -99.8
##             40738 40740 40741 40744 40746 40749 40752 40753 40754 40758 40760
## Predicted     114   113   113   112   111 107.1 115.2 116.3 116.8 113.2 111.1
## cvpred        114   113   113   112   111 107.1 115.3 116.3 116.9 113.3 111.2
## pm2.5          17     7     7     9     6  18.0  26.0  26.0  41.0  23.0  15.0
## CV residual   -97  -106  -106  -103  -105 -89.1 -89.3 -90.3 -75.9 -90.3 -96.2
##             40763 40770 40774 40786 40787 40789 40790 40792 40794 40795 40796
## Predicted   105.6   107 108.3 115.2 115.6 115.2 114.7 112.0 109.5 107.5 107.5
## cvpred      105.7   107 108.3 115.3 115.6 115.3 114.7 112.1 109.6 107.7 107.7
## pm2.5        17.0     6  31.0  24.0  30.0  38.0  43.0  48.0  63.0  62.0  67.0
## CV residual -88.7  -101 -77.3 -91.3 -85.6 -77.3 -71.7 -64.1 -46.6 -45.7 -40.7
##             40797 40798 40799 40803 40804 40805 40807 40809 40812 40814 40817
## Predicted   117.6 118.0 116.6 115.1 117.6 119.0 118.5   118 116.4 117.3 117.6
## cvpred      117.8 118.2 116.7 115.3 117.8 119.2 118.7   118 116.6 117.4 117.8
## pm2.5        73.0  82.0  94.0 100.0 103.0 108.0  83.0    64  68.0  60.0  80.0
## CV residual -44.8 -36.2 -22.7 -15.3 -14.8 -11.2 -35.7   -54 -48.6 -57.4 -37.8
##             40819 40824 40826 40828 40829 40831 40832 40834 40843 40847  40851
## Predicted   118.6 118.7 118.7 119.0 118.7 118.7 118.3 118.7 119.0   121 120.40
## cvpred      118.9 118.9 118.9 119.2 118.9 118.9 118.5 118.9 119.3   121 120.68
## pm2.5        98.0  58.0  77.0  85.0  74.0  90.0  89.0  71.0  87.0   132 125.00
## CV residual -20.9 -60.9 -41.9 -34.2 -44.9 -28.9 -29.5 -47.9 -32.3    11   4.32
##             40853 40856 40860 40866 40867 40871 40873 40874 40875 40876  40877
## Predicted     120 120.4   121 121.4   121 121.1 120.0 120.4 120.0 120.4 119.69
## cvpred        120 120.7   121 121.8   121 121.4 120.3 120.7 120.3 120.7 119.97
## pm2.5         151 148.0   173 164.0   149 138.0 100.0 107.0 131.0 139.0 121.00
## CV residual    31  27.3    52  42.2    28  16.6 -20.3 -13.7  10.7  18.3   1.03
##             40885 40888 40891 40893 40894 40907 40911 40912 40913 40917 40924
## Predicted     120 116.8 120.0 121.1 120.4 118.6 116.4 119.8 119.1 120.0   120
## cvpred        120 117.1 120.3 121.4 120.7 118.9 116.8 120.2 119.4 120.3   120
## pm2.5          58  78.0  72.0  93.0  99.0 132.0 146.0 163.0  95.0 175.0    49
## CV residual   -62 -39.1 -48.3 -28.4 -21.7  13.1  29.2  42.8 -24.4  54.7   -71
##             40925 40932 40935 40939 40940 40941 40942 40948 40952 40953 40956
## Predicted   119.4 118.6   119   118   118   117   116   117 112.5   112   116
## cvpred      119.6 118.9   120   118   118   118   116   117 112.6   112   116
## pm2.5        30.0  37.0    19    12     9     8    10    12  14.0    11    13
## CV residual -89.6 -81.9  -101  -106  -109  -110  -106  -105 -98.6  -101  -103
##             40957 40958 40959 40965 40967 40971 40975 40980 40982 40987 40990
## Predicted     114   115   113 106.1 117.0 116.6 115.6 117.3 115.4 107.6 119.0
## cvpred        114   115   113 106.3 117.1 116.7 115.6 117.4 115.5 107.9 119.2
## pm2.5           8    12    10  15.0  19.0  38.0  53.0  27.0  45.0  35.0  60.0
## CV residual  -106  -103  -103 -91.3 -98.1 -78.7 -62.6 -90.4 -70.5 -72.9 -59.2
##             40993 40995  41006 41007 41011 41012 41015 41016 41019 41020 41022
## Predicted   115.5 117.6 116.28 114.3 109.0 108.4 105.2 103.9   121 119.3 118.3
## cvpred      115.7 117.8 116.61 114.6 109.3 108.8 105.6 104.4   121 119.6 118.6
## pm2.5        60.0  64.0 114.00  90.0  70.0  88.0 147.0 143.0   152 152.0 143.0
## CV residual -55.7 -53.8  -2.61 -24.6 -39.3 -20.8  41.4  38.6    31  32.4  24.4
##             41023 41024 41026 41027 41028 41037 41038 41041 41044 41045 41050
## Predicted   117.5 120.4 120.4 120.0 120.4 111.3 109.6 105.7 104.6 103.9 121.1
## cvpred      117.8 120.7 120.7 120.3 120.7 111.7 110.1 106.2 105.1 104.4 121.4
## pm2.5       139.0 142.0 133.0 137.0 138.0 123.0 132.0 162.0 145.0 147.0 196.0
## CV residual  21.2  21.3  12.3  16.7  17.3  11.3  21.9  55.8  39.9  42.6  74.6
##             41051 41053 41055 41057 41064 41069 41079 41080 41081 41082 41085
## Predicted     121 118.6 113.7 111.5 118.4   111   110   110   111   111 106.9
## cvpred        121 118.9 113.9 111.8 118.7   111   109   110   111   111 106.9
## pm2.5         207 176.0  85.0 100.0 156.0     5     6     6     4    10  14.0
## CV residual    86  57.1 -28.9 -11.8  37.3  -106  -103  -104  -107  -101 -92.9
##             41088 41090 41092 41094 41096 41101 41102 41106 41110 41113 41118
## Predicted   114.9 114.5 115.6 114.9 114.5 115.2 114.5 112.2 110.0   107   116
## cvpred      114.9 114.5 115.6 114.9 114.6 115.3 114.6 112.3 110.2   107   116
## pm2.5        22.0  37.0  45.0  39.0  23.0  31.0  43.0  35.0  61.0    41    79
## CV residual -92.9 -77.5 -70.6 -75.9 -91.6 -84.3 -71.6 -77.3 -49.2   -66   -37
##              41121 41128 41130 41136 41138 41140 41142 41143  41147 41151 41159
## Predicted   116.60 110.0   108 117.3 115.2 116.6   116 115.7 117.26 117.3 118.8
## cvpred      116.72 110.1   108 117.4 115.3 116.7   116 115.8 117.45 117.5 119.1
## pm2.5       108.00  30.0    36  95.0  61.0  77.0    81  81.0 108.00  84.0 104.0
## CV residual  -8.72 -80.1   -72 -22.4 -54.3 -39.7   -35 -34.8  -9.45 -33.5 -15.1
##              41161  41162 41164 41165 41167 41168 41171 41172 41173 41177 41179
## Predicted   117.38 119.72 119.0 119.4 118.7 118.3 118.0 118.3 117.6 116.0 114.6
## cvpred      117.66 119.96 119.3 119.6 118.9 118.5 118.2 118.5 117.8 116.2 114.8
## pm2.5       121.00 124.00 147.0  82.0  60.0  52.0  59.0  74.0  68.0  36.0  54.0
## CV residual   3.34   4.04  27.7 -37.6 -58.9 -66.5 -59.2 -44.5 -49.8 -80.2 -60.8
##             41180 41182 41185 41187 41191 41194 41196 41197 41204 41208 41210
## Predicted   114.6 113.1 119.0 119.0 119.0 118.7   114 112.7 101.4 117.3 117.6
## cvpred      114.8 113.4 119.2 119.2 119.2 118.9   114 112.8 101.7 117.4 117.8
## pm2.5        48.0  58.0  52.0  54.0  95.0  96.0    60  50.0  53.0  79.0  71.0
## CV residual -66.8 -55.4 -67.2 -65.2 -24.2 -22.9   -54 -62.8 -48.7 -38.4 -46.8
##             41211 41212 41215 41216 41217 41218 41220 41225 41226 41230 41231
## Predicted   117.6 117.6 117.6 116.4   115 112.6 105.2 108.6 111.4 114.2 115.8
## cvpred      117.8 117.8 117.8 116.6   115 112.6 105.1 108.5 111.3 114.2 115.8
## pm2.5        76.0  75.0  95.0 106.0    79  63.0  27.0  12.0  13.0  34.0  36.0
## CV residual -41.8 -42.8 -22.8 -10.6   -36 -49.6 -78.1 -96.5 -98.3 -80.2 -79.8
##             41232 41235 41236 41240 41242 41244 41247 41251 41252 41253 41254
## Predicted   114.9 114.9 112.3 106.5   112   108 105.7 105.1 104.5 101.9 101.0
## cvpred      114.9 114.9 112.2 106.6   112   107 105.4 104.9 104.4 101.7 100.8
## pm2.5        42.0  47.0  28.0  16.0    11     7   6.0  16.0  18.0  20.0  25.0
## CV residual -72.9 -67.9 -84.2 -90.6  -101  -100 -99.4 -88.9 -86.4 -81.7 -75.8
##             41262 41266 41271 41272 41274 41278 41282 41283 41284 41286 41288
## Predicted   110.2 111.1 114.5 114.2 115.6 112.6 107.1 114.2 114.2   114 110.6
## cvpred      110.1 110.9 114.6 114.2 115.6 112.6 107.1 114.2 114.2   114 110.6
## pm2.5        33.0  20.0  45.0  69.0  98.0  56.0  30.0  25.0  16.0    13  25.0
## CV residual -77.1 -90.9 -69.6 -45.2 -17.6 -56.6 -77.1 -89.2 -98.2  -101 -85.6
##             41289 41291 41294 41296 41302 41306 41307 41310  41313 41315 41317
## Predicted   113.5 113.8 114.2 114.7 114.9 114.5 115.1 111.7 108.62 106.6 113.8
## cvpred      113.5 113.8 114.2 114.7 114.9 114.6 115.1 111.7 108.71 106.8 113.8
## pm2.5        22.0  19.0  75.0  60.0  49.0  62.0  80.0  99.0  99.00  93.0  67.0
## CV residual -91.5 -94.8 -39.2 -54.7 -65.9 -52.6 -35.1 -12.7  -9.71 -13.8 -46.8
##             41321 41322 41329 41330 41333  41335  41338 41343 41355 41356 41357
## Predicted   107.9 107.9 105.2   105 113.8 113.13 115.88 114.1 118.3 118.0   118
## cvpred      107.7 107.8 105.3   105 113.8 113.12 116.01 114.2 118.5 118.2   118
## pm2.5        34.0  21.0  59.0    70  97.0 106.00 121.00  86.0 145.0 142.0   141
## CV residual -73.7 -86.8 -46.3   -35 -16.8  -7.12   4.99 -28.2  26.5  23.8    23
##             41372 41375 41381 41382 41384 41388 41390 41391 41393 41394 41395
## Predicted   117.3 117.9   116 115.6 116.3 114.5 114.5 115.1 113.2 111.9 111.3
## cvpred      117.4 118.2   116 115.6 116.3 114.5 114.6 115.3 113.4 112.1 111.6
## pm2.5       153.0 200.0   125  79.0  72.0  52.0  78.0  89.0  96.0 100.0  93.0
## CV residual  35.6  81.8     9 -36.6 -44.3 -62.5 -36.6 -26.3 -17.4 -12.1 -18.6
##             41396 41398 41400 41404 41406 41407 41408 41413 41415 41416  41417
## Predicted   110.6 109.3   107 118.0   116 117.6 117.3 116.5 115.1 114.4 114.03
## cvpred      110.9 109.7   107 118.2   116 117.8 117.4 116.7 115.3 114.6 114.27
## pm2.5        85.0  82.0    59  80.0    79  89.0 106.0 127.0 135.0 133.0 124.00
## CV residual -25.9 -27.7   -48 -38.2   -37 -28.8 -11.4  10.3  19.7  18.4   9.73
##              41418  41420  41423 41429 41430 41432 41435 41438 41449 41450
## Predicted   118.67 118.67 115.26 116.5 115.8 114.4 109.9 116.7 117.6 117.3
## cvpred      118.88 118.88 115.52 116.8 116.1 114.6 110.2 116.9 117.8 117.4
## pm2.5       112.00 109.00 117.00 102.0  95.0  73.0  51.0  34.0  50.0  38.0
## CV residual  -6.88  -9.88   1.48 -14.8 -21.1 -41.6 -59.2 -82.9 -67.8 -79.4
##             41451 41454 41458 41459 41461 41465 41468 41469 41470 41472 41475
## Predicted   116.6 117.6   115   118   117   115 113.5   113 112.1 117.6 115.5
## cvpred      116.7 117.8   115   118   117   115 113.7   113 112.3 117.8 115.7
## pm2.5        38.0  20.0    22    13    14    10  39.0    56  61.0 101.0  84.0
## CV residual -78.7 -97.8   -93  -105  -103  -105 -74.7   -57 -51.3 -16.8 -31.7
##             41476 41480 41483 41484 41486 41488 41489 41490 41491 41501  41503
## Predicted   117.0 117.5 118.3 118.0 116.0 118.0 118.0 117.3 117.6 117.3 114.96
## cvpred      117.1 117.6 118.5 118.2 116.2 118.2 118.2 117.5 117.8 117.4 115.14
## pm2.5        89.0  99.0 139.0 141.0 168.0 159.0 151.0 137.0 128.0  99.0 107.00
## CV residual -28.1 -18.6  20.5  22.8  51.8  40.8  32.8  19.5  10.2 -18.4  -8.14
##             41509 41511 41514 41519  41521 41522 41524 41526 41532 41533 41537
## Predicted   109.6 118.0 119.0 118.0 116.60 115.2   114 113.8   109   112 111.8
## cvpred      109.8 118.2 119.2 118.2 116.72 115.3   114 113.8   109   112 111.7
## pm2.5       123.0 146.0 194.0 166.0 119.00 132.0     9  42.0    15    10  17.0
## CV residual  13.2  27.8  74.8  47.8   2.28  16.7  -105 -71.8   -94  -102 -94.7
##             41539 41542 41548 41549 41551 41560 41567 41568 41571 41572 41577
## Predicted   115.6 115.6 113.8 114.9 114.9 111.6 117.3 116.9 117.0 115.2 116.6
## cvpred      115.6 115.6 113.8 114.9 114.9 111.7 117.4 117.1 117.1 115.3 116.7
## pm2.5        22.0  52.0  66.0  59.0  58.0  62.0  58.0  75.0  97.0 105.0  97.0
## CV residual -93.6 -63.6 -47.8 -55.9 -56.9 -49.7 -59.4 -42.1 -20.1 -10.3 -19.7
##             41587 41588 41592 41596 41597 41598 41600 41602 41611 41613 41619
## Predicted   102.1 105.7 101.9  99.2  97.8  97.1  94.4 107.6 106.4   106 110.4
## cvpred      101.8 105.4 101.7  99.0  97.6  96.9  94.2 107.3 106.1   106 110.2
## pm2.5        12.0  12.0  23.0  22.0  17.0  17.0  13.0  15.0  26.0    44  83.0
## CV residual -89.8 -93.4 -78.7 -77.0 -80.6 -79.9 -81.2 -92.3 -80.1   -62 -27.2
##              41635 41636 41639 41643 41644 41648 41649 41660   41667 41668
## Predicted   106.70 114.2 113.5 109.8 109.2 105.6 105.8 113.1 113.840 114.9
## cvpred      106.74 114.2 113.5 109.7 109.2 105.7 105.9 113.1 113.828 114.9
## pm2.5       100.00  97.0  82.0  66.0  59.0  74.0  79.0  60.0 113.000 135.0
## CV residual  -6.74 -17.2 -31.5 -43.7 -50.2 -31.7 -26.9 -53.1  -0.828  20.1
##             41672 41676 41683 41691 41693 41694 41695 41697 41705 41706 41711
## Predicted   114.2 114.2   116 112.7 109.5 107.2 106.4 105.4 116.3   116 111.5
## cvpred      114.2 114.2   116 112.8 109.6 107.3 106.6 105.5 116.3   116 111.6
## pm2.5        73.0  57.0   207  81.0  78.0  69.0  59.0  54.0 100.0   107  80.0
## CV residual -41.2 -57.2    91 -31.8 -31.6 -38.3 -47.6 -51.5 -16.3    -9 -31.6
##             41712 41713 41714 41715 41716 41731 41732 41733 41734 41737 41739
## Predicted   110.0 115.6 114.5 114.2 114.2 102.8 104.8 110.4 110.4 109.7 110.9
## cvpred      110.1 115.6 114.5 114.2 114.2 102.6 104.8 110.2 110.2 109.5 110.7
## pm2.5        77.0  79.0  86.0  72.0  70.0  11.0  17.0  22.0  27.0  39.0  28.0
## CV residual -33.1 -36.6 -28.5 -42.2 -44.2 -91.6 -87.8 -88.2 -83.2 -70.5 -82.7
##             41740 41741 41742 41743 41746 41748 41758 41759 41760 41761 41763
## Predicted     109 110.1 109.0 108.3 105.8 108.7   112 111.1 111.4 110.7 111.4
## cvpred        109 109.9 108.8 108.1 105.6 108.4   112 110.9 111.3 110.6 111.3
## pm2.5          28  22.0  27.0  22.0  21.0  18.0    74  79.0  77.0  91.0 107.0
## CV residual   -81 -87.9 -81.8 -86.1 -84.6 -90.4   -38 -31.9 -34.3 -19.6  -4.3
##             41765 41766 41767 41768 41770  41774 41779 41780 41793 41798 41802
## Predicted   111.4 111.1 110.7 111.4 111.1 111.06 114.2   115   113   115   117
## cvpred      111.3 110.9 110.6 111.3 110.9 110.96 114.2   115   113   115   117
## pm2.5       104.0  93.0  85.0  75.0  66.0 118.00 189.0   220   243   266   383
## CV residual  -7.3 -17.9 -25.6 -36.3 -44.9   7.04  74.8   105   130   151   266
##             41803 41805 41806 41815 41819 41822 41826 41827 41828 41838 41845
## Predicted     116   116   116   114   116   116   117   117   116   115   117
## cvpred        116   116   116   114   116   116   117   117   116   115   117
## pm2.5         402   419   432   341   334   350   398   430   442   348   328
## CV residual   286   303   316   227   218   234   281   313   326   233   211
##             41854 41857 41859 41863 41864 41867 41870 41872 41876 41878 41880
## Predicted     115   116   116 117.0   117   115   116   117 102.8  96.3  90.5
## cvpred        115   116   116 117.1   117   115   116   117 102.8  96.2  90.6
## pm2.5         330   328   290 204.0   217   230   243   233  21.0   5.0   7.0
## CV residual   215   212   174  86.9   100   115   127   116 -81.8 -91.2 -83.6
##             41881 41882 41883 41887 41888 41891 41895 41898 41902 41909 41913
## Predicted    89.6  86.9  87.4   107  97.8 102.0 101.0  96.7  93.7  83.4 103.3
## cvpred       89.7  87.1  87.6   107  97.3 101.6 100.5  96.3  93.5  83.2 102.9
## pm2.5         8.0   5.0   7.0     8   7.0   4.0   6.0   7.0   8.0   7.0   5.0
## CV residual -81.7 -82.1 -80.6   -99 -90.3 -97.6 -94.5 -89.3 -85.5 -76.2 -97.9
##             41914 41915 41916 41927 41936 41954 41955 41957 41959 41965 41967
## Predicted    99.6  95.9  94.3 108.0 106.3 108.4 110.1 109.7 109.0  94.1  84.0
## cvpred       99.1  95.3  93.8 107.7 105.9 108.3 109.9 109.5 108.8  93.8  83.7
## pm2.5         7.0   9.0   8.0  51.0  25.0 149.0 149.0  92.0  89.0  13.0  12.0
## CV residual -92.1 -86.3 -85.8 -56.7 -80.9  40.7  39.1 -17.5 -19.8 -80.8 -71.7
##             41973 41981 41984 41985 41987 41988 41989 41992 41994 41998 42004
## Predicted    60.6 105.9 105.7 106.0 104.6   102  98.9  90.3  86.5  84.8 109.6
## cvpred       60.5 105.5 105.4 105.7 104.3   101  98.4  89.9  86.2  84.7 109.3
## pm2.5        16.0  31.0  43.0  44.0  25.0    17  17.0  29.0  59.0  60.0  98.0
## CV residual -44.5 -74.5 -62.4 -61.7 -79.3   -84 -81.4 -60.9 -27.2 -24.7 -11.3
##              42005 42006  42007 42013  42018 42019 42020 42023 42027 42030
## Predicted   109.38 108.0 107.61 108.7 104.69 111.4 111.8 111.4 111.1 110.4
## cvpred      109.13 107.7 107.35 108.4 104.55 111.3 111.7 111.3 110.9 110.2
## pm2.5       103.00 101.0  98.00  87.0 109.00 118.0 127.0 190.0 200.0 180.0
## CV residual  -6.13  -6.7  -9.35 -21.4   4.45   6.7  15.3  78.7  89.1  69.8
##              42033 42034   42035 42039 42040 42042 42043 42047 42050 42052
## Predicted   108.39 111.1 111.444 110.3 111.2   111   115   114   113   115
## cvpred      108.29 110.9 111.297 110.3 111.1   111   115   114   113   115
## pm2.5       111.00  94.0 112.000 194.0 210.0   230   239   357   405   397
## CV residual   2.71 -16.9   0.703  83.7  98.9   119   124   243   292   282
##             42063 42067 42068 42072 42074 42076 42077 42079 42082 42083 42087
## Predicted     110 115.6 115.6   113 111.8 114.9 114.5 113.8   116   114   111
## cvpred        110 115.6 115.6   113 111.9 114.9 114.6 113.8   116   114   111
## pm2.5         210 169.0 196.0   161 166.0 177.0 177.0 187.0   234   261   264
## CV residual   100  53.4  80.4    48  54.1  62.1  62.4  73.2   118   147   153
##             42097 42098 42102 42103 42104 42105 42106 42107 42108 42109 42115
## Predicted   106.8   106 100.3  98.9  96.9  94.3  92.4  91.8  89.9  87.9 106.6
## cvpred      106.7   106 100.1  98.7  96.7  94.0  92.1  91.5  89.6  87.6 106.2
## pm2.5        61.0    34  24.0  31.0  38.0  38.0  38.0  38.0  36.0  38.0  38.0
## CV residual -45.7   -72 -76.1 -67.7 -58.7 -56.0 -54.1 -53.5 -53.6 -49.6 -68.2
##             42116 42117 42119 42121 42122 42123 42124 42131 42132  42140 42147
## Predicted   108.3 108.0 106.6 108.7 108.3 108.0 109.4 106.7 107.1 110.37 111.4
## cvpred      108.1 107.7 106.3 108.4 108.1 107.7 109.1 106.5 106.8 110.23 111.3
## pm2.5        51.0  67.0  91.0  60.0  50.0  47.0  52.0  83.0  92.0 117.00 108.0
## CV residual -57.1 -40.7 -15.3 -48.4 -58.1 -60.7 -57.1 -23.5 -14.8   6.77  -3.3
##             42148  42152  42153 42155 42156 42157 42160 42161 42166 42173 42174
## Predicted   111.4 111.78 111.77 111.1 111.4 111.1 111.8   111 112.8 110.3 108.9
## cvpred      111.3 111.67 111.66 110.9 111.3 110.9 111.7   111 112.7 110.2 108.8
## pm2.5       108.0 108.00 116.00 134.0 136.0 145.0 143.0   149 196.0 179.0 191.0
## CV residual  -3.3  -3.67   4.34  23.1  24.7  34.1  31.3    38  83.3  68.8  82.2
##             42175 42180 42181 42191 42193 42195 42197 42198 42199 42204 42205
## Predicted   108.2   114   115   114   114   112   112   111   110   116   115
## cvpred      108.1   114   115   113   113   112   112   111   110   116   115
## pm2.5       178.0   231   253   383   381   319   331   332   315   324   331
## CV residual  69.9   117   138   270   268   207   219   221   205   208   216
##             42218 42220 42221 42222 42223 42224 42230 42231 42236 42237 42239
## Predicted     115   110   112 107.4 103.0 102.7  79.7  76.3  69.0  96.0  95.8
## cvpred        115   110   112 107.2 102.7 102.3  79.2  75.8  68.6  95.3  95.1
## pm2.5         379   312   257 183.0  39.0  16.0   7.0   9.0  17.0  15.0  12.0
## CV residual   264   202   145  75.8 -63.7 -86.3 -72.2 -66.8 -51.6 -80.3 -83.1
##             42242 42249 42251 42254 42256 42257 42258 42260 42262 42266 42268
## Predicted    88.9 100.9  98.4  97.2  96.4  96.5  94.6  91.7  92.0 106.6   107
## cvpred       88.2 100.3  97.8  96.5  95.9  96.1  94.1  91.3  91.7 106.2   107
## pm2.5         9.0  23.0  57.0  31.0  25.0  33.0  39.0  60.0  57.0  42.0    74
## CV residual -79.2 -77.3 -40.8 -65.5 -70.9 -63.1 -55.1 -31.3 -34.7 -64.2   -33
##             42271 42276 42283 42286 42289   42291 42292  42295  42300  42301
## Predicted     107 108.0 105.1 110.1 110.1 110.574 109.5 108.99 109.38 109.02
## cvpred        107 107.7 104.9 109.9 109.9 110.397 109.3 108.79 109.13 108.78
## pm2.5          77  94.0  51.0  59.0  93.0 111.000 139.0 114.00 106.00 105.00
## CV residual   -30 -13.7 -53.9 -50.9 -16.9   0.603  29.7   5.21  -3.13  -3.78
##             42305 42307 42310 42311 42312 42319 42320 42329 42330 42331 42337
## Predicted   109.0 111.4 110.4 111.6   112 112.3   112 110.8 111.3 111.8 113.5
## cvpred      108.8 111.3 110.2 111.5   112 112.2   112 110.6 111.1 111.7 113.5
## pm2.5       126.0 158.0 183.0 193.0   215 176.0   159 182.0 192.0 199.0 212.0
## CV residual  17.2  46.7  72.8  81.5   103  63.8    47  71.4  80.9  87.3  98.5
##             42343 42346 42347 42348 42349 42350 42364 42366 42367 42372 42374
## Predicted   112.8 113.5 112.8 112.4 113.2 112.4 111.8 109.0 110.1   100  92.4
## cvpred      112.7 113.5 112.8 112.4 113.1 112.4 111.7 108.8 109.9   100  92.0
## pm2.5       194.0 169.0 144.0 150.0 144.0 143.0 180.0  78.0  24.0    11  11.0
## CV residual  81.3  55.5  31.2  37.6  30.9  30.6  68.3 -30.8 -85.9   -89 -81.0
##             42375 42383 42385 42390 42392 42395 42398 42400 42409 42410 42413
## Predicted    89.4  71.1  60.7  43.8  39.3  31.4  20.9 14.48 103.8 103.7 104.7
## cvpred       89.0  71.0  60.5  43.8  39.4  31.6  21.2 14.82 103.4 103.2 104.3
## pm2.5        13.0  14.0  10.0   3.0   8.0   6.0   9.0  7.00  17.0  22.0  26.0
## CV residual -76.0 -57.0 -50.5 -40.8 -31.4 -25.6 -12.2 -7.82 -86.4 -81.2 -78.3
##             42415 42421 42426 42430 42431 42432 42434 42436 42437 42439 42442
## Predicted   104.6 102.1  95.2 105.9 105.5 105.2 104.5 105.9 106.8 105.6 106.6
## cvpred      104.1 101.6  94.6 105.5 105.2 104.8 104.1 105.5 106.4 105.2 106.2
## pm2.5        20.0  11.0  11.0  43.0  48.0  57.0  60.0  76.0  72.0  80.0  85.0
## CV residual -84.1 -90.6 -83.6 -62.5 -57.2 -47.8 -44.1 -29.5 -34.4 -25.2 -21.2
##              42443  42444 42447 42448 42449 42455 42456 42459 42467 42473 42475
## Predicted   105.57 104.85 101.3 105.7   105   108   107   108 105.2  86.6  82.6
## cvpred      105.17 104.46 100.9 105.4   105   107   107   107 104.8  86.1  82.3
## pm2.5        96.00 109.00 159.0 153.0   153   215   255   210  90.0   6.0  10.0
## CV residual  -9.17   4.54  58.1  47.6    48   108   148   103 -14.8 -80.1 -72.3
##             42479 42481 42484 42489 42492 42494 42495 42496 42499 42504 42513
## Predicted    99.6   101  97.5  95.3  86.6  78.9  75.2  74.2 101.1 104.6 103.9
## cvpred       99.1   100  96.9  94.8  86.1  78.3  74.5  73.7 100.5 104.1 103.4
## pm2.5         5.0     4   3.0   9.0   9.0   4.0   3.0   4.0   6.0  44.0  70.0
## CV residual -94.1   -96 -93.9 -85.8 -77.1 -74.3 -71.5 -69.7 -94.5 -60.1 -33.4
##             42517 42520 42522 42527 42529 42534 42537 42541 42542 42546 42550
## Predicted   101.4 102.8   104 105.9 105.9 104.5 101.3 104.9 103.1 101.3 106.6
## cvpred      100.9 102.3   103 105.5 105.5 104.1 100.9 104.4 102.6 100.9 106.2
## pm2.5        60.0  33.0    28  35.0  46.0  65.0  79.0  74.0  77.0  77.0  94.0
## CV residual -40.9 -69.3   -75 -70.5 -59.5 -39.1 -21.9 -30.4 -25.6 -23.9 -12.2
##              42552 42555 42559 42561 42562 42565 42572 42574  42575 42582 42583
## Predicted   106.80 105.9   100  97.6  97.0 100.1 105.9 105.2 105.04 100.0  99.3
## cvpred      106.42 105.5   100  97.2  96.6  99.4 105.5 104.8 104.64  99.4  98.7
## pm2.5        97.00 116.0    54  42.0  38.0  33.0  57.0  76.0  98.00  44.0  33.0
## CV residual  -9.42  10.5   -46 -55.2 -58.6 -66.4 -48.5 -28.8  -6.64 -55.4 -65.7
##             42584 42587 42592  42596 42599 42600 42603 42604 42605 42608 42615
## Predicted    98.5  96.4  99.6 104.67 106.3 106.6   105 104.0   104  97.0  74.0
## cvpred       98.0  95.9  99.1 104.28 105.9 106.3   105 103.6   104  96.4  73.8
## pm2.5        45.0  42.0  59.0 111.00 145.0 143.0   239 185.0   163   9.0  18.0
## CV residual -53.0 -53.9 -40.1   6.72  39.1  36.7   134  81.4    59 -87.4 -55.8
##             42618 42621 42622 42623 42626 42629 42631 42634 42636 42639 42640
## Predicted    61.9  59.3  53.3  48.0  36.9  30.1  23.0  6.98 -4.44 -16.5 -19.0
## cvpred       61.7  59.3  53.2  47.9  36.9  30.2  23.1  7.09 -4.26 -16.1 -18.6
## pm2.5         7.0  16.0   8.0  19.0   5.0   3.0   6.0  5.00  6.00   6.0   5.0
## CV residual -54.7 -43.3 -45.2 -28.9 -31.9 -27.2 -17.1 -2.09 10.26  22.1  23.6
##             42642 42643 42644 42645 42650 42653 42662 42665 42674 42676 42678
## Predicted   -20.5 -23.2 -24.8 -27.7  91.1  98.7  90.2  80.9  98.1  97.0  95.6
## cvpred      -19.9 -22.6 -24.2 -27.0  90.3  97.9  89.4  80.2  97.4  96.4  95.0
## pm2.5         5.0   7.0   9.0  11.0  11.0  11.0  26.0  35.0  52.0  52.0  52.0
## CV residual  24.9  29.6  33.2  38.0 -79.3 -86.9 -63.4 -45.2 -45.4 -44.4 -43.0
##             42684 42685 42688 42690 42699 42709 42710 42714 42715 42722 42724
## Predicted    95.9  95.9  97.3  96.0   102   102 102.1   104   102   104   104
## cvpred       95.1  95.1  96.5  95.3   101   101 101.6   103   102   103   103
## pm2.5        30.0  21.0  21.0  25.0   210   128 141.0   246   230   281   222
## CV residual -65.1 -74.1 -75.5 -70.3   109    27  39.4   143   128   178   119
##             42726 42728 42730 42731 42732 42733 42737 42738 42740 42742 42743
## Predicted     104   104   105 103.3 101.3  97.6  85.1  82.7  74.9  70.4  68.5
## cvpred        104   103   105 102.9 100.9  97.2  84.8  82.5  74.6  70.2  68.3
## pm2.5         304   284   256  79.0  38.0  22.0  19.0  16.0  15.0  12.0  19.0
## CV residual   200   181   151 -23.9 -62.9 -75.2 -65.8 -66.5 -59.6 -58.2 -49.3
##             42745 42746 42749 42751 42754 42755 42756 42761 42762 42763 42764
## Predicted    62.6  60.6  52.4 100.1 100.2  97.9  97.2  84.6  83.3  99.7 100.1
## cvpred       62.4  60.5  52.4  99.4  99.6  97.3  96.6  83.9  82.7  99.0  99.4
## pm2.5        12.0  13.0  11.0   9.0  19.0  19.0  16.0  13.0  16.0  27.0  47.0
## CV residual -50.4 -47.5 -41.4 -90.4 -80.6 -78.3 -80.6 -70.9 -66.7 -72.0 -52.4
##             42765 42767 42773 42775 42776 42778 42779 42786 42787 42796 42799
## Predicted   101.8 102.5  99.3  96.6  96.6  94.6  92.7 101.1 103.2   104   104
## cvpred      101.2 101.9  98.7  96.0  96.1  94.1  92.2 100.5 102.6   104   103
## pm2.5        54.0  66.0  78.0  45.0  39.0  42.0  41.0  63.0  86.0   371   255
## CV residual -47.2 -35.9 -20.7 -51.0 -57.1 -52.1 -51.2 -37.5 -16.6   267   152
##             42802 42803 42805 42808 42809 42811 42819 42820 42823 42827 42828
## Predicted     105   105   105   106   106   106   104   106   105   107   107
## cvpred        104   105   105   106   106   106   104   106   105   107   107
## pm2.5         275   320   346   399   370   346   330   324   368   305   290
## CV residual   171   215   241   293   264   240   226   218   263   198   183
##             42830 42832 42850  42853 42854 42856 42860 42864 42867 42876 42879
## Predicted     106   104   105 103.14 102.1 97.42  97.4  95.3  99.4  89.4  98.0
## cvpred        106   104   104 102.65 101.6 96.71  96.7  94.6  98.7  88.7  97.2
## pm2.5         315   292   287  93.00  82.0 88.00  22.0  30.0   9.0  36.0  28.0
## CV residual   209   188   183  -9.65 -19.6 -8.71 -74.7 -64.6 -89.7 -52.7 -69.2
##             42883  42885 42886 42887  42897  42898   42899  42900 42904 42909
## Predicted    96.1  97.61  99.8  99.8 105.00 104.29 101.984 106.62 107.6 106.3
## cvpred       95.5  97.15  99.5  99.5 104.65 103.94 101.629 106.24 107.3 105.9
## pm2.5        65.0 101.00 123.0 146.0 111.00 113.00 101.000 101.00 141.0 182.0
## CV residual -30.5   3.85  23.5  46.5   6.35   9.06  -0.629  -5.24  33.7  76.1
##             42912 42913 42916 42917 42919 42925 42926 42927 42929 42933 42937
## Predicted   107.5   105 100.8 100.2  94.9  93.7  97.7  96.6  97.2  97.1 103.9
## cvpred      107.1   104 100.4  99.8  94.5  93.0  96.9  95.8  96.5  96.6 103.4
## pm2.5       193.0   240 188.0 175.0 116.0  19.0  22.0  22.0  31.0  62.0  90.0
## CV residual  85.9   136  87.6  75.2  21.5 -74.0 -74.9 -73.8 -65.5 -34.6 -13.4
##             42939  42940 42947 42950 42954 42955 42956 42959 42962 42963 42968
## Predicted     104 104.55 104.2 103.1 103.2   102   107   105   106   106   105
## cvpred        103 104.08 103.7 102.7 102.9   102   107   104   106   105   105
## pm2.5          86 111.00 151.0 174.0 159.0   205   230   311   299   283   226
## CV residual   -17   6.92  47.3  71.3  56.1   103   123   207   193   178   121
##             42971 42972 42975 42983 42984 42987 42988 42989 42990 42991 42998
## Predicted   106.3   106   107   107   107   104 100.2 96.86  92.5  89.1  92.2
## cvpred      105.9   106   106   107   106   104  99.6 96.19  91.7  88.3  91.3
## pm2.5       201.0   234   259   502   522   362 176.0 98.00  24.0  20.0  13.0
## CV residual  95.1   128   153   395   416   258  76.4  1.81 -67.7 -68.3 -78.3
##             43002 43006 43016 43017 43018 43019 43024  43025 43032 43034 43040
## Predicted    87.2  97.9 96.03 94.08 92.14  90.9 101.7 100.45  95.2   105   105
## cvpred       86.4  97.3 95.54 93.58 91.62  90.4 101.2  99.99  94.9   105   105
## pm2.5        16.0  34.0 92.00 95.00 83.00  66.0  86.0  90.00 211.0   237   291
## CV residual -70.4 -63.3 -3.54  1.42 -8.62 -24.4 -15.2  -9.99 116.1   132   186
##             43043 43049 43053 43054 43061 43073 43077 43078 43079 43082 43083
## Predicted     107   108   107   107   106  48.5 28.61  26.7  21.9  10.1  8.65
## cvpred        106   108   107   107   105  47.9 27.97  26.3  21.5  10.0  8.65
## pm2.5         287   393   323   328   227  19.0 31.00  44.0  32.0  36.0 25.00
## CV residual   181   285   216   221   122 -28.9  3.03  17.7  10.5  26.0 16.35
##             43084 43088 43091 43092 43094 43095 43097 43098 43100 43101 43102
## Predicted    5.42 -10.5 -24.5 -29.3 -38.5 -43.4 -50.4 -52.3 -57.5 -59.1 -60.0
## cvpred       5.47 -10.3 -24.1 -28.8 -37.9 -42.9 -49.7 -51.5 -56.6 -58.2 -59.1
## pm2.5       21.00  13.0  10.0  12.0  11.0  10.0   9.0   8.0  15.0  19.0   8.0
## CV residual 15.53  23.3  34.1  40.8  48.9  52.9  58.7  59.5  71.6  77.2  67.1
##             43103 43112 43115 43116 43118 43126 43130 43133 43135 43138 43144
## Predicted   -62.7  91.8  88.6  92.1  92.1  95.6  92.0  90.2    85  79.1  59.5
## cvpred      -61.7  90.7  87.5  91.1  91.1  94.7  91.1  89.1    84  78.1  58.7
## pm2.5        15.0  13.0  23.0  43.0  76.0 111.0 126.0  11.0     9  17.0   9.0
## CV residual  76.7 -77.7 -64.5 -48.1 -15.1  16.3  34.9 -78.1   -75 -61.1 -49.7
##             43145 43146 43149 43150 43157 43159 43160 43161 43162 43163 43165
## Predicted    57.3  53.4  49.5  48.3  35.0  91.8  90.9  88.9  86.6  84.3  75.4
## cvpred       56.6  52.7  49.0  47.7  34.7  90.7  89.8  87.9  85.6  83.3  74.4
## pm2.5        11.0   8.0   9.0   7.0   8.0   6.0   9.0   6.0   7.0   7.0   9.0
## CV residual -45.6 -44.7 -40.0 -40.7 -26.7 -84.7 -80.8 -81.9 -78.6 -76.3 -65.4
##             43166 43167 43170 43171 43172 43176 43178 43181 43183 43185 43187
## Predicted    71.8  67.9  61.0  59.7  57.8  81.3  76.4  91.2  91.2  91.5  86.4
## cvpred       70.9  67.0  60.3  59.1  57.1  80.3  75.5  90.2  90.2  90.6  85.4
## pm2.5        11.0  10.0   7.0  10.0   8.0  10.0   6.0   7.0  14.0  25.0  16.0
## CV residual -59.9 -57.0 -53.3 -49.1 -49.1 -70.3 -69.5 -83.2 -76.2 -65.6 -69.4
##             43189 43193 43198 43199 43203 43205 43206 43214 43221 43222 43231
## Predicted    79.5  91.8  95.9  95.2  95.6  96.5  95.6  92.4  91.1  97.0 102.5
## cvpred       78.5  90.7  95.1  94.3  94.7  95.6  94.7  91.5  90.3  96.1 101.9
## pm2.5        13.0  11.0 130.0 138.0 149.0  84.0  60.0  17.0 122.0 119.0  59.0
## CV residual -65.5 -79.7  34.9  43.7  54.3 -11.6 -34.7 -74.5  31.7  22.9 -42.9
##             43237 43238 43243 43244 43247 43261 43263  43264 43266 43285 43287
## Predicted    88.7  85.1  74.3  72.3  64.8  96.3  94.8  96.76  96.9   102   101
## cvpred       87.8  84.2  73.6  71.7  64.3  95.4  94.0  95.97  96.2   101   100
## pm2.5        54.0  34.0  13.0  11.0  16.0  40.0 117.0 100.00 136.0   339   388
## CV residual -33.8 -50.2 -60.6 -60.7 -48.3 -55.4  23.0   4.03  39.8   238   288
##             43288 43289 43290 43292 43293 43297 43300 43302 43303 43304 43306
## Predicted     101   101   101  99.5  99.5   102   102   102   101   102   104
## cvpred        100   100   100  98.9  98.9   102   102   101   100   102   103
## pm2.5         390   375   367 351.0 356.0   311   303   306   311   318   152
## CV residual   290   275   267 252.1 257.1   209   201   205   211   216    49
##             43307 43310 43311 43315 43327 43328 43329 43337 43343 43346 43347
## Predicted    99.2  82.2  76.3  63.9  30.5  28.2  26.2  92.3  83.2  78.4  74.9
## cvpred       98.5  81.4  75.6  63.4  30.5  28.2  26.3  91.3  82.2  77.7  74.2
## pm2.5        65.0  62.0  45.0  31.0   7.0  15.0  11.0  29.0   9.0   8.0   8.0
## CV residual -33.5 -19.4 -30.6 -32.4 -23.5 -13.2 -15.3 -62.3 -73.2 -69.7 -66.2
##             43349 43353 43357 43361 43362 43363 43364 43365 43369 43372 43373
## Predicted    72.0  64.8  50.4  39.6  37.7  92.1  93.9  94.2  94.9  96.3  97.0
## cvpred       71.3  64.2  49.9  39.3  37.3  91.1  92.9  93.3  94.0  95.4  96.1
## pm2.5        12.0   8.0  17.0  12.0   9.0  14.0  17.0  21.0  12.0  13.0  16.0
## CV residual -59.3 -56.2 -32.9 -27.3 -28.3 -77.1 -75.9 -72.3 -82.0 -82.4 -80.1
##             43378 43382 43384 43386 43387 43388 43394 43397 43399 43405 43408
## Predicted    97.7  94.7  92.3  90.6 89.91 89.88  96.8  95.9 93.77  93.9  93.2
## cvpred       96.9  93.8  91.3  89.7 89.01 89.02  96.0  95.1 92.94  92.9  92.2
## pm2.5        37.0  46.0  41.0  72.0 80.00 86.00 192.0 107.0 90.00  53.0  44.0
## CV residual -59.9 -47.8 -50.3 -17.7 -9.01 -3.02  96.0  11.9 -2.94 -39.9 -48.2
##             43410 43412 43414 43418 43420 43423 43431 43432 43433 43439 43441
## Predicted    93.8  94.4  98.3 100.1  99.4  99.7  59.3  54.5  49.3  24.9  20.5
## cvpred       92.9  93.7  97.6  99.4  98.7  99.0  58.7  53.9  48.8  24.8  20.3
## pm2.5        68.0 129.0 109.0 257.0 305.0 269.0  11.0   8.0  13.0  11.0   6.0
## CV residual -24.9  35.3  11.4 157.6 206.3 170.0 -47.7 -45.9 -35.8 -13.8 -14.3
##             43443 43446 43450 43453 43462 43464 43466 43467 43469 43470 43473
## Predicted    17.2 13.05  5.32 -6.48 -29.9 -31.1 -34.3  95.6  93.6  90.6  95.2
## cvpred       17.2 13.12  5.54 -6.15 -29.3 -30.4 -33.5  94.7  92.8  89.7  94.3
## pm2.5         6.0  9.00 12.00  9.00  14.0   8.0   9.0   8.0  30.0  43.0  80.0
## CV residual -11.2 -4.12  6.46 15.15  43.3  38.4  42.5 -86.7 -62.8 -46.7 -14.3
##             43483 43490 43497 43498 43500 43502 43503 43504 43505 43507 43521
## Predicted   96.61  97.7  92.5  91.9  98.0 100.1 100.7 100.0  99.3   102  84.4
## cvpred      95.78  96.9  91.7  91.2  97.2  99.4 100.1  99.4  98.7   102  83.7
## pm2.5       93.00 170.0 135.0 136.0 135.0 133.0 142.0 163.0 166.0   202  22.0
## CV residual -2.78  73.1  43.3  44.8  37.8  33.6  41.9  63.6  67.3   100 -61.7
##             43525 43527 43529 43531 43534 43536 43538 43539 43543 43556 43558
## Predicted    70.1  60.5  49.4  41.2  30.6  23.8 18.58 16.61  7.50 -18.9 -24.0
## cvpred       69.6  60.0  49.0  40.9  30.5  23.7 18.62 16.68  7.64 -18.3 -23.5
## pm2.5        17.0  14.0   7.0  15.0   8.0  11.0 14.00  8.00 15.00  10.0   8.0
## CV residual -52.6 -46.0 -42.0 -25.9 -22.5 -12.7 -4.62 -8.68  7.36  28.3  31.5
##             43559 43560 43561 43567 43568 43569 43570 43573 43576 43579 43584
## Predicted   -27.3 -31.2 -35.8 -53.2 -54.1 -55.4 -56.7 -65.1 -75.9 -81.6  96.3
## cvpred      -26.7 -30.6 -35.2 -52.3 -53.2 -54.4 -55.7 -64.0 -74.6 -80.2  95.4
## pm2.5         6.0   4.0   4.0   9.0   9.0   9.0   8.0  21.0  15.0  20.0  64.0
## CV residual  32.7  34.6  39.2  61.3  62.2  63.4  63.7  85.0  89.6 100.2 -31.4
##             43585 43589 43594 43597 43600 43601  43605 43611 43615 43617 43618
## Predicted    95.2 94.50  95.9  97.3  94.5  93.2  97.99  98.0  95.7  93.7 94.35
## cvpred       94.3 93.66  95.1  96.5  93.7  92.4  97.23  97.2  94.9  93.0 93.72
## pm2.5        53.0 98.00 145.0  80.0  71.0  63.0 105.00 163.0  84.0  82.0 88.00
## CV residual -41.3  4.34  49.9 -16.5 -22.7 -29.4   7.77  65.8 -10.9 -11.0 -5.72
##             43622 43630 43631 43634 43639 43644 43645 43652 43654 43656 43657
## Predicted   87.64  94.3  93.4  96.1  87.7  92.0  94.7  77.3  73.3  69.0  67.0
## cvpred      86.94  93.5  92.6  95.3  86.9  91.2  93.8  76.7  72.8  68.5  66.6
## pm2.5       81.00  33.0  21.0   9.0  13.0  11.0  12.0  20.0  16.0  18.0  20.0
## CV residual -5.94 -60.5 -71.6 -86.3 -73.9 -80.2 -81.8 -56.7 -56.8 -50.5 -46.6
##             43659 43661 43663 43664 43668 43669 43672 43676 43678 43682 43683
## Predicted    63.5  60.6  97.3  96.6  95.7  95.1  95.9  98.3  99.0  99.0  99.4
## cvpred       63.1  60.2  96.5  95.8  94.9  94.4  95.1  97.6  98.3  98.3  98.7
## pm2.5        22.0  14.0  18.0  13.0  25.0  16.0   8.0  49.0  50.0  94.0 147.0
## CV residual -41.1 -46.2 -78.5 -82.8 -69.9 -78.4 -87.1 -48.6 -48.3  -4.3  48.3
##             43684 43685 43689 43698 43703 43706 43707 43708 43709 43710 43714
## Predicted    99.7  99.0  99.2  98.8 100.2  98.6  97.9  96.5  95.8  95.1  92.9
## cvpred       99.0  98.3  98.5  98.2  99.6  98.0  97.3  95.8  95.1  94.4  92.3
## pm2.5       226.0 179.0 119.0 234.0 210.0 194.0 187.0 216.0 225.0 199.0 182.0
## CV residual 127.0  80.7  20.5 135.8 110.4  96.0  89.7 120.2 129.9 104.6  89.7
##             43717 43719 43720 43724 43725 43726 43727 43728 43731 43734 43746
## Predicted    89.0  99.4  98.8  99.7  99.3  99.0 100.0  98.3 100.2  96.3  86.0
## cvpred       88.4  98.7  98.1  99.0  98.7  98.3  99.4  97.6  99.6  95.7  85.4
## pm2.5       194.0 192.0 208.0 328.0 349.0 327.0 348.0 363.0 388.0 284.0  42.0
## CV residual 105.6  93.3 109.9 229.0 250.3 228.7 248.6 265.4 288.4 188.3 -43.4
##             43747 43751 43753 43756 43757 43758 43761 43764 43770 43771 43773
## Predicted    84.4  99.0  98.5  96.7  95.7  95.3  98.3  98.0  81.9  96.3  97.6
## cvpred       83.8  98.3  97.8  96.0  94.9  94.6  97.6  97.2  81.3  95.4  96.9
## pm2.5        41.0 324.0 362.0 372.0 318.0 188.0 124.0 134.0  22.0 120.0 112.0
## CV residual -42.8 225.7 264.2 276.0 223.1  93.4  26.4  36.8 -59.3  24.6  15.1
##             43774 43781 43782 43783 43785 43787 43788 43790 43791 43798 43800
## Predicted    96.8  91.7  90.1  88.2  95.9  96.6  95.9  93.9  93.4  89.9  76.2
## cvpred       96.0  91.0  89.4  87.5  95.1  95.8  95.1  93.1  92.6  89.3  75.3
## pm2.5       128.0  25.0   9.0   9.0  17.0  25.0  48.0  73.0  65.0  20.0  16.0
## CV residual  32.0 -66.0 -80.4 -78.5 -78.1 -70.8 -47.1 -20.1 -27.6 -69.3 -59.3
##             43801 43803 43805 43806 43807 43812 43818 43822 43823
## Predicted    73.1  66.9  55.9  48.4  39.0  23.5  3.11 -5.49 -7.10
## cvpred       72.4  66.4  55.4  47.9  38.5  23.3  3.19 -5.30 -6.89
## pm2.5        10.0  20.0   8.0   9.0   8.0  12.0  9.00 10.00  8.00
## CV residual -62.4 -46.4 -47.4 -38.9 -30.5 -11.3  5.81 15.30 14.89
## 
## Sum of squares = 1.11e+08    Mean square = 7939    n = 13919 
## 
## fold 3 
## Observations in test set: 13919 
##                25    26    27    30     31    34    38    45    48    50    53
## Predicted    95.2  95.6  98.0  99.3  98.57  96.4  90.4  83.7  79.2  76.7 72.25
## cvpred       96.0  96.3  98.6  99.8  99.09  96.9  90.9  84.3  79.9  77.4 72.93
## pm2.5       129.0 148.0 159.0 109.0 105.00 132.0 164.0 154.0 126.0  63.0 65.00
## CV residual  33.0  51.7  60.4   9.2   5.91  35.1  73.1  69.7  46.1 -14.4 -7.93
##               54   55   56   63   64    67    68    72    73    76    77    80
## Predicted   69.9 67.6 66.0 52.6 50.6  99.0  98.7  93.0  90.9  78.6  74.3  62.9
## cvpred      70.7 68.4 66.8 53.5 51.5  99.7  99.3  93.7  91.6  79.5  75.3  64.0
## pm2.5       83.0 91.0 86.0 96.0 95.0  61.0  53.0  73.0  79.0  26.0  28.0  29.0
## CV residual 12.3 22.6 19.2 42.5 43.5 -38.7 -46.3 -20.7 -12.6 -53.5 -47.3 -35.0
##                81    83    86     92   95    96    99    101   102   105   108
## Predicted    59.4  51.5  42.1 23.871 12.1  9.49  5.37  0.736  86.4  81.5  75.9
## cvpred       60.5  52.7  43.3 25.162 13.6 11.00  6.90  2.313  87.5  82.7  77.1
## pm2.5        26.0  27.0  32.0 26.000 29.0 31.00 27.00 28.000  28.0  27.0  30.0
## CV residual -34.5 -25.7 -11.3  0.838 15.4 20.00 20.10 25.687 -59.5 -55.7 -47.1
##               110   111   112 113 114   120   121   122   123   127   129   135
## Predicted    73.9  91.5  90.4  89  89  82.3  79.0  88.1  85.8  77.6  73.3  89.5
## cvpred       75.1  92.4  91.4  90  90  83.3  80.1  89.2  86.9  78.7  74.5  90.5
## pm2.5        39.0  41.0  33.0  50  56  50.0  56.0  77.0  50.0  21.0  20.0  48.0
## CV residual -36.1 -51.4 -58.4 -40 -34 -33.3 -24.1 -12.2 -36.9 -57.7 -54.5 -42.5
##               136   137   139   140   141   149 159   163   168   170   173
## Predicted    91.5  91.1 89.66  91.5  91.1  87.6  84  93.5  91.6  92.4  94.4
## cvpred       92.4  92.1 90.64  92.4  92.1  88.6  85  94.4  92.6  93.3  95.2
## pm2.5        49.0  52.0 96.00  75.0 105.0  30.0  52  54.0 190.0 195.0 110.0
## CV residual -43.4 -40.1  5.36 -17.4  12.9 -58.6 -33 -40.4  97.4 101.7  14.8
##               183   184   188   189   200   203   205   209   215   218   224
## Predicted    95.6  95.2  94.7  94.5  85.1  90.6  86.6  81.0  96.5  94.5  86.2
## cvpred       96.4  96.0  95.5  95.4  86.0  91.4  87.5  81.9  97.2  95.4  87.1
## pm2.5       200.0 231.0 227.0 226.0 106.0  73.0  40.0  41.0  47.0  82.0  25.0
## CV residual 103.6 135.0 131.5 130.6  20.0 -18.4 -47.5 -40.9 -50.2 -13.4 -62.1
##               225   232   233   234   237   240   241   258   264   265 269
## Predicted    84.9  92.3  90.9 89.62  84.4  74.3  71.1  62.4  91.5  91.1  89
## cvpred       85.8  93.0  91.6 90.38  85.3  75.2  72.0  63.4  92.4  92.1  90
## pm2.5        27.0  68.0  71.0 88.00  66.0  22.0  23.0  13.0  15.0  21.0  15
## CV residual -58.8 -25.0 -20.6 -2.38 -19.3 -53.2 -49.0 -50.4 -77.4 -71.1 -75
##               270   271   272   277   280   283   286   288   289   290   291
## Predicted    88.5  87.6  84.5  71.9  56.5  43.1 33.44 26.96 22.33 18.75 13.58
## cvpred       89.6  88.6  85.6  73.1  57.7  44.4 34.77 28.29 23.72 20.15 15.03
## pm2.5         9.0  11.0  11.0  24.0  22.0  25.0 25.00 22.00 15.00 16.00 11.00
## CV residual -80.6 -77.6 -74.6 -49.1 -35.7 -19.4 -9.77 -6.29 -8.72 -4.15 -4.03
##                295   297   304   306   308   312   316   320   324   327   329
## Predicted   -0.940 -7.75 -26.1  93.2  92.7  94.2  92.5  86.9 85.40 83.94  95.6
## cvpred       0.588 -6.19 -24.5  94.0  93.6  95.1  93.4  87.9 86.27 84.79  96.4
## pm2.5       12.000 28.00  47.0  39.0  76.0  65.0 164.0  64.0 95.00 79.00  72.0
## CV residual 11.412 34.19  71.5 -55.0 -17.6 -30.1  70.6 -23.9  8.73 -5.79 -24.4
##               337   338   341   342   343   347   350   352   353   357   360
## Predicted    88.3  92.9  86.0  91.0  88.0  79.5  94.5  94.5  94.4 96.61 95.92
## cvpred       89.2  93.8  86.9  91.9  88.9  80.5  95.4  95.4  95.2 97.33 96.68
## pm2.5        36.0  37.0  21.0  13.0  23.0  28.0  31.0  36.0  37.0 90.00 87.00
## CV residual -53.2 -56.8 -65.9 -78.9 -65.9 -52.5 -64.4 -59.4 -58.2 -7.33 -9.68
##               364    369   371   374   379   382   384   387   389   400   404
## Predicted    95.6  94.13  93.4  98.3  98.3  97.5  96.3  96.8  95.9  97.6  99.7
## cvpred       96.4  94.89  94.1  99.0  99.0  98.1  97.0  97.5  96.6  98.2 100.3
## pm2.5       271.0 102.00 135.0 127.0 154.0 261.0 266.0 205.0 150.0 166.0 250.0
## CV residual 174.6   7.11  40.9  28.0  55.0 162.9 169.0 107.5  53.4  67.8 149.7
##               405   407   419   423 424   425 426 428 432 433 435 437   439 441
## Predicted    99.2  98.9  95.4 100.1 100 101.1 101 102 102 104 101 100  99.4 104
## cvpred       99.8  99.5  96.0 100.6 101 101.6 102 102 103 104 101 101  99.8 104
## pm2.5       268.0 291.0 161.0 154.0 173 188.0 203 408 402 358 332 256 330.0 297
## CV residual 168.2 191.5  65.0  53.4  72  86.4 101 306 299 254 231 155 230.2 193
##             445 446 450   459   467   472   473   477   478   479   481   482
## Predicted   103 104 105  96.3  74.1  94.3  95.0  78.6  75.8  71.5  62.9  59.0
## cvpred      104 104 106  96.8  74.9  95.1  95.7  79.6  76.7  72.5  64.0  60.1
## pm2.5       301 310 357 368.0  35.0  23.0  28.0  16.0  20.0  20.0  18.0  17.0
## CV residual 197 206 251 271.2 -39.9 -72.1 -67.7 -63.6 -56.7 -52.5 -46.0 -43.1
##               486   490   497   503   507   508   510   512 514    523  526
## Predicted    42.9  27.2  90.5  93.9  81.6  78.3  73.8  69.5  66 36.688 31.5
## cvpred       44.2  28.6  91.5  94.7  82.6  79.4  74.8  70.6  67 37.829 32.6
## pm2.5        19.0  18.0  15.0  72.0  26.0  18.0  15.0  21.0  22 37.000 39.0
## CV residual -25.2 -10.6 -76.5 -22.7 -56.6 -61.4 -59.8 -49.6 -45 -0.829  6.4
##               527   530   531   533   541   543   544   545   613   618   630
## Predicted   29.49  94.9  93.3  89.4  71.8  65.4  62.1  59.3 95.92  95.0  93.3
## cvpred      30.64  95.7  94.1  90.2  72.8  66.4  63.2  60.3 96.68  95.7  94.0
## pm2.5       35.00  24.0  23.0  19.0  15.0  17.0  17.0  22.0 88.00 203.0 153.0
## CV residual  4.36 -71.7 -71.1 -71.2 -57.8 -49.4 -46.2 -38.3 -8.68 107.3  59.0
##               634   637   641   646   659   663   666   678   684   687   688
## Predicted    97.6  98.8  84.4  72.4  84.2  64.7  53.2  92.5  76.8  66.8  63.6
## cvpred       98.2  99.4  85.2  73.3  85.1  65.9  54.4  93.4  77.9  68.0  64.8
## pm2.5       158.0 143.0  41.0  38.0  16.0  13.0  13.0  17.0  12.0  12.0  31.0
## CV residual  59.8  43.6 -44.2 -35.3 -69.1 -52.9 -41.4 -76.4 -65.9 -56.0 -33.8
##               690   692   694   703   711   712  721   724   725   729   733
## Predicted    60.4  57.2  53.9  96.3  77.5  72.8 59.5  58.3  56.7  48.5  34.8
## cvpred       61.6  58.3  55.1  97.0  78.5  73.9 60.5  59.2  57.6  49.5  36.0
## pm2.5        42.0  26.0  25.0  22.0  16.0  26.0 85.0  24.0  20.0  22.0  11.0
## CV residual -19.6 -32.3 -30.1 -75.0 -62.5 -47.9 24.5 -35.2 -37.6 -27.5 -25.0
##               734   738   742   745 746 749 750   752   762   771   774   776
## Predicted    93.6  93.8  99.1  95.2 100 100 100  99.7  91.5  98.9 97.66  99.0
## cvpred       94.5  94.6  99.7  95.8 101 101 101 100.3  92.1  99.5 98.35  99.7
## pm2.5        16.0  26.0 129.0  65.0  70  76  68  73.0  63.0  87.0 97.00  86.0
## CV residual -78.5 -68.6  29.3 -30.8 -31 -25 -33 -27.3 -29.1 -12.5 -1.35 -13.7
##               778   779   782   784   787   789  792   794   797   799   804
## Predicted   95.35  90.3  85.8  90.7  91.9  93.5 91.9  92.1  94.9  93.3  91.2
## cvpred      96.09  91.1  86.8  91.7  92.9  94.4 92.8  93.1  95.7  94.1  92.1
## pm2.5       92.00  55.0  25.0  32.0  70.0  66.0 88.0  71.0 107.0 121.0  58.0
## CV residual -4.09 -36.1 -61.8 -59.7 -22.9 -28.4 -4.8 -22.1  11.3  26.9 -34.1
##               807   810  811   813    819   823   825   826   827   832   833
## Predicted    79.1  70.8 68.2 92.83  92.14  94.2  92.0  89.0  87.1  89.1  88.4
## cvpred       80.2  71.9 69.3 93.75  93.09  95.1  92.9  89.9  88.0  90.2  89.5
## pm2.5        17.0  34.0 96.0 87.00 102.00  29.0  27.0  26.0  33.0  61.0  64.0
## CV residual -63.2 -37.9 26.7 -6.75   8.91 -66.1 -65.9 -63.9 -55.0 -29.2 -25.5
##              834   835   838   839   842   843    846   849   850   861   864
## Predicted   88.4 88.53  92.5  92.1  90.7  93.5  97.66  92.6  92.6  94.4  94.0
## cvpred      89.4 89.46  93.4  93.1  91.5  94.4  98.35  93.5  93.5  95.1  94.7
## pm2.5       80.0 91.00  59.0  82.0  54.0  42.0 105.00 126.0 114.0  67.0  58.0
## CV residual -9.4  1.54 -34.4 -11.1 -37.5 -52.4   6.65  32.5  20.5 -28.1 -36.7
##               869   870   872   873   875   876   877   888   895   898   903
## Predicted    89.9 89.17  87.0  97.7  97.4  96.2 94.91  84.7 101.8 102.1 100.7
## cvpred       90.6 89.85  87.8  98.4  98.1  96.8 95.56  85.3 102.3 102.6 101.2
## pm2.5        47.0 85.00  68.0  64.0  80.0  74.0 93.00  43.0  81.0  92.0 118.0
## CV residual -43.6 -4.85 -19.8 -34.4 -18.1 -22.8 -2.56 -42.3 -21.3 -10.6  16.8
##               906   918   919   922   923   924   925   926   929   930   931
## Predicted   100.7 102.1 102.1  98.7  97.4 103.2 102.5 102.8 102.2 101.5 103.2
## cvpred      101.2 102.6 102.6  99.2  97.9 103.6 102.9 103.3 102.7 101.9 103.6
## pm2.5       152.0 180.0 172.0 133.0 140.0 159.0 169.0 170.0 140.0 144.0 166.0
## CV residual  50.8  77.4  69.4  33.8  42.1  55.4  66.1  66.7  37.3  42.1  62.4
##             939 941   945   946   949   950   953   954   955   956   958   962
## Predicted   102 102 103.3  99.2  92.6  95.6  98.3  98.7  98.6  99.5 100.2  85.5
## cvpred      103 102 103.7  99.7  93.5  96.4  99.0  99.3  99.3 100.0 100.7  86.4
## pm2.5       273 254 193.0 207.0  58.0  39.0  49.0  54.0 153.0 181.0 182.0  22.0
## CV residual 170 152  89.3 107.3 -35.5 -57.4 -50.0 -45.3  53.7  81.0  81.3 -64.4
##               973   974   975   976   978   982   985   987   988   990   995
## Predicted    57.1  86.7  86.7  87.2  81.3  72.3  64.9  60.6  58.7  52.8  81.6
## cvpred       58.3  87.8  87.8  88.2  82.3  73.3  66.0  61.8  59.8  54.0  82.6
## pm2.5        14.0  10.0   7.0   8.0  15.0  16.0  11.0  10.0  12.0  10.0  12.0
## CV residual -44.3 -77.8 -80.8 -80.2 -67.3 -57.3 -55.0 -51.8 -47.8 -44.0 -70.6
##               996  1001  1006  1009  1012  1013  1014  1016  1017  1020  1022
## Predicted    89.5  89.5  89.3  87.9  82.7  89.9  88.9  85.4  85.5  90.6  89.9
## cvpred       90.5  90.5  90.2  88.9  83.7  90.9  89.9  86.4  86.5  91.5  90.9
## pm2.5        12.0  18.0  24.0  17.0  16.0  11.0  10.0  11.0  14.0  21.0  13.0
## CV residual -78.5 -72.5 -66.2 -71.9 -67.7 -79.9 -79.9 -75.4 -72.5 -70.5 -77.9
##              1025  1027  1030  1032  1035  1037  1043  1044  1045  1050  1051
## Predicted    90.4  89.7  94.0  94.2  90.7  88.1  93.9  93.9  93.5  88.7  88.5
## cvpred       91.4  90.6  94.9  95.1  91.5  89.1  94.7  94.7  94.4  89.6  89.4
## pm2.5        13.0  19.0  58.0  69.0  54.0  27.0  23.0  37.0  46.0  64.0 100.0
## CV residual -78.4 -71.6 -36.9 -26.1 -37.5 -62.1 -71.7 -57.7 -48.4 -25.6  10.6
##              1052  1058  1063  1067  1070  1072  1073  1074  1077  1085  1087
## Predicted    89.3  97.0  93.6  83.6  88.5  84.9  83.3  82.3  90.4  91.1  88.9
## cvpred       90.1  97.7  94.5  84.6  89.5  85.9  84.3  83.4  91.4  92.1  89.9
## pm2.5       113.0 980.0   8.0  16.0  21.0  16.0  15.0  16.0  36.0  15.0  11.0
## CV residual  22.9 882.3 -86.5 -68.6 -68.5 -69.9 -69.3 -67.4 -55.4 -77.1 -78.9
##              1090  1093  1096  1098  1101  1102  1109  1110  1111  1114  1116
## Predicted    87.7  84.3  88.3  87.6  92.1  92.8  94.4  94.9  91.6  88.7  92.5
## cvpred       88.7  85.4  89.4  88.7  93.1  93.7  95.2  95.7  92.5  89.6  93.4
## pm2.5        39.0   8.0  15.0  13.0  50.0  73.0  65.0  51.0  29.0  26.0  21.0
## CV residual -49.7 -77.4 -74.4 -75.7 -43.1 -20.7 -30.2 -44.7 -63.5 -63.6 -72.4
##              1117  1118  1119  1125  1126  1127  1128  1130  1131  1138  1142
## Predicted    91.8  92.1  92.3  90.3  98.3  98.0  98.3  97.3  97.4  69.9  50.5
## cvpred       92.7  93.1  93.2  91.0  99.0  98.7  99.0  98.0  98.1  71.0  51.8
## pm2.5        24.0  39.0  79.0 167.0 178.0 192.0 198.0 237.0 247.0  22.0  12.0
## CV residual -68.7 -54.1 -14.2  76.0  79.0  93.3  99.0 139.0 148.9 -49.0 -39.8
##              1145  1147  1150  1153  1156  1158  1162  1167  1169  1170  1174
## Predicted    36.2  91.1  92.8  93.7  94.2  94.2  93.3  87.8  90.2  88.6  88.0
## cvpred       37.6  92.1  93.6  94.6  95.1  95.1  94.2  88.8  91.1  89.5  88.9
## pm2.5        12.0   9.0  39.0  50.0  41.0  70.0 107.0  26.0  27.0  29.0 265.0
## CV residual -25.6 -83.1 -54.6 -44.6 -54.1 -25.1  12.8 -62.8 -64.1 -60.5 176.1
##              1177  1179  1190  1192   1198  1200  1208  1209  1213  1215  1218
## Predicted    95.9  95.9 94.34  91.0  96.61  96.6  97.3  99.0  97.9  96.1 100.7
## cvpred       96.7  96.6 95.13  91.9  97.34  97.3  98.0  99.7  98.5  96.7 101.3
## pm2.5       159.0 115.0 99.00  58.0 101.00 165.0 122.0 152.0 184.0 175.0 163.0
## CV residual  62.3  18.4  3.87 -33.9   3.66  67.7  24.0  52.3  85.5  78.3  61.7
##              1219  1221 1224 1226  1237  1239  1240  1242 1249 1254  1255  1257
## Predicted   100.2 100.1  101  102  85.5  79.8  77.5  95.4  102 98.1 98.02 96.05
## cvpred      100.7 100.6  101  102  86.2  80.6  78.3  96.1  103 98.6 98.55 96.58
## pm2.5       172.0 178.0  282  215  35.0  27.0  36.0  23.0  154 89.0 90.00 99.00
## CV residual  71.3  77.4  181  113 -51.2 -53.6 -42.3 -73.1   51 -9.6 -8.55  2.42
##              1259 1266  1271  1273   1274  1275   1278  1280 1281  1284  1285
## Predicted    92.1 81.2 100.9 101.8 102.48 101.8 101.10 100.0  102 101.8 101.4
## cvpred       92.7 81.9 101.3 102.3 102.95 102.3 101.64 100.6  103 102.3 101.9
## pm2.5        80.0 92.0  87.0  90.0 111.00 104.0 105.00 130.0  134 150.0 148.0
## CV residual -12.7 10.1 -14.3 -12.3   8.05   1.7   3.36  29.4   31  47.7  46.1
##              1286  1291 1295 1300  1305  1307  1310 1316 1320  1321  1324  1325
## Predicted   101.4 101.0  103  102  98.3  95.8  92.0  108  109 107.6 106.1 106.6
## cvpred      101.9 101.5  104  103  98.8  96.2  92.4  108  109 107.9 106.3 106.9
## pm2.5       160.0 196.0  274  223 262.0 301.0 307.0  368  218 164.0 134.0 139.0
## CV residual  58.1  94.5  170  120 163.2 204.8 214.6  260  109  56.1  27.7  32.1
##              1326 1327 1329  1339  1343  1347  1351  1353  1355  1363  1368
## Predicted   106.6  105  106  88.6  78.3  74.2  72.0  70.2 102.1  95.7  86.7
## cvpred      106.9  106  106  89.0  78.9  74.8  72.6  70.9 102.6  96.2  87.4
## pm2.5       148.0  210  253 136.0  56.0  46.0  50.0  58.0  72.0  70.0  66.0
## CV residual  41.1  104  147  47.0 -22.9 -28.8 -22.6 -12.9 -30.6 -26.2 -21.4
##              1373  1376  1377  1378  1381  1383    1385   1388   1391  1392
## Predicted    79.7  81.5 103.2 102.8 103.1 102.8  99.584  96.89 103.35 103.2
## cvpred       80.5  82.0 103.6 103.3 103.6 103.2 100.041  97.36 103.79 103.6
## pm2.5        31.0  34.0  52.0  65.0  77.0  95.0 101.000 105.00 112.00 123.0
## CV residual -49.5 -48.0 -51.6 -38.3 -26.6  -8.2   0.959   7.64   8.21  19.4
##              1393   1394  1395 1397  1401  1403  1404  1407  1408  1409  1411
## Predicted   103.9 104.04 103.7  102  98.7  94.2  88.2  77.7  94.5  95.0  94.2
## cvpred      104.3 104.44 104.1  103  99.1  94.9  89.0  78.7  95.2  95.6  94.6
## pm2.5       126.0 114.00 115.0  138 114.0  80.0  37.0  14.0  13.0  16.0  21.0
## CV residual  21.7   9.56  10.9   35  14.9 -14.9 -52.0 -64.7 -82.2 -79.6 -73.6
##              1413  1417  1419  1422  1428  1429  1430  1431  1432  1433  1434
## Predicted   91.65 101.4  97.4  94.2  88.3  86.9  85.6  85.1  83.5  82.2 80.22
## cvpred      92.09 101.8  97.9  94.7  88.8  87.4  86.2  85.6  84.0  82.7 80.78
## pm2.5       85.00  69.0  42.0  29.0  44.0  51.0  61.0  70.0  70.0  65.0 75.00
## CV residual -7.09 -32.8 -55.9 -65.7 -44.8 -36.4 -25.2 -15.6 -14.0 -17.7 -5.78
##              1435 1437 1439 1440   1442   1444  1447  1449  1450  1453  1454
## Predicted   78.25 75.4 72.5 71.3 103.17 103.17 101.8 102.1 102.2  89.5  84.9
## cvpred      78.82 76.0 73.1 71.9 103.61 103.61 102.3 102.6 102.7  90.1  85.6
## pm2.5       86.00 95.0 96.0 99.0 101.00 108.00 120.0 138.0 164.0  63.0  37.0
## CV residual  7.18 19.0 22.9 27.1  -2.61   4.39  17.7  35.4  61.3 -27.1 -48.6
##              1455  1456  1460  1463   1466 1468  1470  1471  1475  1479  1481
## Predicted    81.0  77.7  69.7 101.6 103.17  101  96.3  94.7 100.9  97.3  94.6
## cvpred       81.7  78.5  70.5 102.1 103.61  101  96.8  95.2 101.4  97.7  95.1
## pm2.5        37.0  36.0  34.0 139.0  97.00  158 135.0 111.0 133.0 230.0 236.0
## CV residual -44.7 -42.5 -36.5  36.9  -6.61   57  38.2  15.8  31.6 132.3 140.9
##              1484  1486  1503 1510  1516  1517  1521  1522  1523  1525  1527
## Predicted   102.8 103.2  96.5  104  80.9  77.7  61.3  53.0  47.6  43.7  37.2
## cvpred      103.3 103.6  97.0  104  81.8  78.5  62.3  54.2  48.9  44.9  38.6
## pm2.5       187.0 144.0 252.0  255  19.0  15.0  19.0  24.0  24.0  11.0  14.0
## CV residual  83.7  40.4 155.0  151 -62.8 -63.5 -43.3 -30.2 -24.9 -33.9 -24.6
##              1531  1533  1534  1540  1543 1552  1554   1555   1557  1558  1560
## Predicted    87.9  84.7  84.1  71.9  64.6 96.4 98.83 98.262 96.290  95.9  93.2
## cvpred       89.0  85.8  85.2  73.0  65.7 97.1 99.43 98.839 96.876  96.5  93.8
## pm2.5        22.0  27.0  29.0  13.0  19.0 91.0 99.00 99.000 96.000  76.0  83.0
## CV residual -67.0 -58.8 -56.2 -60.0 -46.7 -6.1 -0.43  0.161 -0.876 -20.5 -10.8
##              1561  1562  1563  1565  1567  1568 1569  1573  1577  1583  1588
## Predicted    92.0  90.7  89.5  87.0  84.3  99.2  100  94.9  96.9  99.0 100.7
## cvpred       92.6  91.3  90.1  87.6  85.0  99.8  101  95.6  97.5  99.6 101.1
## pm2.5        62.0  51.0  53.0  71.0  58.0  69.0   74  83.0 132.0 114.0  75.0
## CV residual -30.6 -40.3 -37.1 -16.6 -27.0 -30.8  -27 -12.6  34.5  14.4 -26.1
##              1589  1590  1592  1594  1598  1602  1606  1607  1608  1609  1610
## Predicted    99.4  98.7  97.3  93.0 102.7 100.2  90.0  85.4  81.9  78.2  74.6
## cvpred       99.9  99.1  97.7  93.6 103.1 100.7  90.7  86.2  82.7  79.0  75.5
## pm2.5        63.0  73.0  63.0  43.0  29.0  50.0  27.0  20.0  16.0   5.0   7.0
## CV residual -36.9 -26.1 -34.7 -50.6 -74.1 -50.7 -63.7 -66.2 -66.7 -74.0 -68.5
##              1614  1621  1622  1624  1628  1634  1639  1640  1641  1644  1645
## Predicted    61.6  48.6  44.7  34.8 24.32  97.3 93.20  97.7  98.7  93.4  94.7
## cvpred       62.7  49.6  45.7  36.0 25.53  98.0 93.95  98.4  99.3  94.2  95.5
## pm2.5        11.0  19.0  20.0  23.0 16.00  51.0 84.00  87.0 111.0  53.0  48.0
## CV residual -51.7 -30.6 -25.7 -13.0 -9.53 -47.0 -9.95 -11.4  11.7 -41.2 -47.5
##              1651  1653  1656  1661 1666  1667  1672  1673 1676  1679  1682
## Predicted    88.7  88.3 85.75 101.8  100  99.7  94.1 100.7  101  98.5  88.0
## cvpred       89.5  89.0 86.41 102.3  101 100.3  94.7 101.3  102  99.0  88.7
## pm2.5        32.0  51.0 89.00 140.0  183 199.0 163.0 163.0  210 219.0 314.0
## CV residual -57.5 -38.0  2.59  37.7   82  98.7  68.3  61.7  108 120.0 225.3
##              1687  1688  1692  1693  1697  1698  1699  1703  1706  1707  1708
## Predicted    68.4  64.2  88.0  85.1  92.6  93.3  93.2  97.1  96.4  94.4 101.8
## cvpred       69.3  65.1  88.9  86.1  93.5  94.2  94.0  97.8  96.9  95.0 102.3
## pm2.5        20.0  18.0  23.0  14.0  16.0  17.0  19.0  52.0  71.0  47.0  40.0
## CV residual -49.3 -47.1 -65.9 -72.1 -77.5 -77.2 -75.0 -45.8 -25.9 -48.0 -62.3
##              1709  1710  1711  1716  1721  1724  1729  1732  1739  1740  1742
## Predicted   100.9  99.0  96.9  93.5  87.2 80.91  98.1 101.1  99.9  99.8  97.0
## cvpred      101.4  99.5  97.5  94.2  87.8 81.61  98.8 101.6 100.2 100.2  97.3
## pm2.5        41.0  41.0  38.0  76.0  58.0 75.00  37.0  68.0  90.0  73.0  68.0
## CV residual -60.4 -58.5 -59.5 -18.2 -29.8 -6.61 -61.8 -33.6 -10.2 -27.2 -29.3
##              1744  1746   1750  1751  1752  1755  1761  1763  1766  1772  1774
## Predicted    95.0 106.1 102.70 101.4 100.0  94.8  87.3  82.9  70.0 46.91  44.3
## cvpred       95.4 106.4 103.03 101.8 100.4  95.2  88.0  83.6  70.8 47.83  45.2
## pm2.5        83.0  94.0 105.00 112.0  87.0 153.0  50.0  36.0  27.0 52.00  33.0
## CV residual -12.4 -12.4   1.97  10.2 -13.4  57.8 -38.0 -47.6 -43.8  4.17 -12.2
##              1776  1779  1780  1782  1785  1789  1795  1799  1800  1803  1807
## Predicted    99.0 100.1  99.7  99.7 100.1  97.3  96.0  98.1 98.14 101.4  90.1
## cvpred       99.7 100.6 100.3 100.3 100.6  98.0  96.6  98.8 98.77 101.9  90.9
## pm2.5        44.0  72.0  67.0  50.0  79.0  53.0  54.0  85.0 89.00  83.0  27.0
## CV residual -55.7 -28.6 -33.3 -50.3 -21.6 -45.0 -42.6 -13.8 -9.77 -18.9 -63.9
##              1811  1812  1814  1817  1818  1821  1825  1826  1829  1831  1836
## Predicted    78.7  76.7  71.8  93.9  94.2  98.3  99.6 97.97 103.2 103.1 104.6
## cvpred       79.6  77.6  72.7  94.7  95.0  99.0 100.0 98.44 103.6 103.6 104.9
## pm2.5        27.0  23.0  26.0  24.0  23.0  51.0  71.0 89.00  86.0  80.0 166.0
## CV residual -52.6 -54.6 -46.7 -70.7 -72.0 -48.0 -29.0 -9.44 -17.6 -23.6  61.1
##              1837  1842 1849 1853 1854 1858 1859 1870  1871  1872 1876 1877
## Predicted   104.2 103.3  106  108  108  105  104  105 108.0 107.6  108  106
## cvpred      104.6 103.7  106  108  108  105  104  105 108.2 107.9  109  107
## pm2.5       179.0 202.0  241  228  225  217  231  217 180.0 180.0  215  700
## CV residual  74.4  98.3  135  120  117  112  127  112  71.8  72.1  106  593
##              1882  1888  1895  1896 1897  1898  1905  1911  1912  1913  1919
## Predicted    84.9 42.77 31.17 30.57 28.6 103.2 102.8  95.4  93.7  93.1  88.3
## cvpred       85.4 43.88 32.03 31.38 29.5 103.6 103.3  96.1  94.4  93.8  88.8
## pm2.5       274.0 47.00 27.00 41.00 46.0  55.0  48.0  53.0  73.0  82.0 111.0
## CV residual 188.6  3.12 -5.03  9.62 16.5 -48.6 -55.3 -43.1 -21.4 -11.8  22.2
##              1920  1921   1926  1933  1934  1938  1942  1945  1946  1947  1949
## Predicted   102.3 102.8 103.86  88.1  83.5  66.3  57.3  98.5 100.1  97.0 101.1
## cvpred      102.7 103.3 104.27  88.8  84.2  67.2  58.2  99.1 100.6  97.6 101.6
## pm2.5        83.0  85.0  95.00 204.0 122.0  49.0  27.0  28.0  16.0  24.0  25.0
## CV residual -19.7 -18.3  -9.27 115.2  37.8 -18.2 -31.2 -71.1 -84.6 -73.6 -76.6
##              1951 1953  1955  1956  1957  1958  1959  1961  1962  1964  1970
## Predicted   101.1  102  98.6  96.2  92.7  89.8  87.5  82.8  79.8  75.7 68.08
## cvpred      101.6  103  99.1  96.8  93.3  90.4  88.1  83.5  80.5  76.3 68.72
## pm2.5        54.0   86  63.0  59.0  59.0  54.0  53.0  60.0  55.0  64.0 72.00
## CV residual -47.6  -17 -36.1 -37.8 -34.3 -36.4 -35.1 -23.5 -25.5 -12.3  3.28
##              1971  1973  1981  1984  1987  1998  2003  2008  2010  2011  2012
## Predicted   67.51 102.1  88.9  97.5 94.72 104.9  80.0  89.9  94.7  95.4  98.3
## cvpred      68.13 102.6  89.7  98.1 95.17 105.2  80.9  90.8  95.5  96.1  99.0
## pm2.5       71.00  71.0  36.0  53.0 97.00  69.0   9.0  20.0  18.0  30.0  27.0
## CV residual  2.87 -31.6 -53.7 -45.1  1.83 -36.2 -71.9 -70.8 -77.5 -66.1 -72.0
##              2015 2018  2019  2021  2029  2031  2035  2039   2040   2041  2043
## Predicted    99.4  102  99.5 101.8  90.1  88.2  83.4  99.2 97.216  97.34  95.8
## cvpred      100.0  103 100.1 102.3  90.9  89.0  84.1  99.7 97.826  97.89  96.5
## pm2.5        34.0   67  62.0  48.0  50.0  64.0  72.0 142.0 97.000 106.00  61.0
## CV residual -66.0  -36 -38.1 -54.3 -40.9 -25.0 -12.1  42.3 -0.826   8.11 -35.5
##              2045  2046  2048  2049  2054  2055  2056  2064  2067  2068  2069
## Predicted   102.2 100.6  95.9  94.0  85.9  84.3  99.5  90.0  88.5 101.8 101.8
## cvpred      102.7 101.1  96.5  94.6  86.6  85.0 100.1  90.6  89.1 102.3 102.3
## pm2.5       127.0 134.0  85.0  75.0  71.0  58.0  48.0  44.0  44.0  56.0  59.0
## CV residual  24.3  32.9 -11.5 -19.6 -15.6 -27.0 -52.1 -46.6 -45.1 -46.3 -43.3
##               2072  2075   2076  2078  2085  2087  2092 2099  2101 2102 2104
## Predicted   103.35 101.4 100.00 100.9  88.4  87.7  86.5  102  98.5  105  107
## cvpred      103.79 101.9 100.51 101.3  89.0  88.3  87.0  103  98.9  105  108
## pm2.5        99.00  86.0  93.00 120.0  60.0  72.0 129.0  203 220.0  222  245
## CV residual  -4.79 -15.9  -7.51  18.7 -29.0 -16.3  42.0  100 121.1  117  137
##             2108 2111 2116  2126  2145  2154  2156  2157  2160  2163  2164
## Predicted    110  111  109 100.5 110.1  98.7  91.6  88.0  76.5  64.7  63.8
## cvpred       110  111  109 100.6 110.2  99.2  92.1  88.6  77.3  65.6  64.7
## pm2.5        280  317  254 195.0 129.0 200.0 149.0 113.0  42.0  49.0  35.0
## CV residual  170  206  145  94.4  18.8 100.8  56.9  24.4 -35.3 -16.6 -29.7
##              2168 2169  2170   2175   2179 2181  2184  2185  2190  2193  2194
## Predicted    53.9   52  48.4 30.774 13.238 10.5  98.7 101.8  94.6  86.6  80.4
## cvpred       55.0   53  49.5 31.946 14.526 11.7  99.3 102.3  95.3  87.5  81.3
## pm2.5        22.0   30  25.0 31.000 15.000 24.0  39.0  27.0  45.0  27.0  21.0
## CV residual -33.0  -23 -24.5 -0.946  0.474 12.3 -60.3 -75.3 -50.3 -60.5 -60.3
##              2196  2198  2199  2207 2210  2211  2212  2214    2216  2218  2220
## Predicted    72.6  65.4  62.5  98.0  100 101.4  97.6  97.8 100.006  98.8  94.6
## cvpred       73.5  66.5  63.6  98.6  101 101.9  98.3  98.4 100.517  99.4  95.2
## pm2.5        14.0  13.0  17.0  77.0   53  52.0  53.0  56.0 100.000 138.0  59.0
## CV residual -59.5 -53.5 -46.6 -21.6  -48 -49.9 -45.3 -42.4  -0.517  38.6 -36.2
##              2226  2227  2229  2230  2234  2236 2239  2240  2241  2242   2244
## Predicted    88.6  87.4  84.5  84.3 105.6 105.9  106 105.0 106.9 105.0 100.74
## cvpred       89.1  87.9  85.0  84.7 105.9 106.2  106 105.3 107.2 105.3 101.28
## pm2.5       136.0 132.0 131.0 161.0 178.0 206.0  200 170.0 197.0 184.0 111.00
## CV residual  46.9  44.1  46.0  76.3  72.1  99.8   94  64.7  89.8  78.7   9.72
##               2245  2249  2250  2251   2255  2256  2264  2269  2273  2286  2287
## Predicted    99.85  98.0  95.3  95.8 98.495  96.9 107.3 105.3  97.8  91.7  89.0
## cvpred      100.39  98.6  96.0  96.4 98.761  97.2 107.6 105.6  98.0  92.4  89.7
## pm2.5        92.00  27.0  32.0  43.0 98.000 173.0 180.0 176.0 130.0  33.0  26.0
## CV residual  -8.39 -71.6 -64.0 -53.4 -0.761  75.8  72.4  70.4  32.0 -59.4 -63.7
##              2288  2290  2297  2304  2305  2307  2308  2310  2311  2313  2315
## Predicted    86.0  77.8  87.7  99.4 103.2 100.2 101.1 101.8 101.4 103.2 102.8
## cvpred       86.8  78.7  88.6 100.0 103.6 100.8 101.6 102.3 101.9 103.6 103.3
## pm2.5        24.0  27.0  17.0  34.0  52.0  69.0  87.0  79.0  75.0  78.0 114.0
## CV residual -62.8 -51.7 -71.6 -66.0 -51.6 -31.8 -14.6 -23.3 -26.9 -25.6  10.7
##              2316  2318  2320  2322  2323  2327  2331  2334  2343  2345  2352
## Predicted   103.0  97.4  88.5 81.03 78.49  72.1 65.07 60.95  48.2  43.7 109.0
## cvpred      103.4  97.9  89.1 81.67 79.11  72.6 65.59 61.49  48.7  44.3 109.2
## pm2.5       135.0 118.0 103.0 90.00 87.00 110.0 74.00 69.00 128.0 113.0 131.0
## CV residual  31.6  20.1  13.9  8.33  7.89  37.4  8.41  7.51  79.3  68.7  21.8
##              2358  2361  2365  2379  2384  2388  2394  2397  2400  2404  2405
## Predicted   106.4  98.0  99.4 106.0  90.8  96.4  89.3  89.0  80.4  76.4  74.4
## cvpred      106.6  98.3  99.6 106.2  91.5  97.1  90.0  89.5  81.0  76.9  75.0
## pm2.5        50.0  62.0 121.0 102.0  14.0  19.0  30.0  56.0  37.0  48.0  54.0
## CV residual -56.6 -36.3  21.4  -4.2 -77.5 -78.1 -60.0 -33.5 -44.0 -28.9 -21.0
##              2411  2414  2417  2421  2425  2426  2427  2433  2436  2442  2444
## Predicted   71.08 65.91 106.9 106.9 108.2 108.0 108.3 102.2  87.5  52.7  46.6
## cvpred      71.48 66.37 107.2 107.1 108.4 108.2 108.5 102.4  88.1  53.7  47.5
## pm2.5       68.00 68.00  50.0  79.0  87.0  84.0  86.0  33.0  42.0  23.0  14.0
## CV residual -3.48  1.63 -57.2 -28.1 -21.4 -24.2 -22.5 -69.4 -46.1 -30.7 -33.5
##              2445  2447  2449  2452  2457  2463  2470  2472  2483  2485  2486
## Predicted    43.3  36.9  32.3  25.1 15.32 -12.0  98.0  95.6  93.3  94.5  93.9
## cvpred       44.3  38.0  33.3  26.2 16.54 -10.6  98.6  96.4  94.1  95.4  94.7
## pm2.5        12.0   8.0   8.0  13.0 19.00  12.0  47.0  69.0  43.0  57.0  38.0
## CV residual -32.3 -30.0 -25.3 -13.2  2.46  22.6 -51.6 -27.4 -51.1 -38.4 -56.7
##              2490  2491  2494  2496   2499  2511  2514 2520 2523 2524 2525 2531
## Predicted    98.1 98.89  93.4  90.5 82.628  68.8 107.0  107  106  105  105  108
## cvpred       98.7 99.38  93.9  90.9 83.058  69.2 107.2  108  106  105  105  109
## pm2.5        81.0 96.00  67.0  76.0 84.000 199.0 202.0  225  244  255  247  254
## CV residual -17.7 -3.38 -26.9 -14.9  0.942 129.8  94.8  117  138  150  142  145
##             2532 2536  2538  2539  2545  2547  2550  2557  2558  2561  2563
## Predicted    107  103 100.3  99.0 87.16  84.5  81.7  73.0  72.5  69.1  68.3
## cvpred       107  104 100.5  99.2 87.42  84.8  82.0  73.4  72.9  69.4  68.6
## pm2.5        266  215 151.0 134.0 91.00 103.0 116.0 162.0 170.0 156.0 140.0
## CV residual  159  111  50.5  34.8  3.58  18.2  34.0  88.6  97.1  86.6  71.4
##             2567 2570  2577 2582 2587 2589 2596 2597 2598 2601  2603  2606
## Predicted    110  110 110.8  110  107  111  112  111  110  111 105.3  97.7
## cvpred       110  110 110.8  110  107  112  112  111  110  111 105.4  97.8
## pm2.5        223  212 184.0  215  264  300  382  369  343  307 131.0  17.0
## CV residual  113  102  73.2  105  157  188  270  258  233  196  25.6 -80.8
##              2608  2614  2615  2619  2621  2622  2624  2627  2628  2631  2641
## Predicted   110.9 101.2  98.9 112.1 110.4 110.0 109.1 112.1 110.7 107.1  98.8
## cvpred      110.9 101.2  99.0 112.2 110.4 110.1 109.1 112.2 110.8 107.3  99.2
## pm2.5        27.0 167.0 155.0 100.0  94.0  87.0  83.0  84.0  69.0  95.0  48.0
## CV residual -83.9  65.8  56.0 -12.2 -16.4 -23.1 -26.1 -28.2 -41.8 -12.3 -51.2
##              2642  2645  2647  2654  2655 2662  2664 2670  2671  2674  2675
## Predicted    99.8 105.9 106.3  91.8  87.9  106 105.4  108 106.6 102.5 102.5
## cvpred      100.1 106.2 106.5  92.1  88.2  106 105.5  108 106.7 102.6 102.6
## pm2.5        52.0  30.0  27.0  51.0  39.0   46  41.0   37  45.0  48.0  47.0
## CV residual -48.1 -76.2 -79.5 -41.1 -49.2  -60 -64.5  -71 -61.7 -54.6 -55.6
##              2680  2681  2682  2685  2692  2693  2694  2700  2702  2703  2707
## Predicted    93.2 110.1 108.5 107.8 107.1 105.2 105.1 103.0  98.8  97.1  88.8
## cvpred       93.4 110.2 108.6 107.9 107.3 105.4 105.4 103.4  99.4  97.7  89.4
## pm2.5        30.0  34.0  35.0  33.0  62.0  36.0  31.0  31.0  19.0  18.0  21.0
## CV residual -63.4 -76.2 -73.6 -74.9 -45.3 -69.4 -74.4 -72.4 -80.4 -79.7 -68.4
##              2711  2718  2721  2722  2730  2733   2734  2735 2736 2740  2741
## Predicted    96.6  91.3 106.3 105.5  87.9 84.07 82.097 80.81 78.5 71.7  71.1
## cvpred       97.1  91.7 106.5 105.8  88.1 84.32 82.361 81.06 78.7 72.0  71.4
## pm2.5        39.0  73.0  90.0  86.0 103.0 78.00 83.000 89.00 93.0 92.0 106.0
## CV residual -58.1 -18.7 -16.5 -19.8  14.9 -6.32  0.639  7.94 14.3 20.0  34.6
##              2745  2748  2750  2754  2757  2761  2768  2772  2773  2777  2779
## Predicted    65.4  58.9  51.8 105.0 112.1 108.1  86.6 101.4 100.9  94.5  97.9
## cvpred       65.7  59.3  52.2 105.1 112.2 108.3  87.2 101.9 101.4  95.0  98.3
## pm2.5       141.0 134.0 128.0  22.0  16.0  10.0   6.0  11.0  18.0  24.0  10.0
## CV residual  75.3  74.7  75.8 -83.1 -96.2 -98.3 -81.2 -90.9 -83.4 -71.0 -88.3
##              2785  2788  2789  2793  2797  2799  2800  2804  2806  2807 2809
## Predicted    70.2  59.1  58.6  52.6 46.62 44.05  39.8 23.43 20.15 18.17 12.3
## cvpred       71.0  60.1  59.5  53.5 47.43 44.82  40.6 24.47 21.15 19.18 13.4
## pm2.5        13.0  17.0  18.0  27.0 50.00 47.00  30.0 17.00 14.00 14.00 24.0
## CV residual -58.0 -43.1 -41.5 -26.5  2.57  2.18 -10.6 -7.47 -7.15 -5.18 10.6
##             2810  2813   2817  2820  2823  2824  2829  2832  2833  2836  2838
## Predicted   11.1  1.33 -10.29 -22.5 -37.7 -43.3 -63.3 -71.0 -72.2 101.8  98.2
## cvpred      12.1  2.42  -9.11 -21.2 -36.4 -41.9 -61.9 -69.6 -70.9 102.3  98.7
## pm2.5       27.0 11.00  14.00  19.0  15.0  11.0  16.0  15.0  18.0  18.0  19.0
## CV residual 14.9  8.58  23.11  40.2  51.4  52.9  77.9  84.6  88.9 -84.3 -79.7
##              2839  2843  2846  2848  2849  2851  2853  2854  2859 2861  2866
## Predicted    97.6  82.3  68.9  57.8  54.5  44.9  41.4  40.8 32.71 28.4 16.51
## cvpred       98.1  82.9  69.6  58.5  55.3  45.7  42.1  41.6 33.47 29.2 17.47
## pm2.5        17.0  17.0  17.0  19.0  17.0  27.0  18.0  19.0 24.00 40.0 21.00
## CV residual -81.1 -65.9 -52.6 -39.5 -38.3 -18.7 -24.1 -22.6 -9.47 10.8  3.53
##              2867  2869  2875  2878  2879  2886  2892  2896  2897  2899  2900
## Predicted   14.53  8.85 100.2  93.6  90.4 107.6 105.9 100.0  96.5  90.7  88.4
## cvpred      15.51  9.91 100.7  94.0  90.8 107.9 106.2 100.4  96.8  91.1  88.8
## pm2.5       20.00 19.00  23.0  39.0  45.0  97.0  70.0  52.0  48.0  31.0  37.0
## CV residual  4.49  9.09 -77.7 -55.0 -45.8 -10.9 -36.2 -48.4 -48.8 -60.1 -51.8
##              2901  2905 2908  2911  2914  2919  2920 2927  2928  2935  2936
## Predicted    86.1 82.35 81.7 112.8 112.4 101.9 101.4  100 100.1 105.4 109.7
## cvpred       86.5 82.67 82.0 112.8 112.4 102.4 101.8  101 100.6 105.8 109.8
## pm2.5        63.0 75.00 93.0 127.0 151.0  65.0  57.0   32  24.0  64.0  80.0
## CV residual -23.5 -7.67 11.0  14.2  38.6 -37.4 -44.8  -69 -76.6 -41.8 -29.8
##              2937  2943  2944  2945  2947  2948  2954   2955    2956   2960
## Predicted   104.2 105.0 103.8 110.5 110.4 108.8 111.4 112.82 112.257 113.15
## cvpred      104.5 105.1 103.9 110.6 110.5 108.9 111.5 112.82 112.227 113.12
## pm2.5        53.0 146.0 150.0 150.0 142.0 138.0 114.0 111.00 113.000 118.00
## CV residual -51.5  40.9  46.1  39.4  31.5  29.1   2.5  -1.82   0.773   4.88
##              2962  2965   2967  2971 2972  2976  2977  2980  2991  2993  2999
## Predicted   111.8 111.1 113.07 107.3  107 100.1  98.1  93.5 103.0  92.3  56.5
## cvpred      111.8 111.1 112.95 107.1  106  99.9  98.0  93.4 103.1  92.5  57.0
## pm2.5       118.0 135.0 118.00 172.0  208 154.0 165.0 181.0  32.0   9.0  12.0
## CV residual   6.2  23.9   5.05  64.9  102  54.1  67.0  87.6 -71.1 -83.5 -45.0
##              3002  3008  3017  3019  3021  3024  3027  3033  3034  3038  3039
## Predicted    45.4 100.3  74.5  68.0 106.4  97.8  96.1 111.8 111.1  96.2  89.7
## cvpred       46.0 100.6  75.0  68.5 106.6  98.2  96.3 111.8 111.1  96.6  90.1
## pm2.5         9.0  17.0  16.0  18.0  32.0  41.0  52.0  81.0  85.0 228.0 204.0
## CV residual -37.0 -83.6 -59.0 -50.5 -74.6 -57.2 -44.3 -30.8 -26.1 131.4 113.9
##              3042  3043  3047  3048  3055  3059  3060   3065  3067  3070   3075
## Predicted    78.9  76.0  72.7  71.1 111.8 111.7 111.1 102.30  98.4  92.1 113.64
## cvpred       79.4  76.5  73.2  71.6 111.8 111.7 111.1 102.41  98.5  92.4 113.54
## pm2.5       130.0 115.0  38.0  48.0 140.0 203.0 202.0 110.00 132.0 148.0 122.00
## CV residual  50.6  38.5 -35.2 -23.6  28.2  91.3  90.9   7.59  33.5  55.6   8.46
##             3078   3079  3081  3082  3083  3084  3086  3094 3097  3101  3102
## Predicted    103  97.93  87.1  82.6  79.0  77.4  67.6  88.6  104 109.0 109.4
## cvpred       103  98.17  87.5  83.1  79.5  77.8  68.2  89.1  104 109.1 109.5
## pm2.5        294 100.00  32.0  19.0  18.0  14.0  27.0 108.0  132  46.0  50.0
## CV residual  191   1.83 -55.5 -64.1 -61.5 -63.8 -41.2  18.9   28 -63.1 -59.5
##              3104  3105  3106  3107  3110  3112  3116  3118  3121  3123  3126
## Predicted   110.4 109.7 108.3 100.0  84.9  75.5  60.6  54.5  44.5  39.6  34.8
## cvpred      110.5 109.8 108.5 100.5  85.4  76.0  61.1  55.1  45.1  40.3  35.4
## pm2.5        55.0  50.0  55.0  45.0  62.0  28.0  15.0  20.0  10.0   7.0   5.0
## CV residual -55.5 -59.8 -53.5 -55.5 -23.4 -48.0 -46.1 -35.1 -35.1 -33.3 -30.4
##              3129  3131  3134  3137  3139  3141  3143  3147  3148  3159 3160
## Predicted   107.1 108.3 104.4 108.3 108.3 108.7 107.4 103.4 102.1 108.4  108
## cvpred      107.3 108.5 104.6 108.5 108.5 108.8 107.6 103.5 102.3 108.6  108
## pm2.5        10.0  12.0  16.0  11.0  20.0  24.0  35.0  40.0  37.0  40.0   43
## CV residual -97.3 -96.5 -88.6 -97.5 -88.5 -84.8 -72.6 -63.5 -65.3 -68.6  -65
##              3171  3175  3177 3183  3186  3187  3190  3200   3201  3202  3208
## Predicted   110.8 110.8 111.1  107 104.1 102.8  97.0 108.7 107.47 107.4 113.2
## cvpred      110.8 110.8 111.1  107 104.2 102.9  97.2 108.8 107.52 107.5 113.1
## pm2.5        60.0  72.0  83.0   41  68.0  78.0  64.0 123.0 117.00 130.0 140.0
## CV residual -50.8 -38.8 -28.1  -66 -36.2 -24.9 -33.2  14.2   9.48  22.5  26.9
##              3209  3210 3211  3213  3216 3217 3221  3226  3228  3230  3231
## Predicted   112.6 112.6  112 114.9 116.3  116  113 110.6 115.6 114.0 113.8
## cvpred      112.6 112.6  112 114.7 116.1  116  113 110.5 115.4 113.8 113.8
## pm2.5       159.0 158.0  168 181.0 216.0  219  238 203.0 185.0 162.0 185.0
## CV residual  46.4  45.4   56  66.3  99.9  103  125  92.5  69.6  48.2  71.2
##              3232  3234   3239   3242 3245  3251  3253  3256  3257  3261  3262
## Predicted   114.2 111.7 105.78 102.19   99  93.2  91.2 86.36  83.7  79.2  78.5
## cvpred      114.1 111.6 105.75 102.19   99  93.2  91.2 86.38  83.8  79.2  78.5
## pm2.5       188.0 142.0 114.00 105.00  121 163.0 137.0 81.00  56.0  69.0  47.0
## CV residual  73.9  30.4   8.25   2.81   22  69.8  45.8 -5.38 -27.8 -10.2 -31.5
##              3263  3270  3272  3274  3277 3285  3291  3297  3300  3302 3303
## Predicted    77.0 115.6 114.9 114.5 112.5  113 105.0 102.6  94.9  87.1  109
## cvpred       77.1 115.4 114.7 114.4 112.4  113 104.9 102.5  95.0  87.3  109
## pm2.5        48.0  50.0  48.0  77.0  75.0   83  94.0  17.0  37.0  72.0   64
## CV residual -29.1 -65.4 -66.7 -37.4 -37.4  -30 -10.9 -85.5 -58.0 -15.3  -45
##              3305  3306  3312  3317  3319  3320  3322  3326  3330  3331  3332
## Predicted   113.6 114.0 111.1 112.5 113.5 113.5 108.8 103.0  86.4  82.9  80.7
## cvpred      113.5 113.9 111.1 112.5 113.5 113.5 108.9 103.3  86.9  83.4  81.2
## pm2.5        54.0  29.0  58.0  27.0  34.0  34.0  50.0  29.0  21.0  19.0  21.0
## CV residual -59.5 -84.9 -53.1 -85.5 -79.5 -79.5 -58.9 -74.3 -65.9 -64.4 -60.2
##              3336  3338    3342  3345  3346  3348  3350  3352  3355  3364 3366
## Predicted   104.5 109.8 112.465 111.8 111.1 112.1 108.1 101.4  94.5  91.6  115
## cvpred      104.8 109.9 112.463 111.8 111.1 112.1 108.2 101.7  94.8  91.7  115
## pm2.5        44.0  65.0 113.000  75.0  65.0  53.0  58.0  36.0  37.0 106.0   90
## CV residual -60.8 -44.9   0.537 -36.8 -46.1 -59.1 -50.2 -65.7 -57.8  14.3  -25
##              3371  3377  3378  3379  3383 3384  3386  3389  3392  3393  3394
## Predicted   113.5 104.8 103.3 103.5 114.5  115 114.9 113.5 111.8 114.9 115.2
## cvpred      113.4 104.8 103.4 103.5 114.4  115 114.8 113.4 111.8 114.8 115.1
## pm2.5       129.0  86.0  77.0  82.0 197.0  234 214.0 163.0 131.0 157.0 178.0
## CV residual  15.6 -18.8 -26.4 -21.5  82.6  119  99.2  49.6  19.2  42.2  62.9
##              3395   3400  3401  3402  3406  3409  3411  3412  3413  3414  3417
## Predicted   115.6 111.36 110.4 109.5 102.9 114.2 115.6 114.9 114.5 113.1 112.7
## cvpred      115.4 111.33 110.3 109.4 102.9 114.1 115.4 114.7 114.4 113.1 112.6
## pm2.5       187.0 108.00 121.0 127.0 123.0 149.0 155.0 150.0 155.0 176.0 139.0
## CV residual  71.6  -3.33  10.7  17.6  20.1  34.9  39.6  35.3  40.6  62.9  26.4
##              3418  3419   3423  3425 3427  3428  3429  3430  3434  3435  3443
## Predicted   111.3 110.8 108.12 107.6  108 110.6 109.3 107.0 113.8 114.9 101.8
## cvpred      111.3 110.7 108.28 107.9  108 110.5 109.2 106.9 113.8 114.8 101.9
## pm2.5       140.0 139.0 104.00  63.0   79  72.0 165.0 149.0  78.0  78.0  30.0
## CV residual  28.7  28.3  -4.28 -44.9  -29 -38.5  55.8  42.1 -35.8 -36.8 -71.9
##              3444  3445  3449  3452  3453  3455 3458  3462  3467 3470  3473
## Predicted    99.4  96.2  87.4  82.6 110.4 106.2  104 102.1 106.3  110 109.0
## cvpred       99.6  96.3  87.6  82.8 110.5 106.4  104 102.3 106.4  110 109.2
## pm2.5        31.0  24.0  28.0  30.0  44.0  28.0   24  14.0  33.0   28  27.0
## CV residual -68.6 -72.3 -59.6 -52.8 -66.5 -78.4  -80 -88.3 -73.4  -82 -82.2
##              3476   3482   3483  3486   3492  3493  3497  3500  3502  3508
## Predicted   107.6 112.82 113.84 115.2 107.93 106.0  97.7  93.6  90.7 115.6
## cvpred      107.7 112.82 113.78 115.1 107.89 105.9  97.8  93.6  90.7 115.4
## pm2.5        33.0 105.00 104.00  86.0 115.00  80.0  63.0  48.0  48.0  92.0
## CV residual -74.7  -7.82  -9.78 -29.1   7.11 -25.9 -34.8 -45.6 -42.7 -23.4
##              3511   3513  3517  3518  3519  3529  3530  3534  3537 3539    3543
## Predicted   115.6 115.88 116.6 116.2 117.3 117.6 117.0 117.3 115.5  114 116.597
## cvpred      115.4 115.69 116.4 116.1 117.1 117.4 116.8 117.1 115.3  114 116.405
## pm2.5        80.0 108.00  84.0  85.0  83.0  90.0  89.0  94.0 127.0  157 117.000
## CV residual -35.4  -7.69 -32.4 -31.1 -34.1 -27.4 -27.8 -23.1  11.7   43   0.595
##               3544  3546  3549  3550  3551  3552  3555 3557 3561  3567  3570
## Predicted   115.70 117.8 117.6 117.3 116.0 114.8 117.3  116  117 105.6 100.4
## cvpred      115.52 117.5 117.4 117.1 115.8 114.6 117.1  116  117 105.7 100.5
## pm2.5       111.00 107.0 206.0 193.0 186.0 168.0 174.0  219  251  65.0  20.0
## CV residual  -4.52 -10.5  88.6  75.9  70.2  53.4  56.9  103  134 -40.7 -80.5
##              3576  3585  3589  3590  3592  3598  3602  3603 3605  3610  3616
## Predicted   110.5 111.3 112.3 111.9 112.9 117.0 113.0 111.6  110 116.6 110.3
## cvpred      110.5 111.3 112.2 111.9 112.8 116.8 112.8 111.5  110 116.4 110.3
## pm2.5        71.0  18.0  41.0  26.0  37.0  65.0  69.0  59.0   88 103.0  39.0
## CV residual -39.5 -93.3 -71.2 -85.9 -75.8 -51.8 -43.8 -52.5  -22 -13.4 -71.3
##              3617  3618  3622  3623  3626   3627  3633 3634  3646   3668  3670
## Predicted   113.3 112.4 116.0 113.4 115.6 115.22 115.6  115 115.1 111.99 116.6
## cvpred      113.2 112.3 115.8 113.2 115.4 115.09 115.4  115 114.9 111.88 116.4
## pm2.5        45.0  99.0  60.0 132.0 177.0 112.00  98.0   87  92.0 119.00 129.0
## CV residual -68.2 -13.3 -55.8  18.8  61.6  -3.09 -17.4  -28 -22.9   7.12  12.6
##              3671  3674  3677  3682  3695  3702  3704  3782   3784   3785  3837
## Predicted   116.2 115.5 112.7 114.9 105.9 114.9 115.9 112.7 106.67 104.70 107.5
## cvpred      116.1 115.3 112.6 114.7 105.9 114.8 115.8 112.6 106.64 104.68 107.5
## pm2.5       141.0 154.0 133.0 127.0  81.0  89.0  95.0 129.0 112.00 109.00  40.0
## CV residual  24.9  38.7  20.4  12.3 -24.9 -25.8 -20.8  16.4   5.36   4.32 -67.5
##              3839  3840  3843  3845  3851  3853 3857  3860  3862  3865  3869
## Predicted   105.6 115.6 113.5 115.6 109.9 107.6  114 110.0 108.5 107.8 117.0
## cvpred      105.5 115.4 113.4 115.4 109.8 107.4  114 109.8 108.4 107.6 116.8
## pm2.5        51.0  42.0  43.0  63.0  39.0  34.0   35  77.0  58.0  88.0  78.0
## CV residual -54.5 -73.4 -70.4 -52.4 -70.8 -73.4  -79 -32.8 -50.4 -19.6 -38.8
##              3873  3875  3878  3879  3880  3881  3885  3887  3891  3894  3896
## Predicted   115.9 116.6 116.6 116.6 115.3 114.6 110.5 109.4 116.9 114.4 112.4
## cvpred      115.7 116.4 116.4 116.4 115.2 114.4 110.3 109.2 116.7 114.2 112.2
## pm2.5        78.0  74.0  92.0 100.0  95.0  98.0  93.0  94.0 160.0  97.0  90.0
## CV residual -37.7 -42.4 -24.4 -16.4 -20.2 -16.4 -17.3 -15.2  43.3 -17.2 -22.2
##               3902   3903  3904   3906 3913  3915 3917  3924  3929  3932  3934
## Predicted   116.06 117.29 115.7 114.22  116 115.8  112 105.4 100.9 114.1 115.8
## cvpred      115.87 117.06 115.5 113.98  116 115.5  112 105.2 100.7 113.9 115.6
## pm2.5       115.00 111.00  84.0 104.00   13  23.0  126 154.0 174.0 198.0  35.0
## CV residual  -0.87  -6.06 -31.5  -9.98 -103 -92.5   14  48.8  73.3  84.1 -80.6
##              3936 3938  3939  3941  3949  3950  3951  3952  3954  3955  3956
## Predicted   119.0  117 118.3 116.7 118.0 118.0 118.1 116.5 113.6 112.4 111.1
## cvpred      118.7  117 118.1 116.5 117.7 117.7 117.8 116.2 113.3 112.1 110.8
## pm2.5        38.0   68  63.0  63.0  65.0  68.0  67.0  77.0  85.0  95.0 100.0
## CV residual -80.7  -49 -55.1 -53.5 -52.7 -49.7 -50.8 -39.2 -28.3 -17.1 -10.8
##               3957  3960  3963 3967  3968 3970   3971  3972   3975 3977    3980
## Predicted   110.19 108.0 120.0  119 119.7  119 120.40 120.0 119.72  115 119.026
## cvpred      109.89 107.7 119.7  119 119.4  119 120.05 119.7 119.39  115 118.737
## pm2.5       118.00 139.0 216.0  159 196.0  150 128.00 139.0 117.00   75 118.000
## CV residual   8.11  31.3  96.3   40  76.6   31   7.95  19.3  -2.39  -40  -0.737
##              3986  3988 3990  3991  3994   3998  4000  4001 4002  4021  4023
## Predicted   120.0 121.1  119 118.8 118.1 118.10 114.8 112.2  111 118.0 118.0
## cvpred      119.7 120.7  119 118.5 117.8 117.79 114.5 111.9  111 117.7 117.7
## pm2.5       139.0 149.0  155  86.0  63.0 120.00 130.0 133.0  139  19.0  21.0
## CV residual  19.3  28.3   36 -32.5 -54.8   2.21  15.5  21.1   28 -98.7 -96.7
##              4035  4036  4037  4040  4043  4044  4051  4057  4060  4061  4062
## Predicted   118.3 117.3 118.3 116.7 118.0 118.3 115.2 117.6 118.3 117.6 117.6
## cvpred      118.1 117.1 118.1 116.5 117.7 118.1 114.9 117.4 118.1 117.4 117.4
## pm2.5        58.0  57.0  39.0  44.0  74.0  93.0  95.0  70.0  96.0  98.0  96.0
## CV residual -60.1 -60.1 -79.1 -72.5 -43.7 -25.1 -19.9 -47.4 -22.1 -19.4 -21.4
##              4063   4067  4072  4074  4075  4076  4077   4079 4080  4082 4088
## Predicted   118.2 119.03 116.7 113.4 112.2 112.2 112.1 120.74  120 120.4  113
## cvpred      117.9 118.74 116.4 113.2 111.9 111.8 111.8 120.35  120 120.1  113
## pm2.5        90.0 120.00  99.0  80.0  78.0  83.0  92.0 116.00  117 202.0   99
## CV residual -27.9   1.26 -17.4 -33.2 -33.9 -28.8 -19.8  -4.35   -3  81.9  -14
##             4097  4101  4106  4108 4115  4116   4130 4134   4135  4163  4166
## Predicted    112 110.1  99.9 115.9  115 116.6 119.35  119 120.58 110.7 109.4
## cvpred       112 109.9  99.8 115.8  115 116.4 119.04  119 120.23 110.7 109.4
## pm2.5         10  71.0  62.0  63.0   64  86.0 117.00  140 122.00 136.0  42.0
## CV residual -102 -38.9 -37.8 -52.8  -51 -30.4  -2.04   21   1.77  25.3 -67.4
##              4168  4171 4176  4177  4178  4183  4187  4191  4195  4199  4204
## Predicted   106.2 102.7  110 109.5 109.5 117.8 115.2 108.8 112.9 111.2 114.4
## cvpred      106.2 102.7  110 109.4 109.4 117.6 115.1 108.8 112.9 111.1 114.3
## pm2.5        35.0  55.0   69  54.0  78.0 100.0 104.0  49.0  57.0  83.0 214.0
## CV residual -71.2 -47.7  -41 -55.4 -31.4 -17.6 -11.1 -59.8 -55.9 -28.1  99.7
##              4205  4206  4208  4211  4213  4214   4215   4216   4217  4221
## Predicted   117.8 117.6 118.2 116.6 115.9 114.5 116.06 113.76 112.15 109.0
## cvpred      117.6 117.4 117.9 116.3 115.7 114.3 115.87 113.61 112.01 108.9
## pm2.5       188.0 165.0 149.0 151.0 166.0 136.0 116.00 118.00 107.00 131.0
## CV residual  70.4  47.6  31.1  34.7  50.3  21.7   0.13   4.39  -5.01  22.1
##              4225  4226 4229 4230 4231  4234  4240  4241   4250  4253  4257
## Predicted   118.3 118.0  117  116  116 118.0 117.4 115.5 103.03 101.6 115.9
## cvpred      118.1 117.7  117  116  116 117.7 117.2 115.3 102.96 101.5 115.8
## pm2.5       190.0 207.0  252  238  224 209.0 152.0 149.0  97.00  80.0 133.0
## CV residual  71.9  89.3  135  122  108  91.3  34.8  33.7  -5.96 -21.5  17.2
##              4259  4260  4262   4263  4265   4270  4276  4280  4286 4287  4291
## Predicted   117.6 115.6 116.6 116.06 112.8 117.41 119.7 117.5 116.9  115 109.9
## cvpred      117.4 115.4 116.4 115.87 112.6 117.13 119.4 117.2 116.6  115 109.6
## pm2.5       153.0 139.0 120.0 118.00 111.0 121.00 140.0 112.0 153.0  164 189.0
## CV residual  35.6  23.6   3.6   2.13  -1.6   3.87  20.6  -5.2  36.4   49  79.4
##             4298  4305  4306  4309  4310  4311  4319  4320  4321  4324  4329
## Predicted    104 120.0 119.7 118.1 116.9 115.6 121.1 119.1 117.9 115.7 120.0
## cvpred       104 119.7 119.3 117.8 116.6 115.3 120.7 118.8 117.6 115.4 119.7
## pm2.5        228 201.0 211.0 172.0 134.0 153.0 153.0 170.0 188.0 154.0 205.0
## CV residual  124  81.3  91.7  54.2  17.4  37.7  32.3  51.2  70.4  38.6  85.3
##              4336  4337  4339  4343  4346  4347 4348 4349  4354  4362  4368
## Predicted   117.5 115.6 114.8 113.0 120.0 120.0  119  119 120.0 117.2 118.1
## cvpred      117.2 115.3 114.5 112.7 119.6 119.6  119  118 119.6 116.9 117.8
## pm2.5       150.0 159.0 174.0 203.0 198.0 203.0  241  239 154.0  28.0  37.0
## CV residual  32.8  43.7  59.5  90.3  78.4  83.4  122  121  34.4 -88.9 -80.8
##              4375  4376  4377  4382 4384  4386  4388  4394  4399  4400  4401
## Predicted   108.1 108.0 105.7 114.8  115 112.6 116.0 120.4 120.4 120.7 121.1
## cvpred      107.8 107.7 105.5 114.6  115 112.5 115.8 120.1 120.1 120.4 120.7
## pm2.5        11.0  17.0  20.0  17.0   12  14.0  31.0  43.0  55.0  50.0  73.0
## CV residual -96.8 -90.7 -85.5 -97.6 -103 -98.5 -84.8 -77.1 -65.1 -70.4 -47.7
##             4408  4414  4415  4418  4420  4421  4423  4426  4430  4432  4435
## Predicted    114 109.3 110.0 121.1 120.7 120.4 121.1 118.4 115.4 115.4 111.7
## cvpred       114 109.1 109.7 120.7 120.4 120.1 120.7 118.1 115.2 115.2 111.5
## pm2.5         85  67.0  54.0  94.0 153.0 168.0 145.0 103.0  58.0  43.0  51.0
## CV residual  -29 -42.1 -55.7 -26.7  32.6  47.9  24.3 -15.1 -57.2 -72.2 -60.5
##              4436 4437 4438  4439  4444   4445  4447  4448 4449  4452  4456
## Predicted   111.9  111  111 110.5 121.1 119.69 116.8 112.1  109 112.5 102.4
## cvpred      111.6  111  111 110.2 120.7 119.34 116.5 111.9  109 112.5 102.5
## pm2.5        60.0   61   66  77.0 132.0 114.00  78.0  59.0   35  15.0  10.0
## CV residual -51.6  -50  -45 -33.2  11.3  -5.34 -38.5 -52.9  -74 -97.5 -92.5
##              4462  4470  4473  4474 4478 4479  4485  4489  4490  4491  4492
## Predicted    95.8 114.9 109.7 111.2  108  111 101.8  95.1  93.2 116.3 115.9
## cvpred       95.9 114.8 109.7 111.3  109  111 101.8  95.0  93.1 116.1 115.8
## pm2.5        34.0  28.0  21.0  27.0    3    9  36.0  47.0  24.0  29.0  35.0
## CV residual -61.9 -86.8 -88.7 -84.3 -106 -102 -65.8 -48.0 -69.1 -87.1 -80.8
##              4494  4497  4507  4513  4516  4517  4518 4524  4525  4526  4527
## Predicted   117.0 115.3 118.7 113.7 110.1 109.4 118.3  114 114.5 113.1 113.8
## cvpred      116.8 115.2 118.4 113.4 109.9 109.2 118.1  114 114.4 113.1 113.8
## pm2.5        52.0  49.0  68.0  52.0  50.0  52.0  52.0   49  31.0  28.0  21.0
## CV residual -64.8 -66.2 -50.4 -61.4 -59.9 -57.2 -66.1  -65 -83.4 -85.1 -92.8
##              4535  4538 4539  4542  4543  4544  4546 4549  4550   4552  4553
## Predicted   111.3 104.7  103 118.3 118.7 117.6 116.7  113 112.7 111.98 111.9
## cvpred      111.1 104.6  103 118.1 118.4 117.4 116.5  113 112.4 111.67 111.6
## pm2.5        70.0  86.0   81  69.0  79.0  84.0  86.0   90  97.0 119.00 123.0
## CV residual -41.1 -18.6  -22 -49.1 -39.4 -33.4 -30.5  -23 -15.4   7.33  11.4
##              4556  4558  4560  4561 4564  4566  4569  4570 4571  4573   4574
## Predicted   119.1 120.4 119.7 120.0  119 118.1 113.6 112.9  112 111.1 109.64
## cvpred      118.7 120.1 119.4 119.7  119 117.7 113.3 112.6  112 110.7 109.35
## pm2.5        83.0  91.0  58.0  31.0   68  88.0  98.0  84.0   79 100.0 116.00
## CV residual -35.7 -29.1 -61.4 -88.7  -51 -29.7 -15.3 -28.6  -33 -10.7   6.65
##              4576  4577  4578  4579  4585    4587  4593  4595  4596  4600 4603
## Predicted   121.1 120.7 119.5 117.5 109.0 107.523 102.8 101.4 100.7 121.1  121
## cvpred      120.7 120.4 119.1 117.2 108.7 107.264 102.6 101.1 100.4 120.7  121
## pm2.5        92.0  72.0  83.0  88.0  77.0 107.000 168.0 181.0 164.0 186.0  220
## CV residual -28.7 -48.4 -36.1 -29.2 -31.7  -0.264  65.4  79.9  63.6  65.3   99
##             4604  4607  4610  4611  4613  4615  4616  4619   4620  4629  4633
## Predicted    121 120.2 117.4 119.7 120.4 119.7 120.0 117.9 121.09 121.1 121.1
## cvpred       121 119.8 117.1 119.4 120.1 119.3 119.7 117.6 120.71 120.7 120.7
## pm2.5        193 211.0  60.0  42.0  45.0  87.0  92.0  86.0 111.00 181.0 189.0
## CV residual   72  91.2 -57.1 -77.4 -75.1 -32.3 -27.7 -31.6  -9.71  60.3  68.3
##             4636  4639 4643  4648   4650   4652     4653   4655   4663   4666
## Predicted    119 121.1  121 117.7 115.18 112.31 110.3654 121.09 121.78 121.43
## cvpred       119 120.7  121 117.3 114.82 111.97 110.0638 120.71 121.37 121.01
## pm2.5        206  51.0   85  96.0 110.00 121.00 110.0000 117.00 118.00 120.00
## CV residual   87 -69.7  -36 -21.3  -4.82   9.03  -0.0638  -3.71  -3.37  -1.01
##              4669   4670  4672  4674  4677  4679 4680  4681   4684  4687  4688
## Predicted   120.7 120.70 118.0 117.0 121.8 121.8  121 121.1 121.42 121.1 120.7
## cvpred      120.4 120.29 117.7 116.6 121.4 121.4  121 120.7 121.01 120.7 120.4
## pm2.5       161.0 116.00 131.0 102.0 150.0 174.0  161 168.0 126.00 167.0 163.0
## CV residual  40.6  -4.29  13.3 -14.6  28.6  52.6   40  47.3   4.99  46.3  42.6
##              4691  4692  4697  4698 4700 4704 4709 4712  4724  4730  4737  4740
## Predicted   120.7 120.0 121.1 120.9  118  121  121  120 113.7 120.7 122.1 119.3
## cvpred      120.3 119.6 120.7 120.5  118  120  121  120 113.3 120.4 121.7 118.9
## pm2.5       216.0 193.0 211.0 183.0  262  266  225  231 161.0  57.0 100.0 172.0
## CV residual  95.7  73.4  90.3  62.5  144  146  104  111  47.7 -63.4 -21.7  53.1
##              4742  4745  4748  4749 4752 4753  4757  4761  4767   4768  4770
## Predicted   122.1 118.0 113.6 112.8  110  110 103.4 121.1 119.6 118.35 115.1
## cvpred      121.7 117.6 113.2 112.5  110  109 103.2 120.7 119.2 117.92 114.7
## pm2.5       176.0  98.0 130.0 111.0  176  219 140.0  83.0 158.0 122.00 164.0
## CV residual  54.3 -19.6  16.8  -1.5   66  110  36.8 -37.7  38.8   4.08  49.3
##              4773  4778 4782 4785  4786  4787  4793  4796 4803  4812  4816
## Predicted   111.9 106.0  103  101  99.9  99.1 119.1 120.7  119 110.6 118.3
## cvpred      111.4 105.6  102  100  99.5  98.8 118.8 120.4  119 110.3 117.9
## pm2.5       148.0 161.0  275  241 232.0 246.0  78.0  56.0   53  34.0  47.0
## CV residual  36.6  55.4  173  141 132.5 147.2 -40.8 -64.4  -66 -76.3 -70.9
##              4818  4824  4841  4842  4844  4845  4849  4850  4851   4852  4854
## Predicted   114.3 108.0 115.7 114.1 111.2 110.0 121.1 120.7 120.0 119.27 117.3
## cvpred      113.9 107.7 115.3 113.7 110.8 109.6 120.7 120.3 119.6 118.87 116.9
## pm2.5        36.0  34.0  42.0  53.0  62.0  70.0  67.0  73.0  91.0 121.00 202.0
## CV residual -77.9 -73.7 -73.3 -60.7 -48.8 -39.6 -53.7 -47.3 -28.6   2.13  85.1
##             4856 4857  4863  4865  4866  4871 4874 4878 4882  4886  4887   4888
## Predicted    122  122 122.2 119.0 117.1 113.3  110  123  122 122.2 118.9 116.91
## cvpred       122  122 121.7 118.6 116.7 112.8  110  123  121 121.7 118.5 116.49
## pm2.5        227  227 153.0 130.0 137.0 170.0  207  233  222 154.0 144.0 122.00
## CV residual  105  105  31.3  11.4  20.3  57.2   97  110  101  32.3  25.5   5.51
##               4895    4896  4899  4902   4903   4906  4914  4915  4917  4921
## Predicted   106.34 105.084 102.9 101.1 123.16 122.05 111.1 110.2 108.9 106.9
## cvpred      105.97 104.725 102.6 100.8 122.68 121.55 110.8 109.8 108.5 106.5
## pm2.5       101.00 105.000  85.0 114.0 116.00 125.00  60.0  64.0  81.0 165.0
## CV residual  -4.97   0.275 -17.6  13.2  -6.68   3.45 -50.8 -45.8 -27.5  58.5
##             4926  4928 4930  4933  4936  4940  4941  4947 4948  4950  4952 4956
## Predicted    101 122.8  123 122.1 118.0 110.1 108.8 105.6  122 122.8 122.8  123
## cvpred       101 122.3  122 121.6 117.5 109.7 108.5 105.2  122 122.3 122.3  122
## pm2.5        201 204.0  231 137.0  96.0 125.0 131.0 173.0  186 211.0 215.0  245
## CV residual  100  81.7  109  15.4 -21.5  15.3  22.5  67.8   64  88.7  92.7  123
##              4965 4966  4968  4969 4972 4975 4976  4978  4983 4984  4985  4986
## Predicted   124.2  125 123.5 122.1  119  117  118 123.9 113.7  111 109.7 107.1
## cvpred      123.6  124 122.9 121.6  119  117  117 123.3 113.3  111 109.4 106.7
## pm2.5       196.0  171 174.0 178.0  220  224  243 210.0 189.0  173 171.0 161.0
## CV residual  72.4   47  51.1  56.4  101  107  126  86.7  75.7   62  61.6  54.3
##              4987  4989  4997  5000  5001  5002  5005  5008 5014  5015  5024
## Predicted   105.8 103.8  94.8  92.7  91.4  91.4  87.7 118.9  112 112.4 103.8
## cvpred      105.4 103.5  94.5  92.4  91.1  91.1  87.4 118.5  112 111.9 103.4
## pm2.5       148.0 130.0 154.0 198.0 179.0 180.0 181.0 198.0  169 172.0 155.0
## CV residual  42.6  26.5  59.5 105.6  87.9  88.9  93.6  79.5   57  60.1  51.6
##              5028 5034 5038 5039 5041 5045  5049  5050  5051 5052 5054  5055
## Predicted   122.9  125  126  125  121  114 123.9 123.9 123.9  124  125 124.2
## cvpred      122.4  124  125  125  121  113 123.3 123.3 123.3  123  124 123.6
## pm2.5       192.0  244  276  246  246  216 206.0 215.0 204.0  229  227 192.0
## CV residual  69.6  120  151  121  125  103  82.7  91.7  80.7  106  103  68.4
##             5056 5058 5062  5063 5065 5068  5069 5074 5075  5076  5077  5081
## Predicted    123  122  125 124.2  125  125 124.2  125  121 118.9 117.2 103.4
## cvpred       123  121  124 123.6  124  124 123.6  125  121 118.5 116.8 103.2
## pm2.5        240  302  165 170.0  185  201 208.0  281  306 182.0  46.0  21.0
## CV residual  117  181   41  46.4   61   77  84.4  156  185  63.5 -70.8 -82.2
##              5091  5095 5097  5098  5101  5102  5107  5108  5109  5111    5123
## Predicted   118.9 122.0  121 120.7 116.9 115.0 107.3 107.4 106.7 106.7 116.909
## cvpred      118.5 121.5  121 120.4 116.7 114.9 107.2 107.3 106.5 106.4 116.659
## pm2.5        35.0  33.0   53  57.0  47.0  49.0  25.0  28.0  23.0  66.0 117.000
## CV residual -83.5 -88.5  -68 -63.4 -69.7 -65.9 -82.2 -79.3 -83.5 -40.4   0.341
##              5125  5126  5129  5132  5137  5138  5139  5140  5141  5145  5148
## Predicted   117.3 116.6 115.4 111.2 109.0 109.0 108.4 107.7 107.0 118.7 118.1
## cvpred      117.1 116.4 115.2 111.1 108.9 108.8 108.2 107.5 106.8 118.4 117.8
## pm2.5       100.0  71.0  36.0  41.0  74.0  71.0  83.0  94.0  85.0 142.0 166.0
## CV residual -17.1 -45.4 -79.2 -70.1 -34.9 -37.8 -25.2 -13.5 -21.8  23.6  48.2
##              5151 5153  5154  5163  5171  5175  5179 5182  5183  5186  5189
## Predicted   119.7  119 118.6 120.0 122.0 115.0 107.1  102 101.6 118.1 117.0
## cvpred      119.4  119 118.3 119.6 121.5 114.6 106.8  102 101.3 117.7 116.7
## pm2.5       139.0  165 174.0 199.0 205.0  69.0  33.0   41  37.0  36.0  31.0
## CV residual  19.6   46  55.7  79.4  83.5 -45.6 -73.8  -61 -64.3 -81.7 -85.7
##              5191  5195  5196  5199  5200  5201  5202  5206  5207  5213  5223
## Predicted   114.1  97.6  92.4  84.3  82.0  78.9  74.7  66.4  63.0  58.9 111.5
## cvpred      113.8  97.6  92.5  84.4  82.1  79.1  74.9  66.6  63.3  59.1 111.4
## pm2.5        32.0  23.0  15.0  11.0  13.0  16.0  24.0  12.0  12.0  16.0  18.0
## CV residual -81.8 -74.6 -77.5 -73.4 -69.1 -63.1 -50.9 -54.6 -51.3 -43.1 -93.4
##              5224  5227  5228  5232  5236  5238   5242  5243 5244   5245  5251
## Predicted   110.2 109.6 108.9 106.3 117.6 116.9 117.95 118.6  117 116.10 103.6
## cvpred      110.2 109.4 108.7 106.1 117.4 116.7 117.66 118.3  117 115.77 103.5
## pm2.5        18.0  19.0  18.0  48.0  85.0  79.0 108.00 105.0  106 106.00  38.0
## CV residual -92.2 -90.4 -90.7 -58.1 -32.4 -37.7  -9.66 -13.3  -11  -9.77 -65.5
##              5253  5255  5264  5266  5269  5270  5280  5281 5286  5288 5289
## Predicted    99.4 119.0 118.8 116.0 118.8 118.1 121.8 122.1  121 122.1  122
## cvpred       99.3 118.7 118.5 115.6 118.5 117.8 121.4 121.7  121 121.7  122
## pm2.5        42.0  38.0  56.0  57.0  75.0  81.0 221.0 221.0  231 211.0  255
## CV residual -57.3 -80.7 -62.5 -58.6 -43.5 -36.8  99.6  99.3  110  89.3  133
##             5290 5291 5292 5294 5296  5297 5299 5300 5301 5305 5306 5309  5317
## Predicted    121  121  122  121  119 117.5  115  114  122  122  122  120 116.3
## cvpred       120  120  122  120  118 117.1  115  113  122  122  122  119 116.1
## pm2.5        258  246  239  224  221 208.0  224  270  271  336  360  284  40.0
## CV residual  138  126  117  104  103  90.9  109  157  149  214  238  165 -76.1
##              5318   5321  5322  5323  5327   5333  5335   5338 5340  5342
## Predicted   118.1 116.28 115.0 113.7 110.8 119.96 117.8 115.83  113 110.1
## cvpred      117.8 115.95 114.6 113.4 110.4 119.52 117.4 115.42  113 109.7
## pm2.5        60.0 121.00 155.0 168.0 172.0 122.00 100.0 120.00  223 128.0
## CV residual -57.8   5.05  40.4  54.6  61.6   2.48 -17.4   4.58  110  18.3
##               5345  5350 5352  5354   5360  5362  5375  5376  5379  5380 5388
## Predicted   104.24 120.0  119 120.4 121.27 121.1 123.2 122.3 119.6 118.9  123
## cvpred      103.94 119.7  119 120.1 120.89 120.7 122.7 121.8 119.1 118.4  123
## pm2.5        96.00  76.0   70  81.0 115.00 110.0  96.0 111.0  88.0  79.0  174
## CV residual  -7.94 -43.7  -49 -39.1  -5.89 -10.7 -26.7 -10.8 -31.1 -39.4   51
##              5389  5390  5391  5392  5393  5394  5395 5396 5466  5469  5471
## Predicted   122.8 123.9 123.0 121.3 119.7 119.0 117.8  117  110 105.3 103.8
## cvpred      122.3 123.3 122.4 120.8 119.2 118.5 117.3  116  110 105.2 103.6
## pm2.5       167.0 184.0 194.0 190.0 146.0 183.0 157.0  144   68  68.0  79.0
## CV residual  44.7  60.7  71.6  69.2  26.8  64.5  39.7   28  -42 -37.2 -24.6
##              5472 5479  5481  5485  5487  5492  5494  5496  5499  5501 5508
## Predicted   103.8  119 120.2 110.6 105.6  96.8  95.0  94.4  92.9  90.4  122
## cvpred      103.6  119 119.8 110.4 105.5  96.6  94.8  94.1  92.7  90.2  122
## pm2.5        68.0  158 166.0 173.0 125.0 152.0 145.0 171.0 300.0 281.0  230
## CV residual -35.6   39  46.2  62.6  19.5  55.4  50.2  76.9 207.3 190.8  108
##             5510 5511 5512  5513  5518  5519  5522  5525  5530   5538   5540
## Predicted    121  120  119 119.4 120.9 117.6 120.4 118.8 113.0 118.73 122.47
## cvpred       121  120  119 118.9 120.5 117.3 120.1 118.4 112.7 118.33 122.02
## pm2.5        309  283  237 164.0 136.0  90.0 106.0  84.0 102.0 116.00 121.00
## CV residual  188  163  118  45.1  15.5 -27.3 -14.1 -34.4 -10.7  -2.33  -1.02
##             5545  5547  5549  5553  5554 5557  5558  5565   5566  5567 5575
## Predicted    121 121.8 121.8 118.2 117.6  120 122.1 113.3 111.39 110.7  120
## cvpred       121 121.4 121.4 117.8 117.2  120 121.7 112.9 111.02 110.3  120
## pm2.5        195 152.0 165.0 119.0  88.0   63  79.0 132.0 113.00  63.0   52
## CV residual   74  30.6  43.6   1.2 -29.2  -57 -42.7  19.1   1.98 -47.3  -68
##              5576  5577 5581  5585  5590 5600 5605  5607 5610  5611  5616 5619
## Predicted   120.0 120.7  111 117.8 113.1  117  116 116.1  113 111.7 108.1  118
## cvpred      119.6 120.4  111 117.5 112.9  117  116 115.9  113 111.5 107.9  118
## pm2.5        52.0  53.0   51  19.0  29.0   11   11  18.0   11  24.0  42.0   57
## CV residual -67.6 -67.4  -60 -98.5 -83.9 -106 -105 -97.9 -102 -87.5 -65.9  -61
##              5621  5622  5625 5627  5635  5637 5641  5644  5647  5649  5650
## Predicted   118.0 118.5 117.6  116 116.5 115.0  112 120.4 120.4 120.7 121.1
## cvpred      117.7 118.3 117.3  116 116.1 114.7  112 120.1 120.1 120.4 120.7
## pm2.5        61.0  64.0  76.0   66  59.0 108.0  186 178.0 177.0 159.0 181.0
## CV residual -56.7 -54.3 -41.3  -50 -57.1  -6.7   74  57.9  56.9  38.6  60.3
##             5652  5658  5661  5672  5674  5681  5687   5689  5692  5693  5699
## Predicted    119 106.7  99.0 119.0 119.0 116.5 119.0 119.35 117.6 116.9 106.9
## cvpred       119 106.4  98.9 118.7 118.7 116.3 118.7 119.04 117.4 116.7 106.7
## pm2.5        157  70.0  34.0  93.0 100.0  73.0 184.0 122.00  98.0  70.0  60.0
## CV residual   38 -36.4 -64.9 -25.7 -18.7 -43.3  65.3   2.96 -19.4 -46.7 -46.7
##              5701  5703  5708  5711  5715  5719  5720  5723  5727  5728  5730
## Predicted   116.4 116.7 119.0 112.9 108.7 104.0 102.8 100.9 116.3 115.2 116.6
## cvpred      116.2 116.5 118.6 112.7 108.6 103.9 102.6 100.7 116.1 115.1 116.4
## pm2.5        42.0  41.0 102.0  22.0  36.0  35.0  42.0  40.0  31.0  24.0  26.0
## CV residual -74.2 -75.5 -16.6 -90.7 -72.6 -68.9 -60.6 -60.7 -85.1 -91.1 -90.4
##              5733  5734  5738  5740  5742 5746  5750  5751 5753  5755  5761
## Predicted   113.2 112.7 118.3 118.0 116.0  109 115.9 116.3  114 113.5 111.4
## cvpred      113.1 112.5 118.1 117.7 115.8  109 115.7 116.1  114 113.3 111.1
## pm2.5        59.0  66.0  94.0  48.0  73.0   24  17.0  22.0   11  42.0 132.0
## CV residual -54.1 -46.5 -24.1 -69.7 -42.8  -85 -98.7 -94.1 -103 -71.3  20.9
##              5764  5769  5772   5774  5775  5776  5780  5798  5799  5802  5804
## Predicted   120.0 118.8 120.0 118.64 117.9 115.6 109.2 120.0 120.4 118.9 117.5
## cvpred      119.7 118.4 119.7 118.32 117.6 115.3 108.9 119.7 120.1 118.5 117.1
## pm2.5       168.0 135.0  82.0 110.00 138.0  79.0  91.0  61.0  77.0  74.0 128.0
## CV residual  48.3  16.6 -37.7  -8.32  20.4 -36.3 -17.9 -58.7 -43.1 -44.5  10.9
##               5816  5820  5821  5822  5823  5824  5829  5838  5840  5842  5843
## Predicted   119.72 117.4 116.8 116.1 115.4 114.7 120.4 118.7 120.0 117.6 115.6
## cvpred      119.39 117.1 116.5 115.8 115.1 114.3 120.1 118.4 119.7 117.3 115.3
## pm2.5       112.00  92.0 102.0  92.0  89.0 103.0  89.0  79.0  90.0  76.0  44.0
## CV residual  -7.39 -25.1 -14.5 -23.8 -26.1 -11.3 -31.1 -39.4 -29.7 -41.3 -71.3
##              5846  5847  5850  5861  5862  5863  5867  5868 5882 5883  5885
## Predicted   111.8 110.6 106.8 117.1 116.3 115.1 115.6 114.4  120  120 119.0
## cvpred      111.5 110.3 106.6 116.8 116.1 114.8 115.3 114.1  120  120 118.6
## pm2.5        45.0  55.0  43.0  85.0  49.0  45.0  51.0  50.0  284  228  94.0
## CV residual -66.5 -55.3 -63.6 -31.8 -67.1 -69.8 -64.3 -64.1  164  108 -24.6
##              5890  5892  5896 5897  5901  5903  5912  5915  5918  5919  5920
## Predicted   114.4 111.5 119.7  119 120.2 118.8 119.2 116.5 116.6 117.3 116.7
## cvpred      114.1 111.2 119.4  119 119.9 118.5 118.9 116.3 116.4 117.1 116.5
## pm2.5        95.0  52.0  62.0   70 103.0 142.0  92.0  72.0  86.0  77.0  71.0
## CV residual -19.1 -59.2 -57.4  -49 -16.9  23.5 -26.9 -44.3 -30.4 -40.1 -45.5
##              5922  5923  5931  5934  5939  5940  5944 5946   5949  5951  5952
## Predicted   114.9 113.5 119.7 118.7 117.6 117.2 119.5  116 113.06 110.4 120.4
## cvpred      114.7 113.3 119.4 118.4 117.3 116.9 119.2  116 112.74 110.1 120.1
## pm2.5        80.0  88.0  92.0 100.0 146.0 133.0  89.0   87 117.00 144.0 147.0
## CV residual -34.7 -25.3 -27.4 -18.4  28.7  16.1 -30.2  -29   4.26  33.9  26.9
##               5953 5954  5955  5959  5961  5964   5965 5977 5978 5980 5984
## Predicted   119.36  119 119.7 119.9 121.1 117.2 119.35  121  121  121  121
## cvpred      119.04  119 119.4 119.6 120.7 116.9 119.04  121  120  120  121
## pm2.5       129.00  148 163.0 182.0 151.0 135.0 117.00  226  250  249  222
## CV residual   9.96   29  43.6  62.4  30.3  18.1  -2.04  105  130  129  101
##              5987  5989  5993  5994  6000  6001  6004  6007  6008  6010    6015
## Predicted   120.0 114.4 116.6 117.6 116.2 116.8 115.9 117.0 118.3 118.3 112.737
## cvpred      119.7 114.2 116.4 117.4 116.1 116.5 115.6 116.8 118.1 118.1 112.649
## pm2.5       210.0  56.0  48.0  43.0  74.0 103.0  69.0 129.0 133.0  81.0 113.000
## CV residual  90.3 -58.2 -68.4 -74.4 -42.1 -13.5 -46.6  12.2  14.9 -37.1   0.351
##              6017  6023  6024   6029  6030  6037  6038   6040  6042   6043
## Predicted   109.5 114.3 115.3 116.27 115.9 116.9 116.7 113.16 109.6 108.66
## cvpred      109.5 114.1 115.1 116.11 115.8 116.7 116.5 112.96 109.4 108.45
## pm2.5        97.0 128.0 118.0 109.00 159.0 216.0 211.0 122.00  85.0 114.00
## CV residual -12.5  13.9   2.9  -7.11  43.2  99.3  94.5   9.04 -24.4   5.55
##              6045  6047  6048  6049  6050  6051  6055  6057  6060  6063  6067
## Predicted   106.0 104.7 103.3 103.3 117.3 116.9 117.0 113.6 105.7  99.0  91.8
## cvpred      105.8 104.5 103.2 103.1 117.1 116.7 116.8 113.5 105.7  99.1  91.9
## pm2.5       131.0 147.0 160.0 175.0 176.0 193.0  50.0  57.0  62.0  24.0  27.0
## CV residual  25.2  42.5  56.8  71.9  58.9  76.3 -66.8 -56.5 -43.7 -75.1 -64.9
##             6077  6095  6098 6100  6102  6103  6110   6114  6117  6119  6120
## Predicted    108 111.7 117.6  117 115.9 117.0 114.5 113.37 110.3 109.6 117.3
## cvpred       108 111.5 117.4  117 115.7 116.8 114.4 113.19 110.2 109.4 117.1
## pm2.5         28  76.0 207.0  221  98.0  69.0  69.0 115.00 132.0 132.0 155.0
## CV residual  -80 -35.5  89.6  104 -17.7 -47.8 -45.4   1.81  21.8  22.6  37.9
##              6122   6130  6134  6140  6144  6145 6146  6154  6164  6165 6168
## Predicted   118.0 118.34 116.5 110.5 118.7 119.0  119 113.0 112.6 112.6  120
## cvpred      117.7 118.08 116.3 110.3 118.4 118.7  118 112.7 112.4 112.3  119
## pm2.5       155.0 120.00 141.0 138.0 191.0 209.0  275 160.0 169.0 212.0  225
## CV residual  37.3   1.92  24.7  27.7  72.6  90.3  157  47.3  56.6  99.7  106
##             6169 6174 6175 6176 6181  6185 6186  6187 6190  6194  6195  6199
## Predicted    120  119  119  118  118 108.4  106 104.8  103  97.8  97.1  94.2
## cvpred       119  119  119  118  117 108.2  106 104.6  103  97.5  96.8  94.0
## pm2.5        321  414  349  298  313 187.0  211 196.0  297 186.0 205.0 188.0
## CV residual  202  295  230  180  196  78.8  105  91.4  194  88.5 108.2  94.0
##              6200  6206  6207  6208  6209  6212  6214  6215  6217 6218 6222
## Predicted    93.8  87.8  87.1  86.3  85.1  78.2  73.0  71.3  66.7 65.5 59.4
## cvpred       93.6  87.6  86.9  86.2  84.9  78.1  72.9  71.3  66.7 65.5 59.5
## pm2.5       181.0 244.0 199.0 157.0 194.0 174.0 153.0 104.0 117.0 94.0 84.0
## CV residual  87.4 156.4 112.1  70.8 109.1  95.9  80.1  32.7  50.3 28.5 24.5
##              6226  6230  6232 6237 6238  6240  6242  6243  6245  6249  6253
## Predicted   118.3 111.6 108.7  115  116 113.5 111.5 114.9 114.5 111.8 114.3
## cvpred      118.1 111.5 108.6  115  115 113.4 111.4 114.8 114.4 111.8 114.2
## pm2.5        34.0  13.0  33.0   12    8  31.0  20.0  19.0  17.0  20.0  33.0
## CV residual -84.1 -98.5 -75.6 -103 -107 -82.4 -91.4 -95.8 -97.4 -91.8 -81.2
##              6262  6263  6266  6267  6269 6272   6273   6276  6277   6278  6281
## Predicted   115.9 114.7 115.9 115.6 115.2  115 113.91 116.96 116.6 115.91 112.7
## cvpred      115.7 114.5 115.7 115.4 115.1  115 113.73 116.76 116.4 115.75 112.6
## pm2.5        44.0  44.0  45.0  54.0  55.0   84 106.00 118.00 138.0 118.00  49.0
## CV residual -71.7 -70.5 -70.7 -61.4 -60.1  -31  -7.73   1.24  21.6   2.25 -63.6
##             6282  6283  6292  6294 6298   6300  6303   6304  6308  6309  6310
## Predicted    111 109.2 116.6 116.6  115 113.73 116.6 116.06 111.8 111.0 109.8
## cvpred       111 109.1 116.4 116.4  115 113.55 116.4 115.87 111.6 110.9 109.6
## pm2.5         37  47.0  76.0 147.0   99 119.00 128.0 106.00  34.0  35.0  52.0
## CV residual  -74 -62.1 -40.4  30.6  -16   5.45  11.6  -9.87 -77.6 -75.9 -57.6
##              6312  6314  6315  6317  6473  6551 6554  6561 6568 6570 6571 6572
## Predicted   106.9 102.6  98.7  92.8  76.1 115.2  115 115.2  117  118  118  118
## cvpred      106.8 102.6  98.7  92.9  76.6 115.1  115 115.1  117  117  118  118
## pm2.5        49.0  20.0  11.0   4.0  45.0 204.0  268 162.0  224  259  247  266
## CV residual -57.8 -82.6 -87.7 -88.9 -31.6  88.9  153  46.9  107  142  129  148
##             6575  6579  6582  6586  6590  6596  6602  6603  6605  6606  6607
## Predicted    116 116.1 116.0 111.4  92.6  70.7  61.6  60.4  53.5  51.2  49.2
## cvpred       116 115.9 115.8 111.2  92.7  71.0  61.9  60.7  53.9  51.6  49.7
## pm2.5        242  67.0  54.0  34.0  12.0   6.0  13.0  12.0  13.0  12.0  12.0
## CV residual  126 -48.9 -61.8 -77.2 -80.7 -65.0 -48.9 -48.7 -40.9 -39.6 -37.7
##              6612  6618  6621 6625  6627  6628  6629  6630  6642  6649  6650
## Predicted    29.6  9.78 0.463  110 110.0 108.4 107.2 105.8 108.0 112.8 113.5
## cvpred       30.2 10.50 1.224  110 110.1 108.5 107.3 105.9 108.1 112.8 113.5
## pm2.5        12.0  5.00 7.000    9  21.0  25.0  22.0  14.0  24.0  85.0  88.0
## CV residual -18.2 -5.50 5.776 -101 -89.1 -83.5 -85.3 -91.9 -84.1 -27.8 -25.5
##              6651  6652  6654  6655  6657  6658 6664  6665  6669  6670  6671
## Predicted   111.8 111.8 110.5 109.3 109.4 113.2  111 110.4 115.9 114.9 115.2
## cvpred      111.8 111.8 110.6 109.3 109.3 113.1  111 110.4 115.8 114.7 115.1
## pm2.5        90.0  73.0  50.0  43.0  52.0  31.0   56  60.0 133.0 166.0 152.0
## CV residual -21.8 -38.8 -60.6 -66.3 -57.3 -82.1  -55 -50.4  17.2  51.3  36.9
##              6673  6676 6681  6682 6683 6688 6689 6699 6707 6708 6720 6721 6722
## Predicted   114.2 114.9  114 116.3  115  113  113  116  117  115  116  116  116
## cvpred      114.1 114.8  114 116.1  115  113  113  115  117  115  116  116  115
## pm2.5       206.0 170.0  154 198.0  252  284  252  468  381  359  423  429  439
## CV residual  91.9  55.2   40  81.9  137  171  139  353  264  244  307  313  324
##             6726 6731 6743 6744 6751 6756 6760 6761 6764 6766 6767 6768 6770
## Predicted    114  117  115  115  113  115  114  116  116  116  115  115  113
## cvpred       114  117  115  115  113  115  114  116  116  115  115  115  113
## pm2.5        408  350  459  378  329  307  396  435  429  430  431  440  438
## CV residual  294  233  344  263  216  192  282  319  313  315  316  325  325
##             6773 6777 6788 6791  6795  6796  6798  6800 6801  6804 6805 6806
## Predicted    115  116  117  114 103.4 101.5  93.5  92.2  111 104.3  108  109
## cvpred       115  115  117  114 103.4 101.5  93.7  92.4  111 104.4  109  110
## pm2.5        394  383  420  348   6.0   5.0   6.0  16.0    2   5.0    4    7
## CV residual  279  268  303  234 -97.4 -96.5 -87.7 -76.4 -109 -99.4 -105 -103
##              6809  6810  6816  6819  6820  6821  6825  6826  6835  6837    6838
## Predicted   105.0 103.6 110.8 110.4 110.8 110.6 111.1 109.7 106.1 106.4 106.728
## cvpred      105.1 103.8 110.8 110.5 110.8 110.7 111.1 109.8 106.2 106.5 106.755
## pm2.5        10.0  10.0  21.0  45.0  56.0  42.0  42.0  32.0  45.0  75.0 107.000
## CV residual -95.1 -93.8 -89.8 -65.5 -54.8 -68.7 -69.1 -77.8 -61.2 -31.5   0.245
##              6839  6840  6857   6858  6863  6865 6871  6872  6879  6881  6882
## Predicted   112.1 111.8 107.3 106.73 112.6 109.6  104 102.5  84.4  78.3  74.4
## cvpred      112.2 111.8 107.3 106.76 112.6 109.6  104 102.7  84.8  78.8  74.9
## pm2.5       125.0 154.0 137.0 102.00 164.0  41.0    2   7.0   7.0  11.0  18.0
## CV residual  12.8  42.2  29.7  -4.76  51.4 -68.6 -102 -95.7 -77.8 -67.8 -56.9
##              6885  6886  6887  6888  6889  6890  6893 6896  6899  6900  6903
## Predicted    70.0  68.1  66.8  63.8  61.9  58.9 57.51 52.2  47.7  46.5 100.5
## cvpred       70.5  68.6  67.3  64.4  62.4  59.5 58.04 52.8  48.3  47.1 100.8
## pm2.5        22.0  13.0  21.0  30.0  19.0  19.0 56.00 48.0   9.0   8.0  26.0
## CV residual -48.5 -55.6 -46.3 -34.4 -43.4 -40.5 -2.04 -4.8 -39.3 -39.1 -74.8
##              6909  6910  6920  6925  6932  6944  6948  6950  6952  6954  6957
## Predicted   107.1 108.8 109.0 105.6  95.3  68.4  65.2  64.4  63.0 62.25 105.9
## cvpred      107.3 108.9 109.2 105.7  95.5  69.1  65.8  65.0  63.6 62.84 106.2
## pm2.5        71.0  64.0  73.0 123.0  53.0  34.0  38.0  46.0  44.0 64.00  62.0
## CV residual -36.3 -44.9 -36.2  17.3 -42.5 -35.1 -27.8 -19.0 -19.6  1.16 -44.2
##             6960  6962  6964  6967  6969  6973  6974  6978  6984 6986  6988
## Predicted    109 107.0 107.3 107.3 105.2 106.4 106.5 101.8 110.4  110 110.4
## cvpred       109 107.2 107.6 107.5 105.5 106.6 106.6 101.9 110.5  110 110.5
## pm2.5         89  73.0  86.0  71.0  77.0  71.0  75.0  64.0  39.0   43  45.0
## CV residual  -20 -34.2 -21.6 -36.5 -28.5 -35.6 -31.6 -37.9 -71.5  -67 -65.5
##              6990  6992  6993  6998  7012  7014  7020  7024  7027  7028  7029
## Predicted   110.4 111.3 111.4 110.4 111.1 110.7 111.1 110.4 110.4 111.4 111.4
## cvpred      110.5 111.3 111.5 110.4 111.1 110.8 111.1 110.4 110.4 111.5 111.5
## pm2.5        57.0  57.0  63.0  89.0  88.0  81.0  89.0  81.0  80.0  74.0  85.0
## CV residual -53.5 -54.3 -48.5 -21.4 -23.1 -29.8 -22.1 -29.4 -30.4 -37.5 -26.5
##              7030  7035  7037   7042  7043  7045  7046  7047   7049  7056  7060
## Predicted   111.1 112.3 111.8 111.78 112.1 112.1 111.8 112.8 111.05 112.5 112.6
## cvpred      111.1 112.3 111.8 111.81 112.2 112.2 111.8 112.8 111.09 112.5 112.6
## pm2.5        91.0  93.0 101.0 115.00 130.0 154.0 172.0 151.0 109.00 179.0 152.0
## CV residual -20.1 -19.3 -10.8   3.19  17.8  41.8  60.2  38.2  -2.09  66.5  39.4
##              7063  7067  7068  7070  7074  7075  7076  7078  7091 7096 7097
## Predicted   111.7 112.5 112.5 113.5 114.2 113.8 113.2 113.5 113.8  114  115
## cvpred      111.7 112.5 112.5 113.5 114.1 113.8 113.1 113.5 113.8  114  114
## pm2.5       137.0 154.0 161.0 161.0 197.0 201.0 195.0 187.0 188.0  260  271
## CV residual  25.3  41.5  48.5  47.5  82.9  87.2  81.9  73.5  74.2  146  157
##             7098 7101 7103 7104 7105 7108  7115  7116  7117  7118  7121  7127
## Predicted    116  115  115  114  114  113 104.1 100.2  96.3  92.3  83.8 100.2
## cvpred       115  114  115  114  114  113 104.2 100.3  96.5  92.6  84.1 100.5
## pm2.5        265  261  278  270  262  259  13.0  11.0  12.0  12.0  10.0  14.0
## CV residual  150  147  163  156  148  146 -91.2 -89.3 -84.5 -80.6 -74.1 -86.5
##              7132  7135  7136  7138  7139  7140  7144  7147 7148  7150  7157
## Predicted    88.0  78.8  76.4  73.8  72.6  69.0  51.5  35.6   32  25.8  92.8
## cvpred       88.6  79.5  77.1  74.5  73.2  69.7  52.3  36.5   33  26.8  93.5
## pm2.5         8.0  16.0  10.0  15.0  15.0  14.0   7.0  12.0   14  11.0   6.0
## CV residual -80.6 -63.5 -67.1 -59.5 -58.2 -55.7 -45.3 -24.5  -19 -15.8 -87.5
##              7161  7162  7163  7166  7168  7172  7173  7174 7176  7179  7183
## Predicted   100.1  97.1  96.7  92.5  95.6 101.1 101.4  98.8  102 103.5 104.7
## cvpred      100.6  97.8  97.4  93.2  96.3 101.6 101.9  99.4  102 103.9 105.1
## pm2.5         6.0   7.0   8.0   8.0  12.0  28.0  35.0  32.0   35  46.0  74.0
## CV residual -94.6 -90.8 -89.4 -85.2 -84.3 -73.6 -66.9 -67.4  -67 -57.9 -31.1
##              7191  7192  7194  7195   7197  7199   7205  7206  7213  7214  7222
## Predicted   102.3 101.4  99.7 105.9 105.91 106.6 105.93 105.2 105.6 105.9  97.7
## cvpred      102.7 101.8 100.1 106.2 106.19 106.9 106.24 105.6 105.9 106.2  98.0
## pm2.5        83.0  77.0  90.0  88.0 112.00 158.0 111.00  91.0  45.0  42.0  41.0
## CV residual -19.7 -24.8 -10.1 -18.2   5.81  51.1   4.76 -14.6 -60.9 -64.2 -57.0
##              7225  7227  7229  7235  7242  7249  7254  7255 7262   7268  7271
## Predicted   107.6 105.5 106.3 103.9 104.3 106.6 100.0  98.7  101 103.30 108.3
## cvpred      107.9 105.8 106.5 104.2 104.7 106.8 100.3  99.0  101 103.68 108.5
## pm2.5        47.0  76.0  72.0  49.0  24.0  52.0  47.0  51.0   23 102.00  68.0
## CV residual -60.9 -29.8 -34.5 -55.2 -80.7 -54.8 -53.3 -48.0  -78  -1.68 -40.5
##              7272   7274  7278  7279  7285  7291   7292  7293  7294  7295  7298
## Predicted   107.6 106.20 101.4 100.0  93.7 106.6 107.64 107.3 107.6 106.4 102.5
## cvpred      107.9 106.43 101.7 100.4  94.1 106.9 107.86 107.5 107.9 106.6 102.7
## pm2.5        64.0 102.00  76.0  51.0  57.0  76.0 111.00  98.0  89.0  77.0  83.0
## CV residual -43.9  -4.43 -25.7 -49.4 -37.1 -30.9   3.14  -9.5 -18.9 -29.6 -19.7
##             7360  7366  7367  7368  7378  7381  7389  7391  7392  7393  7400
## Predicted    104 107.1 107.3 106.6  96.0 104.9 108.0 108.0 107.3 106.6 103.2
## cvpred       104 107.3 107.6 106.8  96.4 105.2 108.2 108.2 107.6 106.8 103.5
## pm2.5         50 167.0 183.0 154.0  50.0  30.0  63.0 119.0 136.0 144.0  67.0
## CV residual  -54  59.7  75.4  47.2 -46.4 -75.2 -45.2  10.8  28.4  37.2 -36.5
##              7407   7409 7419  7420  7422  7425  7427 7428 7430 7433 7434 7437
## Predicted   105.0 102.49  108 106.9 104.8 108.7 109.4  109  108  111  110  111
## cvpred      105.3 102.79  109 107.1 105.1 108.9 109.5  109  108  111  110  111
## pm2.5        58.0  98.00  221 195.0 143.0 127.0 164.0  249  298  352  374  400
## CV residual -47.3  -4.79  112  87.9  37.9  18.1  54.5  140  190  241  264  289
##              7444  7445  7446  7449  7453  7456  7459  7463  7464  7471  7475
## Predicted   106.5 110.8 109.7 103.0  81.7  67.5  52.2  45.3  43.4  35.4  97.9
## cvpred      106.6 110.8 109.8 103.3  82.2  68.1  53.0  46.1  44.2  36.2  98.4
## pm2.5        95.0  34.0  18.0  12.0  17.0  14.0  10.0  10.0   9.0   7.0   8.0
## CV residual -11.6 -76.8 -91.8 -91.3 -65.2 -54.1 -43.0 -36.1 -35.2 -29.2 -90.4
##              7476  7479  7481  7483  7484  7486  7488 7490  7492  7494  7495
## Predicted    92.6  82.2  75.1  70.6  70.4  97.4  99.7  102 100.7 102.1 102.1
## cvpred       93.2  83.0  75.9  71.4  71.1  98.1 100.3  102 101.2 102.6 102.5
## pm2.5        10.0   6.0   7.0  17.0  19.0  42.0  13.0   25  15.0  19.0  21.0
## CV residual -83.2 -77.0 -68.9 -54.4 -52.1 -56.1 -87.3  -77 -86.2 -83.6 -81.5
##              7496  7497  7500  7502  7503  7507   7508  7510  7513  7516  7517
## Predicted   102.7 103.9 102.1 100.0 101.1 103.9 104.19 104.7 104.9 101.7 101.0
## cvpred      103.1 104.3 102.6 100.6 101.6 104.3 104.57 105.1 105.2 102.1 101.4
## pm2.5        39.0  45.0  47.0  75.0  71.0  78.0  99.00 128.0 144.0 129.0 114.0
## CV residual -64.1 -59.3 -55.6 -25.6 -30.6 -26.3  -5.57  22.9  38.8  26.9  12.6
##               7518  7519    7520  7522  7527  7528 7533 7534  7539  7541 7544
## Predicted   100.64  99.9 98.5135 105.2 103.0 102.2  107  106 105.6 106.6  103
## cvpred      101.06 100.3 98.9763 105.6 103.4 102.7  107  106 105.9 106.9  103
## pm2.5        94.00  70.0 99.0000  80.0 126.0 121.0  230  207 155.0 149.0  302
## CV residual  -7.06 -30.3  0.0237 -25.6  22.6  18.3  123  101  49.1  42.1  199
##              7546  7552  7553  7554  7555  7556  7558  7559  7560  7568 7574
## Predicted    95.4  71.7  67.8  63.9  59.9  55.3  51.8  51.1  50.3 45.66 41.4
## cvpred       95.8  72.3  68.3  64.4  60.5  55.9  52.5  51.8  51.1 46.39 42.1
## pm2.5        27.0  11.0  12.0  12.0   9.0  10.0   8.0   6.0   7.0 45.00 68.0
## CV residual -68.8 -61.3 -56.3 -52.4 -51.5 -45.9 -44.5 -45.8 -44.1 -1.39 25.9
##             7577  7583  7590  7594  7595  7601  7606  7607  7624  7627  7628
## Predicted   39.2  80.1  56.5  43.9  42.7  35.1 34.06 33.35 21.15 18.99 18.27
## cvpred      40.0  80.9  57.4  44.9  43.7  36.2 34.94 34.22 22.08 19.94 19.23
## pm2.5       99.0 112.0   7.0  12.0  15.0  11.0 43.00 42.00 19.00 10.00 11.00
## CV residual 59.0  31.1 -50.4 -32.9 -28.7 -25.2  8.06  7.78 -3.08 -9.94 -8.23
##              7633  7634  7635  7641  7644  7647  7648  7651  7652   7655   7657
## Predicted   14.69 13.97 13.25  8.95  6.79  4.64  5.30  4.53  3.81   1.66   0.22
## cvpred      15.66 14.94 14.23  9.95  7.80  5.66  6.26  5.44  4.72   2.58   1.15
## pm2.5       10.00 16.00 19.00 26.00 47.00 60.00 70.00 77.00 82.00 139.00 166.00
## CV residual -5.66  1.06  4.77 16.05 39.20 54.34 63.74 71.56 77.28 136.42 164.85
##                7659   7662  7666  7671  7677  7679 7685 7686  7687  7688  7690
## Predicted    -1.215  -3.37 -6.24 -9.83 -14.1 -15.6  104  104 102.8 102.1 104.9
## cvpred       -0.277  -2.42 -5.27 -8.84 -13.1 -14.6  104  104 103.3 102.5 105.2
## pm2.5       206.000 152.00 92.00 63.00 175.0 217.0  220  220 177.0 138.0 129.0
## CV residual 206.277 154.42 97.27 71.84 188.1 231.6  116  116  73.7  35.5  23.8
##             7693 7699 7700 7703 7709 7712 7718 7720 7721 7724 7725 7726 7729
## Predicted    104  106  106  105  101  103  107  106  105  108  108  108  108
## cvpred       105  106  106  106  102  103  107  106  106  108  108  108  108
## pm2.5        247  503  503  502  350  362  307  307  324  476  503  470  535
## CV residual  142  397  397  396  248  259  200  201  218  368  395  362  427
##             7734 7737  7738 7742  7750 7754 7758  7763  7767 7769 7771 7773
## Predicted    102  100  99.8  105 107.3  106  103  97.7 104.2  107  107  107
## cvpred       102  101 100.0  106 107.6  106  103  98.0 104.5  107  108  107
## pm2.5        470  466 501.0  364 192.0  422  282 200.0 200.0  217  280  353
## CV residual  368  365 401.0  258  84.4  316  179 102.0  95.5  110  172  246
##             7774 7777 7779 7781  7789  7794  7795  7796  7797  7800  7801  7805
## Predicted    107  107  105  104  67.9  44.9  40.7  38.3  36.4  98.3  98.7  99.7
## cvpred       107  108  105  105  68.7  45.9  41.6  39.3  37.4  99.0  99.3 100.3
## pm2.5        395  433  439  355  16.0  11.0  11.0  12.0  18.0  24.0  19.0  55.0
## CV residual  288  325  334  250 -52.7 -34.9 -30.6 -27.3 -19.4 -75.0 -80.3 -45.3
##              7807  7810  7814  7816  7817 7831 7833 7837 7844  7852  7859  7863
## Predicted   101.3  97.2  90.3  96.9  97.4  102  103  102  102  96.7  82.7  65.9
## cvpred      101.8  97.9  91.1  97.6  98.1  102  104  102  103  97.2  83.5  66.8
## pm2.5        66.0  80.0  33.0  28.0  43.0  225  232  238  251 225.0  17.0  16.0
## CV residual -35.8 -17.9 -58.1 -69.6 -55.1  123  128  136  148 127.8 -66.5 -50.8
##              7867  7868  7869  7874  7878  7879  7880  7886  7890   7892  7893
## Predicted    56.9  54.2  52.6  95.7  96.0  99.0  98.7  96.1  96.6  99.34  98.3
## cvpred       57.9  55.2  53.6  96.4  96.7  99.7  99.3  96.8  97.3  99.91  98.9
## pm2.5        12.0  30.0  19.0  26.0  23.0  22.0  45.0  54.0  63.0 106.00 104.0
## CV residual -45.9 -25.2 -34.6 -70.4 -73.7 -77.7 -54.3 -42.8 -34.3   6.09   5.1
##              7895  7900 7901  7904  7909  7912  7915 7917  7920  7922   7923
## Predicted    97.6 96.68  100  98.7  98.3  98.0  98.1  101  88.3  73.6 68.362
## cvpred       98.2 97.29  101  99.3  99.0  98.7  98.8  102  89.2  74.7 69.484
## pm2.5       177.0 89.00   85  80.0 124.0 130.0 148.0  206  56.0  61.0 69.000
## CV residual  78.8 -8.29  -16 -19.3  25.0  31.3  49.2  104 -33.2 -13.7 -0.484
##              7926  7927  7930  7931  7932  7935  7936  7946  7948  7949  7951
## Predicted    58.4  55.2  44.9  40.0  35.5  27.1  25.9  96.6  97.7  96.6  97.7
## cvpred       59.5  56.3  46.1  41.3  36.8  28.4  27.2  97.3  98.4  97.3  98.4
## pm2.5        21.0  12.0  12.0  13.0  11.0   8.0   9.0  59.0  74.0  74.0  64.0
## CV residual -38.5 -44.3 -34.1 -28.3 -25.8 -20.4 -18.2 -38.3 -24.4 -23.3 -34.4
##              7954  7955 7967 7972  7974  7975  7977  7979  7981   7983  7987
## Predicted    97.3  97.7  101  100 100.4  99.7  99.8 103.5 102.9 101.62 104.2
## cvpred       98.0  98.4  102  101 100.9 100.2 100.2 103.9 103.3 101.96 104.5
## pm2.5       142.0 150.0  360  309 166.0 154.0 144.0 121.0 136.0 103.00 168.0
## CV residual  44.0  51.6  258  208  65.1  53.8  43.8  17.1  32.7   1.04  63.5
##              7988  7990 7993  7998  8001 8006 8010 8012 8014 8021 8024 8027
## Predicted   104.5 105.2  102  97.3 102.5  106  106  106  106  105  106  105
## cvpred      104.8 105.6  103  97.7 102.9  107  106  106  107  105  106  106
## pm2.5       179.0 174.0  236 176.0 164.0  261  236  234  243  239  245  248
## CV residual  74.2  68.4  133  78.3  61.1  154  130  128  136  134  139  142
##             8029 8031 8033 8034 8035  8047  8052  8054  8055  8056  8061  8063
## Predicted    105  106  105  105  106  82.4  58.3  41.9  36.7  33.8  95.0  93.8
## cvpred       105  106  105  105  106  83.1  59.2  43.0  37.9  35.0  95.8  94.5
## pm2.5        264  276  259  257  266 128.0  33.0  22.0  14.0  19.0  21.0  25.0
## CV residual  159  170  154  152  160  44.9 -26.2 -21.0 -23.9 -16.0 -74.8 -69.5
##              8065  8071   8074  8076  8077  8080  8082  8083  8084 8085  8088
## Predicted    95.0  97.7  98.68  96.6  96.6  97.3  98.7  98.7  99.0  100  99.4
## cvpred       95.8  98.4  99.31  97.2  97.3  98.0  99.3  99.3  99.7  101 100.0
## pm2.5        15.0  28.0 107.00  72.0  72.0  58.0  69.0  88.0 146.0  162 167.0
## CV residual -80.8 -70.4   7.69 -25.2 -25.3 -40.0 -30.3 -11.3  46.3   61  67.0
##              8095  8096 8097    8098 8099  8103  8104 8108 8113  8116  8117
## Predicted    92.2  90.9  100 100.206  100  99.0  99.4  101  101  97.3  95.4
## cvpred       92.8  91.6  101 100.745  101  99.7 100.0  102  102  97.8  95.9
## pm2.5       158.0 154.0  133 100.000  113 118.0 121.0  233  322 169.0 130.0
## CV residual  65.2  62.4   32  -0.745   12  18.3  21.0  131  220  71.2  34.1
##              8118  8120  8140  8142  8143  8146  8148   8154  8159  8160  8162
## Predicted    94.1  91.9  42.5  32.2  29.3 16.80  9.28 -11.28  90.8  89.3  97.7
## cvpred       94.7  92.5  43.6  33.3  30.4 18.04 10.56  -9.84  91.6  90.2  98.4
## pm2.5       161.0 125.0  10.0   9.0   9.0 15.00 15.00  12.00  46.0  44.0  53.0
## CV residual  66.3  32.5 -33.6 -24.3 -21.4 -3.04  4.44  21.84 -45.6 -46.2 -45.4
##              8163  8166  8168  8176  8178  8180  8182  8183    8186  8188  8194
## Predicted    93.3  93.2 97.96  90.1  87.2  83.6  79.6  97.0  99.213  97.4  99.4
## cvpred       94.2  94.0 98.59  90.9  88.0  84.4  80.5  97.7  99.841  98.1 100.0
## pm2.5        45.0  46.0 94.00  50.0  53.0  50.0  56.0  52.0 100.000  46.0  26.0
## CV residual -49.2 -48.0 -4.59 -40.9 -35.0 -34.4 -24.5 -45.7   0.159 -52.1 -74.0
##              8196  8204  8209  8215 8220 8221 8222 8224 8226 8229  8233  8234
## Predicted    96.0  87.2  98.3 101.1  101  101  100  100  101  100  98.0  97.3
## cvpred       96.7  88.0  98.9 101.6  102  101  101  101  102  101  98.5  97.8
## pm2.5        36.0  20.0 116.0 154.0  212  209  215  218  238  257 230.0 218.0
## CV residual -60.7 -68.0  17.1  52.4  110  108  114  117  136  156 131.5 120.2
##              8237  8238  8239  8245  8247 8248  8250  8255  8256  8257 8258
## Predicted    93.5  92.8  92.1  77.2  59.8   53  41.0  24.8 23.21 21.26 20.0
## cvpred       94.1  93.4  92.7  78.0  60.8   54  42.2  26.0 24.39 22.48 21.2
## pm2.5       231.0 237.0 230.0  35.0  25.0   25  18.0  16.0 19.00 17.00 36.0
## CV residual 136.9 143.6 137.3 -43.0 -35.8  -29 -24.2 -10.0 -5.39 -5.48 14.8
##              8259  8260  8262  8263  8265  8270  8275  8276  8278  8283  8284
## Predicted    94.2  93.9  93.3  91.6  95.4  84.9  78.2  77.5  76.9  98.7  99.0
## cvpred       95.1  94.7  94.1  92.5  96.1  85.7  79.0  78.3  77.7  99.3  99.7
## pm2.5        18.0  14.0  22.0  23.0  23.0  36.0  43.0  53.0 116.0 112.0 115.0
## CV residual -77.1 -80.7 -72.1 -69.5 -73.1 -49.7 -36.0 -25.3  38.3  12.7  15.3
##               8288  8291  8292  8295  8296  8297  8300  8303  8306  8312  8315
## Predicted    95.27 91.48  88.5  86.0  98.7  98.7 101.3 102.1  89.6  67.1  57.5
## cvpred       95.92 92.12  89.2  86.6  99.3  99.3 101.8 102.6  90.3  68.1  58.7
## pm2.5       101.00 87.00 100.0 104.0 118.0 117.0 122.0 179.0  15.0  16.0  19.0
## CV residual   5.08 -5.12  10.8  17.4  18.7  17.7  20.2  76.4 -75.3 -52.1 -39.7
##              8321  8327  8329  8332  8335  8338  8340  8341  8345  8350  8352
## Predicted    44.0  85.0  81.4  88.9  84.8  80.7  75.4  73.0  59.0  45.5  40.6
## cvpred       45.3  86.1  82.5  89.9  85.9  81.7  76.4  74.1  60.2  46.7  41.9
## pm2.5        18.0  21.0  16.0  13.0  19.0  22.0  23.0  22.0  16.0  15.0  15.0
## CV residual -27.3 -65.1 -66.5 -76.9 -66.9 -59.7 -53.4 -52.1 -44.2 -31.7 -26.9
##              8359  8362  8369  8372  8375  8376  8377  8381  8382  8387  8392
## Predicted   18.45  9.13 -14.8  89.5  88.1  84.9  82.5  75.2  73.6  92.1 80.58
## cvpred      19.91 10.63 -13.2  90.5  89.2  85.9  83.6  76.3  74.7  93.0 81.67
## pm2.5       13.00 17.00  24.0  43.0  54.0  27.0  20.0  27.0  27.0  54.0 89.00
## CV residual -6.91  6.37  37.2 -47.5 -35.2 -58.9 -63.6 -49.3 -47.7 -39.0  7.33
##              8397  8399  8401  8403  8413  8419  8424  8438  8441  8443  8444
## Predicted    85.5 95.23  91.7  88.3  88.6  95.6  97.3  97.7  97.3  99.0  98.7
## cvpred       86.4 96.02  92.6  89.2  89.5  96.4  98.0  98.4  98.0  99.7  99.3
## pm2.5        72.0 98.00  55.0  39.0  71.0 135.0 379.0 224.0 255.0 302.0 315.0
## CV residual -14.4  1.98 -37.6 -50.2 -18.5  38.6 281.0 125.6 157.0 202.3 215.7
##              8445  8450  8454  8457  8458  8461  8462  8464  8468  8476  8479
## Predicted    99.0  99.7  98.3  88.6  85.0  78.5  75.9  70.0  96.8  98.3  98.0
## cvpred       99.6 100.3  99.0  89.5  85.9  79.2  76.7  70.8  97.5  99.0  98.6
## pm2.5       296.0 485.0 298.0  72.0  64.0  40.0  43.0  22.0  64.0 206.0 220.0
## CV residual 196.4 384.7 199.0 -17.5 -21.9 -39.2 -33.7 -48.8 -33.5 107.0 121.4
##              8481  8486  8495  8497  8499  8502 8508 8513 8514 8519  8525  8529
## Predicted    98.7 97.66  99.4  99.0  98.7  99.4  102  102  103  100  97.2  87.0
## cvpred       99.3 98.35 100.0  99.7  99.3 100.0  102  103  104  101  97.8  87.7
## pm2.5       254.0 91.00 245.0 410.0 391.0 367.0  430  474  500  615 365.0  67.0
## CV residual 154.7 -7.35 145.0 310.3 291.7 267.0  328  371  396  514 267.2 -20.7
##              8530  8532  8535  8537  8538  8541  8545  8546  8549  8550  8553
## Predicted    85.4  77.8  72.6  67.6  64.3  86.9  81.4  98.8  89.5  82.3  66.5
## cvpred       86.1  78.6  73.4  68.6  65.3  87.9  82.3  99.4  90.3  83.2  67.7
## pm2.5        48.0  35.0  15.0  14.0  13.0  29.0  10.0  10.0  13.0  10.0  21.0
## CV residual -38.1 -43.6 -58.4 -54.6 -52.3 -58.9 -72.3 -89.4 -77.3 -73.2 -46.7
##              8556  8559  8560  8567  8575  8576  8578  8581  8584 8585  8587
## Predicted    53.4  45.1  43.2  88.5  87.4  87.4  84.2  79.7  89.0   89  87.9
## cvpred       54.8  46.5  44.5  89.6  88.6  88.6  85.3  80.9  90.1   90  89.0
## pm2.5        21.0  24.0  33.0  32.0  24.0  23.0  27.0  25.0  26.0   23  71.0
## CV residual -33.8 -22.5 -11.5 -57.6 -64.6 -65.6 -58.3 -55.9 -64.1  -67 -18.0
##              8593  8594  8596  8601  8604  8605  8607  8608  8613  8614  8617
## Predicted    90.8 89.51  84.5  90.8  89.5  87.5  90.2  88.9  91.8  93.5  91.8
## cvpred       91.8 90.53  85.6  91.8  90.5  88.6  91.2  89.9  92.7  94.4  92.7
## pm2.5       135.0 97.00  17.0  19.0  35.0  22.0  26.0  21.0 121.0 117.0 163.0
## CV residual  43.2  6.47 -68.6 -72.8 -55.5 -66.6 -65.2 -68.9  28.3  22.6  70.3
##              8618  8621  8623  8625  8626  8628  8630  8635  8636  8637  8638
## Predicted    91.7  91.7  87.7  83.8  82.5  79.6  70.8  90.8  88.5  89.1  94.9
## cvpred       92.6  92.5  88.6  84.7  83.4  80.5  71.8  91.6  89.4  90.0  95.7
## pm2.5       128.0  20.0  27.0  27.0  30.0  29.0  48.0  55.0  60.0  76.0  75.0
## CV residual  35.4 -72.5 -61.6 -57.7 -53.4 -51.5 -23.8 -36.6 -29.4 -14.0 -20.7
##              8641  8646  8648  8649  8652  8659  8663  8666  8667  8669   8677
## Predicted    94.0  95.2  95.2  95.2  95.2  67.9  53.0  45.7  43.0  37.3 17.564
## cvpred       94.8  96.0  96.0  96.0  96.0  68.9  54.1  46.8  44.2  38.5 18.859
## pm2.5        81.0 125.0 121.0 124.0 137.0  21.0  15.0  17.0  18.0  16.0 19.000
## CV residual -13.8  29.0  25.0  28.0  41.0 -47.9 -39.1 -29.8 -26.2 -22.5  0.141
##              8681  8683  8685  8686  8687  8691  8695  8697  8698  8699  8704
## Predicted    8.99  93.2  93.5 94.90  93.5  93.6  95.6  94.3  94.0  94.6  73.7
## cvpred      10.36  94.0  94.3 95.72  94.3  94.4  96.4  95.1  94.8  95.4  74.6
## pm2.5       14.00  34.0  39.0 88.00 106.0  35.0  40.0  49.0  67.0  59.0  21.0
## CV residual  3.64 -60.0 -55.3 -7.72  11.7 -59.4 -56.4 -46.1 -27.8 -36.4 -53.6
##              8711  8715  8716  8721  8723  8726  8732  8733  8734  8735  8736
## Predicted    45.9  34.3  31.2 14.08  6.70 -6.56 -36.1 -40.6 -45.1 -47.2 -50.8
## cvpred       47.0  35.5  32.5 15.51  8.14 -5.06 -34.4 -38.9 -43.3 -45.5 -49.1
## pm2.5        14.0  17.0  14.0 10.00 15.00 23.00  19.0  23.0  21.0  16.0  20.0
## CV residual -33.0 -18.5 -18.5 -5.51  6.86 28.06  53.4  61.9  64.3  61.5  69.1
##              8737  8740  8741  8745  8749 8751 8753 8754 8757  8786  8789  8792
## Predicted   -53.8 -63.9 -67.1 -79.0 -95.8 -104 -111 -115 -125  93.6  93.0  93.0
## cvpred      -52.1 -62.1 -65.3 -77.1 -93.9 -102 -109 -113 -123  94.5  93.8  93.8
## pm2.5        20.0  16.0  16.0  18.0  18.0   21   18   20   17  31.0  18.0  14.0
## CV residual  72.1  78.1  81.3  95.1 111.9  123  127  133  140 -63.5 -75.8 -79.8
##              8795  8801  8802  8805  8806  8808  8809  8810  8814  8815  8816
## Predicted    87.8  93.5  93.1  96.3  96.3  95.6  96.3  95.9  96.3  96.3  96.3
## cvpred       88.6  94.3  93.9  97.0  97.0  96.3  97.0  96.7  97.0  97.0  97.0
## pm2.5        25.0  37.0  40.0  72.0  76.0  67.0  65.0  78.0 188.0 167.0 173.0
## CV residual -63.6 -57.3 -53.9 -25.0 -21.0 -29.3 -32.0 -18.7  91.0  70.0  76.0
##              8824  8827  8828  8831  8834  8835   8845  8846  8850  8855  8856
## Predicted    95.9  97.0  96.6  96.1  96.5  94.7 96.255  95.9  86.8  71.1  67.9
## cvpred       96.7  97.7  97.3  96.9  97.2  95.5 96.983  96.6  87.7  72.1  68.8
## pm2.5       180.0 188.0 255.0 234.0 275.0 153.0 96.000  85.0  65.0  46.0  38.0
## CV residual  83.3  90.3 157.7 137.1 177.8  57.5 -0.983 -11.6 -22.7 -26.1 -30.8
##              8860  8863  8865  8867  8868  8869  8877  8879  8889  8891  8893
## Predicted    51.4  40.4  33.2 26.73 23.15 19.21 -7.37 -13.1 -37.3 -43.7 -50.2
## cvpred       52.6  41.6  34.5 28.01 24.44 20.52 -5.98 -11.7 -35.7 -42.1 -48.6
## pm2.5        21.0  24.0  19.0 19.00 21.00 18.00 17.00  30.0   9.0  14.0  18.0
## CV residual -31.6 -17.6 -15.5 -9.01 -3.44 -2.52 22.98  41.7  44.7  56.1  66.6
##              8895  8898  8904  8906  8913  8915  8922  8923  8925  8927  8928
## Predicted   -57.4 -65.6 -78.3 -80.9  88.5  85.6  92.0  90.4  88.6  95.6  95.2
## cvpred      -55.7 -64.0 -76.6 -79.1  89.4  86.5  92.9  91.3  89.4  96.4  96.0
## pm2.5        18.0  20.0  22.0  17.0  44.0  32.0  54.0  69.0  79.0  86.0 109.0
## CV residual  73.7  84.0  98.6  96.1 -45.4 -54.5 -38.9 -22.3 -10.4 -10.4  13.0
##              8929  8931  8932  8937  8942  8994 8997  8998   9000  9007  9012
## Predicted    97.0  96.3  96.3  89.8  69.6  91.6 89.4  87.1  92.83  87.6  73.3
## cvpred       97.7  97.0  97.0  90.6  70.6  92.5 90.3  88.0  93.75  88.6  74.3
## pm2.5       120.0 156.0 156.0  25.0  23.0  50.0 88.0 106.0 100.00  18.0  21.0
## CV residual  22.3  59.0  59.0 -65.6 -47.6 -42.5 -2.3  18.0   6.25 -70.6 -53.3
##              9014  9015  9018  9022  9023  9030  9040  9045  9056  9059  9061
## Predicted    66.5  64.3  53.8  89.5  90.8  90.5 88.94  92.8  88.9  95.6  92.8
## cvpred       67.6  65.4  55.0  90.5  91.8  91.5 89.93  93.7  89.8  96.4  93.7
## pm2.5        16.0   8.0  13.0  22.0  37.0  37.0 81.00  66.0 139.0 123.0 111.0
## CV residual -51.6 -57.4 -42.0 -68.5 -54.8 -54.5 -8.93 -27.7  49.2  26.6  17.3
##              9062  9065  9066  9071  9075  9077  9081  9086  9089  9091  9094
## Predicted    90.2 79.78  92.3  94.5  86.1  78.6  67.6  55.2  45.8  39.3  26.3
## cvpred       91.1 80.79  93.2  95.4  87.0  79.6  68.6  56.3  47.0  40.6  27.7
## pm2.5        79.0 75.00  60.0 125.0  25.0  12.0  16.0  14.0  13.0  21.0  13.0
## CV residual -12.1 -5.79 -33.2  29.6 -62.0 -67.6 -52.6 -42.3 -34.0 -19.6 -14.7
##             9098  9099  9100  9103  9105  9106  9108  9110  9113  9114  9115
## Predicted   12.7  6.82  2.34 -8.05 -14.5 -16.7 -23.1 -28.6 -38.3 -41.1 -43.5
## cvpred      14.2  8.37  3.91 -6.43 -12.9 -15.0 -21.5 -26.9 -36.6 -39.5 -41.8
## pm2.5       12.0 15.00 12.00 10.00  11.0  18.0  10.0  17.0  14.0  15.0  15.0
## CV residual -2.2  6.63  8.09 16.43  23.9  33.0  31.5  43.9  50.6  54.5  56.8
##              9117  9120  9125  9126  9132  9135  9140  9141  9142  9144  9147
## Predicted    90.8  88.5  90.1  89.7  90.2  91.8  92.8  93.2  93.7  91.6  86.6
## cvpred       91.8  89.6  91.1  90.8  91.2  92.7  93.7  94.0  94.5  92.5  87.6
## pm2.5        27.0  33.0  13.0  13.0  25.0  30.0  72.0  61.0  70.0  77.0 128.0
## CV residual -64.8 -56.6 -78.1 -77.8 -66.2 -62.7 -21.7 -33.0 -24.5 -15.5  40.4
##              9151  9152  9155  9163  9164  9166  9167  9174  9177  9180  9183
## Predicted    80.9  79.6  76.5  51.4  48.6  43.6  42.0  85.6  81.4  78.0  71.2
## cvpred       81.9  80.7  77.5  52.6  49.7  44.8  43.2  86.6  82.5  79.1  72.2
## pm2.5        34.0  37.0  27.0  20.0  17.0  24.0  16.0  16.0  24.0  30.0  18.0
## CV residual -47.9 -43.7 -50.5 -32.6 -32.7 -20.8 -27.2 -70.6 -58.5 -49.1 -54.2
##              9186  9192  9195  9197  9199  9201  9203  9204  9207  9208  9210
## Predicted    62.4  51.5  48.3  45.1  43.1  90.4  88.9  87.3  78.4  75.5  70.2
## cvpred       63.5  52.7  49.5  46.3  44.3  91.4  89.9  88.3  79.4  76.6  71.3
## pm2.5        18.0  16.0  20.0  21.0  23.0  14.0  26.0  25.0  24.0  13.0  12.0
## CV residual -45.5 -36.7 -29.5 -25.3 -21.3 -77.4 -63.9 -63.3 -55.4 -63.6 -59.3
##              9215  9221  9228  9229  9230  9235  9237  9238  9239   9240  9241
## Predicted    88.6  90.6  89.8  89.3  87.9  92.3  91.6  92.1 92.45  90.89  91.8
## cvpred       89.6  91.5  90.8  90.2  88.9  93.3  92.6  93.0 93.34  91.84  92.7
## pm2.5        34.0  17.0  27.0  44.0  29.0  59.0  74.0  82.0 91.00 100.00 124.0
## CV residual -55.6 -74.5 -63.8 -46.2 -59.9 -34.3 -18.6 -11.0 -2.34   8.16  31.3
##              9243  9244  9251  9255  9260  9263  9265  9267  9269  9270  9271
## Predicted    89.8  87.5  90.5  88.7  93.3  94.7  91.9  91.0  93.3  91.4  89.8
## cvpred       90.8  88.5  91.5  89.7  94.1  95.5  92.8  91.9  94.2  92.3  90.7
## pm2.5        45.0  36.0  36.0  30.0 155.0 170.0 191.0  74.0  43.0  44.0  61.0
## CV residual -45.8 -52.5 -55.5 -59.7  60.9  74.5  98.2 -17.9 -51.2 -48.3 -29.7
##              9272  9280  9283  9285  9288  9289  9290  9291  9292  9293  9294
## Predicted    89.7  86.3  76.5  68.3  59.2  56.3  52.4  49.5  48.3  46.1  43.2
## cvpred       90.6  87.1  77.4  69.4  60.3  57.5  53.6  50.8  49.5  47.3  44.5
## pm2.5        67.0  46.0  36.0  29.0  16.0  11.0  12.0  13.0  12.0  12.0  11.0
## CV residual -23.6 -41.1 -41.4 -40.4 -44.3 -46.5 -41.6 -37.8 -37.5 -35.3 -33.5
##              9296  9297  9302  9303  9306  9310  9311  9313  9316  9318  9325
## Predicted    38.9  36.1 20.96 16.47  6.82 -5.03 -8.05 -12.4 -17.2  91.1  91.9
## cvpred       40.2  37.3 22.23 17.77  8.20 -3.62 -6.60 -10.9 -15.6  92.1  92.8
## pm2.5        10.0  12.0 21.00 19.00 20.00 11.00 16.00   9.0  19.0  23.0  36.0
## CV residual -30.2 -25.3 -1.23  1.23 11.80 14.62 22.60  19.9  34.6 -69.1 -56.8
##              9326  9328  9331  9332  9333  9339  9341 9343  9348  9350  9351
## Predicted    93.5  93.5  90.1  93.5  94.2 92.44  89.2   86  71.7  66.3  64.2
## cvpred       94.4  94.4  91.0  94.4  95.1 93.33  90.2   87  72.8  67.4  65.2
## pm2.5        49.0  79.0  52.0  58.0  70.0 90.00  66.0   40  13.0  21.0  17.0
## CV residual -45.4 -15.4 -39.0 -36.4 -25.1 -3.33 -24.2  -47 -59.8 -46.4 -48.2
##              9355  9358  9359  9360  9364  9365  9375  9377  9378  9382  9385
## Predicted    52.0  91.5  91.1  91.1  88.4  87.7  92.6  92.8  94.2  94.7  90.1
## cvpred       53.2  92.4  92.1  92.1  89.3  88.6  93.5  93.7  95.1  95.5  91.0
## pm2.5        11.0  23.0  32.0  31.0  35.0  21.0  55.0  83.0  85.0 144.0 128.0
## CV residual -42.2 -69.4 -60.1 -61.1 -54.3 -67.6 -38.5 -10.7 -10.1  48.5  37.0
##              9388  9391  9395  9399  9400  9405  9407  9412  9413  9415  9420
## Predicted    84.9  80.1  86.9  91.2  90.0  91.2  89.3  83.7  82.5  79.6  86.4
## cvpred       85.8  81.0  87.9  92.2  90.9  92.2  90.2  84.7  83.5  80.6  87.3
## pm2.5        40.0  16.0  23.0  13.0  14.0  26.0  20.0  23.0  23.0  23.0  21.0
## CV residual -45.8 -65.0 -64.9 -79.2 -76.9 -66.2 -70.2 -61.7 -60.5 -57.6 -66.3
##              9421  9428  9430  9434  9435  9436  9437  9441  9446  9448  9449
## Predicted    83.5  63.3  61.7  51.4  49.4  46.4  44.8  39.0  84.1  77.3  75.7
## cvpred       84.5  64.4  62.8  52.6  50.6  47.7  46.1  40.3  85.1  78.4  76.7
## pm2.5        18.0  12.0  14.0   6.0  10.0   7.0   4.0   8.0  11.0  15.0  13.0
## CV residual -66.5 -52.4 -48.8 -46.6 -40.6 -40.7 -42.1 -32.3 -74.1 -63.4 -63.7
##              9450  9453  9458  9461  9469  9470  9472  9473  9475 9476 9478
## Predicted    72.1  67.6  56.5  50.6  29.3  25.7 18.87 16.69 12.75 11.5 11.0
## cvpred       73.2  68.7  57.7  51.7  30.6  27.0 20.21 18.02 14.09 12.8 12.3
## pm2.5        11.0  16.0  22.0   7.0  16.0  14.0 16.00 11.00 16.00 37.0 45.0
## CV residual -62.2 -52.7 -35.7 -44.7 -14.6 -13.0 -4.21 -7.02  1.91 24.2 32.7
##              9479  9485  9487  9489  9491  9498  9507  9513  9515  9519  9521
## Predicted    93.5  86.2  93.5  91.7  87.8  70.6  59.2  92.4  88.1  84.8  81.2
## cvpred       94.4  87.1  94.4  92.6  88.7  71.6  60.2  93.2  89.1  85.8  82.2
## pm2.5        49.0  15.0  10.0  43.0  27.0  28.0  28.0  44.0  46.0  27.0  28.0
## CV residual -45.4 -72.1 -84.4 -49.6 -61.7 -43.6 -32.2 -49.2 -43.1 -58.8 -54.2
##              9522  9528  9530  9535  9536  9537 9541  9543  9546  9548  9549
## Predicted    78.9  68.9  93.5  91.0  89.1  88.8   81  77.2  68.9  61.8  60.1
## cvpred       80.0  70.0  94.4  91.9  90.0  89.7   82  78.2  69.9  62.8  61.1
## pm2.5        22.0  59.0  73.0  42.0  56.0  48.0   65  38.0  19.0  29.0  44.0
## CV residual -58.0 -11.0 -21.4 -49.9 -34.0 -41.7  -17 -40.2 -50.9 -33.8 -17.1
##              9554  9556 9557  9559  9562  9563  9564  9565  9567  9569  9570
## Predicted    50.5 47.23   46  43.5  94.0  93.0  93.3  92.6  93.2  90.7  88.4
## cvpred       51.5 48.29   47  44.5  94.8  93.8  94.2  93.5  94.0  91.5  89.3
## pm2.5       348.0 40.00   25  23.0  46.0  47.0  30.0  36.0  44.0  78.0 100.0
## CV residual 296.5 -8.29  -22 -21.5 -48.8 -46.8 -64.2 -57.5 -50.0 -13.5  10.7
##              9576  9584  9586  9592  9594  9595  9596  9597  9605  9606   9611
## Predicted    95.7 90.75 86.47  98.3  95.8  93.5  91.6  91.7  99.0  99.4 100.21
## cvpred       96.5 91.56 87.34  99.0  96.5  94.2  92.3  92.4  99.7 100.0 100.75
## pm2.5       289.0 83.00 86.00  32.0  21.0 196.0 161.0 143.0  63.0  74.0  97.00
## CV residual 192.5 -8.56 -1.34 -67.0 -75.5 101.8  68.7  50.6 -36.7 -26.0  -3.75
##              9612  9613  9618  9620  9623  9624  9626  9628  9634  9635  9636
## Predicted   101.8 100.9  99.7  98.1  99.4  99.2  99.4  99.2  97.4  95.5  97.1
## cvpred      102.3 101.4 100.3  98.7 100.0  99.7 100.0  99.7  98.1  96.2  97.8
## pm2.5       100.0 105.0 165.0 169.0 174.0 201.0 186.0  89.0  54.0  34.0  29.0
## CV residual  -2.3   3.6  64.7  70.3  74.0 101.3  86.0 -10.7 -44.1 -62.2 -68.8
##              9641  9643  9647  9648 9649  9654  9655  9659  9663  9664  9665
## Predicted    99.2  95.8  95.3  95.4 94.9  98.8 100.6 101.1  95.1  94.2  91.9
## cvpred       99.7  96.5  96.0  96.1 95.5  99.4 101.2 101.6  95.8  94.9  92.6
## pm2.5        29.0  22.0  69.0  83.0 93.0 130.0 126.0 113.0 117.0 138.0 146.0
## CV residual -70.7 -74.5 -27.0 -13.1 -2.5  30.6  24.8  11.4  21.2  43.1  53.4
##              9667  9678  9679  9683  9684  9685  9687  9688  9690  9692  9693
## Predicted    89.9  95.8  94.6  96.4  94.4  93.1  88.1  86.2  95.4  96.3  97.3
## cvpred       90.6  96.5  95.2  97.0  95.1  93.8  88.8  86.9  96.1  97.0  98.0
## pm2.5        77.0 162.0 168.0 109.0  80.0  52.0  37.0  26.0  27.0  37.0  47.0
## CV residual -13.6  65.5  72.8  12.0 -15.1 -41.8 -51.8 -60.9 -69.1 -60.0 -51.0
##                9694  9696  9702 9705  9707  9711  9712  9715  9719  9725  9727
## Predicted    99.036  98.0 100.7  101 102.1 97.16  95.2  92.1  85.3  79.4  76.9
## cvpred       99.666  98.6 101.3  102 102.6 97.71  95.8  92.7  85.9  79.9  77.5
## pm2.5       100.000 132.0 176.0  208 199.0 96.00  68.0  80.0  38.0  44.0  34.0
## CV residual   0.334  33.4  74.7  106  96.4 -1.71 -27.8 -12.7 -47.9 -35.9 -43.5
##              9729  9730  9733  9736 9737  9740   9741   9744  9751  9754  9755
## Predicted    75.4 74.70 73.92 70.70 69.3 103.2 103.17 103.86  99.6  93.5  88.7
## cvpred       76.0 75.31 74.48 71.27 69.9 103.6 103.61 104.27 100.1  94.2  89.4
## pm2.5        52.0 66.00 81.00 76.00 78.0  90.0  95.00  97.00 102.0 239.0 132.0
## CV residual -24.0 -9.31  6.52  4.73  8.1 -13.6  -8.61  -7.27   1.9 144.8  42.6
##              9759  9765  9767  9769  9770  9772  9779  9780  9788  9794  9796
## Predicted    68.9  92.2  93.2  93.3  91.9  88.4  92.6  92.1  89.6  88.9  87.4
## cvpred       69.8  93.1  94.0  94.2  92.8  89.3  93.5  92.9  90.4  89.5  88.0
## pm2.5        10.0  10.0   9.0   7.0  12.0  17.0  21.0  22.0  41.0  52.0  58.0
## CV residual -59.8 -83.1 -85.0 -87.2 -80.8 -72.3 -72.5 -70.9 -49.4 -37.5 -30.0
##              9797  9798 9806  9807 9808   9811  9813  9819  9821  9824  9825
## Predicted    86.7 100.7  102 100.7  100  98.80  97.5  83.9  82.6  91.9  93.0
## cvpred       87.3 101.3  103 101.3  101  99.37  98.1  84.8  83.5  92.9  93.8
## pm2.5        65.0  68.0   79  86.0   86 104.00 113.0   8.0   7.0  22.0  33.0
## CV residual -22.3 -33.3  -24 -15.3  -15   4.63  14.9 -76.8 -76.5 -70.9 -60.8
##              9826  9830  9831  9835  9836  9838  9842  9845  9847  9848  9849
## Predicted    90.7  94.5  94.0  93.4  92.7  97.7  97.7  96.3  97.0  96.3  96.6
## cvpred       91.6  95.4  94.8  94.1  93.4  98.4  98.4  97.0  97.7  97.0  97.3
## pm2.5        29.0  22.0  28.0  39.0  40.0  61.0 125.0 122.0 138.0 125.0 117.0
## CV residual -62.6 -73.4 -66.8 -55.1 -53.4 -37.4  26.6  25.0  40.3  28.0  19.7
##              9855 9857  9858  9867 9875 9876 9882  9883 9886 9887 9890 9891
## Predicted    98.7  100  99.3  97.6  101  100  102 101.4  101  101  102  102
## cvpred       99.3  101  99.9  98.2  101  101  103 101.9  101  101  103  102
## pm2.5       274.0  216 209.0 299.0  285  282  214 192.0  249  278  327  328
## CV residual 174.7  115 109.1 200.8  184  181  111  90.1  148  177  224  226
##              9894  9895  9897  9898  9899   9901 9905 9911 9917  9919  9924
## Predicted    97.5  96.6  94.6  94.6  93.2 100.21  100  102  100 96.37  89.4
## cvpred       98.0  97.1  95.1  95.1  93.7 100.75  101  102  101 97.05  90.2
## pm2.5       273.0 254.0 237.0 224.0 234.0 104.00   49  404  384 88.00  51.0
## CV residual 175.0 156.9 141.9 128.9 140.3   3.25  -52  302  283 -9.05 -39.2
##              9935 9938  9940  9943  9945  9946  9948  9952  9955  9956 9965
## Predicted    92.6  102  99.5  95.8  92.2  90.6  87.0  98.6  98.8  98.2  101
## cvpred       93.1  102 100.0  96.3  92.8  91.2  87.7  99.3  99.4  98.8  102
## pm2.5       262.0  274 283.0 120.0 166.0 144.0 131.0 127.0 174.0 221.0  342
## CV residual 168.9  172 183.0  23.7  73.2  52.8  43.3  27.7  74.6 122.2  240
##              9967  9971 9973 9974 9977 9980 9981 9982 9985 9988 9994 9995 9997
## Predicted    99.3 101.4  102  103  102  104  104  102  102  102  105  105  105
## cvpred       99.9 101.9  103  103  102  104  104  103  103  103  106  105  105
## pm2.5       130.0 156.0  379  437  526  474  482  482  527  515  495  486  464
## CV residual  30.1  54.1  276  334  424  370  378  379  424  412  389  381  359
##             9999 10004 10008 10012 10013 10016 10020 10023 10024 10025 10030
## Predicted    103   104   103   103   102  99.6   102   102   102   103   103
## cvpred       104   104   103   103   103 100.1   103   103   103   104   103
## pm2.5        452   498   478   481   445 457.0   292   360   376   369   395
## CV residual  348   394   375   378   342 356.9   189   257   273   265   292
##             10035 10040 10050 10057 10058 10059 10066 10072 10074 10076 10078
## Predicted     102   102   105  95.9  95.6  93.6  78.8  91.3  86.7  94.7  98.3
## cvpred        103   102   105  96.4  96.0  94.1  79.5  92.2  87.6  95.5  98.8
## pm2.5         396   421   387 418.0 424.0 413.0  38.0  34.0  24.0  41.0 142.0
## CV residual   293   319   282 321.6 328.0 318.9 -41.5 -58.2 -63.6 -54.5  43.2
##             10079 10080 10081 10083 10087  10089 10093 10094 10096 10098 10099
## Predicted   96.03  94.8  94.1   102 103.0 103.86 100.7  99.3  96.1  93.5  91.5
## cvpred      96.53  95.3  94.6   103 103.4 104.27 101.3  99.9  96.8  94.1  92.2
## pm2.5       99.00  55.0  55.0    67  80.0  95.00  74.0  71.0  73.0  47.0  44.0
## CV residual  2.47 -40.3 -39.6   -36 -23.4  -9.27 -27.3 -28.9 -23.8 -47.1 -48.2
##             10100 10102 10118 10119  10120  10121  10124  10126  10127 10129
## Predicted    91.3  87.4 104.2 103.8 103.48 103.12 103.50 104.19 102.94 104.6
## cvpred       91.9  88.1 104.6 104.2 103.86 103.51 103.91 104.57 103.32 104.9
## pm2.5        61.0  55.0  80.0  85.0  96.00 111.00 109.00 103.00 109.00 125.0
## CV residual -30.9 -33.1 -24.6 -19.2  -7.86   7.49   5.09  -1.57   5.68  20.1
##             10133 10135 10138 10145 10156 10158 10162 10165 10168 10172 10173
## Predicted   101.7 104.2 100.1  80.1  99.5  96.9  92.0  85.8  77.2  70.7  68.8
## cvpred      102.1 104.6 100.5  80.7 100.1  97.5  92.7  86.5  78.0  71.5  69.6
## pm2.5       115.0  90.0  39.0  35.0  26.0  15.0  37.0  13.0  12.0  18.0  15.0
## CV residual  12.9 -14.6 -61.5 -45.7 -74.1 -82.5 -55.7 -73.5 -66.0 -53.5 -54.6
##             10175 10179 10180 10181 10183 10185 10187 10191 10205 10206 10210
## Predicted    65.2  97.4  96.2  95.5  90.7  86.8  80.9  72.5  95.6  95.9  95.4
## cvpred       66.0  98.1  96.9  96.2  91.5  87.6  81.8  73.4  96.4  96.7  96.1
## pm2.5         7.0   9.0  11.0  17.0  11.0  17.0  18.0  11.0  12.0  15.0  22.0
## CV residual -59.0 -89.1 -85.9 -79.2 -80.5 -70.6 -63.8 -62.4 -84.4 -81.7 -74.1
##             10220 10222 10227 10228 10229 10234 10236 10242 10248 10250 10252
## Predicted   75.70  71.8  57.1  56.1  54.1  43.6  37.2 22.45  96.8  99.7  99.2
## cvpred      76.58  72.7  58.0  57.0  55.1  44.7  38.3 23.58  97.5 100.3  99.8
## pm2.5       69.00  20.0   9.0  10.0   8.0  13.0  15.0 17.00  40.0  48.0  45.0
## CV residual -7.58 -52.7 -49.0 -47.0 -47.1 -31.7 -23.3 -6.58 -57.5 -52.3 -54.8
##             10253 10261 10263 10270 10275 10277 10278 10279 10280  10284 10285
## Predicted    99.4  97.3  96.9 92.17  84.1 81.18  85.4 80.59 80.23 102.82 102.5
## cvpred      100.0  98.0  97.6 92.78  84.7 81.79  85.8 81.14 80.79 103.26 102.9
## pm2.5        46.0  57.0  51.0 89.00  61.0 74.00  82.0 77.00 82.00 109.00 106.0
## CV residual -54.0 -41.0 -46.6 -3.78 -23.7 -7.79  -3.8 -4.14  1.21   5.74   3.1
##             10287 10289 10290 10291 10294 10295 10296 10297 10300 10304 10305
## Predicted   103.0 99.05  98.3 103.2 103.5 103.9  99.5  96.9  90.1  76.6  74.6
## cvpred      103.4 99.51  98.8 103.6 103.9 104.3 100.1  97.5  90.8  77.3  75.4
## pm2.5       136.0 92.00  90.0  92.0 130.0 142.0 129.0  55.0  14.0   6.0  19.0
## CV residual  32.6 -7.51  -8.8 -11.6  26.1  37.7  28.9 -42.5 -76.8 -71.3 -56.4
##             10306 10307 10308 10309 10310 10313 10324 10325 10326 10327 10329
## Predicted    73.0  69.5  95.1  92.4  93.6  93.3  79.4  76.4  96.3  94.3  90.9
## cvpred       73.8  70.2  95.9  93.2  94.4  94.1  80.2  77.2  97.0  95.1  91.6
## pm2.5        13.0  18.0  14.0  16.0  15.0  17.0   9.0  11.0  20.0  14.0  21.0
## CV residual -60.8 -52.2 -81.9 -77.2 -79.4 -77.1 -71.2 -66.2 -77.0 -81.1 -70.6
##             10330 10331 10333 10337 10338 10340 10342 10346 10347 10351 10353
## Predicted    87.6  84.4  78.3  62.6  58.4  54.2 52.55  41.1  39.9  30.7 24.44
## cvpred       88.4  85.2  79.1  63.6  59.4  55.2 53.52  42.2  40.9  31.8 25.58
## pm2.5        17.0  15.0  19.0  16.0  22.0  16.0 46.00  25.0  10.0  18.0 21.00
## CV residual -71.4 -70.2 -60.1 -47.6 -37.4 -39.2 -7.52 -17.2 -30.9 -13.8 -4.58
##             10356 10362 10364 10372 10374 10380 10384 10388 10391 10392 10394
## Predicted    92.4  95.6  94.0  76.8  73.2  93.3  81.5  71.6  93.1  92.5  98.7
## cvpred       93.2  96.4  94.8  77.6  74.0  94.1  82.3  72.5  93.8  93.2  99.3
## pm2.5        16.0  24.0  15.0   7.0  10.0  19.0  24.0  18.0  36.0  46.0  51.0
## CV residual -77.2 -72.4 -79.8 -70.6 -64.0 -75.1 -58.3 -54.5 -57.8 -47.2 -48.3
##             10398 10401 10403 10407 10412 10414 10420 10422 10428 10431 10433
## Predicted    96.7  98.0  95.9  92.2  81.1  94.2  95.4   100  95.5 91.74  91.6
## cvpred       97.4  98.7  96.6  92.9  81.9  95.0  96.1   101  96.2 92.46  92.2
## pm2.5        74.0 112.0  54.0  19.0  26.0  38.0  40.0    26 109.0 85.00 116.0
## CV residual -23.4  13.3 -42.6 -73.9 -55.9 -57.0 -56.1   -75  12.8 -7.46  23.8
##             10441 10443 10448 10451 10456 10459 10461 10466 10471 10476 10478
## Predicted     102   104   102   103   101  98.6   105   105   104  96.3  89.8
## cvpred        103   105   103   104   101  99.0   106   106   105  96.8  90.3
## pm2.5         263   253   272   254   225 272.0   367   377   320 164.0  27.0
## CV residual   160   148   169   150   124 173.0   261   271   215  67.2 -63.3
##             10479 10480 10481 10489 10490 10493 10495 10498 10499 10500 10501
## Predicted    86.9  83.3  79.7  94.5  89.9  89.5  85.9  77.5  72.2    69  65.0
## cvpred       87.4  83.9  80.3  95.2  90.7  90.3  86.7  78.4  73.2    70  66.1
## pm2.5        31.0  25.0  24.0   8.0   6.0   8.0   8.0  21.0  18.0    13  25.0
## CV residual -56.4 -58.9 -56.3 -87.2 -84.7 -82.3 -78.7 -57.4 -55.2   -57 -41.1
##             10502 10503 10505 10506 10509 10511 10517 10518  10520 10523 10527
## Predicted    61.5  60.5  53.0  49.8  43.8  32.2 14.22  8.36  0.144 -11.7 -18.5
## cvpred       62.5  61.5  54.2  50.9  44.9  33.4 15.42  9.64  1.499 -10.2 -17.0
## pm2.5        22.0  21.0  25.0  17.0  18.0  17.0  9.00 11.00 13.000  11.0  23.0
## CV residual -40.5 -40.5 -29.2 -33.9 -26.9 -16.4 -6.42  1.36 11.501  21.2  40.0
##             10532 10533 10536 10539 10541 10545 10548 10549 10558 10559 10566
## Predicted   -35.2 -37.0 -45.6  96.8  97.8  95.4  96.6  96.6  86.5  99.0  98.3
## cvpred      -33.6 -35.6 -44.1  97.5  98.4  96.1  97.3  97.3  87.2  99.7  98.9
## pm2.5        18.0  16.0  16.0   7.0  19.0  19.0  30.0  26.0  70.0  76.0 109.0
## CV residual  51.6  51.6  60.1 -90.5 -79.4 -77.1 -67.3 -71.3 -17.2 -23.7  10.1
##              10567 10571 10572 10577 10578 10581 10674 10678 10680 10685 10686
## Predicted    98.26 102.1 101.6 93.99  91.0  99.7  50.8  37.9 30.04  16.2 15.65
## cvpred       98.84 102.6 102.1 94.62  91.7 100.3  52.0  39.2 31.38  17.6 17.01
## pm2.5       105.00 115.0 116.0 96.00  96.0 126.0  13.0  20.0 24.00   8.0  9.00
## CV residual   6.16  12.4  13.9  1.38   4.3  25.7 -39.0 -19.2 -7.38  -9.6 -8.01
##             10688 10692 10693 10696 10697 10703 10705 10706 10708 10711 10715
## Predicted    90.6  84.4  81.2  73.1  69.9 57.52  57.3    55  53.5  47.3  39.4
## cvpred       91.5  85.4  82.2  74.1  70.9 58.61  58.3    56  54.5  48.3  40.5
## pm2.5        13.0  14.0  12.0  22.0  19.0 60.00  30.0    23  24.0  20.0  12.0
## CV residual -78.5 -71.4 -70.2 -52.1 -51.9  1.39 -28.3   -33 -30.5 -28.3 -28.5
##             10716 10720 10722 10723 10724 10725 10730 10734 10738 10739 10740
## Predicted    37.4  92.9  90.6  96.6  96.0  95.1    76  61.6  49.0  46.0  43.9
## cvpred       38.5  93.8  91.4  97.3  96.7  95.8    77  62.7  50.1  47.2  45.0
## pm2.5        20.0  18.0  16.0  22.0  28.0  32.0    13   9.0  18.0  15.0  13.0
## CV residual -18.5 -75.8 -75.4 -75.3 -68.7 -63.8   -64 -53.7 -32.1 -32.2 -32.0
##             10743 10744 10746 10751 10754 10755 10756 10757 10763 10769 10773
## Predicted    34.9  29.7 22.54  8.21  3.01  2.45  1.73  95.8  85.0  94.4  93.3
## cvpred       36.0  30.9 23.78  9.52  4.35  3.76  3.05  96.6  85.8  95.1  94.0
## pm2.5        15.0  12.0 17.00  3.00 13.00 13.00 15.00  23.0  23.0  25.0  39.0
## CV residual -21.0 -18.9 -6.78 -6.52  8.65  9.24 11.95 -73.6 -62.8 -70.1 -55.0
##             10775 10779 10786 10789 10791 10794 10795 10798 10801 10805 10810
## Predicted    92.6  99.7 100.0  96.7  96.8  96.4  95.7  90.5  82.9  73.9  61.0
## cvpred       93.2 100.3 100.6  97.4  97.5  97.1  96.4  91.3  83.7  74.8  61.9
## pm2.5        24.0  57.0 178.0  60.0  39.0  23.0  11.0  12.0  20.0  16.0  20.0
## CV residual -69.2 -43.3  77.4 -37.4 -58.5 -74.1 -85.4 -79.3 -63.7 -58.8 -41.9
##             10811 10813 10814 10816 10825 10834 10836 10838 10839 10843 10844
## Predicted    57.7  53.4  50.4  94.8  94.9  96.6  95.2  99.4  98.0  98.1  97.5
## cvpred       58.7  54.3  51.3  95.6  95.4  97.2  95.8 100.0  98.6  98.7  98.1
## pm2.5        26.0  29.0  25.0  23.0  43.0  48.0  39.0  36.0  36.0  42.0  51.0
## CV residual -32.7 -25.3 -26.3 -72.6 -52.4 -49.2 -56.8 -64.0 -62.6 -56.7 -47.1
##             10850 10851  10854 10855 10857  10858  10861 10866 10869 10870
## Predicted    93.8 104.6 104.37 104.6   104 102.04 103.50  94.9  90.8  89.9
## cvpred       94.2 104.9 104.75 104.9   104 102.43 103.91  95.6  91.5  90.5
## pm2.5        76.0  58.0 100.00 128.0   116  97.00 101.00  60.0  73.0  70.0
## CV residual -18.2 -46.9  -4.75  23.1    12  -5.43  -2.91 -35.6 -18.5 -20.5
##             10874  10881 10882 10888 10889 10891 10897 10907 10912 10914 10918
## Predicted   102.3 102.82 102.8  95.5  93.2  87.7 101.5   108 108.3 106.5   109
## cvpred      102.8 103.26 103.3  96.1  93.8  88.4 101.9   108 108.5 106.7   110
## pm2.5        87.0  95.00 123.0  84.0  66.0  57.0 148.0   212 188.0 166.0   295
## CV residual -15.8  -8.26  19.7 -12.1 -27.8 -31.4  46.1   104  79.5  59.3   185
##             10919 10920 10922 10923 10927 10928 10942 10943 10948 10951 10957
## Predicted     108   107   102  96.5  81.7  77.1   108 107.4 103.9  99.1  98.8
## cvpred        108   107   102  96.9  82.3  77.7   108 107.6 104.1  99.4  99.3
## pm2.5         328   287   222 147.0  18.0  15.0    36  33.0  44.0  32.0 158.0
## CV residual   220   180   120  50.1 -64.3 -62.7   -72 -74.6 -60.1 -67.4  58.7
##             10959 10963 10967 10968 10976 10977 10978 10979 10980 10981 10984
## Predicted    93.4  97.6  96.3  95.4  98.0  95.3  91.7  90.0 87.06  84.4  94.5
## cvpred       94.1  98.2  96.7  95.7  98.4  95.9  92.3  90.7 87.78  85.2  95.2
## pm2.5        63.0  11.0   5.0  55.0 149.0 156.0 144.0 135.0 94.00 105.0 138.0
## CV residual -31.1 -87.2 -91.7 -40.7  50.6  60.1  51.7  44.3  6.22  19.8  42.8
##             10985 10993 10997 10998 11007 11008 11009 11012 11013 11015 11017
## Predicted    97.3  89.2 102.8 101.4  96.3  94.7  91.0  84.4  84.1  82.3  80.5
## cvpred       98.0  89.8 103.3 101.9  96.9  95.3  91.6  85.1  84.8  82.9  81.1
## pm2.5       170.0  65.0 123.0 151.0 171.0 211.0 124.0  22.0  17.0  59.0 146.0
## CV residual  72.0 -24.8  19.7  49.1  74.1 115.7  32.4 -63.1 -67.8 -23.9  64.9
##             11022 11025 11032 11034 11037 11040 11043 11045 11046 11050 11103
## Predicted    77.7   104  85.2  80.4  77.2  73.9  69.1  67.5 107.3 106.4  86.5
## cvpred       78.3   104  85.8  81.0  77.7  74.4  69.6  68.0 107.6 106.6  87.2
## pm2.5       152.0   231 188.0 227.0 184.0 233.0 196.0 103.0  94.0 169.0  24.0
## CV residual  73.7   127 102.2 146.0 106.3 158.6 126.4  35.0 -13.6  62.4 -63.2
##              11126  11128 11133 11134 11139 11140 11143 11144 11150 11151 11152
## Predicted   100.30  96.06   102 103.0  87.9  83.2  92.4  90.1  93.9  94.0  91.7
## cvpred      100.76  96.59   102 103.4  88.3  83.8  93.2  90.9  94.7  94.8  92.6
## pm2.5       105.00 105.00   107  77.0  39.0  24.0  13.0  11.0  12.0  13.0  14.0
## CV residual   4.24   8.41     5 -26.4 -49.3 -59.8 -80.2 -79.9 -82.7 -81.8 -78.6
##             11153 11164 11171 11176 11177 11184 11185 11186 11187 11188 11192
## Predicted    88.1  66.1  91.5  94.0  95.4  83.4  99.5   103 101.6 103.3 102.8
## cvpred       89.1  67.2  92.3  94.8  96.1  84.0 100.1   103 102.1 103.8 103.3
## pm2.5        11.0   9.0  16.0  11.0  12.0  50.0  51.0    64  67.0  77.0  91.0
## CV residual -78.1 -58.2 -76.3 -83.8 -84.1 -34.0 -49.1   -39 -35.1 -26.8 -12.3
##             11195 11210 11217 11219 11221 11223 11225 11228 11233 11234 11241
## Predicted   102.8 107.6 110.1 109.7 108.8 106.3 103.0 111.4 110.0 111.1 109.1
## cvpred      103.2 107.9 110.2 109.8 108.9 106.4 103.2 111.5 110.1 111.1 109.2
## pm2.5        88.0 186.0 169.0 142.0 141.0 131.0 152.0 172.0 163.0 144.0 184.0
## CV residual -15.2  78.1  58.8  32.2  32.1  24.6  48.8  60.5  52.9  32.9  74.8
##             11242 11244 11273 11299 11302 11304 11306 11309 11313 11314 11315
## Predicted   107.9  96.3  91.0  86.3  78.8  74.7 108.0  96.7  84.9  81.3  77.3
## cvpred      107.9  96.8  91.5  86.7  79.3  75.1 108.2  97.1  85.4  81.8  77.9
## pm2.5       191.0  74.0  25.0 149.0  58.0  56.0  60.0  23.0  16.0  22.0  35.0
## CV residual  83.1 -22.8 -66.5  62.3 -21.3 -19.1 -48.2 -74.1 -69.4 -59.8 -42.9
##             11316 11317 11321 11322 11323 11328  11330 11331 11337 11339 11340
## Predicted   73.78  71.2 49.32  42.4  38.8 23.17 20.634  19.7  92.8  94.8  96.2
## cvpred      74.37  71.8 50.11  43.3  39.8 24.29 21.744  20.8  93.5  95.4  96.8
## pm2.5       72.00 249.0 44.00  93.0 118.0 18.00 21.000  10.0   4.0   5.0   9.0
## CV residual -2.37 177.2 -6.11  49.7  78.2 -6.29 -0.744 -10.8 -89.5 -90.4 -87.8
##             11341 11342 11344 11346 11347 11348 11353 11355 11357 11358 11368
## Predicted    94.0  97.8  99.5  96.0  95.2 101.8 105.0 106.6 106.6 107.3  91.5
## cvpred       94.6  98.4 100.1  96.6  95.9 102.3 105.3 106.9 106.8 107.6  92.0
## pm2.5        12.0  11.0  13.0  10.0  15.0  19.0  56.0  52.0  48.0  62.0  58.0
## CV residual -82.6 -87.4 -87.1 -86.6 -80.9 -83.3 -49.3 -54.9 -58.8 -45.6 -34.0
##             11369 11372 11379 11381 11382 11386 11387 11388 11395 11397 11401
## Predicted    89.5  87.1  83.4 107.6 107.6 108.3 109.7 109.7   104 103.2 109.6
## cvpred       90.1  87.6  83.8 107.9 107.9 108.5 109.8 109.8   104 103.2 109.7
## pm2.5        68.0 105.0 114.0  87.0  91.0 160.0 175.0 166.0   143 156.0 175.0
## CV residual -22.1  17.4  30.2 -20.9 -16.9  51.5  65.2  56.2    39  52.8  65.3
##             11407 11408 11409 11422 11449 11474 11483 11484 11491 11493 11499
## Predicted   109.7 108.3 108.3 110.1 107.5  76.2  52.0  48.1  97.2   104 107.6
## cvpred      109.8 108.5 108.5 110.2 107.6  76.7  52.7  48.8  97.6   104 107.9
## pm2.5       140.0 161.0 169.0  49.0  49.0   9.0  15.0  22.0  12.0    24  73.0
## CV residual  30.2  52.5  60.5 -61.2 -58.6 -67.7 -37.7 -26.8 -85.6   -80 -34.9
##             11500 11504 11506 11507 11509 11513 11520 11523 11528 11533 11544
## Predicted   107.3 107.6   108 107.1   106 100.7 96.75  92.8 111.4  99.6   109
## cvpred      107.5 107.9   108 107.3   106 100.9 96.88  93.0 111.5  99.9   109
## pm2.5        60.0  93.0   165 156.0   167 117.0 96.00 148.0 143.0  41.0    82
## CV residual -47.5 -14.9    57  48.7    61  16.1 -0.88  55.0  31.5 -58.9   -27
##             11545 11546 11548 11552 11555 11559 11561 11562 11565 11567 11570
## Predicted   109.0 109.0   106 109.4  99.9 104.2 103.9 101.5  98.4  95.8  91.8
## cvpred      109.2 109.2   106 109.5 100.3 104.6 104.1 101.8  98.7  96.0  92.1
## pm2.5        79.0  51.0    67  44.0  25.0  27.0  36.0  39.0  64.0  59.0  61.0
## CV residual -30.2 -58.2   -39 -65.5 -75.3 -77.6 -68.1 -62.8 -34.7 -37.0 -31.1
##             11573 11576 11578 11579  11582 11602 11603 11604 11606 11607 11609
## Predicted   109.0 109.0   108 106.4 108.48 113.2 111.9 110.6 108.7 107.4 105.4
## cvpred      109.2 109.1   108 106.6 108.64 113.1 111.9 110.6 108.7 107.4 105.4
## pm2.5        70.0  82.0    90  84.0 105.00 185.0 162.0 163.0 165.0 163.0 157.0
## CV residual -39.2 -27.1   -18 -22.6  -3.64  71.9  50.1  52.4  56.3  55.6  51.6
##             11617 11619 11624 11627  11629 11634 11639 11640 11644 11646 11648
## Predicted   114.5 114.5 109.9   107  99.71  76.5  56.1  51.9  42.4  37.5  32.1
## cvpred      114.4 114.4 109.8   107 100.11  77.0  56.7  52.5  43.1  38.2  32.8
## pm2.5       178.0 172.0 195.0   232  97.00  81.0 251.0 234.0  88.0  83.0 100.0
## CV residual  63.6  57.6  85.2   125  -3.11   4.0 194.3 181.5  44.9  44.8  67.2
##             11650 11652 11653 11655 11657 11659 11660 11661 11666 11669 11672
## Predicted    26.9  22.2  18.7  10.8  5.62  1.71 105.0 103.4 101.8 105.9 104.3
## cvpred       27.6  23.0  19.5  11.7  6.50  2.63 105.3 103.7 102.1 106.2 104.6
## pm2.5        89.0  60.0  49.0  38.0 39.00 41.00  33.0  37.0  48.0  18.0  24.0
## CV residual  61.4  37.0  29.5  26.3 32.50 38.37 -72.3 -66.7 -54.1 -88.2 -80.6
##             11673 11675 11684 11688 11689 11690 11692 11696 11699 11704 11706
## Predicted   103.6  92.7  54.4  50.3  49.3   100  97.0  96.1   104 104.2 103.3
## cvpred      103.9  93.2  55.3  51.1  50.2   101  97.5  96.5   104 104.6 103.6
## pm2.5        23.0  27.0  19.0  14.0  13.0    16   8.0  11.0    14  13.0  33.0
## CV residual -80.9 -66.2 -36.3 -37.1 -37.2   -85 -89.5 -85.5   -90 -91.6 -70.6
##             11707 11708 11710 11720 11721 11723 11726 11735  11740   11741
## Predicted   101.3  99.7  98.6  91.6  91.7  87.8  82.9 110.8 112.62 113.151
## cvpred      101.7 100.1  98.9  91.8  91.8  88.0  83.1 110.9 112.59 113.117
## pm2.5        33.0  28.0  35.0  81.0  50.0  44.0  55.0  93.0 107.00 114.000
## CV residual -68.7 -72.1 -63.9 -10.8 -41.8 -44.0 -28.1 -17.9  -5.59   0.883
##             11746 11747 11750 11752 11754  11762 11766 11767 11771 11773 11774
## Predicted   114.5 113.3 112.6  93.7  86.6 108.66 108.0 108.5 100.6  91.5  87.6
## cvpred      114.4 113.2 112.6  94.2  87.1 108.82 108.2 108.6 101.1  92.0  88.1
## pm2.5       148.0 168.0 150.0  84.0  44.0 110.00  86.0  58.0  33.0  34.0  37.0
## CV residual  33.6  54.8  37.4 -10.2 -43.1   1.18 -22.2 -50.6 -68.1 -58.0 -51.1
##             11775 11778 11782 11785 11787 11789 11791 11793 11794 11796 11797
## Predicted    83.1  71.4 108.3 110.8 108.5 105.6 102.4 108.8 107.2 107.4   108
## cvpred       83.6  72.0 108.5 110.8 108.6 105.8 102.6 108.9 107.3 107.6   108
## pm2.5        38.0  26.0  43.0  40.0  30.0  26.0  19.0  27.0  23.0  18.0    14
## CV residual -45.6 -46.0 -65.5 -70.8 -78.6 -79.8 -83.6 -81.9 -84.3 -89.6   -94
##             11800 11801 11802 11803 11807 11808 11809 11810 11812 11821 11822
## Predicted   108.1 106.2 106.1 104.9 100.4  98.8  98.5  96.9  94.8 104.8 101.5
## cvpred      108.3 106.4 106.3 105.1 100.6  99.0  98.7  97.1  95.0 104.9 101.6
## pm2.5        29.0  45.0  46.0  48.0  55.0  50.0  69.0  80.0  62.0  59.0  53.0
## CV residual -79.3 -61.4 -60.3 -57.1 -45.6 -49.0 -29.7 -17.1 -33.0 -45.9 -48.6
##             11825 11828 11834 11835 11839 11842 11847 11851 11852 11853 11854
## Predicted     102 111.3 114.9 113.5 111.7 109.3 111.1 100.2  99.2  96.9  95.7
## cvpred        102 111.3 114.8 113.4 111.6 109.2 111.1 100.5  99.5  97.3  96.0
## pm2.5          42  41.0  78.0  74.0  88.0  94.0  22.0  20.0  20.0  25.0  35.0
## CV residual   -60 -70.3 -36.8 -39.4 -23.6 -15.2 -89.1 -80.5 -79.5 -72.3 -61.0
##             11855 11857 11858 11862 11867 11869 11880 11881 11886 11887 11895
## Predicted    95.4  91.8  90.2 109.7 108.5 108.3  98.9  97.7 114.2 114.5  96.8
## cvpred       95.7  92.1  90.5 109.8 108.6 108.5  98.9  97.6 114.1 114.4  97.2
## pm2.5        28.0  31.0  26.0  24.0  27.0  21.0  56.0  80.0  98.0 104.0 165.0
## CV residual -67.7 -61.1 -64.5 -85.8 -81.6 -87.5 -42.9 -17.6 -16.1 -10.4  67.8
##             11898 11899 11902 11903 11904 11905 11906 11907 11912 11915 11920
## Predicted    83.6  79.4 63.94 60.35  56.4 52.47  50.5  46.9  40.6 29.57 17.52
## cvpred       84.2  80.0 64.77 61.21  57.3 53.36  51.4  47.9  41.4 30.44 18.23
## pm2.5       118.0  61.0 60.00 56.00  68.0 51.00  75.0  72.0  63.0 35.00 12.00
## CV residual  33.8 -19.0 -4.77 -5.21  10.7 -2.36  23.6  24.1  21.6  4.56 -6.23
##             11921 11926 11927 11928 11933 11934 11935 11936 11937 11938 11943
## Predicted   13.94 -4.08 -3.96 -7.31 -18.5 103.0 106.9 105.9 101.7  97.7  69.3
## cvpred      14.66 -3.19 -3.12 -6.40 -17.5 103.4 107.1 106.1 102.1  98.1  69.9
## pm2.5       11.00 24.00 16.00 29.00  24.0  18.0  29.0  20.0  28.0  28.0  28.0
## CV residual -3.66 27.19 19.12 35.40  41.5 -85.4 -78.1 -86.1 -74.1 -70.1 -41.9
##             11949 11952 11957 11958 11965 11968 11972 11982 11984 11986 11987
## Predicted    41.9  37.4  99.3  98.4  95.1 102.2  91.7   108   101  96.6  92.9
## cvpred       42.7  38.2  99.8  98.9  95.5 102.7  92.1   108   101  97.0  93.4
## pm2.5        70.0  59.0  25.0  22.0  26.0  18.0  29.0    58    18  16.0  15.0
## CV residual  27.3  20.8 -74.8 -76.9 -69.5 -84.7 -63.1   -50   -83 -81.0 -78.4
##             11991 11995 12004 12011 12012 12018 12020 12034 12035 12037 12039
## Predicted   103.3 105.1 108.3 109.0 109.0  94.3  90.0 112.6 112.0   110 108.0
## cvpred      103.7 105.3 108.5 109.2 109.1  94.7  90.4 112.5 111.9   110 107.8
## pm2.5         8.0  57.0  37.0  71.0  69.0  24.0  35.0 147.0 153.0   149 159.0
## CV residual -95.7 -48.3 -71.5 -38.2 -40.1 -70.7 -55.4  34.5  41.1    39  51.2
##             12048 12050 12061 12062 12065 12068 12069 12070 12075 12076 12078
## Predicted     117   117   115   118   116 106.4 101.7  97.8  82.3  80.3  71.4
## cvpred        117   117   115   117   116 106.4 101.8  97.9  82.5  80.5  71.8
## pm2.5         250   251   217   237   221  75.0  32.0  27.0   7.0   6.0   5.0
## CV residual   133   134   102   120   105 -31.4 -69.8 -70.9 -75.5 -74.5 -66.8
##             12079 12086 12087 12088 12090 12092 12093 12095 12097 12103 12105
## Predicted    68.8 107.6 107.6 108.8   105 100.4 101.1  96.1  93.2  87.6  78.8
## cvpred       69.2 107.9 107.8 108.9   105 100.6 101.2  96.2  93.4  88.2  79.4
## pm2.5         6.0  13.0  14.0  16.0    19  15.0  20.0  27.0  28.0  46.0  14.0
## CV residual -63.2 -94.9 -93.8 -92.9   -86 -85.6 -81.2 -69.2 -65.4 -42.2 -65.4
##             12107 12110 12111 12115 12116 12119 12121 12129 12145 12146  12155
## Predicted    73.4  67.3 103.0 104.3 103.6 102.5  99.8  95.2  94.2 109.6 109.86
## cvpred       74.0  67.9 103.4 104.6 103.9 102.8 100.2  95.7  94.5 109.7 109.95
## pm2.5        16.0  12.0   7.0  47.0  31.0  22.0  26.0  54.0  36.0  40.0 114.00
## CV residual -58.0 -55.9 -96.4 -57.6 -72.9 -80.8 -74.2 -41.7 -58.5 -69.7   4.05
##             12156 12159 12161 12162 12163 12165 12170 12171 12172 12175 12178
## Predicted   109.2  96.5  89.6  86.4  83.2  77.1 73.86 110.1 110.4 109.1 113.8
## cvpred      109.3  96.9  90.1  86.8  83.6  77.5 74.16 110.2 110.5 109.1 113.8
## pm2.5        69.0  25.0  21.0  24.0  31.0 118.0 69.00  66.0  77.0  89.0 155.0
## CV residual -40.3 -71.9 -69.1 -62.8 -52.6  40.5 -5.16 -44.2 -33.5 -20.1  41.2
##             12180 12181 12182 12183 12190 12193  12200 12202 12204 12215 12223
## Predicted   114.0 112.7 112.2 109.2  88.7  85.6 81.349  79.9  77.4 52.22  42.7
## cvpred      113.9 112.6 112.1 109.1  89.0  85.8 81.391  80.0  77.5 52.49  42.9
## pm2.5       200.0 187.0 152.0 123.0  47.0  53.0 81.000 100.0 109.0 59.00  56.0
## CV residual  86.1  74.4  39.9  13.9 -42.0 -32.8 -0.391  20.0  31.5  6.51  13.1
##             12228 12229 12237 12238 12240 12243 12244 12248 12249 12281 12291
## Predicted    32.1  28.2  5.48 113.5 113.3 108.7 108.0 103.8 103.6 110.5 100.1
## cvpred       32.5  28.6  6.05 113.5 113.2 108.7 107.9 103.8 103.5 110.4  99.9
## pm2.5        69.0  73.0 47.00  48.0  57.0  97.0  95.0 115.0 116.0  97.0 177.0
## CV residual  36.5  44.4 40.95 -65.5 -56.2 -11.7 -12.9  11.2  12.5 -13.4  77.1
##             12297 12298 12300 12303 12304  12305  12306  12307 12308  12311
## Predicted   117.4 116.7 112.8 104.5 101.3  98.93  97.98  97.03  94.7  92.16
## cvpred      117.1 116.4 112.6 104.4 101.2  98.92  97.91  96.91  94.6  92.04
## pm2.5       171.0 154.0 140.0 119.0 124.0 105.00 106.00 104.00 112.0 100.00
## CV residual  53.9  37.6  27.4  14.6  22.8   6.08   8.09   7.09  17.4   7.96
##             12315 12320  12322   12326 12332  12334 12335 12336 12339 12341
## Predicted    87.7 116.9 114.21 117.410 117.8 116.75   114 116.1 114.6 116.6
## cvpred       87.5 116.6 113.97 117.129 117.5 116.53   114 115.9 114.4 116.4
## pm2.5       100.0  90.0 105.00 118.000 146.0 114.00    61  92.0  82.0  58.0
## CV residual  12.5 -26.6  -8.97   0.871  28.5  -2.53   -53 -23.9 -32.4 -58.4
##             12342 12343 12344 12345 12346 12347 12350 12353 12355 12358 12364
## Predicted   117.0 116.4 116.0 114.8 113.4 116.6 115.0 109.8   108 113.5 106.6
## cvpred      116.8 116.2 115.8 114.6 113.2 116.4 114.9 109.9   108 113.4 106.7
## pm2.5        55.0  62.0  56.0  52.0  99.0  65.0  85.0  26.0    28  15.0  15.0
## CV residual -61.8 -54.2 -59.8 -62.6 -14.2 -51.4 -29.9 -83.9   -80 -98.4 -91.7
##             12365 12369 12370 12371 12375 12386 12388 12392 12399 12400 12401
## Predicted   103.4  91.5  89.3  86.5  78.1  46.0  42.0  35.9 108.3 108.8 109.2
## cvpred      103.5  91.6  89.5  86.6  78.2  46.4  42.4  36.3 108.5 108.9 109.3
## pm2.5        17.0   9.0   9.0   8.0  13.0  17.0  16.0   8.0  10.0  11.0  17.0
## CV residual -86.5 -82.6 -80.5 -78.6 -65.2 -29.4 -26.4 -28.3 -98.5 -97.9 -92.3
##             12406 12413 12415 12418  12420 12422 12425 12427 12428 12432 12434
## Predicted   104.1 111.3 115.6 113.8 113.81 112.6 103.6  99.4 97.08 112.3   109
## cvpred      104.2 111.2 115.4 113.7 113.72 112.6 103.7  99.5 97.18 112.2   109
## pm2.5        29.0  45.0  57.0  99.0 105.00  81.0  64.0 100.0 92.00  73.0    68
## CV residual -75.2 -66.2 -58.4 -14.7  -8.72 -31.6 -39.7   0.5 -5.18 -39.2   -41
##             12439 12445 12446 12447 12448 12452 12454 12455 12456 12457 12463
## Predicted   100.6  95.0  93.0  91.7 108.1 105.1   108 106.7 108.7 112.1 112.5
## cvpred      100.8  95.3  93.3  92.0 108.3 105.3   108 106.8 108.7 112.2 112.5
## pm2.5        18.0   9.0   9.0  11.0  11.0  15.0    56  45.0  48.0  53.0  57.0
## CV residual -82.8 -86.3 -84.3 -81.0 -97.3 -90.3   -52 -61.8 -60.7 -59.2 -55.5
##             12470 12471 12475 12476 12477 12479 12481 12488 12489 12490 12491
## Predicted   108.1 110.9  99.3  97.7  96.8 112.1 112.4 114.5 115.6 115.2 114.5
## cvpred      108.2 110.9  99.5  97.9  96.9 112.2 112.4 114.4 115.4 115.1 114.4
## pm2.5        30.0  44.0  21.0  18.0  25.0  24.0  28.0 125.0 133.0 133.0 126.0
## CV residual -78.2 -66.9 -78.5 -79.9 -71.9 -88.2 -84.4  10.6  17.6  17.9  11.6
##             12496 12497 12499 12500 12506 12507 12516 12517 12521 12527 12528
## Predicted     104   102  96.5  94.8   115 114.4 117.0 116.6 116.2 118.7 117.9
## cvpred        104   102  96.5  94.9   115 114.3 116.8 116.4 115.9 118.4 117.7
## pm2.5          90    83  67.0  67.0    65  50.0  87.0  85.0  86.0 163.0 170.0
## CV residual   -14   -19 -29.5 -27.9   -50 -64.3 -29.8 -31.4 -29.9  44.6  52.3
##             12533 12552 12553 12558 12560 12566 12571 12572 12573 12575 12586
## Predicted   118.3   118 118.5 101.5   118 115.9 111.0 110.5 109.5 107.4 118.6
## cvpred      118.1   118 118.1 101.4   118 115.7 110.8 110.2 109.3 107.1 118.3
## pm2.5       201.0    59  66.0   6.0     7  22.0  27.0  28.0  40.0  33.0 189.0
## CV residual  82.9   -59 -52.1 -95.4  -111 -93.7 -83.8 -82.2 -69.3 -74.1  70.7
##             12587 12588  12589  12591 12594 12600 12601 12603 12606 12612 12621
## Predicted     118 118.7 118.34 115.49 110.3 104.7 104.0 101.8 117.9 117.9 112.8
## cvpred        118 118.4 118.08 115.28 110.1 104.5 103.8 101.6 117.7 117.7 112.6
## pm2.5         165 152.0 126.00 112.00  67.0 119.0 121.0 121.0 176.0 130.0  48.0
## CV residual    47  33.6   7.92  -3.28 -43.1  14.5  17.2  19.4  58.3  12.3 -64.6
##             12624  12626 12638 12640 12642 12645 12647 12652 12658 12659 12668
## Predicted   117.8 115.26 116.7 116.4   110 117.6 117.3   116   113   109 110.8
## cvpred      117.5 114.99 116.5 116.1   110 117.4 117.1   116   113   109 110.7
## pm2.5        84.0 122.00  67.0  85.0    25  33.0  55.0    14    12    11  48.0
## CV residual -33.5   7.01 -49.5 -31.1   -85 -84.4 -62.1  -102  -101   -98 -62.7
##             12670 12671 12672 12678 12679  12680  12681 12684 12686 12691 12692
## Predicted   108.9 109.8 116.7 118.3 118.0 117.98 117.26 117.4   114 111.9 111.4
## cvpred      108.8 109.6 116.5 118.1 117.7 117.72 117.01 117.2   114 111.8 111.2
## pm2.5        39.0  34.0  45.0  96.0  98.0 117.00 119.00  96.0    95  63.0  45.0
## CV residual -69.8 -75.6 -71.5 -22.1 -19.7  -0.72   1.99 -21.2   -19 -48.8 -66.2
##             12693  12695 12696 12697 12699 12702 12705 12706 12711 12712 12713
## Predicted   111.3 110.39 109.1 106.8 103.6 117.3 115.1 114.4   111   109   108
## cvpred      111.1 110.12 108.9 106.6 103.5 117.1 114.9 114.2   111   109   108
## pm2.5        70.0 116.00 127.0 132.0 156.0  93.0 133.0 153.0   236   231   220
## CV residual -41.1   5.88  18.1  25.4  52.5 -24.1  18.1  38.8   125   122   112
##             12717  12724 12728 12731 12732 12736 12744 12745 12746 12749 12752
## Predicted   116.4 119.36 119.0 117.5 116.3 108.0   118 118.7 118.1 118.3 118.3
## cvpred      116.2 119.04 118.7 117.2 115.9 107.7   118 118.4 117.8 118.1 118.1
## pm2.5       141.0 128.00 165.0 156.0 167.0 152.0   138 154.0 192.0  96.0  76.0
## CV residual  24.8   8.96  46.3  38.8  51.1  44.3    20  35.6  74.2 -22.1 -42.1
##             12756 12757 12758 12762 12763  12768 12770  12772 12774  12775
## Predicted   117.4 117.4 116.2 112.9 111.9 117.44 114.9 118.34 118.5 118.13
## cvpred      117.2 117.2 115.9 112.7 111.7 117.19 114.7 118.08 118.2 117.84
## pm2.5        95.0  95.0  97.0 139.0 144.0 114.00 134.0 125.00 121.0 110.00
## CV residual -22.2 -22.2 -18.9  26.3  32.3  -3.19  19.3   6.92   2.8  -7.84
##             12778 12779 12780 12781 12783 12789 12793 12798 12801 12802 12804
## Predicted   118.0   118 117.6 116.9 118.1 114.9 112.7   120   121 119.9 118.5
## cvpred      117.7   118 117.3 116.6 117.8 114.6 112.4   119   121 119.5 118.1
## pm2.5        88.0    87  85.0  88.0  80.0  87.0 151.0   257   227 198.0 154.0
## CV residual -29.7   -31 -32.3 -28.6 -37.8 -27.6  38.6   138   106  78.5  35.9
##             12808 12810   12811 12813 12815 12826 12827 12830 12831 12832 12834
## Predicted   115.7 114.5 113.954   111   108   120   119 120.0 120.0 118.8 115.9
## cvpred      115.5 114.3 113.634   110   108   120   119 119.6 119.7 118.4 115.6
## pm2.5       101.0  99.0 113.000   269   245   198   205 182.0 167.0 161.0 155.0
## CV residual -14.5 -15.3  -0.634   159   137    78    86  62.4  47.3  42.6  39.4
##             12844 12845 12846 12848 12854 12858  12859 12862 12865 12867 12870
## Predicted     119 118.7   119   119 120.0 109.8 107.48 107.6 105.1   103 101.6
## cvpred        119 118.4   119   119 119.7 109.6 107.37 107.3 104.9   103 101.4
## pm2.5         254 205.0   230   187 158.0 120.0 111.00 192.0 199.0   158 171.0
## CV residual   135  86.6   111    68  38.3  10.4   3.63  84.7  94.1    55  69.6
##             12873 12874 12875 12876 12877  12878  12880 12888 12891 12892 12897
## Predicted   100.1  98.2  96.6 118.5 114.4 112.12 107.82  97.5  95.2  93.9 120.0
## cvpred       99.9  98.0  96.4 118.1 114.3 111.95 107.67  97.4  95.0  93.7 119.7
## pm2.5       172.0 169.0 178.0 149.0 164.0 117.00 109.00 164.0 146.0 137.0 217.0
## CV residual  72.1  71.0  81.6  30.9  49.7   5.05   1.33  66.6  51.0  43.3  97.3
##             12901 12902 12903 12905 12907 12908 12910 12913 12915 12920 12921
## Predicted     121   121   120   119   118   117 114.6   121 120.7 118.2 116.9
## cvpred        121   120   120   118   117   117 114.2   121 120.2 117.8 116.5
## pm2.5         251   337   402   442   445   352 132.0   139 152.0 169.0 182.0
## CV residual   130   217   282   324   328   235  17.8    18  31.8  51.2  65.5
##             12924 12925 12928 12930 12931 12934 12936 12941 12942 12943 12947
## Predicted   112.5 110.8 106.0 118.8 118.1 117.6 118.1   114 112.1 110.8 104.0
## cvpred      112.1 110.5 105.7 118.5 117.8 117.3 117.8   113 111.9 110.6 103.9
## pm2.5       169.0 185.0 163.0 194.0 133.0  34.0  29.0    11  25.0  18.0  16.0
## CV residual  56.9  74.5  57.3  75.5  15.2 -83.3 -88.8  -102 -86.9 -92.6 -87.9
##             12948 12952 12960 12962 12977 12979 12980 12986  12988 12989 12992
## Predicted   117.4 116.1 116.1 115.5 113.8 116.3 115.9 118.3 117.98 115.0   110
## cvpred      117.2 115.9 115.9 115.2 113.7 116.1 115.7 118.1 117.72 114.8   110
## pm2.5        22.0  23.0  41.0  43.0  22.0  25.0  26.0  87.0 109.00 134.0    52
## CV residual -95.2 -92.9 -74.9 -72.2 -91.7 -91.1 -89.7 -31.1  -8.72  19.2   -58
##             12996 12998 13000 13001 13011 13014 13019 13021 13025 13026 13028
## Predicted   114.0 111.8 115.6 116.6 111.2 119.0 114.8 114.5 112.8 111.2 108.4
## cvpred      113.8 111.6 115.4 116.4 111.1 118.7 114.7 114.4 112.7 111.1 108.2
## pm2.5        24.0  19.0  21.0  20.0  49.0  49.0  59.0  26.0  39.0  40.0  53.0
## CV residual -89.8 -92.6 -94.4 -96.4 -62.1 -69.7 -55.7 -88.4 -73.7 -71.1 -55.2
##             13029 13030 13031 13032 13033 13036  13037    13038  13040  13041
## Predicted   107.6 107.6 107.0 106.5 106.1 104.3 118.67 119.2022 118.67 119.03
## cvpred      107.5 107.4 106.8 106.3 105.9 104.1 118.38 118.9123 118.38 118.74
## pm2.5        58.0  55.0  56.0  93.0 108.0 118.0 121.00 119.0000 123.00 125.00
## CV residual -49.5 -52.4 -50.8 -13.3   2.1  13.9   2.62   0.0877   4.62   6.26
##             13045 13049 13063 13068 13073 13074 13075 13077 13081 13088 13091
## Predicted   120.0 115.6   120   119   111   110   107   103   120 118.1 120.7
## cvpred      119.7 115.3   120   119   111   110   107   103   119 117.7 120.4
## pm2.5       162.0 166.0   265   242   223   228   243   224   266 145.0  37.0
## CV residual  42.3  50.7   145   123   112   118   136   121   147  27.3 -83.4
##             13096 13101 13102 13104 13106 13116 13117 13118 13119 13120 13122
## Predicted   122.1   121 121.0   119   118 122.1 121.5 120.8 121.6 122.1 122.1
## cvpred      121.7   121 120.6   119   117 121.7 121.1 120.4 121.1 121.7 121.7
## pm2.5        52.0   213 213.0   233   254  39.0  61.0  77.0  93.0 109.0  81.0
## CV residual -69.7    92  92.4   114   137 -82.7 -60.1 -43.4 -28.1 -12.7 -40.7
##              13126 13134 13136 13140 13143   13145 13148 13150 13154 13156
## Predicted   120.68 121.8 122.1 121.2 122.1 123.162 121.0   122 121.0   122
## cvpred      120.24 121.3 121.7 120.7 121.6 122.683 120.6   122 120.6   122
## pm2.5       112.00 179.0 166.0 162.0 140.0 122.000 170.0   187 215.0   195
## CV residual  -8.24  57.7  44.3  41.3  18.4  -0.683  49.4    65  94.4    73
##             13157 13159 13160 13163 13166 13169 13170 13171 13182 13184 13185
## Predicted     122 120.9   119 112.0 115.3 116.6   116 116.6 118.5 117.2 115.8
## cvpred        122 120.4   119 111.7 115.2 116.4   116 116.4 118.1 116.8 115.5
## pm2.5         245 220.0   244  72.0  26.0  26.0    23  30.0  85.0  48.0  46.0
## CV residual   123  99.6   125 -39.7 -89.2 -90.4   -93 -86.4 -33.1 -68.8 -69.5
##             13186 13191 13196 13197 13202 13205  13209 13214 13217 13224 13225
## Predicted   113.7 114.0 116.6 111.6 105.6 100.1  95.73 119.5 120.0 121.1 120.9
## cvpred      113.4 113.8 116.3 111.4 105.3  99.9  95.56 119.2 119.7 120.7 120.5
## pm2.5        47.0  40.0  96.0  73.0  82.0  67.0 105.00 165.0 141.0 145.0 152.0
## CV residual -66.4 -73.8 -20.3 -38.4 -23.3 -32.9   9.44  45.8  21.3  24.3  31.5
##             13226 13234 13238 13243 13246 13247 13254 13255 13259 13265 13270
## Predicted   120.6   121   121 112.6   110 107.6 115.2 112.9 108.1 112.6 112.0
## cvpred      120.2   121   121 112.3   110 107.3 114.9 112.7 108.1 112.6 111.8
## pm2.5       173.0   142   180 170.0   188 179.0  42.0  44.0  11.0  16.0  19.0
## CV residual  52.8    21    59  57.7    78  71.7 -72.9 -68.7 -97.1 -96.6 -92.8
##             13276 13277 13281 13283 13287 13289 13292 13296 13297 13298 13300
## Predicted   117.6 118.3 118.7 114.7 107.6 100.5  93.4 116.6 114.7 116.6 116.3
## cvpred      117.4 118.1 118.4 114.5 107.5 100.5  93.3 116.4 114.5 116.4 116.1
## pm2.5        37.0  38.0  37.0  26.0  14.0  16.0  12.0  28.0  18.0  22.0  41.0
## CV residual -80.4 -80.1 -81.4 -88.5 -93.5 -84.5 -81.3 -88.4 -96.5 -94.4 -75.1
##             13305 13315 13316 13317 13318 13323 13327 13336 13338 13340 13346
## Predicted   112.5 110.7 109.5 109.4 109.4 117.9 116.9 118.8 115.2 112.0 117.3
## cvpred      112.3 110.6 109.3 109.3 109.2 117.7 116.6 118.4 114.9 111.7 116.9
## pm2.5        14.0  21.0  18.0  23.0  25.0  57.0  93.0  89.0  91.0  66.0 171.0
## CV residual -98.3 -89.6 -91.3 -86.3 -84.2 -60.7 -23.6 -29.4 -23.9 -45.7  54.1
##             13347 13349 13358 13360 13365  13369 13373 13375  13376  13378
## Predicted   116.9   121 121.2 116.9 109.3 102.84   121 120.9 120.17 117.66
## cvpred      116.6   121 120.8 116.6 108.9 102.58   121 120.5 119.76 117.26
## pm2.5       185.0   275 197.0 130.0 132.0 112.00   105 107.0 127.00 111.00
## CV residual  68.4   154  76.2  13.4  23.1   9.42   -16 -13.5   7.24  -6.26
##              13379  13380 13381  13382  13383 13388  13393 13396 13397 13398
## Predicted   116.94 115.00 120.7 120.88 118.94 113.2 118.88 114.1 112.8 112.1
## cvpred      116.55 114.64 120.4 120.47 118.57 112.9 118.45 113.7 112.4 111.7
## pm2.5       126.00 109.00 108.0 122.00 112.00  92.0 120.00  95.0  92.0  89.0
## CV residual   9.45  -5.64 -12.4   1.53  -6.57 -20.9   1.55 -18.7 -20.4 -22.7
##              13399  13400 13401 13405 13412 13423 13425  13428 13430 13431
## Predicted   110.85 108.90 108.9 120.9 115.1 121.1 120.7 122.47 123.2 122.1
## cvpred      110.49 108.58 108.5 120.5 114.8 120.7 120.3 122.02 122.7 121.7
## pm2.5       102.00  99.00  97.0  95.0  91.0  90.0  94.0 131.00 144.0 144.0
## CV residual  -8.49  -9.58 -11.5 -25.5 -23.8 -30.7 -26.3   8.98  21.3  22.3
##             13433 13436 13441 13443 13450 13455  13456  13461  13464 13466
## Predicted   120.9 122.1 113.2   119   121 118.7 117.48 110.34 106.96 104.3
## cvpred      120.5 121.7 112.9   119   121 118.3 117.08 110.01 106.67 104.1
## pm2.5       132.0 133.0  44.0    42    70 103.0 109.00 107.00 100.00  78.0
## CV residual  11.5  11.3 -68.9   -77   -51 -15.3  -8.08  -3.01  -6.67 -26.1
##             13468 13478 13483 13488 13492 13493 13494 13496 13502 13503 13506
## Predicted   103.0 118.8 113.6 117.5 120.7 121.1 121.3 120.0 120.7 122.1 116.4
## cvpred      102.7 118.5 113.2 117.2 120.4 120.7 120.9 119.6 120.3 121.7 116.1
## pm2.5        77.0  70.0  90.0  47.0  69.0  71.0  80.0  93.0 181.0 186.0  77.0
## CV residual -25.7 -48.5 -23.2 -70.2 -51.4 -49.7 -40.9 -26.6  60.7  64.3 -39.1
##             13507 13512  13513 13518 13520 13524  13527  13528  13529 13531
## Predicted   115.0 120.0 119.35 116.8 114.8 121.1 121.09 120.74 119.69 119.1
## cvpred      114.7 119.7 119.04 116.5 114.5 120.7 120.71 120.35 119.34 118.7
## pm2.5        87.0  88.0 117.00  69.0  64.0  76.0 127.00 128.00 128.00 142.0
## CV residual -27.7 -31.7  -2.04 -47.5 -50.5 -44.7   6.29   7.65   8.66  23.3
##             13534 13542 13546  13547 13548 13549 13553 13556 13562 13563 13570
## Predicted   121.1   120 120.2 120.53 120.2 119.5 120.2 117.5 120.9 120.5   119
## cvpred      120.7   120 119.8 120.12 119.8 119.1 119.8 117.1 120.5 120.1   119
## pm2.5       151.0   121 150.0 117.00 105.0  66.0  73.0  79.0  57.0  53.0    14
## CV residual  30.3     1  30.2  -3.12 -14.8 -53.1 -46.8 -38.1 -63.5 -67.1  -105
##             13577 13579 13580 13582 13588 13589 13590 13591 13595 13596 13597
## Predicted     117 114.3 113.5 121.8 121.8 121.8 121.8 122.1 120.0   122 122.1
## cvpred        117 113.9 113.2 121.4 121.4 121.4 121.4 121.7 119.6   122 121.7
## pm2.5          58  65.0  56.0  80.0  87.0  89.0  83.0  77.0  90.0    92  95.0
## CV residual   -59 -48.9 -57.2 -41.4 -34.4 -32.4 -38.4 -44.7 -29.6   -30 -26.7
##             13601 13602 13604  13608 13609 13617 13618 13619 13620 13623 13626
## Predicted   117.3 116.4 113.5 108.85 108.1  99.7  99.0  98.3  98.2   123 120.3
## cvpred      116.9 115.9 113.1 108.47 107.8  99.4  98.7  97.9  97.9   123 119.8
## pm2.5        88.0  88.0  78.0 106.00  94.0  74.0 111.0 146.0 155.0   189 211.0
## CV residual -28.9 -27.9 -35.1  -2.47 -13.8 -25.4  12.3  48.1  57.1    66  91.2
##             13628 13634 13635 13637 13638 13639 13640 13644 13652 13653 13654
## Predicted     119   124   123   124   124   123   123   125   125   124   123
## cvpred        118   123   123   123   123   123   123   124   124   124   122
## pm2.5         256   296   321   288   293   307   335   336   235   244   237
## CV residual   138   173   198   165   170   184   212   212   111   120   115
##             13657 13658 13660 13662 13663 13667 13668 13671 13674 13675 13677
## Predicted     120   119   116   125   124   122   125   123 118.1 115.1 122.3
## cvpred        120   119   116   124   123   121   125   122 117.6 114.7 121.8
## pm2.5         361   325   354   383   355   376   356   310  62.0  49.0  53.0
## CV residual   241   206   238   259   232   255   231   188 -55.6 -65.7 -68.8
##             13680 13681 13684 13687 13688 13691 13693 13700 13701  13703 13704
## Predicted     122   122   121   122   122 122.1 122.8 122.8 122.4 123.16 122.8
## cvpred        121   122   121   122   122 121.6 122.3 122.3 121.9 122.68 122.3
## pm2.5          19    20    40    31    38  64.0  48.0  40.0  63.0 118.00  84.0
## CV residual  -102  -102   -81   -91   -84 -57.6 -74.3 -82.3 -58.9  -4.68 -38.3
##             13705 13708 13711 13712 13714 13726 13732 13733 13735 13736 13749
## Predicted   123.2 123.2 121.0 123.3 122.1 115.1 120.7   121 119.1 121.8 110.6
## cvpred      122.7 122.7 120.6 122.9 121.7 114.6 120.3   121 118.7 121.4 110.2
## pm2.5        85.0  80.0  38.0  39.0  24.0  60.0  61.0    53  40.0  37.0  90.0
## CV residual -37.7 -42.7 -82.6 -83.9 -97.7 -54.6 -59.3   -68 -78.7 -84.4 -20.2
##             13757 13759 13763 13766 13767 13769 13770 13774 13775 13778 13779
## Predicted   104.9 103.4 123.0 122.8 124.2 121.3 120.7   118   117   123   125
## cvpred      104.5 103.1 122.4 122.3 123.6 120.8 120.2   117   117   122   124
## pm2.5       183.0 202.0 218.0 213.0 210.0 215.0 184.0   238   259   311   306
## CV residual  78.5  98.9  95.6  90.7  86.4  94.2  63.8   121   142   189   182
##             13781 13783 13786 13791 13792 13793 13795 13800 13801 13803 13806
## Predicted     124   124 119.3 117.3 121.2 121.6 119.1 110.0   121 119.5 118.6
## cvpred        123   123 118.9 116.9 120.8 121.1 118.6 109.6   121 119.1 118.2
## pm2.5         313   284  88.0  32.0  54.0  66.0  38.0  41.0    39  41.0  36.0
## CV residual   190   161 -30.9 -84.9 -66.8 -55.1 -80.6 -68.6   -82 -78.1 -82.2
##             13811 13812 13819 13820 13822 13829 13830 13833 13838 13840 13841
## Predicted   116.9 115.7 120.1 118.5 115.7 121.1   121 118.7 120.7 118.3   119
## cvpred      116.6 115.3 119.7 118.1 115.2 120.7   121 118.3 120.3 117.9   119
## pm2.5        38.0  35.0  48.0  44.0  57.0 102.0    87  59.0  46.0  20.0    41
## CV residual -78.6 -80.3 -71.7 -74.1 -58.2 -18.7   -34 -59.3 -74.3 -97.9   -78
##             13843 13909 13910 13911 13914 13915 13922 13928 13929 13933  13936
## Predicted   120.9 120.2 117.9 115.9 110.7 107.7 100.7   121 120.7   122 119.09
## cvpred      120.4 119.8 117.6 115.6 110.4 107.4 100.4   121 120.3   122 118.69
## pm2.5        82.0  59.0  46.0  49.0  50.0  66.0  77.0   110 109.0   106 114.00
## CV residual -38.4 -60.8 -71.6 -66.6 -60.4 -41.4 -23.4   -11 -11.3   -16  -4.69
##             13937  13939  13940 13941  13945 13947 13948 13952 13954 13955
## Predicted   117.5 113.21 111.95 111.2 122.11 120.0 120.0 117.8 122.8 122.1
## cvpred      117.1 112.86 111.61 110.9 121.67 119.6 119.5 117.4 122.3 121.6
## pm2.5       101.0 117.00 115.00 117.0 118.00 166.0 144.0 190.0 200.0 178.0
## CV residual -16.1   4.14   3.39   6.1  -3.67  46.4  24.5  72.6  77.7  56.4
##             13956 13961 13964   13968  14026 14027 14030 14032 14033 14035
## Predicted   121.4 114.2 110.5 105.289 117.42 122.1 120.7 121.8 120.7 120.3
## cvpred      120.9 113.8 110.1 104.957 116.97 121.7 120.4 121.4 120.4 119.8
## pm2.5       134.0 132.0 175.0 104.000 109.00  98.0  84.0  75.0 102.0  92.0
## CV residual  13.1  18.2  64.9  -0.957  -7.97 -23.7 -36.4 -46.4 -18.4 -27.8
##             14037 14038 14040 14044 14045 14051 14055 14058 14059 14061 14063
## Predicted   118.3 118.3 116.2 113.3 112.6   123 124.2 120.3 117.5 121.1 120.9
## cvpred      117.9 117.8 115.7 112.9 112.2   123 123.6 119.8 117.1 120.7 120.5
## pm2.5        94.0  92.0 139.0 208.0 211.0   217 195.0 202.0 102.0  30.0  42.0
## CV residual -23.9 -25.8  23.3  95.1  98.8    94  71.4  82.2 -15.1 -90.7 -78.5
##             14089 14090 14093 14095 14099 14115 14116 14119  14121 14125 14129
## Predicted   122.8 123.2 121.8 122.1 123.9 123.2 123.2 123.2 123.16 122.3 117.8
## cvpred      122.3 122.7 121.4 121.7 123.3 122.7 122.7 122.7 122.68 121.8 117.3
## pm2.5        74.0  64.0 146.0  64.0  96.0 111.0 105.0 107.0 128.00 132.0 161.0
## CV residual -48.3 -58.7  24.6 -57.7 -27.3 -11.7 -17.7 -15.7   5.32  10.2  43.7
##             14134 14135  14136  14137 14138 14140 14149 14150 14151 14154 14161
## Predicted   112.4 111.1 123.16 122.80 122.1 119.6 112.2 110.2 109.0 105.9 100.7
## cvpred      111.9 110.7 122.68 122.32 121.6 119.1 111.7 109.8 108.6 105.5 100.3
## pm2.5       154.0 140.0 130.00 113.00 100.0  91.0 135.0 125.0 148.0 147.0 125.0
## CV residual  42.1  29.3   7.32  -9.32 -21.6 -28.1  23.3  15.2  39.4  41.5  24.7
##             14168 14172 14173  14180 14184 14195 14196  14197  14198 14209
## Predicted   123.2 123.5 122.7 122.95 122.3 114.7 122.8 121.55 120.29   119
## cvpred      122.7 122.9 122.2 122.45 121.8 114.3 122.3 121.08 119.83   119
## pm2.5        33.0 110.0 108.0 128.00 156.0  99.0 143.0 118.00 116.00    10
## CV residual -89.7 -12.9 -14.2   5.55  34.2 -15.3  20.7  -3.08  -3.83  -109
##             14215 14221 14225 14226 14227 14234 14241 14244 14249 14252 14255
## Predicted   117.0   118   117   116 116.1   121 122.1 120.9 114.9 108.6 103.8
## cvpred      116.6   118   116   116 115.8   121 121.7 120.4 114.6 108.4 103.6
## pm2.5        17.0     7     4     8  17.0    51  69.0  88.0  37.0  29.0  19.0
## CV residual -99.6  -111  -112  -108 -98.8   -70 -52.7 -32.4 -77.6 -79.4 -84.6
##             14257 14258 14259 14261 14267 14269 14270 14272 14274 14275 14277
## Predicted     118   117 117.4   120   115   117 116.6 116.0   113   111 108.7
## cvpred        118   117 117.1   119   115   116 116.4 115.8   113   111 108.5
## pm2.5          16    16  18.0     3    10     9  18.0  29.0    21    29  37.0
## CV residual  -102  -101 -99.1  -116  -105  -107 -98.4 -86.8   -92   -82 -71.5
##             14279 14282 14283 14287 14288 14289 14297 14301 14302 14304 14306
## Predicted   106.6 103.7 103.0 120.4 121.1   121 110.3   106 105.6 104.1 102.7
## cvpred      106.3 103.4 102.7 120.1 120.7   121 110.1   106 105.3 103.9 102.5
## pm2.5        44.0  55.0  61.0  63.0  60.0    75  48.0    54  50.0  69.0  68.0
## CV residual -62.3 -48.4 -41.7 -57.1 -60.7   -46 -62.1   -52 -55.3 -34.9 -34.5
##             14308 14309 14311 14316 14322 14323 14324 14328 14329 14342 14346
## Predicted   101.9   119 117.9 120.7 113.9   112 111.1 120.0   120   121 113.2
## cvpred      101.7   119 117.6 120.4 113.6   112 110.8 119.7   120   121 112.9
## pm2.5        76.0    81  96.0  79.0  54.0    47  45.0  57.0    60   100  69.0
## CV residual -25.7   -38 -21.6 -41.4 -59.6   -65 -65.8 -62.7   -60   -21 -43.9
##             14349   14355  14356 14358 14362  14365   14366 14368  14372  14373
## Predicted   120.7 119.478 120.04 120.0 120.0 119.33 117.923 115.8 111.32 120.40
## cvpred      120.4 119.102 119.69 119.7 119.7 118.98 117.611 115.6 111.07 120.05
## pm2.5        77.0 120.000 127.00 134.0  97.0 110.00 117.000  92.0 120.00 113.00
## CV residual -43.4   0.898   7.31  14.3 -22.7  -8.98  -0.611 -23.6   8.93  -7.05
##             14411 14414 14419 14421  14423 14427 14435 14438  14448  14451
## Predicted   120.7 119.5 113.9 120.7 120.04 119.7 118.2 119.5 119.69 121.09
## cvpred      120.4 119.1 113.6 120.4 119.69 119.4 117.9 119.2 119.34 120.71
## pm2.5       137.0 129.0  94.0  88.0 115.00  98.0 106.0  97.0 118.00 121.00
## CV residual  16.6   9.9 -19.6 -32.4  -4.69 -21.4 -11.9 -22.2  -1.34   0.29
##               14455 14456 14463 14465  14470  14474  14478   14481  14482 14487
## Predicted   120.044 119.5 112.8 109.6 121.09 120.40 119.36 120.015 119.30 114.2
## cvpred      119.693 119.1 112.5 109.3 120.71 120.05 119.04 119.637 118.92 113.9
## pm2.5       120.000 126.0  82.0  80.0 118.00 111.00 111.00 120.000 115.00  80.0
## CV residual   0.307   6.9 -30.5 -29.3  -2.71  -9.05  -8.04   0.363  -3.92 -33.9
##             14493 14495 14499 14504 14507 14509 14512 14514 14515 14518 14519
## Predicted   119.0 119.2 119.0 117.6 120.0   119   119 118.6   116 120.4 120.0
## cvpred      118.7 118.9 118.7 117.3 119.7   119   119 118.3   116 120.1 119.7
## pm2.5        55.0  62.0 102.0  97.0  84.0    77    86  63.0    75  69.0  75.0
## CV residual -63.7 -56.9 -16.7 -20.3 -35.7   -42   -33 -55.3   -41 -51.1 -44.7
##             14526 14530 14531 14533 14537 14540 14541 14544 14547 14548 14549
## Predicted   119.2 120.7 121.1 120.2 114.9 112.2 112.8 121.8 120.7 120.0 119.3
## cvpred      118.8 120.4 120.7 119.8 114.6 111.9 112.5 121.4 120.3 119.6 118.9
## pm2.5       143.0 146.0 160.0 104.0  93.0 104.0 117.0 188.0 195.0 203.0 191.0
## CV residual  24.2  25.6  39.3 -15.8 -21.6  -7.9   4.5  66.6  74.7  83.4  72.1
##             14556 14560 14561 14564 14571 14575 14576 14578 14580 14581 14582
## Predicted     121 122.1 120.9 116.0 121.8 121.8 122.1 122.1 122.8   122 122.8
## cvpred        121 121.7 120.4 115.7 121.4 121.4 121.7 121.6 122.3   122 122.3
## pm2.5         174 134.0 136.0 161.0 203.0 206.0 205.0 205.0 201.0   213 204.0
## CV residual    53  12.3  15.6  45.3  81.6  84.6  83.3  83.4  78.7    91  81.7
##             14584 14586 14587 14588 14593 14599 14609 14610 14619 14624 14625
## Predicted     123   123   123   124   120 112.9 109.2 107.5 102.4 118.1 117.3
## cvpred        122   123   122   123   120 112.7 109.1 107.5 102.2 117.8 117.1
## pm2.5         233   240   269   272   280  16.0  12.0  23.0  40.0  83.0  81.0
## CV residual   111   117   147   149   160 -96.7 -97.1 -84.5 -62.2 -34.8 -36.1
##             14626 14627 14628 14630 14633 14634 14637 14638 14639 14642 14643
## Predicted   118.0 118.0 118.0 116.6 117.8 115.5 113.1 112.4 111.8   119   119
## cvpred      117.7 117.7 117.7 116.3 117.5 115.2 112.9 112.1 111.5   119   119
## pm2.5        88.0  78.0  52.0  39.0  57.0  59.0  51.0  71.0  72.0    39    49
## CV residual -29.7 -39.7 -65.7 -77.3 -60.5 -56.2 -61.9 -41.1 -39.5   -80   -70
##             14644 14648 14650 14655 14657 14658  14661 14667 14670 14671 14681
## Predicted   119.7 120.4 120.0 112.7 107.0 105.8 103.56 119.0 118.8 118.5 115.9
## cvpred      119.4 120.1 119.7 112.4 106.8 105.5 103.29 118.7 118.6 118.2 115.7
## pm2.5        60.0 102.0 103.0  78.0  69.0  69.0 107.00 191.0 159.0 112.0  62.0
## CV residual -59.4 -18.1 -16.7 -34.4 -37.8 -36.5   3.71  72.3  40.4  -6.2 -53.7
##             14685 14687 14689 14690 14694 14700 14701  14702 14717  14721 14725
## Predicted   112.6 110.7 118.0 118.0 118.1 117.2 113.9 112.27 116.9 117.29 116.0
## cvpred      112.4 110.5 117.7 117.7 117.8 116.9 113.7 112.07 116.7 117.06 115.8
## pm2.5        36.0  37.0  73.0  78.0  83.0 161.0 151.0 105.00  73.0 109.00 103.0
## CV residual -76.4 -73.5 -44.7 -39.7 -34.8  44.1  37.3  -7.07 -43.7  -8.06 -12.8
##             14729 14732 14734 14735 14742 14744 14745 14748 14749  14751 14752
## Predicted   110.3 107.2 105.2 104.5  99.5  98.7  98.7   121   119 109.84 108.6
## cvpred      110.1 106.9 104.9 104.2  99.2  98.5  98.4   120   119 109.74 108.4
## pm2.5        98.0 143.0 164.0 200.0 230.0 249.0 256.0   277   287 116.00  50.0
## CV residual -12.1  36.1  59.1  95.8 130.8 150.5 157.6   157   168   6.26 -58.4
##             14758 14761 14764 14769 14770 14771 14774 14776 14777 14782 14788
## Predicted   117.8   118 112.8 114.8 116.1 114.7 115.0 113.7 113.0 117.3 116.6
## cvpred      117.5   118 112.6 114.6 115.9 114.5 114.9 113.6 112.8 117.1 116.4
## pm2.5        66.0    80  17.0  21.0  17.0  27.0  24.0  40.0  45.0  44.0  48.0
## CV residual -51.5   -38 -95.6 -93.6 -98.9 -87.5 -90.9 -73.6 -67.8 -73.1 -68.4
##             14789 14791 14792 14794 14796 14799 14801 14802 14804 14807 14808
## Predicted   114.7   111   110 101.1   111 107.8 109.7 108.4 114.9 112.6 113.5
## cvpred      114.5   111   110 101.2   111 107.9 109.8 108.6 114.8 112.6 113.5
## pm2.5        34.0     5     6  13.0     3   8.0  10.0  12.0  23.0  19.0  21.0
## CV residual -80.5  -106  -104 -88.2  -108 -99.9 -99.8 -96.6 -91.8 -93.6 -92.5
##             14810 14811 14812 14813 14816 14819 14822 14823 14824 14825 14828
## Predicted   113.1 112.4 114.9 114.0   109 103.2 100.7 115.9   116 115.9 115.9
## cvpred      113.1 112.3 114.8 113.8   109 103.2 100.6 115.7   115 115.7 115.7
## pm2.5        31.0  31.0  25.0  23.0    10  10.0  19.0  20.0    14  24.0  29.0
## CV residual -82.1 -81.3 -89.8 -90.8   -99 -93.2 -81.6 -95.7  -101 -91.7 -86.7
##             14832 14834 14836 14838 14842 14846 14849 14852 14853 14861 14865
## Predicted   114.7 112.7 110.4 108.9 116.3 114.8   115 113.6 112.8 114.5 115.6
## cvpred      114.5 112.5 110.3 108.8 116.1 114.7   115 113.4 112.7 114.4 115.4
## pm2.5        28.0  27.0  28.0  28.0  38.0  56.0    71  56.0  52.0  78.0 118.0
## CV residual -86.5 -85.5 -82.3 -80.8 -78.1 -58.7   -44 -57.4 -60.7 -36.4   2.6
##             14869   14870 14871 14872 14874 14875 14876  14881 14884 14885
## Predicted   116.0 114.777 113.5 111.9 109.9 108.7 108.0 105.07 102.5 101.8
## cvpred      115.8 114.565 113.3 111.7 109.8 108.5 107.8 104.88 102.3 101.6
## pm2.5       149.0 114.000 142.0 168.0 154.0 176.0 180.0 108.00 113.0 117.0
## CV residual  33.2  -0.565  28.7  56.3  44.2  67.5  72.2   3.12  10.7  15.4
##              14888   14889 14893  14898 14901  14904 14905 14906 14909 14914
## Predicted   118.67 117.947 114.0 107.58 106.1 118.31 119.0 119.0 119.0   119
## cvpred      118.38 117.664 113.7 107.37 105.9 118.03 118.7 118.7 118.7   119
## pm2.5       113.00 117.000 126.0 102.00 140.0 120.00 142.0 146.0 180.0   177
## CV residual  -5.38  -0.664  12.3  -5.37  34.1   1.97  23.3  27.3  61.3    58
##             14917 14919 14923 14925 14927 14941 14942 14944 14945 14953 14956
## Predicted   117.2 114.7 117.4 116.3 119.0   119 119.0 118.7 118.1 118.0   118
## cvpred      116.9 114.4 117.1 116.1 118.7   119 118.7 118.4 117.8 117.7   118
## pm2.5       196.0 133.0  99.0 131.0 155.0   160 168.0 164.0 145.0  36.0    17
## CV residual  79.1  18.6 -18.1  14.9  36.3    41  49.3  45.6  27.2 -81.7  -101
##             14958 14963 14964 14965 14968 14969 14971 14973 14975 14976 14977
## Predicted   118.3 114.0 112.0 109.3  99.9  98.7 111.2   109 107.7 107.2 107.2
## cvpred      118.1 113.8 111.9 109.3 100.0  98.8 111.2   109 107.7 107.1 107.1
## pm2.5        22.0  22.0  21.0  11.0  23.0  12.0  16.0    26  26.0  31.0  25.0
## CV residual -96.1 -91.8 -90.9 -98.3 -77.0 -86.8 -95.2   -83 -81.7 -76.1 -82.1
##             14987 14988 14991 14996 14997 15000 15004 15013 15032 15034 15036
## Predicted   100.2   105  99.1   107 104.8 110.5 105.2 100.5 103.5  98.6  96.6
## cvpred      100.5   105  99.5   107 105.1 110.6 105.4 100.8 103.6  98.7  96.8
## pm2.5        12.0    12   4.0    20  26.0  59.0  28.0   5.0  41.0  22.0  15.0
## CV residual -88.5   -93 -95.5   -87 -79.1 -51.6 -77.4 -95.8 -62.6 -76.7 -81.8
##             15040 15043 15047 15050 15052 15053 15057 15059 15062 15064 15065
## Predicted   106.9 107.6 107.7 112.3 111.8 109.8 103.8   101  94.9  92.9   108
## cvpred      107.2 107.9 107.8 112.3 111.8 109.9 103.9   101  95.2  93.2   108
## pm2.5        13.0  18.0  37.0  78.0  76.0  59.0  49.0    39  26.0  12.0     7
## CV residual -94.2 -89.9 -70.8 -34.3 -35.8 -50.9 -54.9   -62 -69.2 -81.2  -101
##             15066 15069 15071 15073 15075 15076 15080 15085 15090 15092 15094
## Predicted   106.4 104.4 112.3 112.3 112.5 111.1 106.6 105.6 108.3   106 112.8
## cvpred      106.7 104.6 112.3 112.3 112.5 111.1 106.6 105.8 108.5   106 112.8
## pm2.5         7.0  28.0  39.0  57.0  60.0  66.0  58.0  18.0  19.0    37  50.0
## CV residual -99.7 -76.6 -73.3 -55.3 -52.5 -45.1 -48.6 -87.8 -89.5   -69 -62.8
##             15096 15099 15100 15107 15110 15112 15114 15115 15119 15122 15126
## Predicted   112.8 110.7 109.3  95.2 106.1 104.1 109.7 113.7 113.7 113.1 110.1
## cvpred      112.8 110.7 109.3  95.4 106.3 104.3 109.8 113.7 113.6 113.1 110.1
## pm2.5        68.0  66.0  59.0  28.0  16.0  14.0  26.0  31.0 133.0 140.0  58.0
## CV residual -44.8 -44.7 -50.3 -67.4 -90.3 -90.3 -83.8 -82.7  19.4  26.9 -52.1
##             15128 15131 15132  15135  15137 15139 15149  15153 15154 15155
## Predicted   108.8 113.8 113.3 108.70 105.48 103.8 114.2 115.91 116.3 115.9
## cvpred      108.8 113.8 113.2 108.72 105.51 103.9 114.1 115.75 116.1 115.8
## pm2.5        84.0  76.0  94.0 100.00 104.00  90.0 130.0 122.00 132.0 137.0
## CV residual -24.8 -37.8 -19.2  -8.72  -1.51 -13.9  15.9   6.25  15.9  21.2
##             15159 15160 15164 15165 15172 15174 15193 15206 15207  15209 15210
## Predicted   111.9 110.6 105.2 115.6   115   115   118   115 109.6 105.26 103.7
## cvpred      111.9 110.6 105.2 115.4   114   114   118   114 109.6 105.27 103.7
## pm2.5       127.0 135.0 140.0 158.0   247   240   299   263 156.0 107.00 118.0
## CV residual  15.1  24.4  34.8  42.6   133   126   181   149  46.4   1.73  14.3
##              15213 15214 15216 15220 15221 15225 15230 15232 15236 15238 15239
## Predicted   104.08 103.4 101.2   116   116   117   116 112.9 110.0   109   108
## cvpred      103.98 103.3 101.2   116   116   117   116 112.8 109.9   108   108
## pm2.5       112.00 129.0 153.0   226   218   282   247 132.0 161.0   242   235
## CV residual   8.02  25.7  51.8   110   102   165   131  19.2  51.1   134   127
##             15248 15251 15255 15259 15262 15266 15270 15271 15272 15273 15276
## Predicted     117   117   116   118   118   114  96.8  94.5  90.5  87.0  79.6
## cvpred        117   117   116   118   118   114  97.1  94.8  91.0  87.4  80.0
## pm2.5         277   286   283   338   373   328  18.0  15.0  25.0  15.0  26.0
## CV residual   160   169   167   220   255   214 -79.1 -79.8 -66.0 -72.4 -54.0
##             15282 15284 15286 15287 15289 15292 15309 15310 15311 15312 15314
## Predicted    65.6  62.3  60.5 107.3 106.4  99.5 108.0 109.7 110.0 109.7 110.8
## cvpred       66.1  62.8  61.0 107.6 106.7  99.9 108.2 109.8 110.1 109.8 110.8
## pm2.5        14.0  25.0  33.0  23.0  19.0  11.0  41.0  35.0  50.0  49.0  72.0
## CV residual -52.1 -37.8 -28.0 -84.6 -87.7 -88.9 -67.2 -74.8 -60.1 -60.8 -38.8
##             15316 15318 15319 15322 15324 15326 15329 15330 15332 15337 15340
## Predicted   110.4 108.3   107 105.4  95.8  90.6 104.9 105.0 105.0 105.0 106.4
## cvpred      110.5 108.4   107 105.5  96.2  91.0 105.2 105.3 105.2 105.3 106.7
## pm2.5        72.0  50.0    31  39.0  15.0  23.0   6.0  27.0  60.0  19.0  22.0
## CV residual -38.5 -58.4   -76 -66.5 -81.2 -68.0 -99.2 -78.3 -45.2 -86.3 -84.7
##             15341 15353 15354 15355 15365 15367 15368 15370 15474 15478 15480
## Predicted   106.9 104.2 104.2 105.5 104.6 101.4 101.2  96.2 105.8 104.3 113.2
## cvpred      107.2 104.6 104.6 105.8 104.8 101.7 101.4  96.6 105.8 104.3 113.1
## pm2.5        47.0   8.0   9.0  22.0  37.0  28.0  50.0  36.0 139.0 162.0 145.0
## CV residual -60.2 -96.6 -95.6 -83.8 -67.8 -73.7 -51.4 -60.6  33.2  57.7  31.9
##             15482 15483 15485 15489  15492  15493 15495 15498 15500 15501 15503
## Predicted   112.8 112.1 110.8 107.4 113.51 115.22 115.2   116   117   117   117
## cvpred      112.8 112.1 110.8 107.4 113.48 115.09 115.1   116   117   116   117
## pm2.5       146.0 122.0 125.0 164.0 111.00 111.00 160.0   250   293   325   329
## CV residual  33.2   9.9  14.2  56.6  -2.48  -4.09  44.9   134   176   209   212
##             15506 15510 15514 15516 15518 15519 15521 15525 15526 15527 15532
## Predicted     117   115   117   115   113   115   114   111   110   108 114.2
## cvpred        117   115   116   114   113   115   114   111   109   108 114.1
## pm2.5         354   324   312   404   318   297   303   562   514   485  66.0
## CV residual   237   209   196   290   205   182   189   451   405   377 -48.1
##             15535 15539 15540 15543 15545 15546 15548 15555 15556 15557 15567
## Predicted   114.9 106.5 107.6 108.3 105.4 105.4 105.3 113.5 114.4 114.9   112
## cvpred      114.8 106.7 107.9 108.5 105.6 105.5 105.4 113.4 114.3 114.8   112
## pm2.5        54.0  75.0  64.0  89.0  67.0  63.0  69.0  35.0  39.0  41.0   139
## CV residual -60.8 -31.7 -43.9 -19.5 -38.6 -42.5 -36.4 -78.4 -75.3 -73.8    27
##             15569 15570 15572 15578 15580 15581 15582 15584 15590 15596 15597
## Predicted   110.6   110 107.7 114.9   115   114   116 115.6   115 112.0   116
## cvpred      110.6   110 107.7 114.8   114   114   115 115.4   115 111.9   115
## pm2.5       132.0   151 179.0 212.0   234   235   221 211.0   307 205.0   246
## CV residual  21.4    41  71.3  97.2   120   121   106  95.6   192  93.1   131
##             15598 15599 15602  15608 15613 15614 15616 15618 15620 15622 15624
## Predicted     115 114.5   113 113.07 113.2 112.8 112.6 109.4 113.3   109 112.1
## cvpred        115 114.4   113 112.95 113.1 112.8 112.5 109.3 113.2   109 112.2
## pm2.5         239 196.0   236 108.00  17.0  21.0  36.0  33.0  52.0    57  39.0
## CV residual   124  81.6   123  -4.95 -96.1 -91.8 -76.5 -76.3 -61.2   -52 -73.2
##             15625 15629 15631 15633 15634 15638 15641 15643 15648 15649 15650
## Predicted   108.8 103.8   110 102.4  99.4  82.7  75.3 106.3 101.7  99.7  98.1
## cvpred      108.9 103.9   110 102.7  99.7  83.2  75.9 106.5 101.9 100.0  98.4
## pm2.5        23.0  24.0     9   4.0   3.0   7.0  10.0  16.0   9.0   9.0  11.0
## CV residual -85.9 -79.9  -101 -98.7 -96.7 -76.2 -65.9 -90.5 -92.9 -91.0 -87.4
##             15658 15662 15663 15664 15669 15675 15678 15688 15699 15700 15702
## Predicted    86.8  73.2  68.0  63.9  49.9   107   108  86.3 108.1 109.4 106.1
## cvpred       87.1  73.6  68.4  64.3  50.4   107   108  86.7 108.3 109.5 106.3
## pm2.5        23.0  10.0  14.0   9.0  20.0     9    29   7.0  28.0  31.0  22.0
## CV residual -64.1 -63.6 -54.4 -55.3 -30.4   -98   -79 -79.7 -80.3 -78.5 -84.3
##             15703 15709 15711 15712 15714 15719 15722  15725 15730 15732 15733
## Predicted   105.3 103.1 105.0 103.4 101.6 110.1 111.4 109.68 111.7 112.1 111.8
## cvpred      105.6 103.4 105.3 103.7 101.9 110.2 111.5 109.78 111.7 112.2 111.8
## pm2.5        17.0   9.0  16.0  19.0  22.0  73.0  78.0 102.00  60.0  75.0  83.0
## CV residual -88.6 -94.4 -89.3 -84.7 -79.9 -37.2 -33.5  -7.78 -51.7 -37.2 -28.8
##             15735 15737 15738 15739 15741 15746 15748 15752 15761 15770 15772
## Predicted   110.0 109.1 109.1 109.4 113.3 112.1 111.4   109 109.7   114   114
## cvpred      110.1 109.2 109.2 109.5 113.3 112.2 111.5   109 109.6   114   114
## pm2.5        91.0  82.0  72.0  87.0 123.0 163.0 150.0    96 190.0   270   243
## CV residual -19.1 -27.2 -37.2 -22.5   9.7  50.8  38.5   -13  80.4   156   129
##             15777 15779 15785 15787 15788 15793 15799 15804 15806 15808 15809
## Predicted     114   115   115   115   115   113   111 114.2 113.5   114   114
## cvpred        114   114   115   114   115   113   111 114.1 113.4   114   114
## pm2.5         269   296   293   300   298   298   248 190.0 204.0   231   233
## CV residual   155   182   178   186   183   185   137  75.9  90.6   117   119
##             15811 15819 15822 15832 15834 15838 15840 15846 15847 15848 15849
## Predicted     114   113   111   115   114   116   116   115   114   113   113
## cvpred        114   113   111   114   114   115   115   114   114   113   113
## pm2.5         254   267   227   347   401   408   402   418   409   420   407
## CV residual   140   154   116   233   287   293   287   304   295   307   294
##             15852 15853 15855 15856 15857 15867 15868 15869 15873 15875 15877
## Predicted   108.2   109 101.5 107.4 103.8   107 106.3 105.5 102.3  94.6 100.9
## cvpred      108.3   109 101.6 107.6 104.1   108 106.5 105.8 102.6  95.1 101.4
## pm2.5        26.0    19  11.0   8.0  16.0     6   8.0   9.0  11.0  16.0   6.0
## CV residual -82.3   -90 -90.6 -99.6 -88.1  -102 -98.5 -96.8 -91.6 -79.1 -95.4
##             15885 15887 15891 15893 15894 15895 15899 15902 15904 15916 15920
## Predicted   105.5   102 104.6   105 104.3   104 103.2 100.9  98.0   108 108.0
## cvpred      105.8   103 104.9   105 104.7   104 103.6 101.3  98.5   108 108.2
## pm2.5        60.0    45   8.0    19  18.0    38  16.0  26.0  25.0   163  98.0
## CV residual -45.8   -58 -96.9   -86 -86.7   -66 -87.6 -75.3 -73.5    55 -10.2
##             15921 15929 15950 15952 15953 15955 15962 15963 15967 15969  15975
## Predicted   108.7   109   108   105 103.6 110.4   109   107 108.7 107.4 107.95
## cvpred      108.9   110   108   105 103.8 110.5   109   107 108.9 107.6 108.11
## pm2.5        80.0   280   242   207 176.0 137.0   261   242 166.0 125.0 118.00
## CV residual -28.9   170   134   102  72.2  26.5   152   135  57.1  17.4   9.89
##             15982 15983 15986 15987 15992 15993 15995 15996 16003 16008 16009
## Predicted     111   110   110   109 108.7 110.4   111   111 105.5   111   111
## cvpred        111   110   110   109 108.9 110.5   111   111 105.5   111   112
## pm2.5         259   280   342   316 135.0 146.0   215   248 170.0   332   350
## CV residual   148   170   232   207  26.1  35.5   104   137  64.5   221   238
##             16011 16014 16015 16022 16024 16025 16026 16028 16032 16034 16043
## Predicted     110   109   110   112   111 108.3   107   106   103   114   114
## cvpred        110   109   110   112   111 108.4   107   106   104   113   114
## pm2.5         306   288   293   420   270 181.0   211   224   253   258   268
## CV residual   196   179   183   308   159  72.6   104   118   149   145   154
##             16045 16047 16051 16056 16061 16071 16072 16078 16083 16085 16095
## Predicted     111 114.9   115   114   115   115   115 102.1  94.8  89.9 106.6
## cvpred        111 114.8   115   114   115   115   115 102.2  95.0  90.2 106.9
## pm2.5         263 205.0   227   264   254   343   339  57.0  45.0  30.0  32.0
## CV residual   152  90.2   112   150   139   228   224 -45.2 -50.0 -60.2 -74.9
##             16096 16100 16102 16104 16111 16115 16116 16117 16119 16121 16122
## Predicted   107.6 110.1 111.4 109.3 111.6   107 109.7 110.1 109.4 110.1 111.1
## cvpred      107.9 110.2 111.5 109.4 111.7   107 109.8 110.2 109.5 110.2 111.1
## pm2.5        35.0  63.0  86.0  42.0  61.0    64  68.0  71.0  54.0  79.0  85.0
## CV residual -72.9 -47.2 -25.5 -67.4 -50.7   -43 -41.8 -39.2 -55.5 -31.2 -26.1
##             16125 16126 16127 16131 16141  16142  16144  16146  16148 16155
## Predicted   112.1 112.1 112.1 111.1 110.4 110.39 108.96 111.08 111.78  96.5
## cvpred      112.2 112.2 112.1 111.1 110.5 110.49 109.06 111.14 111.81  96.8
## pm2.5       100.0  94.0 108.0  78.0  96.0 102.00 113.00 107.00 121.00  27.0
## CV residual -12.2 -18.2  -4.1 -33.1 -14.5  -8.49   3.94  -4.14   9.19 -69.8
##             16159 16163 16164 16169 16170 16173 16175 16180 16184 16185 16186
## Predicted    89.0 107.6 107.5 106.2 109.4 109.0 111.3 111.4 108.7 107.6 106.9
## cvpred       89.3 107.7 107.6 106.4 109.5 109.2 111.3 111.5 108.9 107.9 107.2
## pm2.5        11.0  37.0  37.0  35.0  26.0  38.0  41.0  69.0  59.0  48.0  35.0
## CV residual -78.3 -70.7 -70.6 -71.4 -83.5 -71.2 -70.3 -42.5 -49.9 -59.9 -72.2
##             16189 16192 16202 16204 16207 16213 16218 16219 16220 16227 16242
## Predicted   106.4 107.3 107.6 105.0 101.1 105.2 105.7 105.1 104.4 109.0 108.3
## cvpred      106.7 107.6 107.9 105.2 101.4 105.4 105.9 105.4 104.6 109.2 108.5
## pm2.5        45.0  45.0 129.0  63.0  32.0  40.0  49.0  56.0  68.0 157.0  19.0
## CV residual -61.7 -62.6  21.1 -42.2 -69.4 -65.4 -56.9 -49.4 -36.6  47.8 -89.5
##             16243 16247 16254 16256 16258 16260 16264 16267 16272 16277 16278
## Predicted   107.6 108.3  98.1  95.9   104 101.9 102.8 106.6 106.6 101.7 100.3
## cvpred      107.8 108.5  98.5  96.3   104 102.3 103.3 106.9 106.9 102.1 100.7
## pm2.5        21.0  62.0  27.0  24.0    23  28.0  23.0  30.0  79.0  56.0  42.0
## CV residual -86.8 -46.5 -71.5 -72.3   -81 -74.3 -80.3 -76.9 -27.9 -46.1 -58.7
##             16280 16281 16288 16294 16299 16302   16303 16309 16312 16313 16314
## Predicted    98.5  97.5 102.8 106.6 105.9 105.2 105.573 106.3 107.3 108.0 107.6
## cvpred       98.9  97.9 103.3 106.9 106.2 105.6 105.887 106.5 107.6 108.2 107.9
## pm2.5        34.0  40.0  45.0  92.0 145.0 153.0 105.000  96.0 153.0 152.0 179.0
## CV residual -64.9 -57.9 -58.3 -14.9  38.8  47.4  -0.887 -10.5  45.4  43.8  71.1
##             16317 16318 16321 16322 16327 16328 16329 16330 16336 16340 16342
## Predicted   108.0   108   109 108.3  95.2 105.2   103 100.7  75.0  98.1  97.9
## cvpred      108.2   108   109 108.5  95.7 105.6   103 101.1  75.8  98.8  98.5
## pm2.5       197.0   211   277 208.0  21.0  30.0    38  43.0  46.0  47.0  75.0
## CV residual  88.8   103   168  99.5 -74.7 -75.6   -65 -58.1 -29.8 -51.8 -23.5
##             16343 16345 16346 16350 16354 16355 16357 16358 16359 16362 16364
## Predicted   101.1  93.7  90.8  83.7  73.0  71.0  96.1  95.7  95.4  97.6 103.9
## cvpred      101.6  94.4  91.6  84.4  73.9  71.9  96.8  96.4  96.1  98.2 104.3
## pm2.5        23.0  21.0  15.0   7.0   9.0  12.0  18.0   9.0  18.0  19.0  58.0
## CV residual -78.6 -73.4 -76.6 -77.4 -64.9 -59.9 -78.8 -87.4 -78.1 -79.2 -46.3
##             16367 16369 16370 16371 16372 16383 16384 16386 16387 16389 16395
## Predicted   102.1 99.31   100   100   100 100.7 101.1 101.8 103.9 104.2   105
## cvpred      102.6 99.86   101   101   101 101.3 101.6 102.2 104.3 104.6   105
## pm2.5        88.0 93.00   126   145   141 129.0 124.0 150.0 178.0 204.0   285
## CV residual -14.6 -6.86    25    44    40  27.7  22.4  47.8  73.7  99.4   180
##             16396 16398 16402 16407 16408 16410 16411 16414 16415 16420 16425
## Predicted     105 104.4 102.9 108.3 108.7 107.5   108 108.3   108 105.8 106.0
## cvpred        105 104.7 103.3 108.5 108.9 107.7   108 108.5   108 106.1 106.3
## pm2.5         289 183.0 172.0 173.0 158.0 168.0   184 185.0   225 202.0 193.0
## CV residual   184  78.3  68.7  64.5  49.1  60.3    76  76.5   117  95.9  86.7
##             16430 16432 16433 16435 16440  16442 16451 16452 16457 16458 16461
## Predicted   110.4   111   111   111 104.4 108.69   110 109.8 109.8 108.5 104.1
## cvpred      110.5   111   112   111 104.6 108.87   110 109.9 109.8 108.6 104.2
## pm2.5       210.0   271   306   358 128.0 100.00   127 119.0 153.0 160.0 166.0
## CV residual  99.5   160   194   247  23.4  -8.87    17   9.1  43.2  51.4  61.8
##             16464 16466 16468 16471 16476 16477 16482 16489 16490 16498 16503
## Predicted   110.8 109.0 106.8   104 105.1 106.4 106.4 107.4   107  77.2  56.6
## cvpred      110.8 109.1 106.9   104 105.3 106.7 106.6 107.6   107  77.9  57.4
## pm2.5       128.0 141.0 142.0    85  56.0  60.0  70.0  90.0    82  13.0  15.0
## CV residual  17.2  31.9  35.1   -19 -49.3 -46.7 -36.6 -17.6   -25 -64.9 -42.4
##             16505 16508 16511 16512 16514 16515 16520 16522 16525 16531 16538
## Predicted    51.5  46.3  41.5  39.2  35.2  34.0  97.9  95.3  99.0 103.2 102.8
## cvpred       52.4  47.2  42.4  40.1  36.2  34.9  98.5  95.9  99.7 103.6 103.3
## pm2.5         6.0  10.0  22.0   9.0  10.0  12.0  29.0  21.0  58.0  45.0 191.0
## CV residual -46.4 -37.2 -20.4 -31.1 -26.2 -22.9 -69.5 -74.9 -41.7 -58.6  87.7
##             16540  16541 16546  16550 16551 16553 16555 16560 16563 16565 16567
## Predicted   102.1 100.15   104 101.77 103.5 101.5 105.2   105   105   105   105
## cvpred      102.5 100.63   104 102.24 103.9 101.9 105.6   105   105   106   106
## pm2.5       123.0 106.00    81  99.00 115.0 135.0 163.0   239   364   322   271
## CV residual  20.5   5.37   -23  -3.24  11.1  33.1  57.4   134   259   216   165
##             16572 16573 16575 16576 16578 16579 16586 16589 16590 16594 16595
## Predicted     106   107  93.8  88.8  78.4  72.9  34.1  21.7 18.14  6.88  3.32
## cvpred        106   108  94.3  89.4  79.2  73.7  35.1  22.9 19.29  8.11  4.60
## pm2.5         223   241  55.0  12.0   7.0   7.0   7.0  10.0 10.00 13.00 14.00
## CV residual   117   133 -39.3 -77.4 -72.2 -66.7 -28.1 -12.9 -9.29  4.89  9.40
##             16598 16599 16605 16607  16609  16610   16612 16616  16617 16623
## Predicted   -4.89 -7.07  98.7  94.8  99.36 100.42  99.008   100 100.75 100.7
## cvpred      -3.54 -5.73  99.3  95.5  99.96 100.98  99.609   101 101.28 101.3
## pm2.5       11.00 10.00  40.0  63.0  91.00  98.00 100.000   121  96.00 180.0
## CV residual 14.54 15.73 -59.3 -32.5  -8.96  -2.98   0.391    20  -5.28  78.7
##             16625 16629 16637 16638 16643 16644 16645 16648 16651 16653 16656
## Predicted     102   102  94.1  94.1 102.8 101.8 101.4 103.9   103   103   104
## cvpred        102   103  94.7  94.7 103.3 102.2 101.9 104.3   104   104   104
## pm2.5         251   282 232.0 155.0 126.0 145.0 163.0 196.0   259   258   343
## CV residual   149   179 137.3  60.3  22.7  42.8  61.1  91.7   155   154   239
##             16657 16661 16664 16670 16671 16672 16674 16676 16677 16681 16690
## Predicted     104   100  97.3  91.7  90.3  89.5   104   103   104   103  96.5
## cvpred        104   101  97.7  92.1  90.8  90.1   104   103   104   103  96.9
## pm2.5         337   222 233.0 193.0 200.0 200.0   222   271   300   330 133.0
## CV residual   233   121 135.3 100.9 109.2 109.9   118   168   196   227  36.1
##             16691 16692   16695 16697 16698 16699 16703 16705 16708 16710 16719
## Predicted    94.9 103.9 100.991 100.9   106   105   105   105   102 100.9 104.1
## cvpred       95.3 104.3 101.413 101.3   106   106   105   105   103 101.3 104.3
## pm2.5       115.0 115.0 102.000 178.0   216   243   404   362   222 174.0 131.0
## CV residual  19.7  10.7   0.587  76.7   110   137   299   257   119  72.7  26.7
##             16721  16722 16724 16735 16739 16740 16744 16746 16749 16755 16756
## Predicted    99.1  96.79  94.7 101.4  99.3  96.0  93.1  99.9 101.6 102.1 103.2
## cvpred       99.4  97.15  95.1 101.9  99.9  96.7  93.8 100.5 102.1 102.6 103.6
## pm2.5       143.0 100.00  64.0  52.0  34.0  42.0  48.0  73.0  90.0 119.0 174.0
## CV residual  43.6   2.85 -31.1 -49.9 -65.9 -54.7 -45.8 -27.5 -12.1  16.4  70.4
##             16757 16761 16763 16767 16770   16774 16777 16778 16780 16782 16786
## Predicted     102  97.8  91.8  91.1  97.0 100.054 100.2  99.4   101  99.3   102
## cvpred        102  98.4  92.5  91.9  97.7 100.622 100.8 100.0   101  99.9   103
## pm2.5         238 146.0  21.0  33.0  40.0 100.000 125.0 149.0   224 186.0    82
## CV residual   136  47.6 -71.5 -58.9 -57.7  -0.622  24.2  49.0   123  86.1   -21
##             16787 16790 16792 16793 16796 16797 16798 16799 16804 16806 16808
## Predicted   101.4  98.3 100.7   100 101.8   104 103.9 104.2   105   103   104
## cvpred      101.9  98.9 101.3   101 102.2   104 104.3 104.6   105   104   105
## pm2.5        53.0  92.0 160.0   271 183.0   209 187.0 198.0   282   290   306
## CV residual -48.9  -6.9  58.7   170  80.8   105  82.7  93.4   177   186   201
##             16809 16812 16813 16814 16820 16823 16825 16827 16829 16834 16839
## Predicted     105   105   106   106   106   106   106   102 98.69  95.4  98.7
## cvpred        105   106   106   106   106   106   106   103 99.15  95.9  99.3
## pm2.5         309   293   289   254   365   490   473   301 96.00  34.0  32.0
## CV residual   204   187   183   148   259   384   367   198 -3.15 -61.9 -67.3
##             16840 16841 16845 16851 16853 16858 16863 16872 16873 16875 16876
## Predicted    98.0  98.3 101.3 103.5   102   102 104.2   104   104   105   103
## cvpred       98.6  99.0 101.8 103.9   103   103 104.6   104   104   105   104
## pm2.5        35.0  39.0 168.0 178.0   260   113 126.0   355   365   324   386
## CV residual -63.6 -60.0  66.2  74.1   157    10  21.4   251   261   219   282
##             16877 16881 16882 16887 16889 16895 16901 16904 16906 16909 16916
## Predicted     103   105   105   105   105   106   103   102 100.5   106   103
## cvpred        103   106   105   106   105   106   103   102 100.8   107   103
## pm2.5         397   296   275   248   306   304   237   231 181.0   209   240
## CV residual   294   190   170   142   201   198   134   129  80.2   102   137
##             16919 16922 16926 16929 16930 16934 16935 16939 16945 16947 16948
## Predicted     105   105   107   107 106.9  87.7  83.1  67.9  41.7  33.5  30.2
## cvpred        105   106   107   107 107.2  88.4  83.8  68.7  42.8  34.6  31.4
## pm2.5         456   306   281   218 202.0  17.0  18.0  16.0  12.0   8.0   9.0
## CV residual   351   200   174   111  94.8 -71.4 -65.8 -52.7 -30.8 -26.6 -22.4
##             16950 16953 16964 16967 16968 16969 16970 16971 16972 16973 16974
## Predicted    23.1  92.4  59.4  49.8  46.5  44.9  44.0  42.4  41.1  38.3  36.3
## cvpred       24.3  93.2  60.5  50.8  47.6  46.0  45.1  43.5  42.2  39.4  37.4
## pm2.5         8.0  10.0  15.0   7.0   7.0   7.0  17.0  17.0  18.0  13.0  13.0
## CV residual -16.3 -83.2 -45.5 -43.8 -40.6 -39.0 -28.1 -26.5 -24.2 -26.4 -24.4
##             16979 16980 16981 16984 16992 16994 16996 16998 16999 17000 17003
## Predicted    94.7  92.4  87.4  78.1  58.5  53.3  47.2    44  41.3  40.6  37.5
## cvpred       95.5  93.2  88.3  79.0  59.5  54.3  48.2    45  42.4  41.7  38.5
## pm2.5        26.0  25.0  19.0  16.0  11.0  11.0  17.0    15  13.0  15.0  22.0
## CV residual -69.5 -68.2 -69.3 -63.0 -48.5 -43.3 -31.2   -30 -29.4 -26.7 -16.5
##             17006 17008 17009 17026 17027 17028 17030 17032 17034 17035 17038
## Predicted      31  24.5  23.3 101.4   100  99.4  94.0  87.2  81.8  79.5  73.9
## cvpred         32  25.6  24.3 101.9   101 100.0  94.6  87.9  82.5  80.2  74.6
## pm2.5          21  15.0  12.0 180.0   176  70.0  30.0  28.0  33.0  49.0  59.0
## CV residual   -11 -10.6 -12.3  78.1    75 -30.0 -64.6 -59.9 -49.5 -31.2 -15.6
##             17042 17044 17046 17047 17049 17054 17066 17078 17087 17088 17090
## Predicted   100.4  96.8  93.6  92.0  96.5 100.1 103.9 105.6   105 101.7  85.5
## cvpred      100.9  97.4  94.2  92.5  97.1 100.6 104.3 105.9   105 102.1  86.2
## pm2.5        62.0  46.0  25.0  17.0  20.0  31.0  81.0 181.0   282  56.0  15.0
## CV residual -38.9 -51.4 -69.2 -75.5 -77.1 -69.6 -23.3  75.1   177 -46.1 -71.2
##             17093 17094 17095 17096 17097 17099 17110 17111 17124 17127 17128
## Predicted    73.0  71.0  67.1  63.9  61.7  54.9 19.11 16.24  80.6  74.3  71.4
## cvpred       73.9  71.9  68.1  64.9  62.7  55.9 20.34 17.49  81.5  75.2  72.3
## pm2.5        13.0  10.0  10.0  11.0  11.0  16.0 14.00 12.00  15.0  16.0  15.0
## CV residual -60.9 -61.9 -58.1 -53.9 -51.7 -39.9 -6.34 -5.49 -66.5 -59.2 -57.3
##             17132 17136 17137 17139 17140 17141  17144  17146 17152 17155 17156
## Predicted    51.1  32.9  30.7  24.2  20.7  17.1  8.472  0.971 -18.7  92.0  93.0
## cvpred       52.3  34.2  32.0  25.6  22.0  18.5  9.869  2.434 -17.2  92.9  93.9
## pm2.5         7.0  10.0  15.0  10.0   9.0   8.0 10.000 17.000  17.0  19.0  36.0
## CV residual -45.3 -24.2 -17.0 -15.6 -13.0 -10.5  0.131 14.566  34.2 -73.9 -57.9
##             17157 17163 17164 17165 17168 17169 17172 17174 17178 17182 17183
## Predicted    92.8  92.4  92.4  91.0  89.4  88.8  95.6  91.8  95.2  96.6  95.2
## cvpred       93.7  93.3  93.3  91.9  90.2  89.7  96.4  92.7  96.0  97.3  96.0
## pm2.5        53.0 122.0 140.0 114.0  68.0  55.0  69.0  77.0 156.0 170.0 151.0
## CV residual -40.7  28.7  46.7  22.1 -22.2 -34.7 -27.4 -15.7  60.0  72.7  55.0
##             17184 17186 17191 17196 17197 17198 17206 17211 17213 17220 17223
## Predicted    94.0  91.1  89.0  79.6  92.5  92.8 92.93  93.0  93.0  87.7  91.5
## cvpred       94.8  91.9  89.9  80.6  93.4  93.7 93.76  93.8  93.8  88.6  92.4
## pm2.5       177.0  50.0  19.0  40.0  35.0  38.0 99.00  27.0  23.0  36.0  29.0
## CV residual  82.2 -41.9 -70.9 -40.6 -58.4 -55.7  5.24 -66.8 -70.8 -52.6 -63.4
##             17226 17237 17239 17240 17247 17250 17253  17254 17256  17257 17258
## Predicted    92.5  93.8  90.2  88.9  95.2 94.66  97.1  96.97  96.6  95.92  97.7
## cvpred       93.3  94.5  91.0  89.7  96.0 95.43  97.9  97.69  97.3  96.68  98.4
## pm2.5        51.0  72.0  35.0  36.0  65.0 94.00  47.0 103.00 123.0 100.00  74.0
## CV residual -42.3 -22.5 -56.0 -53.7 -31.0 -1.43 -50.9   5.31  25.7   3.32 -24.4
##             17259 17260 17262 17265 17270 17272 17275 17276 17283 17284 17286
## Predicted    97.3  97.0  96.3  93.1  77.0  64.8  50.4  48.9  91.5  89.2  85.9
## cvpred       98.0  97.7  97.0  93.9  77.9  65.9  51.7  50.1  92.3  90.0  86.8
## pm2.5        81.0  30.0  11.0  17.0  18.0  14.0  10.0   9.0  14.0  14.0  12.0
## CV residual -17.0 -67.7 -86.0 -76.9 -59.9 -51.9 -41.7 -41.1 -78.3 -76.0 -74.8
##             17287 17288 17289 17291 17292 17297 17298 17300 17303 17306 17308
## Predicted    84.7  82.7  80.7  75.6    72  61.8  60.9  94.5  95.6  96.3  95.9
## cvpred       85.6  83.6  81.6  76.5    73  62.8  61.9  95.4  96.4  97.0  96.7
## pm2.5        12.0  13.0  18.0  31.0    27  22.0  27.0  40.0  68.0 118.0 119.0
## CV residual -73.6 -70.6 -63.6 -45.5   -46 -40.8 -34.9 -55.4 -28.4  21.0  22.3
##              17309 17317 17324 17325 17327 17328 17332 17333 17334 17336 17346
## Predicted    96.25  91.8  94.9  94.0  92.2  90.2  95.6  95.2  94.0  90.8  79.7
## cvpred       96.98  92.6  95.7  94.8  92.9  91.0  96.4  96.0  94.8  91.6  80.6
## pm2.5       106.00  63.0  16.0  17.0  16.0  13.0  11.0  16.0  14.0  21.0  21.0
## CV residual   9.02 -29.6 -79.7 -77.8 -76.9 -78.0 -85.4 -80.0 -80.8 -70.6 -59.6
##              17353  17354 17358 17359 17360 17361 17362 17368 17370 17373 17376
## Predicted    97.65  96.97  94.5  93.2  91.6  98.3  98.0  95.2  95.9  97.5  95.9
## cvpred       98.35  97.69  95.2  94.0  92.4  99.0  98.6  96.0  96.7  98.2  96.6
## pm2.5       105.00 103.00  37.0  54.0  45.0  38.0  37.0  56.0  70.0 165.0 147.0
## CV residual   6.65   5.31 -58.2 -40.0 -47.4 -61.0 -61.6 -40.0 -26.7  66.8  50.4
##             17378 17386 17391 17394 17395 17400 17401 17402 17403 17404 17407
## Predicted    97.7  96.7  96.6  96.6  97.7  99.0  99.0  98.7  97.3  96.6  94.4
## cvpred       98.4  97.4  97.3  97.2  98.4  99.5  99.7  99.3  97.9  97.2  95.1
## pm2.5        69.0  58.0  67.0 151.0 183.0 316.0 327.0 286.0 249.0 187.0 121.0
## CV residual -29.4 -39.4 -30.3  53.8  84.6 216.5 227.3 186.7 151.1  89.8  25.9
##             17409 17414 17418 17420 17422 17429 17431 17434 17435 17436 17442
## Predicted    93.7  99.4   100   101   100  92.8  88.8  99.9  98.1  96.2  95.2
## cvpred       94.3 100.0   101   102   101  93.4  89.6 100.5  98.8  96.9  95.8
## pm2.5       122.0 161.0   183   250   292 154.0 163.0 132.0 134.0 108.0 200.0
## CV residual  27.7  61.0    82   148   191  60.6  73.4  31.5  35.2  11.1 104.2
##             17448 17449 17455 17456 17457 17458 17459 17460 17461 17466 17467
## Predicted    90.7 101.1  96.2  94.8  94.0  93.5  91.2  90.6  88.3 84.87 84.15
## cvpred       91.3 101.6  96.8  95.4  94.7  94.1  91.9  91.3  89.0 85.57 84.86
## pm2.5        66.0  62.0  33.0  41.0  36.0  40.0  46.0  57.0  64.0 79.00 82.00
## CV residual -25.3 -39.6 -63.8 -54.4 -58.7 -54.1 -45.9 -34.3 -25.0 -6.57 -2.86
##             17477 17478 17484 17490 17499 17505 17507 17508 17514 17520 17522
## Predicted   100.7   100   100   100  94.7  87.6  85.1  96.4  96.8  98.3  97.3
## cvpred      101.3   101   101   101  95.3  88.2  85.8  97.1  97.5  99.0  98.0
## pm2.5        70.0    71   112   201 175.0 164.0 159.0 130.0 192.0 283.0 303.0
## CV residual -31.3   -30    11   100  79.7  75.8  73.2  32.9  94.5 184.0 205.0
##             17528 17535 17536 17544 17545 17548 17549 17550 17554 17557 17563
## Predicted    89.5  75.6  93.9  96.5  96.0 93.81 93.78 92.52   100 100.7  70.3
## cvpred       90.3  76.5  94.7  97.2  96.6 94.44 94.38 93.13   101 101.3  71.3
## pm2.5        19.0  22.0  29.0 128.0 114.0 88.00 87.00 98.00   131 133.0  13.0
## CV residual -71.3 -54.5 -65.7  30.8  17.4 -6.44 -7.38  4.87    30  31.7 -58.3
##             17577 17581 17589 17594 17595 17605 17607 17610 17614 17619 17622
## Predicted   22.73  9.10 -30.1 -49.5 -51.4    81  75.7  70.8 94.54 94.19  92.6
## cvpred      23.97 10.41 -28.6 -47.8 -49.7    82  76.7  71.8 95.36 95.01  93.5
## pm2.5       14.00 16.00  11.0  13.0  10.0    12  16.0  37.0 87.00 91.00 143.0
## CV residual -9.97  5.59  39.6  60.8  59.7   -70 -60.7 -34.8 -8.36 -4.01  49.5
##             17627 17634 17635 17637 17638 17644 17645 17650 17653  17654 17655
## Predicted    89.3 93.17  95.1  95.2  95.6  96.3  95.6  98.7 92.84 92.126 91.41
## cvpred       90.1 94.05  95.9  96.0  96.4  97.0  96.4  99.3 93.59 92.874 92.16
## pm2.5        60.0 86.00 115.0 235.0 241.0 159.0 197.0 194.0 87.00 93.000 91.00
## CV residual -30.1 -8.05  19.1 139.0 144.6  62.0 100.6  94.7 -6.59  0.126 -1.16
##             17657 17658 17665 17670 17673 17683 17686 17687 17688 17693 17695
## Predicted    91.5  90.1  84.9  81.4  80.1 100.7   102   102 102.1 100.9  98.2
## cvpred       92.2  90.8  85.6  82.1  80.8 101.1   103   103 102.6 101.3  98.7
## pm2.5        54.0  62.0  45.0  51.0  69.0 175.0   171   164 191.0 156.0 120.0
## CV residual -38.2 -28.8 -40.6 -31.1 -11.8  73.9    68    61  88.4  54.7  21.3
##             17696 17698 17701 17702 17704 17706 17709 17713 17715 17716 17717
## Predicted    95.4 100.1   102 100.7  99.0  99.0  99.7  99.9  98.0  98.3  96.9
## cvpred       96.0 100.6   103 101.3  99.6  99.5 100.3 100.5  98.7  99.0  97.6
## pm2.5       116.0 111.0   151 149.0 152.0 197.0 201.0 289.0 205.0 146.0 127.0
## CV residual  20.0  10.4    48  47.7  52.4  97.5 100.7 188.5 106.3  47.0  29.4
##             17720 17723 17725 17727 17728 17732 17733 17737 17739 17741 17744
## Predicted    93.5 98.68  97.3  97.3  97.4  98.7  98.0  98.0   100  98.6   100
## cvpred       94.2 99.31  98.0  98.0  98.1  99.3  98.6  98.6   101  99.3   101
## pm2.5        79.0 96.00  77.0 204.0 184.0 180.0 267.0 366.0   388 524.0   513
## CV residual -15.2 -3.31 -21.0 106.0  85.9  80.7 168.4 267.4   287 424.7   412
##             17745 17747 17748 17751 17752 17753 17757 17767 17769 17770 17777
## Predicted    99.0   103  96.0  84.1  80.9  76.6  62.7  93.3  93.8  92.6  88.8
## cvpred       99.6   103  96.7  85.0  81.8  77.5  63.7  94.2  94.6  93.4  89.6
## pm2.5       491.0   484 494.0  21.0  19.0  17.0  12.0  25.0  29.0  53.0  65.0
## CV residual 391.4   381 397.3 -64.0 -62.8 -60.5 -51.7 -69.2 -65.6 -40.4 -24.6
##             17780 17783 17786 17793 17795 17796 17797 17798 17800 17801 17802
## Predicted    84.7  82.1  94.5  94.8  92.0  91.2  90.5  95.9  94.1  93.4  97.1
## cvpred       85.5  82.9  95.4  95.6  92.7  92.0  91.3  96.7  94.9  94.2  97.9
## pm2.5        71.0 112.0 147.0 130.0 126.0 130.0 136.0 149.0 162.0 160.0 160.0
## CV residual -14.5  29.1  51.6  34.4  33.3  38.0  44.7  52.3  67.1  65.8  62.1
##             17805  17809 17811 17813 17818 17819 17822 17826 17831 17833 17835
## Predicted    97.1  92.66  89.8  86.9  82.1  79.8  95.9  93.2 97.99  95.9  93.9
## cvpred       97.8  93.41  90.6  87.7  82.8  80.6  96.7  93.9 98.65  96.6  94.7
## pm2.5       171.0 100.00  50.0  57.0  52.0  46.0  45.0  39.0 91.00 137.0 130.0
## CV residual  73.2   6.59 -40.6 -30.7 -30.8 -34.6 -51.7 -54.9 -7.65  40.4  35.3
##             17836 17839 17842 17918 17921 17922 17923 17926 17930 17933 17935
## Predicted    97.7  95.9  95.0   102   102   101   102   103   105   103  98.7
## cvpred       98.4  96.7  95.8   102   102   101   103   104   105   103  99.3
## pm2.5       125.0  58.0  33.0   281   304   309   308   398   339   385 401.0
## CV residual  26.6 -38.7 -62.8   179   202   208   205   294   234   282 301.7
##             17936 17937 17939 17942 17943 17948 17951 17952 17957 17962 17963
## Predicted    97.1  95.9  92.3   101  99.7   100   102   102   101   102   102
## cvpred       97.7  96.4  92.9   101 100.3   101   102   103   102   102   103
## pm2.5       393.0 381.0 372.0   359 382.0   456   458   446   486   390   405
## CV residual 295.3 284.6 279.1   258 281.7   355   356   343   384   288   302
##             17966 17967 17970 17977 17979 17987 17992 17993 17995 17996 18009
## Predicted     101   102   102  99.5  94.5  75.6  60.3  57.4  53.1  51.2 15.97
## cvpred        102   102   102 100.0  95.2  76.5  61.5  58.6  54.3  52.4 17.47
## pm2.5         379   387   414 479.0 121.0  22.0  12.0  13.0  22.0  16.0 12.00
## CV residual   277   285   312 379.0  25.8 -54.5 -49.5 -45.6 -32.3 -36.4 -5.47
##             18011 18012 18014 18020 18027 18030 18031 18034 18047 18048 18049
## Predicted    87.1  85.5  82.2  88.3  86.2  85.8  84.2  85.1  89.0  90.8  89.2
## cvpred       88.2  86.6  83.4  89.4  87.2  86.9  85.3  86.2  90.1  91.8  90.2
## pm2.5        21.0  17.0  20.0  14.0  19.0  15.0  16.0  16.0 182.0 161.0 225.0
## CV residual -67.2 -69.6 -63.4 -75.4 -68.2 -71.9 -69.3 -70.2  91.9  69.2 134.8
##             18054 18059 18060 18061 18062 18063 18064 18068 18069 18071 18072
## Predicted    90.4  91.1  87.2  84.7  81.1  78.2  76.1  68.7  68.0  65.5 92.14
## cvpred       91.4  92.1  88.3  85.7  82.2  79.3  77.2  69.8  69.1  66.6 93.09
## pm2.5       284.0  33.0  36.0  27.0  27.0  20.0  32.0  88.0 103.0 157.0 97.00
## CV residual 192.6 -59.1 -52.3 -58.7 -55.2 -59.3 -45.2  18.2  33.9  90.4  3.91
##             18076 18079 18080 18084 18087 18088 18089 18090 18096 18098 18099
## Predicted    87.5  80.2  78.5  72.5  64.4  61.6  59.6  89.0  91.2  90.7  89.7
## cvpred       88.5  81.2  79.6  73.5  65.6  62.7  60.8  90.1  92.2  91.7  90.7
## pm2.5        10.0   8.0  11.0  12.0  11.0  16.0  15.0  12.0  73.0  45.0  61.0
## CV residual -78.5 -73.2 -68.6 -61.5 -54.6 -46.7 -45.8 -78.1 -19.2 -46.7 -29.7
##             18100 18102 18104 18105 18106 18110 18112 18113 18114 18120 18121
## Predicted    91.6  90.4  92.1  91.8  92.1  91.2  86.6  83.4  81.7  94.2  93.2
## cvpred       92.6  91.4  93.1  92.7  93.0  92.2  87.6  84.3  82.7  95.1  94.0
## pm2.5        66.0  37.0  43.0  48.0  44.0  47.0  47.0  43.0  39.0 156.0 176.0
## CV residual -26.6 -54.4 -50.1 -44.7 -49.0 -45.2 -40.6 -41.3 -43.7  60.9  82.0
##             18122 18125 18126 18129 18131 18132 18137 18139 18140 18144 18150
## Predicted    92.4  92.4    91  94.0  94.5  92.8 90.11  95.1  95.4  95.6  94.9
## cvpred       93.3  93.3    92  94.8  95.4  93.7 91.01  95.9  96.2  96.4  95.7
## pm2.5       169.0 113.0    77  62.0  55.0  70.0 84.00 115.0 111.0 192.0 139.0
## CV residual  75.7  19.7   -15 -32.8 -40.4 -23.7 -7.01  19.1  14.8  95.6  43.3
##             18151 18153 18158 18159 18162 18164 18169 18175 18184 18186 18189
## Predicted    95.2  90.9  89.7  92.6  90.8  90.8  99.0  99.0  99.7  99.2  97.6
## cvpred       96.0  91.8  90.6  93.5  91.6  91.6  99.7  99.7 100.3  99.7  98.2
## pm2.5       162.0   8.0  23.0  36.0  75.0 103.0  74.0  69.0  87.0  88.0 129.0
## CV residual  66.0 -83.8 -67.6 -57.5 -16.6  11.4 -25.7 -30.7 -13.3 -11.7  30.8
##             18191 18194 18195 18198 18201 18202 18203 18208 18210 18212 18218
## Predicted    98.3  92.5  90.2  90.3  91.9  91.9  90.7  90.4  93.2  93.8  90.3
## cvpred       99.0  93.3  91.1  91.2  92.9  92.9  91.6  91.4  94.0  94.7  91.0
## pm2.5       159.0 165.0  68.0  15.0  13.0  12.0  23.0  31.0  46.0  49.0  73.0
## CV residual  60.0  71.7 -23.1 -76.2 -79.9 -80.9 -68.6 -60.4 -48.0 -45.7 -18.0
##             18222 18223 18228 18229 18234 18235 18237 18250 18255 18257 18260
## Predicted   86.90 98.52  98.0  98.6  99.3  99.7  99.7  95.1  76.1  69.4  63.8
## cvpred      87.65 99.18  98.6  99.2  99.9 100.3 100.3  95.8  77.2  70.6  65.1
## pm2.5       89.00 91.00 127.0 133.0 138.0 155.0 147.0 141.0  22.0  18.0  13.0
## CV residual  1.35 -8.18  28.4  33.8  38.1  54.7  46.7  45.2 -55.2 -52.6 -52.1
##             18262 18266 18270 18278 18281 18282 18285 18286 18287 18289 18291
## Predicted    59.5  85.3  80.8  86.5  84.0  83.3  89.4  88.4  86.1  88.1  84.0
## cvpred       60.8  86.5  82.0  87.6  85.1  84.3  90.4  89.5  87.2  89.2  85.1
## pm2.5        18.0  14.0  12.0  12.0  16.0  17.0  39.0  52.0  42.0  24.0  13.0
## CV residual -42.8 -72.5 -70.0 -75.6 -69.1 -67.3 -51.4 -37.5 -45.2 -65.2 -72.1
##             18293 18298 18303 18304 18308 18310 18311 18315 18316 18321 18322
## Predicted    79.7  68.6  89.2  89.2  89.4  89.3    89  87.6  87.5  81.4  80.2
## cvpred       80.8  69.8  90.2  90.2  90.4  90.4    90  88.6  88.6  82.5  81.3
## pm2.5         8.0  16.0  14.0  13.0  57.0  75.0    82  40.0  60.0  60.0  52.0
## CV residual -72.8 -53.8 -76.2 -77.2 -33.4 -15.4    -8 -48.6 -28.6 -22.5 -29.3
##             18329 18333 18337 18341 18343 18346 18351 18353 18357 18358 18362
## Predicted    75.4  92.1  85.4  88.6  88.8  83.6  88.6  87.7  92.8  93.2  97.0
## cvpred       76.6  93.1  86.5  89.6  89.8  84.6  89.7  88.8  93.7  94.0  97.7
## pm2.5        66.0 129.0  14.0   8.0   9.0  21.0  29.0  69.0  61.0  72.0 126.0
## CV residual -10.6  35.9 -72.5 -81.6 -80.8 -63.6 -60.7 -19.8 -32.7 -22.0  28.3
##             18364 18369 18371  18374 18375 18377 18378 18385 18386 18391 18392
## Predicted    96.3  95.9  96.6  96.61  96.6  95.4  93.7  99.0  99.0  83.7  80.1
## cvpred       97.0  96.7  97.3  97.33  97.3  96.1  94.5  99.7  99.6  84.7  81.1
## pm2.5       132.0 109.0  81.0 103.00 116.0 113.0 127.0 254.0 262.0  18.0  20.0
## CV residual  35.0  12.3 -16.3   5.67  18.7  16.9  32.5 154.3 162.4 -66.7 -61.1
##             18393 18394 18399 18403  18407 18408  18409 18411 18412 18417 18423
## Predicted    75.6  68.8  39.9  17.8 -0.912 -3.81  -6.83 -19.0 -23.8  88.0  71.8
## cvpred       76.6  69.9  41.2  19.3  0.645 -2.26  -5.24 -17.3 -22.1  89.1  72.9
## pm2.5        19.0  12.0  22.0  10.0 66.000 56.00 163.00   7.0   7.0   9.0  14.0
## CV residual -57.6 -57.9 -19.2  -9.3 65.355 58.26 168.24  24.3  29.1 -80.1 -58.9
##             18424 18426 18427 18430 18433 18436 18440 18442 18447 18448 18452
## Predicted    68.6  63.9  61.2  55.1  48.0  40.4  35.1  90.6  73.6  71.2  91.2
## cvpred       69.7  65.1  62.5  56.3  49.2  41.7  36.4  91.5  74.7  72.3  92.2
## pm2.5        12.0  13.0  12.0  12.0  11.0  10.0   9.0  16.0  11.0  11.0  20.0
## CV residual -57.7 -52.1 -50.5 -44.3 -38.2 -31.7 -27.4 -75.5 -63.7 -61.3 -72.2
##             18458 18468 18469 18471 18472 18473 18475 18478 18486 18489 18495
## Predicted    93.5  93.9  91.8  90.9  88.9  86.6    83  92.1  69.4  93.2  89.9
## cvpred       94.4  94.7  92.7  91.8  89.9  87.6    84  92.9  70.4  94.0  90.9
## pm2.5        39.0  63.0  52.0  36.0  37.0  45.0    55  56.0   9.0  21.0  18.0
## CV residual -55.4 -31.7 -40.7 -55.8 -52.9 -42.6   -29 -36.9 -61.4 -73.0 -72.9
##             18496 18499 18500 18501 18503 18508 18510 18516 18517 18518 18522
## Predicted    88.6  82.3  81.4  80.8  77.2  73.6  94.2  90.9  88.9  90.6  86.8
## cvpred       89.6  83.3  82.4  81.7  78.2  74.6  95.0  91.8  89.9  91.5  87.8
## pm2.5        19.0  23.0  34.0  46.0  63.0 114.0 117.0 111.0  73.0  49.0  34.0
## CV residual -70.6 -60.3 -48.4 -35.7 -15.2  39.4  22.0  19.2 -16.9 -42.5 -53.8
##             18523 18525 18530 18531 18536 18537 18540 18547 18551 18552 18554
## Predicted    90.8  93.1  92.9 92.18  98.0 100.2 100.1 100.1  99.7 100.7  99.7
## cvpred       91.8  94.0  93.5 92.78  98.6 100.7 100.6 100.6 100.3 101.3 100.3
## pm2.5        29.0  74.0 107.0 99.00  70.0  70.0 113.0 112.0 157.0 149.0 183.0
## CV residual -62.8 -20.0  13.5  6.22 -28.6 -30.7  12.4  11.4  56.7  47.7  82.7
##             18558 18560 18565 18568 18572 18573 18577 18583 18584 18585 18586
## Predicted    97.9  97.0  99.7  98.3   101   100  99.7  91.0  88.0  95.0  92.4
## cvpred       98.5  97.6 100.3  98.8   101   101 100.3  91.6  88.7  95.8  93.2
## pm2.5       144.0 172.0 163.0 226.0   254   288 376.0 236.0 151.0  14.0  13.0
## CV residual  45.5  74.4  62.7 127.2   153   187 275.7 144.4  62.3 -81.8 -80.2
##             18588 18590 18593 18596 18597 18598 18602 18605 18606 18607 18608
## Predicted    89.6  83.9  89.7  92.8  90.7  90.6  98.1 94.17  93.8  97.7 98.68
## cvpred       90.5  85.0  90.8  93.7  91.7  91.5  98.7 94.79  94.4  98.4 99.31
## pm2.5        16.0  22.0  23.0  22.0  38.0  57.0 129.0 97.00  83.0  78.0 92.00
## CV residual -74.5 -63.0 -67.8 -71.7 -53.7 -34.5  30.3  2.21 -11.4 -20.4 -7.31
##             18609 18618 18619 18622 18626 18632 18642 18646 18647 18648 18649
## Predicted   99.04  99.4  98.3  99.5  83.2  75.4  52.1  43.0  41.0  40.5  39.2
## cvpred      99.67 100.0  99.0 100.1  84.1  76.4  53.3  44.2  42.2  41.6  40.4
## pm2.5       95.00 118.0 114.0 145.0   5.0   9.0  16.0  15.0  15.0  20.0   7.0
## CV residual -4.67  18.0  15.0  44.9 -79.1 -67.4 -37.3 -29.2 -27.2 -21.6 -33.4
##             18651  18657 18661 18664 18665 18666 18668 18672 18682 18684 18686
## Predicted    34.3 15.489 -3.15 -17.3 -21.6 -23.1 -28.8 -39.6  82.1  90.9  83.6
## cvpred       35.5 16.878 -1.67 -15.7 -19.9 -21.5 -27.3 -38.0  83.1  91.8  84.6
## pm2.5         9.0 16.000 19.00  24.0  15.0  13.0   8.0  18.0  30.0  23.0  19.0
## CV residual -26.5 -0.878 20.67  39.7  34.9  34.5  35.3  56.0 -53.1 -68.8 -65.6
##             18694 18698 18701 18706 18708 18713 18728 18734 18736 18740  18752
## Predicted    93.5  91.2  93.5  93.9  92.5  90.2  90.3  92.8  93.1  93.1 98.676
## cvpred       94.4  92.1  94.4  94.7  93.4  91.2  91.1  93.7  94.0  93.8 99.307
## pm2.5        59.0 105.0  99.0  89.0  80.0  33.0 105.0 139.0 129.0 236.0 99.000
## CV residual -35.4  12.9   4.6  -5.7 -13.4 -58.2  13.9  45.3  35.0 142.2 -0.307
##             18755 18762 18763 18767 18768 18771 18775 18778 18781 18791 18794
## Predicted   95.83  94.7  94.0 100.9 101.2 102.1 102.9 105.4   104  90.5  85.7
## cvpred      96.51  95.4  94.7 101.3 101.6 102.5 103.3 105.8   105  91.3  86.5
## pm2.5       95.00 148.0 162.0 172.0 151.0 141.0 173.0 178.0   206  16.0  11.0
## CV residual -1.51  52.6  67.3  70.7  49.4  38.5  69.7  72.2   101 -75.3 -75.5
##             18796 18798 18805 18806 18812 18814 18822  18825 18831 18832 18833
## Predicted    94.7  94.7  79.9  93.2  89.4  89.8  85.9  99.70  99.7  98.7  98.1
## cvpred       95.4  95.4  80.8  94.0  90.2  90.6  86.5 100.27 100.3  99.3  98.8
## pm2.5        16.0   9.0  18.0  15.0  27.0  57.0  99.0  98.00 129.0 119.0 134.0
## CV residual -79.4 -86.4 -62.8 -79.0 -63.2 -33.6  12.5  -2.27  28.7  19.7  35.2
##             18835 18836 18842 18844 18846 18849 18852 18858 18860 18861 18868
## Predicted    96.4  95.7  87.1  82.5  76.1    72  65.1  91.1  92.6  91.4  92.4
## cvpred       97.0  96.3  87.9  83.4  77.1    73  66.2  92.0  93.5  92.3  93.2
## pm2.5       153.0 149.0  10.0   6.0  19.0    14  21.0  25.0  42.0  41.0 108.0
## CV residual  56.0  52.7 -77.9 -77.4 -58.1   -59 -45.2 -67.0 -51.5 -51.3  14.8
##             18872 18881 18885 18886 18889 18892 18895 18896 18898 18899 18901
## Predicted    93.3  92.6  92.5  92.5  91.0  90.9   100  99.4   101  98.9  96.8
## cvpred       94.1  93.5  93.3  93.3  91.7  91.5   101 100.0   101  99.4  97.3
## pm2.5        29.0  41.0  59.0  83.0 139.0 133.0   155 172.0   201 216.0 228.0
## CV residual -65.1 -52.5 -34.3 -10.3  47.3  41.5    54  72.0   100 116.6 130.7
##             18903 18904 18906 18910 18914 18915 18919 18920 18929 18930 18934
## Predicted    98.8  97.2  94.6  99.7   101   101   101   100  91.1  89.5  86.4
## cvpred       99.4  97.8  95.2 100.3   102   102   102   101  91.7  90.1  87.1
## pm2.5       212.0 188.0 173.0 211.0   278   290   264   245 112.0 101.0 111.0
## CV residual 112.6  90.2  77.8 110.7   176   188   162   144  20.3  10.9  23.9
##             18939 18941 18942 18943 18945 18954 18955 18956 18957 18961 18963
## Predicted   101.1   101 101.1 101.1 101.4  99.6   103   102   103   103   102
## cvpred      101.6   102 101.6 101.6 101.9 100.0   104   103   103   103   102
## pm2.5       185.0   202 200.0 190.0 193.0 203.0   214   253   285   322   290
## CV residual  83.4   100  98.4  88.4  91.1 103.0   110   150   182   219   188
##             18964 18971 18975 18977 18978 18980 18982 18983 18984 18989 18990
## Predicted     100   104   104 106.3   107   107   106   107   105  98.2  97.0
## cvpred        101   104   104 106.5   107   107   107   107   106  98.6  97.3
## pm2.5         270   231   314 203.0   192   208   235   267   278 126.0 113.0
## CV residual   169   127   210  96.5    85   101   128   160   172  27.4  15.7
##             18991 18992 18996  18999  19000  19002 19007 19011 19012 19013
## Predicted    95.4  94.6  90.8 106.26 106.23 104.34 105.2 103.1 101.7  99.8
## cvpred       95.7  95.0  91.2 106.54 106.48 104.69 105.6 103.6 102.2 100.3
## pm2.5       119.0 132.0 120.0 110.00 113.00 110.00 159.0  79.0  79.0  66.0
## CV residual  23.3  37.0  28.8   3.46   6.52   5.31  53.4 -24.6 -23.2 -34.3
##             19020 19026 19032 19033 19034 19035 19038 19039 19040 19043 19045
## Predicted    91.7  84.0  78.5  79.5  79.2 101.8 101.8 101.8 101.8 100.0 100.1
## cvpred       92.2  84.6  79.2  80.1  79.8 102.3 102.3 102.3 102.3 100.6 100.6
## pm2.5        81.0 107.0 106.0 108.0 107.0 106.0 170.0 132.0 122.0 121.0 149.0
## CV residual -11.2  22.4  26.8  27.9  27.2   3.7  67.7  29.7  19.7  20.4  48.4
##             19046 19047 19048  19050  19053 19058 19060 19061 19062 19067 19071
## Predicted     100  99.4  99.0  97.94 101.10 101.4   103   102   102 102.1  98.2
## cvpred        101 100.0  99.6  98.54 101.64 101.9   103   103   103 102.6  98.7
## pm2.5         143 142.0 124.0 104.00 111.00 200.0   229   213   172 185.0 145.0
## CV residual    42  42.0  24.4   5.46   9.36  98.1   126   110    69  82.4  46.3
##             19074 19078 19085 19086 19088 19098 19102 19105 19106 19111 19112
## Predicted    96.1 102.1  80.5  75.2  66.9  30.4  25.3  95.0  97.0  96.0  94.1
## cvpred       96.6 102.6  81.3  76.1  67.8  31.5  26.4  95.8  97.7  96.7  94.8
## pm2.5       148.0 177.0  13.0  12.0  16.0  14.0  42.0  47.0  33.0  14.0  11.0
## CV residual  51.4  74.4 -68.3 -64.1 -51.8 -17.5  15.6 -48.8 -64.7 -82.7 -83.8
##             19117 19118 19122 19124 19127 19129 19132 19135 19136 19138 19140
## Predicted    83.1  79.6    62  58.8  47.1  43.3  91.7  83.3  81.4  77.4  90.5
## cvpred       83.9  80.4    63  59.8  48.2  44.4  92.5  84.3  82.3  78.4  91.5
## pm2.5        19.0  20.0    18  14.0  12.0  12.0  12.0  14.0  13.0  16.0  20.0
## CV residual -64.9 -60.4   -45 -45.8 -36.2 -32.4 -80.5 -70.3 -69.3 -62.4 -71.5
##             19141 19145 19154  19155  19157 19161 19163 19167 19168 19170 19171
## Predicted    88.2    87  96.3  94.15 100.42 101.8 101.0  93.5  90.5  86.9  84.6
## cvpred       89.2    88  97.0  94.95 100.98 102.3 101.5  94.2  91.3  87.7  85.4
## pm2.5        18.0    19  73.0 102.00  93.00 119.0 127.0  82.0  73.0  73.0  68.0
## CV residual -71.2   -69 -24.0   7.05  -7.98  16.7  25.5 -12.2 -18.3 -14.7 -17.4
##             19172 19175 19178 19179 19189 19191 19193 19196 19197 19199 19201
## Predicted    83.7  80.1 81.72  81.0  75.6  63.5  52.1  40.4  37.9  30.3  27.6
## cvpred       84.5  80.9 82.32  81.6  76.5  64.6  53.3  41.7  39.1  31.6  28.8
## pm2.5        67.0  67.0 90.00  93.0  21.0  22.0  14.0  10.0   9.0   7.0   4.0
## CV residual -17.5 -13.9  7.68  11.4 -55.5 -42.6 -39.3 -31.7 -30.1 -24.6 -24.8
##             19203 19208 19213 19214 19215 19216 19217 19219 19221 19223 19224
## Predicted    20.1  5.94 -9.06 -12.1 -13.7 -16.0 -18.4  89.1  86.6  83.4  92.5
## cvpred       21.4  7.32 -7.55 -10.5 -12.2 -14.5 -16.8  90.2  87.6  84.3  93.4
## pm2.5         6.0 18.00 13.00  14.0  16.0  17.0  20.0  26.0  30.0  50.0  64.0
## CV residual -15.4 10.68 20.55  24.5  28.2  31.5  36.8 -64.2 -57.6 -34.3 -29.4
##             19226 19227 19229 19232 19241 19245  19246  19248 19252 19253 19263
## Predicted    95.6  94.2  94.5  93.0  89.4 86.63 87.651  97.30  96.8  98.3  93.2
## cvpred       96.4  95.1  95.3  93.8  90.3 87.46 88.423  97.99  97.5  99.0  93.9
## pm2.5        77.0  84.0  86.0  69.0  64.0 83.00 89.000 106.00 135.0 142.0 127.0
## CV residual -19.4 -11.1  -9.3 -24.8 -26.3 -4.46  0.577   8.01  37.5  43.0  33.1
##             19264 19265 19268 19275 19279 19285 19287 19291 19296 19299 19300
## Predicted   90.67  87.1  81.4  92.2  84.7  94.5  93.3  87.2  83.6  81.6 101.1
## cvpred      91.39  87.9  82.2  93.1  85.6  95.4  94.2  88.1  84.2  82.2 101.6
## pm2.5       96.00  75.0  62.0  12.0   7.0  19.0  26.0  52.0  55.0  68.0  54.0
## CV residual  4.61 -12.9 -20.2 -81.1 -78.6 -76.4 -68.2 -36.1 -29.2 -14.2 -47.6
##             19303 19304 19305 19307 19311 19312 19318 19319 19326 19329 19341
## Predicted   100.0 101.3 100.7  98.3  94.6  97.1 104.3 105.0 108.3   109   104
## cvpred      100.6 101.8 101.3  99.0  95.3  97.7 104.7 105.3 108.5   109   104
## pm2.5        59.0  60.0  89.0  75.0  74.0  68.0 170.0 183.0 186.0   232   346
## CV residual -41.6 -41.8 -12.3 -24.0 -21.3 -29.7  65.3  77.7  77.5   123   242
##             19342 19345 19350 19353 19355 19356 19357 19359 19363 19364 19366
## Predicted     109   109 109.4 105.7 103.2 102.6 101.0  98.1  90.6  89.3  87.9
## cvpred        110   109 109.5 105.9 103.4 102.8 101.2  98.3  90.9  89.6  88.2
## pm2.5         334   280 201.0 188.0 182.0 191.0 173.0 182.0 204.0 211.0 185.0
## CV residual   224   171  91.5  82.1  78.6  88.2  71.8  83.7 113.1 121.4  96.8
##              19369 19371 19372 19374 19380 19381 19385 19386 19387 19389 19390
## Predicted   106.44 102.0  99.0  93.7  81.9 103.2 102.1 101.6 100.3 103.3 104.2
## cvpred      106.72 102.3  99.3  94.2  82.6 103.6 102.6 102.1 100.8 103.7 104.6
## pm2.5       113.00  30.0  21.0  25.0  15.0  21.0  43.0  39.0  65.0  80.0  86.0
## CV residual   6.28 -72.3 -78.3 -69.2 -67.6 -82.6 -59.6 -63.1 -35.8 -23.7 -18.6
##             19391 19392 19393 19395 19396 19397 19402 19403 19406 19411  19413
## Predicted   102.9 104.6 104.9 104.5 105.9 105.9 105.2 102.8 104.2 97.53 104.34
## cvpred      103.3 104.9 105.2 104.9 106.2 106.2 105.6 103.3 104.6 97.92 104.69
## pm2.5        74.0  68.0  69.0  69.0  75.0  87.0  66.0  86.0 143.0 91.00 100.00
## CV residual -29.3 -36.9 -36.2 -35.9 -31.2 -19.2 -39.6 -17.3  38.4 -6.92  -4.69
##              19416 19425 19428   19430 19431  19433 19434 19435 19439 19442
## Predicted   102.37 103.0  96.5 101.433 100.9  99.38 97.77  96.8  93.5  89.4
## cvpred      102.73 103.3  97.0 101.937 101.3  99.81 98.21  97.3  93.9  89.7
## pm2.5       106.00 159.0 158.0 101.000 129.0 104.00 90.00  79.0 133.0 202.0
## CV residual   3.27  55.7  61.0  -0.937  27.7   4.19 -8.21 -18.3  39.1 112.3
##             19443 19445 19452 19453 19455 19464 19465 19467 19468 19469 19474
## Predicted    88.1  86.0   107   107   108   108   108   108   107   108   106
## cvpred       88.5  86.4   107   107   108   108   108   108   107   108   106
## pm2.5       201.0 193.0   280   308   336   398   407   246   260   354   212
## CV residual 112.5 106.6   173   201   228   290   299   138   153   246   106
##             19480 19481 19487 19494 19498 19499 19501 19504 19507 19509 19510
## Predicted    99.6  98.0  89.7  81.7 106.4  98.0  87.6  63.6  45.3   100 100.7
## cvpred      100.1  98.5  90.1  82.1 106.7  98.5  88.2  64.5  46.3   101 101.3
## pm2.5        64.0  69.0  50.0  54.0  79.0  18.0  18.0  15.0  10.0    10  24.0
## CV residual -36.1 -29.5 -40.1 -28.1 -27.7 -80.5 -70.2 -49.5 -36.3   -91 -77.3
##             19516 19520 19523 19536 19540 19547 19548 19551 19552 19553 19562
## Predicted    85.9  77.2  66.6  99.0  98.0  98.0  97.6  95.5  95.3  94.0 102.1
## cvpred       86.7  78.0  67.4  99.7  98.6  98.7  98.3  96.2  95.9  94.6 102.5
## pm2.5        27.0  15.0  19.0  45.0  13.0  22.0  20.0  33.0  35.0  35.0 130.0
## CV residual -59.7 -63.0 -48.4 -54.7 -85.6 -76.7 -78.3 -63.2 -60.9 -59.6  27.5
##             19564 19565 19571 19573 19574 19576 19577 19581 19582 19584 19586
## Predicted   103.2 102.5 102.8 103.5 102.2 103.0 101.7 105.9   105   107   106
## cvpred      103.6 102.9 103.3 103.9 102.7 103.4 102.1 106.2   105   107   106
## pm2.5       126.0 128.0 131.0 133.0 138.0 148.0 147.0 204.0   238   280   283
## CV residual  22.4  25.1  27.7  29.1  35.3  44.6  44.9  97.8   133   173   177
##             19590 19596 19597 19603 19606  19607 19610 19613 19620 19625 19630
## Predicted    99.4  88.4  86.4 101.1 103.9 103.50  97.2  93.4  99.2  88.1  79.7
## cvpred       99.8  89.0  87.1 101.6 104.3 103.91  97.8  94.0  99.7  88.6  80.2
## pm2.5       161.0  72.0  49.0  42.0  72.0  95.00  26.0   3.0  61.0  48.0  38.0
## CV residual  61.2 -17.0 -38.1 -59.6 -32.3  -8.91 -71.8 -91.0 -38.7 -40.6 -42.2
##             19631 19634 19637 19638 19644 19648 19650   19665 19666 19669 19671
## Predicted    78.1 104.2 105.9 105.2 105.0  81.1  70.4  8.9184  8.00 -6.44 -15.5
## cvpred       78.6 104.6 106.2 105.6 105.3  81.7  71.1 10.0311  9.09 -5.19 -14.2
## pm2.5        47.0  54.0  69.0  77.0  78.0  30.0  17.0 10.0000 11.00 22.00  16.0
## CV residual -31.6 -50.6 -37.2 -28.6 -27.3 -51.7 -54.1 -0.0311  1.91 27.19  30.2
##             19672 19673 19675 19679 19680 19681 19682 19683 19684 19687 19688
## Predicted   -19.8 -24.0 -29.5  97.4  98.1  97.2 100.1  97.1  90.8  78.4  96.0
## cvpred      -18.4 -22.6 -28.0  98.1  98.8  97.8 100.6  97.7  91.6  79.3  96.7
## pm2.5         8.0  12.0  13.0  34.0  37.0  40.0  42.0  42.0  33.0  10.0  11.0
## CV residual  26.4  34.6  41.0 -64.1 -61.8 -57.8 -58.6 -55.7 -58.6 -69.3 -85.7
##             19689 19691 19692 19693 19694 19695 19696 19700 19702 19704 19705
## Predicted    93.0  87.0  85.0  93.6  94.5  93.6  93.6  89.6  87.4  87.8  87.1
## cvpred       93.8  87.9  85.9  94.5  95.4  94.4  94.4  90.3  88.1  88.4  87.7
## pm2.5        10.0  18.0  14.0  21.0  20.0  21.0  24.0  24.0  54.0  52.0  39.0
## CV residual -83.8 -69.9 -71.9 -73.5 -75.4 -73.4 -70.4 -66.3 -34.1 -36.4 -48.7
##             19709 19710 19711 19712 19713 19717 19719 19724 19726 19728 19729
## Predicted    83.2 101.8 103.5 104.6 102.8  95.3  90.8  77.8  73.5  70.9  99.7
## cvpred       83.8 102.3 103.9 104.9 103.3  95.9  91.4  78.4  74.2  71.6 100.3
## pm2.5        65.0  57.0  54.0  53.0  82.0  79.0  56.0  36.0  47.0  44.0  28.0
## CV residual -18.8 -45.3 -49.9 -51.9 -21.3 -16.9 -35.4 -42.4 -27.2 -27.6 -72.3
##             19734 19735 19744 19745 19752 19760 19772 19778 19782 19784 19786
## Predicted   101.8   102  96.9  97.0  91.2  97.1  82.6  93.3  93.1  89.6  86.7
## cvpred      102.3   103  97.4  97.4  91.9  97.8  83.4  94.1  93.9  90.3  87.4
## pm2.5        36.0    28  55.0  64.0  11.0  32.0  18.0  25.0  30.0  10.0  32.0
## CV residual -66.3   -75 -42.4 -33.4 -80.9 -65.8 -65.4 -69.1 -63.9 -80.3 -55.4
##             19792 19793 19797 19799 19803 19807 19813 19814 19817 19821 19822
## Predicted    61.9  57.2  44.3  95.4  85.0  76.9  62.0  58.9  47.1  29.4  27.7
## cvpred       62.8  58.2  45.4  96.1  85.9  77.7  62.9  59.8  48.0  30.4  28.8
## pm2.5        22.0  18.0  10.0  11.0  23.0  12.0  31.0  22.0  17.0  12.0  13.0
## CV residual -40.8 -40.2 -35.4 -85.1 -62.9 -65.7 -31.9 -37.8 -31.0 -18.4 -15.8
##             19826 19835 19837 19840 19841 19849 19852 19855 19858 19860 19865
## Predicted    99.0 100.7  99.8   101  99.8  89.1 101.1 100.4   100 100.4  96.3
## cvpred       99.5 101.3 100.4   101 100.4  89.7 101.6 100.9   101 100.9  96.8
## pm2.5        20.0  49.0  37.0    24  21.0  18.0  42.0  52.0    56  54.0  76.0
## CV residual -79.5 -52.3 -63.4   -77 -79.4 -71.7 -59.6 -48.9   -45 -46.9 -20.8
##              19866 19868 19869 19874 19875 19878 19880 19886 19889 19896 19898
## Predicted   95.410 105.6 106.6 102.9 102.9  87.5  83.9  68.1  60.9  96.1  96.0
## cvpred      95.832 105.9 106.9 103.3 103.2  88.2  84.7  69.0  61.8  96.6  96.5
## pm2.5       95.000  83.0 124.0 154.0 123.0  49.0  35.0  18.0  22.0  49.0  79.0
## CV residual -0.832 -22.9  17.1  50.7  19.8 -39.2 -49.7 -51.0 -39.8 -47.6 -17.5
##             19899 19900 19905 19907 19908 19909 19910 19917 19918 19922  19926
## Predicted    95.3  95.3 106.6 105.0   104 102.5 100.5  87.3  86.1 111.4 106.07
## cvpred       95.8  95.7 106.9 105.3   104 102.7 100.8  87.6  86.3 111.5 106.15
## pm2.5        80.0 100.0 164.0 183.0   170 171.0 160.0  70.0  73.0  80.0 104.00
## CV residual -15.8   4.3  57.1  77.7    66  68.3  59.2 -17.6 -13.3 -31.5  -2.15
##             19929 19930 19934 19938 19941 19943 19944 19947 19948 19951 19954
## Predicted     108 103.0  89.5  77.6 113.6 113.8 113.8 101.0  99.0  95.4  89.6
## cvpred        108 103.2  89.7  77.8 113.5 113.8 113.7 101.4  99.5  96.0  90.2
## pm2.5          68  41.0  60.0  50.0  32.0  51.0  55.0  13.0  12.0   7.0  10.0
## CV residual   -40 -62.2 -29.7 -27.8 -81.5 -62.8 -58.7 -88.4 -87.5 -89.0 -80.2
##             19955 19961 19962 19965 19968 19971 19974 19975 19976 19980 19985
## Predicted    84.9  70.0  66.5  98.7  95.2  94.9  90.1  88.8  86.9  78.0  98.4
## cvpred       85.6  70.8  67.3  99.2  95.6  95.6  90.8  89.6  87.6  78.6  98.9
## pm2.5        29.0  15.0   9.0  22.0  39.0  51.0  46.0  57.0  68.0  22.0  24.0
## CV residual -56.6 -55.8 -58.3 -77.2 -56.6 -44.6 -44.8 -32.6 -19.6 -56.6 -74.9
##             19988 19989 19992 19993 20001 20005 20009 20012 20014 20018 20019
## Predicted   101.7 100.5 105.2 105.6 106.9 100.9  90.4  84.6  80.5  73.4  73.4
## cvpred      102.1 100.9 105.6 105.9 107.2 101.2  90.8  85.0  80.9  73.9  73.8
## pm2.5        10.0  19.0  33.0  51.0  91.0  58.0  22.0  19.0  24.0  44.0  56.0
## CV residual -92.1 -81.9 -72.6 -54.9 -16.2 -43.2 -68.8 -66.0 -56.9 -29.9 -17.8
##             20020 20022 20023  20027 20031 20038 20046  20048 20049 20054 20061
## Predicted   108.7 107.6 109.6 108.48  94.8  80.3 111.8 112.47 111.7  94.7  97.5
## cvpred      108.9 107.9 109.7 108.64  95.3  80.7 111.8 112.46 111.7  95.1  97.8
## pm2.5        56.0  72.0  76.0 111.00  29.0  51.0 106.0 119.00 139.0  29.0  75.0
## CV residual -52.9 -35.9 -33.7   2.36 -66.3 -29.7  -5.8   6.54  27.3 -66.1 -22.8
##             20063 20064 20066 20069 20070 20071 20077 20083 20084 20087 20091
## Predicted    93.6  91.7  88.0 106.4   108   108  99.0  93.5  92.2  90.1  85.1
## cvpred       93.9  92.0  88.4 106.6   108   108  99.6  93.9  92.6  90.5  85.4
## pm2.5        68.0  73.0  60.0   8.0     7    22  21.0  38.0  48.0  63.0  73.0
## CV residual -25.9 -19.0 -28.4 -98.6  -101   -86 -78.6 -55.9 -44.6 -27.5 -12.4
##             20094 20095 20099 20105 20106 20108 20110 20114 20117 20120 20121
## Predicted   82.17 81.45 109.0 100.2  97.9  96.4  93.8  88.4  85.8  81.4  80.1
## cvpred      82.49 81.77 109.2 100.4  98.1  96.5  93.9  88.4  85.8  81.4  80.2
## pm2.5       90.00 90.00 130.0 168.0 136.0 184.0 127.0 113.0 138.0 140.0 144.0
## CV residual  7.51  8.23  20.8  67.6  37.9  87.5  33.1  24.6  52.2  58.6  63.8
##             20124 20129 20137 20143 20144  20149 20152 20154 20164 20165 20170
## Predicted    75.7  71.2 115.2 113.5 112.3 106.22 103.7 111.7 114.2 114.9 113.3
## cvpred       75.8  71.3 115.1 113.4 112.2 106.27 103.7 111.7 114.1 114.8 113.1
## pm2.5       155.0 213.0  50.0  77.0  85.0 102.00 139.0 156.0 169.0 183.0 143.0
## CV residual  79.2 141.7 -65.1 -36.4 -27.2  -4.27  35.3  44.3  54.9  68.2  29.9
##             20171 20175 20176 20178 20180 20182 20190 20191 20192 20194 20198
## Predicted   111.6 102.7 100.8  97.2  95.9 114.5   111 109.7 108.1 105.8 113.5
## cvpred      111.5 102.7 100.8  97.2  95.9 114.4   111 109.7 108.1 105.8 113.4
## pm2.5       157.0 177.0 149.0  65.0 110.0  98.0   167 185.0 184.0 155.0 206.0
## CV residual  45.5  74.3  48.2 -32.2  14.1 -16.4    56  75.3  75.9  49.2  92.6
##             20200 20201 20202 20206  20215 20218 20221 20233 20236 20239 20241
## Predicted   114.2 113.8 113.8 109.5 109.08 108.3 113.8   106 115.2   112   111
## cvpred      114.1 113.8 113.8 109.5 109.12 108.3 113.8   106 115.1   112   110
## pm2.5       185.0 156.0 149.0 192.0 116.00 132.0 167.0   217 191.0   222   230
## CV residual  70.9  42.2  35.2  82.5   6.88  23.7  53.2   111  75.9   110   120
##             20249 20251 20252 20253 20258 20261 20263 20268 20270 20271 20272
## Predicted     117   116   114   117 112.3   115   115 114.1 107.8 106.2 103.2
## cvpred        116   116   114   117 112.2   115   115 113.9 107.7 106.1 103.1
## pm2.5         272   280   288   303 183.0   195   173  40.0  44.0  48.0  37.0
## CV residual   156   164   174   186  70.8    80    58 -73.9 -63.7 -58.1 -66.1
##             20277 20279 20283 20287 20288 20290 20291 20292 20298 20305 20308
## Predicted    92.6  88.7  75.7  66.9  63.5  58.9  55.9  50.9  28.0 106.9 106.9
## cvpred       92.6  88.8  76.1  67.4  64.1  59.5  56.5  51.7  28.9 107.1 107.2
## pm2.5        43.0  29.0   9.0  11.0  11.0  11.0  18.0  16.0  11.0  45.0  35.0
## CV residual -49.6 -59.8 -67.1 -56.4 -53.1 -48.5 -38.5 -35.7 -17.9 -62.1 -72.2
##             20309 20310 20311 20317 20321 20323 20324 20327 20329 20331  20335
## Predicted   107.3 106.6 106.6 106.2 103.5 111.9 112.5 111.1 111.8 111.9 112.80
## cvpred      107.6 106.9 106.8 106.4 103.8 111.9 112.5 111.1 111.8 111.9 112.77
## pm2.5        62.0  81.0  75.0  88.0  62.0  65.0  72.0 163.0 143.0 160.0 108.00
## CV residual -45.6 -25.9 -31.8 -18.4 -41.8 -46.9 -40.5  51.9  31.2  48.1  -4.77
##              20337 20340 20341 20345 20347 20351 20356  20359  20361 20363
## Predicted   112.77  88.9  80.4  56.4  47.6 35.09  91.2  99.04  99.52  98.0
## cvpred      112.71  89.5  81.1  57.3  48.5 36.07  91.9  99.67 100.09  98.7
## pm2.5       107.00  55.0  55.0  29.0  30.0 30.00 107.0 108.00  98.00  79.0
## CV residual  -5.71 -34.5 -26.1 -28.3 -18.5 -6.07  15.1   8.33  -2.09 -19.7
##             20364  20367 20372 20377 20378 20381 20382 20383 20384 20390 20391
## Predicted    99.4  97.85  95.0  89.8  89.1 109.4   109   109 108.3 105.0 102.7
## cvpred      100.0  98.37  95.4  90.2  89.5 109.5   109   109 108.5 105.3 103.1
## pm2.5        70.0 106.00 113.0 203.0 201.0 194.0   184   224 198.0 190.0 166.0
## CV residual -30.0   7.63  17.6 112.8 111.5  84.5    75   115  89.5  84.7  62.9
##             20393 20394 20397  20405 20415 20416 20420 20424 20428 20432 20433
## Predicted   101.6   101  99.2 113.51 113.8 113.8 115.6   115   114   112 114.9
## cvpred      101.9   101  99.5 113.47 113.8 113.8 115.4   115   114   112 114.8
## pm2.5       141.0   127 176.0 111.00 168.0 151.0 204.0   286   243   227 186.0
## CV residual  39.1    26  76.5  -2.47  54.2  37.2  88.6   171   129   115  71.2
##             20435 20436 20437 20438 20439 20443 20444 20445 20448 20450   20455
## Predicted   113.8 113.2   112   109 107.0  99.8  96.5  96.5  94.3 111.8 114.377
## cvpred      113.7 113.1   112   109 106.9  99.8  96.6  96.5  94.4 111.8 114.309
## pm2.5       163.0 192.0   280   298 199.0  78.0  85.0 112.0  80.0  75.0 115.000
## CV residual  49.3  78.9   168   189  92.1 -21.8 -11.6  15.5 -14.4 -36.8   0.691
##              20457 20459 20460  20461 20466 20469   20471 20473 20475 20478
## Predicted   115.22 113.1 114.5 112.61 107.7 103.8 114.533 114.9 114.5 113.2
## cvpred      115.09 113.1 114.4 112.58 107.7 103.9 114.436 114.8 114.4 113.1
## pm2.5       120.00 124.0 127.0 118.00  72.0  90.0 114.000 126.0 139.0  85.0
## CV residual   4.91  10.9  12.6   5.42 -35.7 -13.9  -0.436  11.2  24.6 -28.1
##             20483 20489 20492 20495 20496 20497 20500 20503 20506 20507 20508
## Predicted   105.8 106.1 107.1 113.2 113.8 113.1 114.2 113.5 115.9 115.6 115.9
## cvpred      105.9 106.3 107.2 113.1 113.8 113.1 114.1 113.4 115.7 115.4 115.8
## pm2.5        57.0  45.0  26.0  91.0 101.0  99.0 128.0  90.0 134.0 133.0 130.0
## CV residual -48.9 -61.3 -81.2 -22.1 -12.8 -14.1  13.9 -23.4  18.3  17.6  14.2
##             20509 20515 20524 20526 20528 20532  20533 20534 20537 20543 20544
## Predicted   116.6 106.3 112.8 111.4 109.5  98.2 104.88 105.5   107  99.6  99.4
## cvpred      116.4 106.3 112.8 111.5 109.6  98.5 105.23 105.8   107  99.8  99.5
## pm2.5       145.0  80.0  76.0  85.0  89.0  32.0  98.00  87.0   212  50.0  66.0
## CV residual  28.6 -26.3 -36.8 -26.5 -20.6 -66.5  -7.23 -18.8   105 -49.8 -33.5
##             20547 20552 20553 20554 20558 20561 20562 20563 20565 20567 20571
## Predicted    98.1 112.4 112.5 112.4   107 104.6   104 101.9 99.36  92.0 110.1
## cvpred       98.1 112.4 112.5 112.4   107 104.6   104 101.9 99.39  92.2 110.2
## pm2.5        62.0  90.0 102.0 100.0   284 142.0   180 141.0 95.00  48.0  64.0
## CV residual -36.1 -22.4 -10.5 -12.4   177  37.4    76  39.1 -4.39 -44.2 -46.2
##             20572 20581 20584 20585  20587 20589 20593 20597 20601  20603
## Predicted   110.4 107.2   110 108.6 106.63 110.4   102   111   111 108.21
## cvpred      110.5 107.3   110 108.7 106.74 110.5   102   111   111 108.29
## pm2.5        61.0  87.0    97 105.0 110.00 134.0    71    78   135 112.00
## CV residual -49.5 -20.3   -13  -3.7   3.26  23.5   -31   -33    24   3.71
##               20604 20608 20609 20610 20611 20613 20616 20619 20623 20625 20633
## Predicted   108.184 108.6 109.0 109.5 108.2 105.0 105.3 101.4 111.4 110.4  99.8
## cvpred      108.231 108.8 109.2 109.5 108.3 105.1 105.3 101.5 111.5 110.5 100.0
## pm2.5       109.000  73.0  73.0  71.0  71.0  69.0  77.0 136.0 108.0 166.0 124.0
## CV residual   0.769 -35.8 -36.2 -38.5 -37.3 -36.1 -28.3  34.5  -3.5  55.5  24.0
##              20634 20636 20639 20641 20645 20649 20650 20660 20667 20668 20672
## Predicted    98.53  96.5 112.8   113 113.2 113.2 113.8   107   113 113.0 106.6
## cvpred       98.66  96.6 112.8   113 113.1 113.1 113.8   107   113 112.9 106.5
## pm2.5       102.00  82.0 131.0   148 166.0 168.0 166.0   164   263 207.0 144.0
## CV residual   3.34 -14.6  18.2    35  52.9  54.9  52.2    57   150  94.1  37.5
##             20673 20674  20676   20678  20679 20680 20682 20684 20687 20692
## Predicted   105.9 116.3 116.27 116.597 117.29 116.0 113.4 117.0 117.6 115.2
## cvpred      105.8 116.1 116.11 116.405 117.06 115.8 113.2 116.8 117.4 115.1
## pm2.5       153.0 137.0 126.00 116.000 122.00 142.0 144.0 153.0 137.0 139.0
## CV residual  47.2  20.9   9.89  -0.405   4.94  26.2  30.8  36.2  19.6  23.9
##             20698 20703 20706 20712 20715 20716 20717 20718 20729 20730 20732
## Predicted   116.3 111.9 108.3 100.0  95.3  95.3  94.6  92.3 69.71  67.4 114.3
## cvpred      116.1 111.8 108.2  99.9  95.3  95.2  94.5  92.3 69.81  67.6 114.2
## pm2.5       149.0  38.0  78.0 122.0 138.0 157.0 164.0 170.0 66.00  55.0  78.0
## CV residual  32.9 -73.8 -30.2  22.1  42.7  61.8  69.5  77.7 -3.81 -12.6 -36.2
##             20738 20739 20740 20741 20746 20748 20749 20750 20751 20752 20753
## Predicted   108.1 112.1 112.5 111.4 105.0 104.0 103.0  98.7  97.9  94.6  90.7
## cvpred      108.1 112.2 112.5 111.5 105.3 104.3 103.3  99.1  98.4  95.2  91.2
## pm2.5        83.0  70.0  70.0  69.0  26.0  53.0  52.0  50.0  37.0  33.0  30.0
## CV residual -25.1 -42.2 -42.5 -42.5 -79.3 -51.3 -51.3 -49.1 -61.4 -62.2 -61.2
##             20756 20758 20760 20761 20762 20764 20768 20771 20774 20782 20783
## Predicted    81.7  77.8  76.3  73.3 107.3 102.8 108.7  97.8  85.5  63.6  61.1
## cvpred       82.3  78.4  76.8  73.9 107.6 103.2 108.9  98.2  86.0  64.1  61.5
## pm2.5        14.0  26.0  37.0  43.0  44.0  47.0  41.0  38.0  38.0  22.0  36.0
## CV residual -68.3 -52.4 -39.8 -30.9 -63.6 -56.2 -67.9 -60.2 -48.0 -42.1 -25.5
##             20785 20786 20787 20789 20798 20805 20806 20808 20811 20812 20814
## Predicted   104.1 107.6 106.4 103.8  65.8 41.29 38.28 31.85 29.77 108.4 106.6
## cvpred      104.3 107.9 106.6 104.1  66.4 41.99 39.01 32.65 30.47 108.6 106.7
## pm2.5        40.0  51.0  32.0  44.0  24.0 32.00 38.00 28.00 36.00  44.0  50.0
## CV residual -64.3 -56.9 -74.6 -60.1 -42.4 -9.99 -1.01 -4.65  5.53 -64.6 -56.7
##             20815  20820 20822 20823 20828 20829 20832 20834 20836 20839 20840
## Predicted   111.4 111.23 108.0 106.0  97.9  94.6  90.8 112.3 112.1 112.8 112.5
## cvpred      111.5 111.27 108.1 106.1  98.0  94.7  91.0 112.3 112.2 112.8 112.5
## pm2.5        47.0 102.00  92.0  66.0  42.0  25.0  27.0  32.0  35.0  55.0  67.0
## CV residual -64.5  -9.27 -16.1 -40.1 -56.0 -69.7 -64.0 -80.3 -77.2 -57.8 -45.5
##             20843  20845 20846 20849  20850 20856 20859 20861 20863 20864 20865
## Predicted   113.8 114.68 115.2 114.1 114.06 117.3 116.6 115.9 114.6 113.9 113.9
## cvpred      113.8 114.56 115.1 113.9 113.85 117.1 116.4 115.7 114.4 113.7 113.6
## pm2.5        85.0 106.00 136.0 125.0 108.00 140.0 139.0 136.0 150.0 160.0 151.0
## CV residual -28.8  -8.56  20.9  11.1  -5.85  22.9  22.6  20.3  35.6  46.3  37.4
##             20868 20870 20873 20875 20919 20920  20925 20926 20931 20932 20933
## Predicted     112 109.9 106.8 118.1 115.9 118.3 109.97 109.9 118.3 117.6 116.9
## cvpred        112 109.6 106.5 117.8 115.6 118.1 109.81 109.8 118.1 117.4 116.7
## pm2.5         298 164.0 154.0 136.0 164.0 167.0 119.00 135.0  93.0  86.0  75.0
## CV residual   186  54.4  47.5  18.2  48.4  48.9   9.19  25.2 -25.1 -31.4 -41.7
##             20944 20950 20953 20955 20956 20966 20967 20969 20973 20975 20978
## Predicted   105.1    96  93.3 107.1 103.0   103 102.5 105.6 100.3 110.1 112.1
## cvpred      105.1    96  93.2 107.3 103.3   103 102.9 105.9 100.6 110.2 112.2
## pm2.5        65.0    72 132.0  85.0  52.0    11  17.0  15.0  30.0  40.0  47.0
## CV residual -40.1   -24  38.8 -22.3 -51.3   -92 -85.9 -90.9 -70.6 -70.2 -65.2
##             20980 20981 20982 20984 20985 20990 20994 20998 21003 21006 21012
## Predicted   112.5 110.5 110.5 106.3 107.1 101.4 104.2   107 108.3 110.4 106.3
## cvpred      112.5 110.6 110.6 106.4 107.3 101.8 104.6   107 108.5 110.5 106.5
## pm2.5        65.0  80.0  63.0  48.0  33.0  10.0   6.0    19  84.0  48.0  48.0
## CV residual -47.5 -30.6 -47.6 -58.4 -74.3 -91.8 -98.6   -88 -24.5 -62.5 -58.5
##             21015 21016 21020 21021 21028  21035 21037 21041 21047 21048 21049
## Predicted   109.7 109.2 107.2 106.2 114.5 114.50 112.4  99.5  86.4  85.1  84.5
## cvpred      109.8 109.3 107.3 106.3 114.4 114.38 112.3  99.7  86.6  85.3  84.7
## pm2.5        73.0  66.0  39.0  42.0  93.0 122.00  75.0  39.0  43.0  56.0  54.0
## CV residual -36.8 -43.3 -68.3 -64.3 -21.4   7.62 -37.3 -60.7 -43.6 -29.3 -30.7
##             21054 21057 21062 21063 21064 21066 21072 21075 21077 21079 21080
## Predicted   112.5 113.8 108.5 105.8 104.6 102.6  90.5 114.9   115 115.9 115.2
## cvpred      112.5 113.7 108.3 105.7 104.5 102.4  90.5 114.8   115 115.7 115.1
## pm2.5        79.0 101.0 147.0 133.0 136.0 149.0 139.0 133.0   125 146.0 137.0
## CV residual -33.5 -12.7  38.7  27.3  31.5  46.6  48.5  18.2    10  30.3  21.9
##             21083 21084 21086 21087  21089 21090 21091  21092  21102 21121
## Predicted   115.9   115 113.4 111.8 106.80 103.8 100.4  99.14 110.53 107.1
## cvpred      115.7   115 113.2 111.6 106.71 103.7 100.5  99.15 110.39 107.1
## pm2.5       130.0   136 149.0 152.0 105.00  87.0  82.0 104.00 101.00  11.0
## CV residual  14.3    21  35.8  40.4  -1.71 -16.7 -18.5   4.85  -9.39 -96.1
##             21122 21142 21146 21147 21148 21149  21150 21156 21159 21161 21162
## Predicted   105.5 109.4 109.7 110.8 112.1 113.5 112.47 114.2   107 101.6 100.3
## cvpred      105.5 109.5 109.8 110.8 112.1 113.5 112.46 114.1   107 101.7 100.4
## pm2.5         8.0  27.0  67.0  60.0  71.0  80.0 122.00  87.0    37  43.0  51.0
## CV residual -97.5 -82.5 -42.8 -50.8 -41.1 -33.5   9.54 -27.1   -70 -58.7 -49.4
##             21163 21167 21168 21172 21173 21174 21175 21176 21177 21179 21183
## Predicted   112.0 116.3 115.4 117.0 116.6 116.3 116.3 115.2 115.6 114.5 112.7
## cvpred      111.9 116.1 115.2 116.8 116.4 116.1 116.1 115.1 115.4 114.4 112.6
## pm2.5        37.0  50.0  40.0  63.0  57.0  58.0  65.0  55.0  53.0  55.0  52.0
## CV residual -74.9 -66.1 -75.2 -53.8 -59.4 -58.1 -51.1 -60.1 -62.4 -59.4 -60.6
##             21184 21185  21188 21191 21194 21195 21197 21202 21204 21207 21209
## Predicted     111 110.5 106.39   117 115.5 115.1 117.8 115.6 113.0 106.4 100.4
## cvpred        111 110.4 106.25   117 115.3 114.9 117.6 115.4 112.8 106.3 100.4
## pm2.5          66  71.0 115.00   152 144.0 149.0 141.0 185.0 158.0  69.0  62.0
## CV residual   -45 -39.4   8.75    35  28.7  34.1  23.4  69.6  45.2 -37.3 -38.4
##              21213 21215 21221 21222 21223 21224 21226 21229 21233 21238 21240
## Predicted   94.451  95.1  92.7   120   119   120   119   120 118.1 119.0 117.8
## cvpred      94.456  95.0  92.5   119   119   119   119   120 117.8 118.7 117.5
## pm2.5       95.000 130.0 207.0   233   248   244   239   238  59.0  92.0  80.0
## CV residual  0.544  35.0 114.5   114   129   125   120   118 -58.8 -26.7 -37.5
##             21244 21252 21254 21255  21256 21262 21264  21269 21270 21271 21273
## Predicted   117.3 118.7 117.1 115.1 112.09 100.9  99.6 117.29 115.9 115.0 114.3
## cvpred      117.1 118.4 116.8 114.9 111.89 100.8  99.5 117.06 115.7 114.7 114.2
## pm2.5       140.0 135.0 143.0 154.0 118.00  52.0  56.0 109.00  97.0  88.0  76.0
## CV residual  22.9  16.6  26.2  39.1   6.11 -48.8 -43.5  -8.06 -18.7 -26.7 -38.2
##             21277 21279 21280 21281 21283 21284 21285 21289 21297 21300 21301
## Predicted   102.1   111   111 112.4 109.5 108.3 106.3 105.4 115.9 117.3 116.6
## cvpred      102.2   111   111 112.3 109.4 108.2 106.3 105.2 115.7 117.1 116.3
## pm2.5         6.0     8     8  20.0  52.0  54.0  46.0 199.0 167.0 191.0 189.0
## CV residual -96.2  -103  -103 -92.3 -57.4 -54.2 -60.3  93.8  51.3  73.9  72.7
##             21307 21310 21311 21312 21315 21318 21319 21321 21325 21326 21328
## Predicted   109.8 117.6 115.7 114.4 116.1 116.6 117.0 117.6 116.6 114.3 112.8
## cvpred      109.7 117.4 115.5 114.3 115.9 116.4 116.8 117.4 116.4 114.1 112.6
## pm2.5        46.0  50.0  59.0  56.0  43.0  50.0  49.0  38.0  53.0  55.0  87.0
## CV residual -63.7 -67.4 -56.5 -58.3 -72.9 -66.4 -67.8 -79.4 -63.4 -59.1 -25.6
##              21331 21337 21341 21346  21347 21349 21351 21354 21360 21363 21367
## Predicted   107.28 114.7 117.3 117.6 117.98 116.6 111.6 105.5  99.5  98.2   119
## cvpred      107.13 114.6 117.1 117.4 117.72 116.3 111.5 105.4  99.3  97.9   119
## pm2.5        98.00  17.0  85.0 107.0 121.00  98.0  63.0  33.0  73.0  75.0   197
## CV residual  -9.13 -97.6 -32.1 -10.4   3.28 -18.3 -48.5 -72.4 -26.3 -22.9    78
##             21368 21371 21375  21377 21379 21388 21389 21392 21393 21395 21396
## Predicted   118.6   119 115.1 107.66   119   113   111   115   112 104.9 103.5
## cvpred      118.3   119 114.8 107.55   119   113   111   114   112 105.1 103.7
## pm2.5       189.0   178 140.0 104.00    23     8     8    10     8  14.0   9.0
## CV residual  70.7    59  25.2  -3.55   -96  -105  -103  -104  -104 -91.1 -94.7
##             21401 21402 21408 21411 21412 21413 21414 21417 21420 21423 21424
## Predicted    99.1  97.2 104.3   110 112.1 113.2 114.2 113.2 107.8 103.7 102.1
## cvpred       99.5  97.6 104.4   110 112.2 113.1 114.1 113.1 107.9 103.9 102.3
## pm2.5         6.0   2.0  21.0    30  33.0  34.0  37.0  52.0  13.0  12.0  16.0
## CV residual -93.5 -95.6 -83.4   -80 -79.2 -79.1 -77.1 -61.1 -94.9 -91.9 -86.3
##             21425 21428 21429 21435 21437 21441 21443 21445 21448 21451 21453
## Predicted     107 105.5 110.8 114.9 111.2 107.8   111   111   112   111 109.4
## cvpred        107 105.7 110.8 114.8 111.2 107.8   111   111   112   111 109.4
## pm2.5           9  12.0  12.0  81.0  44.0  13.0     7     3     7     3  23.0
## CV residual   -98 -93.7 -98.8 -33.8 -67.2 -94.8  -104  -108  -105  -108 -86.4
##             21456 21462 21463 21465 21466 21468 21470 21471 21472 21477 21478
## Predicted   105.8 114.9 115.2 115.4   114 114.3 114.0 113.0 111.8 116.7 113.7
## cvpred      105.8 114.8 115.1 115.2   114 114.2 113.8 112.9 111.6 116.5 113.5
## pm2.5         7.0  73.0  96.0 130.0   135 148.0  86.0  99.0  62.0  60.0  40.0
## CV residual -98.8 -41.8 -19.1  14.8    21  33.8 -27.8 -13.9 -49.6 -56.5 -73.5
##             21480 21482 21486 21487 21490 21491 21493 21497 21499 21500 21501
## Predicted   107.7 102.7 112.5 111.8 106.6   115   115   113   113   115   115
## cvpred      107.5 102.6 112.4 111.6 106.5   115   115   113   113   115   115
## pm2.5        17.0  15.0  13.0  16.0   8.0     5     7     7     6    11    10
## CV residual -90.5 -87.6 -99.4 -95.6 -98.5  -110  -108  -106  -107  -104  -105
##             21502 21506 21511 21513 21520 21533 21536 21537 21540 21545 21546
## Predicted     117   117   117 112.0   112 100.9  98.9 115.6   114 111.6 112.7
## cvpred        116   117   117 111.9   112 100.8  98.8 115.4   114 111.6 112.6
## pm2.5           8    11    16  12.0     6  31.0  25.0  16.0    12  17.0  16.0
## CV residual  -108  -106  -101 -99.9  -106 -69.8 -73.8 -99.4  -102 -94.6 -96.6
##             21550 21551 21553 21555 21558 21559  21565  21568  21571 21576
## Predicted   116.0 115.7 117.6 117.4 117.3 117.8 115.58 107.93 103.44 116.2
## cvpred      115.8 115.5 117.4 117.2 117.1 117.5 115.45 107.89 103.43 116.1
## pm2.5        37.0  38.0  35.0  58.0  42.0  38.0 111.00 113.00  96.00  99.0
## CV residual -78.8 -77.5 -82.4 -59.2 -75.1 -79.5  -4.45   5.11  -7.43 -17.1
##              21578  21579 21584 21588 21590 21591 21597 21601 21603 21604 21618
## Predicted   114.50 114.47 116.4 115.1 112.4 111.5   115   111   108 107.8   113
## cvpred      114.38 114.32 116.2 114.9 112.2 111.3   115   111   108 107.6   112
## pm2.5       113.00 111.00 154.0 153.0 154.0 160.0   255   259   219 185.0   259
## CV residual  -1.38  -3.32  37.8  38.1  41.8  48.7   140   148   111  77.4   147
##             21620 21621 21622 21623 21624 21626 21629 21630 21632 21635 21638
## Predicted   110.7   111 108.4 107.0 106.8   103   119   120 120.4 118.1 118.7
## cvpred      110.4   110 108.1 106.7 106.4   103   119   119 120.1 117.8 118.4
## pm2.5       204.0   228 139.0 117.0 160.0   296   289   237 135.0  82.0  92.0
## CV residual  93.6   118  30.9  10.3  53.6   193   170   118  14.9 -35.8 -26.4
##             21642 21644 21646 21647 21651 21652 21655 21656 21659 21660 21661
## Predicted     113 110.8 108.8 107.5 121.1 120.0   120   120 117.4 116.7 116.0
## cvpred        113 110.5 108.5 107.3 120.7 119.7   119   120 117.1 116.4 115.7
## pm2.5         226 164.0 175.0 171.0 214.0 192.0   293   284 165.0 166.0 153.0
## CV residual   113  53.5  66.5  63.7  93.3  72.3   174   164  47.9  49.6  37.3
##             21665 21666 21667 21671 21672 21682 21683 21685 21689 21690 21691
## Predicted     119 119.7   119 111.0 110.0 118.1 116.8 115.0 109.6 108.0 106.4
## cvpred        119 119.4   119 110.7 109.8 117.8 116.5 114.7 109.3 107.7 106.1
## pm2.5         163 182.0   230  60.0  52.0  80.0  61.0 110.0 165.0 145.0 148.0
## CV residual    44  62.6   111 -50.7 -57.8 -37.8 -55.5  -4.7  55.7  37.3  41.9
##              21694 21695  21697 21699 21701 21704 21708 21709 21710 21715 21718
## Predicted   101.59 100.3 120.40 119.9 120.0   119 115.4 113.8 112.5   121   121
## cvpred      101.33 100.1 120.05 119.5 119.7   119 115.1 113.5 112.2   121   121
## pm2.5       105.00 111.0 127.00 146.0 173.0   182 138.0 142.0 152.0   190   218
## CV residual   3.67  10.9   6.95  26.5  53.3    63  22.9  28.5  39.8    69    97
##             21720 21721 21725 21728 21731 21734 21742 21747 21753 21755 21758
## Predicted     122   121   119 113.9 108.4 107.1   121 120.2 120.7 120.7 116.6
## cvpred        122   121   118 113.6 108.1 106.7   121 119.8 120.4 120.4 116.3
## pm2.5         101   186   229 166.0 127.0 163.0   144  70.0  94.0  76.0  95.0
## CV residual   -21    65   111  52.4  18.9  56.3    23 -49.8 -26.4 -44.4 -21.3
##             21762 21765 21766 21768 21770 21772  21776   21777  21778  21779
## Predicted   110.5 107.1 106.4 103.9 101.0  97.5 120.40 120.044 118.79 118.07
## cvpred      110.2 106.8 106.1 103.6 100.7  97.2 120.05 119.693 118.44 117.73
## pm2.5       147.0  88.0  60.0  73.0 132.0 131.0 116.00 120.000 111.00 108.00
## CV residual  36.8 -18.8 -46.1 -30.6  31.3  33.8  -4.05   0.307  -7.44  -9.73
##              21787 21790 21793 21794 21797 21802 21803 21804 21808 21809 21815
## Predicted   117.30   113 109.8 109.1 120.0 117.4 115.4 114.2 118.1 116.9 110.6
## cvpred      116.91   113 109.5 108.8 119.7 117.1 115.2 113.9 117.8 116.6 110.4
## pm2.5       126.00    57  48.0  51.0 110.0  96.0  62.0  51.0  70.0  72.0  41.0
## CV residual   9.09   -56 -61.5 -57.8  -9.7 -21.1 -53.2 -62.9 -47.8 -44.6 -69.4
##             21818 21821 21823 21825 21829  21831 21835 21837 21844  21845 21848
## Predicted   109.5 107.3   106 120.0 117.2 120.40 121.1 119.5   119 121.09   119
## cvpred      109.2 107.1   106 119.7 116.8 120.05 120.7 119.1   119 120.71   119
## pm2.5        43.0  59.0    52  60.0  84.0 128.00 218.0 178.0   104 118.00    90
## CV residual -66.2 -48.1   -54 -59.7 -32.8   7.95  97.3  58.9   -15  -2.71   -29
##             21850 21851 21853 21854 21856 21857 21859 21867  21872 21875 21876
## Predicted   120.0   119 118.6 117.9 120.7 120.0 118.6 121.1 121.42 121.8 120.7
## cvpred      119.7   119 118.2 117.5 120.4 119.6 118.2 120.7 121.01 121.4 120.4
## pm2.5        75.0    74  61.0  61.0  67.0  69.0  72.0 104.0 128.00  70.0  50.0
## CV residual -44.7   -45 -57.2 -56.5 -53.4 -50.6 -46.2 -16.7   6.99 -51.4 -70.4
##             21878 21880 21881 21882 21884 21885 21886  21893  21894 21895 21896
## Predicted   117.0 116.9 116.7 114.8 114.0 112.4 111.8 121.42 120.70 120.0   119
## cvpred      116.8 116.7 116.5 114.6 113.7 112.1 111.5 121.01 120.29 119.6   119
## pm2.5        30.0  21.0  27.0  40.0  27.0  42.0  71.0 112.00 126.00 131.0   134
## CV residual -86.8 -95.7 -89.5 -74.6 -86.7 -70.1 -40.5  -9.01   5.71  11.4    15
##             21898 21905   21906  21909 21912 21917 21918 21919 21920 21921
## Predicted   118.1 107.8 122.111 122.24 123.0 114.7   114 117.6 116.8 115.9
## cvpred      117.7 107.4 121.666 121.73 122.4 114.6   114 117.4 116.6 115.7
## pm2.5       145.0 140.0 121.000 120.00 205.0  61.0    38  27.0  17.0  17.0
## CV residual  27.3  32.6  -0.666  -1.73  82.6 -53.6   -76 -90.4 -99.6 -98.7
##             21927 21928 21931 21935 21939 21940 21943 21946 21956 21959 21964
## Predicted     113 115.4 113.0 110.1 118.7 117.4 115.2 118.0 114.1 112.2 104.5
## cvpred        113 115.2 112.9 109.9 118.4 117.1 114.9 117.7 113.9 111.9 104.3
## pm2.5          12  19.0  22.0  22.0  48.0  51.0  35.0  21.0  22.0  42.0  60.0
## CV residual  -101 -96.2 -90.9 -87.9 -70.4 -66.1 -79.9 -96.7 -91.9 -69.9 -44.3
##             21965 21973 21975  21977 21981 21982 21990 21993 21999  22002 22003
## Predicted   118.0 117.6 119.5 116.49 109.3 106.3 121.1 121.8   119 115.89 114.6
## cvpred      117.7 117.3 119.2 116.18 109.1 106.1 120.7 121.4   119 115.54 114.3
## pm2.5        69.0  83.0  85.0 114.00  98.0  89.0  93.0  73.0    96 110.00 132.0
## CV residual -48.7 -34.3 -34.2  -2.18 -11.1 -17.1 -27.7 -48.4   -23  -5.54  17.7
##             22011 22012 22014 22016  22020 22023 22024 22027 22029 22034 22035
## Predicted   120.0 119.9 119.7 119.3 121.78 122.1 121.8   121 120.0 122.1   122
## cvpred      119.7 119.5 119.3 118.9 121.37 121.7 121.3   121 119.5 121.7   122
## pm2.5        47.0  53.0  52.0  56.0 123.00 153.0 159.0   199 194.0 177.0   180
## CV residual -72.7 -66.5 -67.3 -62.9   1.63  31.3  37.7    78  74.5  55.3    58
##             22037 22041 22048 22049 22051 22052 22055 22058 22059 22061 22067
## Predicted     122 122.8   115 114.5 110.6   109 104.2 122.1 121.8   122 122.1
## cvpred        122 122.3   115 114.1 110.2   109 103.9 121.7 121.3   122 121.6
## pm2.5         183 183.0    97  90.0 105.0   134 167.0 152.0 136.0   163 174.0
## CV residual    61  60.7   -18 -24.1  -5.2    25  63.1  30.3  14.7    41  52.4
##             22068 22069  22072 22073  22083 22087   22088 22091 22093 22100
## Predicted   120.8 119.6 122.47 121.5 109.03 122.8 123.162 122.1 122.1   112
## cvpred      120.4 119.1 122.02 121.1 108.65 122.3 122.683 121.6 121.6   112
## pm2.5       152.0 145.0 130.00 139.0 101.00 110.0 122.000 110.0 103.0    94
## CV residual  31.6  25.9   7.98  17.9  -7.65 -12.3  -0.683 -11.6 -18.6   -18
##             22110 22111 22113 22114 22116 22117 22118 22120 22121 22124 22126
## Predicted   120.9 120.1 119.4 118.8 122.8 123.1 123.0 120.1 117.8 105.0   121
## cvpred      120.4 119.7 118.9 118.3 122.3 122.6 122.4 119.6 117.3 104.7   120
## pm2.5        48.0  47.0  42.0  33.0  35.0  36.0  30.0  53.0  63.0  56.0    20
## CV residual -72.4 -72.7 -76.9 -85.3 -87.3 -86.6 -92.4 -66.6 -54.3 -48.7  -100
##             22130 22133 22134 22135 22138 22139 22144 22152 22156 22169 22170
## Predicted   119.5 120.0 119.7 121.1   121 122.1 120.7 120.7 120.7   120   120
## cvpred      119.1 119.6 119.3 120.7   121 121.7 120.4 120.4 120.4   120   120
## pm2.5        33.0  49.0  47.0  61.0   101  96.0  80.0  28.0  25.0     9     9
## CV residual -86.1 -70.6 -72.3 -59.7   -20 -25.7 -40.4 -92.4 -95.4  -111  -111
##             22171 22175 22176 22177 22187 22195 22198 22199 22209 22211 22214
## Predicted     118   120   119 118.6   118 117.6 121.1 120.0 118.1 114.6   115
## cvpred        117   120   119 118.3   118 117.3 120.7 119.7 117.8 114.3   115
## pm2.5          16    17    16  29.0    10  33.0  41.0  42.0  23.0  19.0    14
## CV residual  -101  -103  -103 -89.3  -108 -84.3 -79.7 -77.7 -94.8 -95.3  -101
##             22215 22216 22225 22227 22232 22234 22237 22239 22242 22243 22245
## Predicted   114.1   117 119.7 120.4   119 118.5 118.0   116 115.9 114.5 113.9
## cvpred      113.9   116 119.4 120.1   119 118.1 117.7   116 115.7 114.3 113.7
## pm2.5        15.0    15  63.0  63.0    50  29.0  32.0    25  25.0  27.0  38.0
## CV residual -98.9  -101 -56.4 -57.1   -69 -89.1 -85.7   -91 -90.7 -87.3 -75.7
##             22246 22251 22254 22257 22263 22264 22269 22270 22276 22277  22278
## Predicted   111.6   109 119.7 120.4   117 117.1 110.6 109.3 119.5 117.9 116.61
## cvpred      111.4   109 119.4 120.1   117 116.8 110.4 109.1 119.1 117.5 116.25
## pm2.5        41.0    84  68.0 131.0    71  62.0  50.0  56.0  61.0  80.0 114.00
## CV residual -70.4   -25 -51.4  10.9   -46 -54.8 -60.4 -53.1 -58.1 -37.5  -2.25
##             22290 22291 22293 22297 22299 22302 22303 22305 22306 22311 22315
## Predicted   100.9  99.3  96.4 92.03 89.52  86.7  85.4  84.0 83.96 118.8 113.7
## cvpred      100.6  99.0  96.1 91.77 89.27  86.5  85.2  83.8 83.74 118.4 113.4
## pm2.5        75.0  79.0 107.0 89.00 99.00  51.0  54.0  65.0 76.00 104.0  88.0
## CV residual -25.6 -20.0  10.9 -2.77  9.73 -35.5 -31.2 -18.8 -7.74 -14.4 -25.4
##              22317 22323  22329 22332 22333 22339 22343 22346 22347 22348 22349
## Predicted   112.99 107.6 119.24 117.1   116 112.2   122 119.8 119.0 118.3 117.6
## cvpred      112.62 107.3 118.81 116.7   116 111.8   122 119.3 118.6 117.9 117.1
## pm2.5       106.00  92.0 126.00 128.0   130 138.0   132 173.0 167.0 179.0 187.0
## CV residual  -6.62 -15.3   7.19  11.3    14  26.2    10  53.7  48.4  61.1  69.9
##             22351 22354 22356 22357 22358 22361 22363 22366 22367 22371 22375
## Predicted   123.2 123.2   123   122   121 115.8 112.9   111 110.8   108 104.5
## cvpred      122.7 122.7   123   121   120 115.4 112.5   111 110.3   107 104.1
## pm2.5       197.0 205.0   222   226   259 197.0 188.0   194 206.0   246 185.0
## CV residual  74.3  82.3    99   105   139  81.6  75.5    83  95.7   139  80.9
##             22383 22384 22391 22392 22394 22401 22402 22403 22405 22406 22410
## Predicted     121 119.0   122 122.1 120.3 121.6   117   113 106.7 102.4  92.2
## cvpred        121 118.6   122 121.7 119.9 121.1   117   113 106.5 102.3  92.2
## pm2.5         299 164.0    26  23.0  23.0  24.0    11    10   8.0  10.0   8.0
## CV residual   178  45.4   -96 -98.7 -96.9 -97.1  -106  -103 -98.5 -92.3 -84.2
##             22413 22417 22418 22424 22426 22432 22441 22442 22443 22444 22445
## Predicted     123 118.8   117   120   119 120.7 110.6 109.2 120.7 120.7 121.1
## cvpred        122 118.5   117   119   119 120.2 110.3 108.9 120.4 120.4 120.7
## pm2.5          21  27.0    14    12    10  70.0  27.0  24.0  49.0  59.0  64.0
## CV residual  -101 -91.5  -103  -107  -109 -50.2 -83.3 -84.9 -71.4 -61.4 -56.7
##             22451 22463 22467 22468 22476  22478 22485 22486 22488 22495 22498
## Predicted   120.7 117.6 114.8 114.0 118.3 115.09 121.0 119.7 116.9 119.9 121.9
## cvpred      120.4 117.2 114.4 113.6 117.8 114.65 120.5 119.2 116.4 119.5 121.4
## pm2.5        75.0  89.0 102.0  90.0 130.0 108.00  61.0  56.0  62.0  57.0  77.0
## CV residual -45.4 -28.2 -12.4 -23.6  12.2  -6.65 -59.5 -63.2 -54.4 -62.5 -44.4
##             22499 22505 22508 22514 22516 22518 22522 22527 22531 22537   22545
## Predicted   119.9 111.9 109.2 121.0 123.2 123.2 122.8 122.4   121   123 117.396
## cvpred      119.5 111.4 108.8 120.5 122.7 122.7 122.3 121.9   121   123 116.918
## pm2.5        70.0  30.0  49.0  63.0  59.0  82.0  86.0  99.0    94    51 116.000
## CV residual -49.5 -81.4 -59.8 -57.5 -63.7 -40.7 -36.3 -22.9   -27   -72  -0.918
##              22550 22553 22599 22600 22603 22604 22605 22617 22618 22620 22623
## Predicted   112.17 106.3 117.5 121.8 122.8 123.2 123.3 121.1 119.5   117   120
## cvpred      111.69 105.8 117.1 121.4 122.3 122.7 122.9 120.7 119.2   117   120
## pm2.5       108.00 124.0  45.0  48.0  58.0  80.0  76.0  25.0  21.0    17    15
## CV residual  -3.69  18.2 -72.1 -73.4 -64.3 -42.7 -46.9 -95.7 -98.2  -100  -105
##             22625 22626 22627 22628 22637 22641 22643 22645 22647 22654 22659
## Predicted   118.8 118.1 116.8 115.6 104.6 116.8   116   116   119 113.6   117
## cvpred      118.4 117.7 116.5 115.2 104.4 116.5   116   116   118 113.3   117
## pm2.5        20.0  24.0  21.0  22.0  17.0  22.0     8    16    13  16.0    13
## CV residual -98.4 -93.7 -95.5 -93.2 -87.4 -94.5  -108  -100  -105 -97.3  -104
##             22660 22661 22664 22666 22667 22668 22671 22672 22673 22674 22676
## Predicted     119   117   118   115   120   120   121   119   119 118.0 116.8
## cvpred        119   117   117   115   119   119   120   119   119 117.7 116.4
## pm2.5          18    11    15    14    10    16    17    15    17  21.0  22.0
## CV residual  -101  -106  -102  -101  -109  -103  -103  -104  -102 -96.7 -94.4
##             22677 22679 22680 22684 22685 22686 22687 22688 22691 22694 22696
## Predicted     122 121.8 121.0 122.6   122   122 121.8   122 122.8 120.9 119.0
## cvpred        122 121.3 120.6 122.2   122   122 121.3   122 122.3 120.4 118.6
## pm2.5          30  33.0  55.0  61.0    50    48  54.0    60  74.0  54.0  42.0
## CV residual   -92 -88.3 -65.6 -61.2   -72   -74 -67.3   -62 -48.3 -66.4 -76.6
##             22699 22704 22706 22708 22709 22710 22711 22721 22725 22726 22728
## Predicted   116.3 108.7 121.8 120.3   118   121   121   119 113.5 112.3 111.7
## cvpred      115.9 108.3 121.4 119.9   118   121   121   119 113.2 111.9 111.3
## pm2.5        51.0  31.0  23.0  28.0    29    39    36    15  31.0  25.0  29.0
## CV residual -64.9 -77.3 -98.4 -91.9   -89   -82   -85  -104 -82.2 -86.9 -82.3
##             22729 22730 22731 22732 22734 22735 22743 22748 22751 22752 22753
## Predicted   123.2 123.2   122 122.6   122 122.1 120.2 113.9   111 110.6 110.3
## cvpred      122.7 122.7   122 122.2   122 121.6 119.8 113.5   111 110.2 109.9
## pm2.5        32.0  43.0    54  46.0    44  52.0  29.0  53.0    84  79.0  73.0
## CV residual -90.7 -79.7   -68 -76.2   -78 -69.6 -90.8 -60.5   -27 -31.2 -36.9
##             22756 22758 22760 22765 22766 22767 22768 22769 22773 22775 22778
## Predicted     122   122   123 122.1 121.2 119.9 118.0 116.7 112.8 112.0 123.2
## cvpred        122   122   123 121.7 120.7 119.5 117.6 116.3 112.4 111.6 122.7
## pm2.5          82    95    82  61.0  63.0  55.0  50.0  46.0  37.0  38.0  52.0
## CV residual   -40   -27   -41 -60.7 -57.7 -64.5 -67.6 -70.3 -75.4 -73.6 -70.7
##             22785 22786 22788 22790 22796 22800 22802 22803  22806 22810 22812
## Predicted   123.1 121.7 122.1 122.3 115.8   123   122 120.8 118.65 124.2 123.5
## cvpred      122.6 121.3 121.6 121.8 115.3   123   121 120.3 118.16 123.6 122.9
## pm2.5        74.0  67.0  66.0  67.0  68.0    89    88 101.0 116.00 109.0  84.0
## CV residual -48.6 -54.3 -55.6 -54.8 -47.3   -34   -33 -19.3  -2.16 -14.6 -38.9
##             22816 22821 22822 22823 22826 22828 22831 22836 22838 22840 22841
## Predicted   124.3 122.1 122.6 123.2   122 119.1 120.7   118 117.2   121 119.1
## cvpred      123.8 121.7 122.2 122.7   122 118.7 120.4   118 116.9   121 118.7
## pm2.5        79.0  28.0  35.0  37.0    43  21.0  21.0    52  45.0    52  56.0
## CV residual -44.8 -93.7 -87.2 -85.7   -79 -97.7 -99.4   -66 -71.9   -69 -62.7
##             22842 22844 22845 22849 22850 22860 22868 22869 22872 22873 22874
## Predicted   117.5 115.5 114.8   122 121.8 122.8 114.3 114.2 109.6 121.8   121
## cvpred      117.1 115.2 114.5   122 121.3 122.3 113.9 113.9 109.3 121.4   121
## pm2.5        57.0  32.0  38.0    37  43.0 108.0  72.0  97.0  76.0  85.0    93
## CV residual -60.1 -83.2 -76.5   -85 -78.3 -14.3 -41.9 -16.9 -33.3 -36.4   -28
##              22880 22887 22889 22934 22937 22938 22939 22943 22946 22949 22957
## Predicted   121.42 121.8   120 112.0 113.9 113.2 113.0 118.6 117.2 118.0 113.7
## cvpred      121.01 121.4   120 111.9 113.8 113.1 112.8 118.3 116.9 117.7 113.5
## pm2.5       118.00  88.0    67  13.0  15.0  21.0  26.0  46.0  50.0  72.0  47.0
## CV residual  -3.01 -33.4   -53 -98.9 -98.8 -92.1 -86.8 -72.3 -66.9 -45.7 -66.5
##             22958 22959 22965 22967 22978 22979 22981 22983 22985 22987 22989
## Predicted   110.0   108  98.1  97.4 117.7   119 118.8   117 119.0   119 115.4
## cvpred      109.9   108  98.0  97.3 117.4   119 118.5   117 118.7   119 115.2
## pm2.5        42.0    27  31.0  42.0  72.0    63  45.0    14  25.0    23  45.0
## CV residual -67.9   -81 -67.0 -55.3 -45.4   -56 -73.5  -103 -93.7   -96 -70.2
##             23000 23001 23002 23004 23006 23014  23025 23029  23031 23034 23036
## Predicted   120.4 120.7   121   121 118.5 106.1 120.73 118.7 116.73 109.8 107.3
## cvpred      120.1 120.4   121   121 118.1 105.8 120.35 118.3 116.31 109.5 106.9
## pm2.5        97.0 108.0    96    78  52.0  53.0 123.00 146.0 118.00 144.0 161.0
## CV residual -23.1 -12.4   -25   -43 -66.1 -52.8   2.65  27.7   1.69  34.5  54.1
##             23039 23040 23041 23045 23046 23047 23049 23129 23130 23135 23137
## Predicted   102.8 101.5  99.9  96.3  94.9  94.2  92.7   109 110.5 117.0 116.6
## cvpred      102.5 101.2  99.6  96.0  94.6  93.9  92.5   109 110.6 116.8 116.4
## pm2.5       166.0 185.0 206.0 186.0 153.0 140.0 182.0     8  12.0  25.0  36.0
## CV residual  63.5  83.8 106.4  90.0  58.4  46.1  89.5  -101 -98.6 -91.8 -80.4
##             23142 23147 23150 23151 23157 23159 23160 23163 23165 23167 23170
## Predicted     115 109.7 106.9 108.5 103.3 117.0 115.2 113.8 115.2 115.6 116.6
## cvpred        114 109.8 107.2 108.6 103.3 116.8 115.1 113.6 115.1 115.4 116.4
## pm2.5          13  13.0   8.0  11.0  17.0  35.0  36.0  63.0  81.0  82.0  98.0
## CV residual  -101 -96.8 -99.2 -97.6 -86.3 -81.8 -79.1 -50.6 -34.1 -33.4 -18.4
##             23172 23177 23180 23181 23184  23192 23194 23195 23200 23201 23202
## Predicted   117.3   113 106.9 106.9 118.3 118.31 118.7   118 107.8 106.9 105.2
## cvpred      117.1   113 106.8 106.7 118.1 118.03 118.4   118 107.8 106.8 105.2
## pm2.5       105.0    65  69.0  65.0  63.0 110.00 143.0   156  59.0  52.0  56.0
## CV residual -12.1   -48 -37.8 -41.7 -55.1  -8.03  24.6    38 -48.8 -54.8 -49.2
##             23207  23210  23211 23215 23218 23220  23225  23226  23231 23234
## Predicted   118.0 114.06 113.34 117.6   118 116.9 112.84 111.91 107.94 119.0
## cvpred      117.7 113.85 113.14 117.4   118 116.7 112.66 111.72 107.74 118.7
## pm2.5        84.0 104.00 104.00 143.0   146 151.0 118.00 117.00 113.00 133.0
## CV residual -33.7  -9.85  -9.14  25.6    28  34.3   5.34   5.28   5.26  14.3
##             23237 23238 23242 23243 23244 23245 23247 23249 23250 23251 23253
## Predicted   118.7   118   119 117.9 117.2 116.7 112.8 110.6 109.3 108.6 106.8
## cvpred      118.4   118   119 117.7 116.9 116.4 112.5 110.3 109.1 108.3 106.5
## pm2.5       178.0   174   169 153.0 158.0 160.0 159.0 145.0 156.0 166.0 149.0
## CV residual  59.6    56    50  35.3  41.1  43.6  46.5  34.7  46.9  57.7  42.5
##             23254 23258 23260 23262 23263 23273 23276 23280 23281 23289 23291
## Predicted   105.5   121   121 121.8   121 116.1 112.5 109.8 109.0 121.8   121
## cvpred      105.2   121   121 121.4   121 115.7 112.1 109.4 108.7 121.4   121
## pm2.5       140.0   102    93  71.0    74  62.0  56.0  55.0  68.0  92.0    76
## CV residual  34.8   -19   -28 -50.4   -47 -53.7 -56.1 -54.4 -40.7 -29.4   -45
##             23292 23296 23299 23300  23303 23306 23307 23314 23319 23320 23321
## Predicted   121.1 120.0 118.8 118.6 122.12   122   122 113.1 115.1 117.4 118.9
## cvpred      120.7 119.7 118.5 118.2 121.67   122   122 112.7 114.9 117.2 118.6
## pm2.5        88.0  57.0  75.0 105.0 128.00   157   161  42.0  29.0  24.0  38.0
## CV residual -32.7 -62.7 -43.5 -13.2   6.33    35    39 -70.7 -85.9 -93.2 -80.6
##              23324 23326 23327 23329 23330 23334 23335 23337 23339 23340 23343
## Predicted   117.42 122.1 122.1   120   121   122   122   122   122   121   120
## cvpred      116.97 121.7 121.7   119   121   121   121   122   121   121   120
## pm2.5       123.00 175.0 205.0   245   260   286   301   277   242   231   233
## CV residual   6.03  53.3  83.3   126   139   165   180   155   121   110   113
##             23346 23352 23356 23358 23362 23364 23368 23370 23372 23373 23375
## Predicted   114.6   122 119.9 117.8   122 122.3   113 111.9   108 108.3 121.6
## cvpred      114.2   122 119.5 117.4   122 121.8   113 111.5   108 107.9 121.1
## pm2.5       170.0   204 206.0 212.0   242 179.0   145 143.0   166 160.0 180.0
## CV residual  55.8    82  86.5  94.6   120  57.2    32  31.5    58  52.1  58.9
##             23378 23379 23380 23384 23385 23386 23387 23388 23391  23393  23397
## Predicted   122.1 122.1 120.7 122.8 122.8 122.1 121.4 120.6 116.7 120.88 118.73
## cvpred      121.7 121.6 120.2 122.3 122.3 121.6 120.9 120.2 116.3 120.47 118.33
## pm2.5       205.0 196.0 192.0 204.0 206.0 202.0 207.0 179.0 141.0 124.00 111.00
## CV residual  83.3  74.4  71.8  81.7  83.7  80.4  86.1  58.8  24.7   3.53  -7.33
##             23401 23406 23407 23413 23418 23420 23421 23423 23424 23428 23429
## Predicted   120.2   116   112  95.5   119 116.7 115.5 110.9 109.3   109   108
## cvpred      119.8   115   112  95.4   118 116.5 115.2 110.7 109.1   109   108
## pm2.5       109.0    10     7  10.0    16  17.0  18.0  18.0  13.0     5     5
## CV residual -10.8  -105  -105 -85.4  -102 -99.5 -97.2 -92.7 -96.1  -104  -103
##             23431 23433 23444 23445 23449 23456 23463 23465 23469 23475 23476
## Predicted   104.9   102  87.5  86.5  80.4 109.7 108.3   109 108.6 114.9 115.2
## cvpred      104.9   102  87.7  86.7  80.7 109.7 108.5   110 108.6 114.8 115.1
## pm2.5         6.0    13  11.0   8.0  10.0  17.0  12.0     9  15.0  30.0  30.0
## CV residual -98.9   -89 -76.7 -78.7 -70.7 -92.7 -96.5  -101 -93.6 -84.8 -85.1
##             23478 23486 23491 23492 23498 23501 23502 23507 23520 23522 23523
## Predicted   113.8 114.2 101.0 100.4 115.6 114.9 114.5 115.6 118.7 119.0 118.7
## cvpred      113.7 114.1 101.1 100.4 115.4 114.7 114.4 115.4 118.4 118.7 118.4
## pm2.5        25.0  50.0  25.0  29.0  40.0  58.0  62.0  67.0 144.0 141.0 151.0
## CV residual -88.7 -64.1 -76.1 -71.4 -75.4 -56.7 -52.4 -48.4  25.6  22.3  32.6
##             23524 23526 23529  23531 23535 23543 23544 23547 23551 23554 23558
## Predicted   118.7 118.1 118.7 117.23 116.5 118.7 119.0 118.7 117.3 118.0 118.0
## cvpred      118.4 117.8 118.4 116.95 116.2 118.4 118.7 118.4 117.1 117.7 117.7
## pm2.5       140.0 135.0 134.0 115.00  50.0  31.0  31.0  47.0  43.0  35.0  40.0
## CV residual  21.6  17.2  15.6  -1.95 -66.2 -87.4 -87.7 -71.4 -74.1 -82.7 -77.7
##             23561 23563 23565 23566 23567 23568 23572 23586 23588 23597 23603
## Predicted   116.2 113.3 111.9 111.9 111.5 119.0 118.3 115.6   114   119 120.0
## cvpred      115.9 113.1 111.7 111.6 111.2 118.7 118.1 115.3   114   119 119.7
## pm2.5        60.0  60.0  61.0  61.0  69.0  73.0  95.0  85.0    90   143 179.0
## CV residual -55.9 -53.1 -50.7 -50.6 -42.2 -45.7 -23.1 -30.3   -24    24  59.3
##             23604 23606 23607  23616  23621 23626 23629 23630 23632 23640 23642
## Predicted   119.7 120.7 118.1 118.10 118.64 118.1 114.9 114.2 109.9 118.1 119.0
## cvpred      119.3 120.4 117.8 117.79 118.32 117.8 114.6 113.9 109.7 117.8 118.7
## pm2.5       176.0 149.0 134.0 109.00 121.00 138.0 132.0  92.0  78.0  48.0  64.0
## CV residual  56.7  28.6  16.2  -8.79   2.68  20.2  17.4 -21.9 -31.7 -69.8 -54.7
##             23645 23650 23651 23653 23655 23661 23664 23667 23669 23671 23676
## Predicted     110  98.6  95.1  85.9  80.5 102.2 110.5   114 111.7 113.2   110
## cvpred        110  98.7  95.2  86.1  80.7 102.3 110.5   114 111.7 113.1   110
## pm2.5          37   6.0   7.0   5.0   7.0  14.0  14.0    11  13.0  20.0    10
## CV residual   -73 -92.7 -88.2 -81.1 -73.7 -88.3 -96.5  -103 -98.7 -93.1  -100
##             23682 23686 23687 23688 23689 23691 23694 23696 23697 23698 23700
## Predicted   110.6 111.2 111.4   114   112 110.3 105.8 105.2   103  99.9 111.8
## cvpred      110.6 111.3 111.3   114   112 110.3 105.9 105.2   103 100.0 111.8
## pm2.5        17.0  14.0  15.0    12    11  15.0  24.0  17.0    20  25.0  12.0
## CV residual -93.6 -97.3 -96.3  -102  -101 -95.3 -81.9 -88.2   -83 -75.0 -99.8
##             23702 23706 23710 23713 23715 23717 23722 23724 23730 23733 23734
## Predicted     110   111 111.5 114.5 114.9 111.4   104 101.4 108.6 106.8 108.8
## cvpred        110   111 111.5 114.4 114.8 111.3   104 101.4 108.7 106.8 108.7
## pm2.5           8     8  28.0  23.0  70.0  28.0    29  24.0  26.0  37.0  43.0
## CV residual  -102  -103 -83.5 -91.4 -44.8 -83.3   -75 -77.4 -82.7 -69.8 -65.7
##             23736 23737 23738 23740 23744 23746 23747 23748 23753 23755 23760
## Predicted   115.6 115.2 114.2 114.9 112.0 111.3 114.2 114.5 109.3 106.1 115.6
## cvpred      115.4 115.1 114.1 114.8 111.9 111.2 114.1 114.4 109.4 106.2 115.4
## pm2.5        52.0  68.0  77.0  78.0  45.0  47.0  57.0  69.0  43.0  42.0  58.0
## CV residual -63.4 -47.1 -37.1 -36.8 -66.9 -64.2 -57.1 -45.4 -66.4 -64.2 -57.4
##             23762 23768 23769 23771 23773 23775 23779 23780 23783 23786 23788
## Predicted   114.9 107.5 105.9 102.4 108.8 110.4 111.8 109.5 115.2 116.3   112
## cvpred      114.8 107.5 105.9 102.4 108.9 110.5 111.8 109.5 115.1 116.1   112
## pm2.5        81.0  50.0  46.0  33.0  23.0  16.0  23.0  40.0  66.0  77.0    36
## CV residual -33.8 -57.5 -59.9 -69.4 -85.9 -94.5 -88.8 -69.5 -49.1 -39.1   -76
##             23790 23795 23797 23799 23800 23802 23803 23804 23811 23814 23817
## Predicted   108.5 101.2 110.8   109   107 106.9 112.5 114.5 114.9 113.1 114.0
## cvpred      108.5 101.2 110.8   109   107 107.2 112.5 114.4 114.8 113.1 113.9
## pm2.5        43.0  33.0  31.0     8     7  13.0  16.0  29.0  46.0  27.0  27.0
## CV residual -65.5 -68.2 -79.8  -101  -100 -94.2 -96.5 -85.4 -68.8 -86.1 -86.9
##             23818 23820 23823 23824 23832 23834 23835 23836   23837 23843 23845
## Predicted   113.3 111.1 108.5 106.5   116 117.0 116.3 116.3 115.908 116.6 116.6
## cvpred      113.2 111.1 108.6 106.7   116 116.8 116.1 116.1 115.747 116.4 116.4
## pm2.5        25.0  26.0  20.0  30.0   136 165.0 134.0 129.0 116.000 102.0 130.0
## CV residual -88.2 -85.1 -88.6 -76.7    20  48.2  17.9  12.9   0.253 -14.4  13.6
##              23850 23857 23868 23870 23871 23872  23875 23877 23878 23884 23892
## Predicted   112.71 116.6   118 117.1 114.8 108.7 107.61 104.3 102.3 117.6 117.3
## cvpred      112.59 116.4   118 116.8 114.6 108.7 107.43 104.2 102.2 117.4 117.1
## pm2.5       108.00 166.0   231 196.0 183.0  97.0 109.00  92.0  71.0  54.0 146.0
## CV residual  -4.59  49.6   113  79.2  68.4 -11.7   1.57 -12.2 -31.2 -63.4  28.9
##              23893  23895 23902 23904 23908 23909 23912 23915 23916 23921 23922
## Predicted   116.75 115.55 116.7 113.6 117.0 117.0 115.7 112.1 116.7   114 114.8
## cvpred      116.53 115.39 116.5 113.4 116.8 116.8 115.5 111.9 116.5   114 114.6
## pm2.5       121.00 107.00  97.0 129.0  91.0 131.0  98.0  85.0  94.0    83  82.0
## CV residual   4.47  -8.39 -19.5  15.6 -25.8  14.2 -17.5 -26.9 -22.5   -31 -32.6
##             23938 23942 23943 23947 23949 23950 23952 23955 23956 23958 23961
## Predicted   116.6 117.3 116.6   115 116.1 115.3 113.4 112.3 111.9   111 109.0
## cvpred      116.4 117.1 116.3   115 115.9 115.2 113.2 112.1 111.7   111 108.9
## pm2.5        53.0  99.0  96.0    84  72.0  63.0  47.0  58.0  59.0    68  82.0
## CV residual -63.4 -18.1 -20.3   -31 -43.9 -52.2 -66.2 -54.1 -52.7   -43 -26.9
##             23963  23968 23970 23974 23975 23978 23982 23984 23985 23987 23988
## Predicted   108.3 114.90 118.0 111.8   116 116.3 113.8 112.0 110.7 107.5 106.2
## cvpred      108.1 114.64 117.7 111.6   116 116.1 113.7 111.9 110.6 107.4 106.1
## pm2.5        87.0 110.00  51.0  12.0    13  26.0  19.0  18.0  27.0  32.0  31.0
## CV residual -21.1  -4.64 -66.7 -99.6  -103 -90.1 -94.7 -93.9 -83.6 -75.4 -75.1
##             23991 23996 24000 24003 24010 24014 24015 24016 24018 24019 24021
## Predicted     110 116.6 115.2 115.6 114.6 113.7 106.7 105.4   112   109 104.3
## cvpred        110 116.4 115.1 115.4 114.4 113.5 106.7 105.4   112   109 104.5
## pm2.5          11  31.0  56.0  90.0  95.0  82.0  10.0  10.0     5     8  24.0
## CV residual   -99 -85.4 -59.1 -25.4 -19.4 -31.5 -96.7 -95.4  -107  -101 -80.5
##             24024 24025 24026 24028 24030 24034 24035 24042 24047 24051 24053
## Predicted    94.2  91.3  87.0  79.9  72.4  51.5  47.6  15.8  6.39 107.3   106
## cvpred       94.4  91.6  87.4  80.3  72.8  52.3  48.3  16.8  7.31 107.6   106
## pm2.5         7.0   3.0   3.0   2.0   4.0   3.0   0.0   1.0  5.00   8.0    10
## CV residual -87.4 -88.6 -84.4 -78.3 -68.8 -49.3 -48.3 -15.8 -2.31 -99.6   -96
##             24054 24056 24065 24071 24072 24074 24085 24086 24087 24091 24100
## Predicted   103.9   110   105 110.5 112.1   111 108.7 107.0   107   110 112.8
## cvpred      104.1   110   105 110.6 112.2   111 108.9 107.2   108   110 112.8
## pm2.5         6.0     5     5  53.0  48.0     4  11.0   9.0     6     8  64.0
## CV residual -98.1  -105  -100 -57.6 -64.2  -107 -97.9 -98.2  -102  -102 -48.8
##             24101 24103 24106 24114 24116 24117 24122  24123  24125 24127 24128
## Predicted   111.8 109.8 107.8 107.5 108.2 109.2 113.2 113.51 112.82 110.8 112.8
## cvpred      111.8 109.8 107.8 107.6 108.2 109.1 113.1 113.48 112.82 110.9 112.8
## pm2.5        59.0  23.0  22.0  51.0  72.0  92.0 100.0 108.00 103.00  70.0  63.0
## CV residual -52.8 -86.8 -85.8 -56.6 -36.2 -17.1 -13.1  -5.48  -9.82 -40.9 -49.8
##             24129 24135 24136 24137 24139 24140 24141 24143 24147 24150 24154
## Predicted   114.9 113.8 111.9 111.3 111.6 115.6   116   116   116   115 105.7
## cvpred      114.8 113.7 111.8 111.2 111.5 115.4   116   116   116   114 105.8
## pm2.5        72.0 164.0 169.0 162.0 181.0 202.0   244   274   259   235  11.0
## CV residual -42.8  50.3  57.2  50.8  69.5  86.6   128   158   143   121 -94.8
##             24157 24158 24164 24165 24168 24170 24171 24178 24179 24184 24189
## Predicted    94.4  90.7 111.6 111.1   112   112   109 109.7 108.1  94.2 106.2
## cvpred       94.7  91.0 111.6 111.1   112   112   109 109.8 108.3  94.5 106.4
## pm2.5        10.0   8.0  20.0  16.0     8    10     8  13.0  13.0  13.0  19.0
## CV residual -84.7 -83.0 -91.6 -95.1  -104  -102  -101 -96.8 -95.3 -81.5 -87.4
##             24190 24191 24192 24195 24196 24198 24200 24202 24203 24209 24211
## Predicted   108.5 109.2   108 112.1 112.1 112.8 110.3 107.1 104.3   108 108.7
## cvpred      108.6 109.3   108 112.1 112.2 112.8 110.3 107.2 104.5   108 108.7
## pm2.5        16.0  16.0    19  20.0  17.0  19.0  27.0  30.0  19.0    23  48.0
## CV residual -92.6 -93.3   -89 -92.1 -95.2 -93.8 -83.3 -77.2 -85.5   -85 -60.7
##             24212 24222 24223 24224 24227 24229 24239 24242 24243 24246 24249
## Predicted     108 111.7 110.3 109.1 104.5 109.0 108.3 113.8 112.8 112.1 109.6
## cvpred        108 111.7 110.3 109.1 104.5 109.2 108.2 113.8 112.8 112.1 109.6
## pm2.5          68 147.0  95.0  77.0  43.0  36.0 131.0 151.0 144.0 136.0  67.0
## CV residual   -40  35.3 -15.3 -32.1 -61.5 -73.2  22.8  37.2  31.2  23.9 -42.6
##             24252  24257   24259  24260 24261 24263 24266 24269 24274 24275
## Predicted   114.5 114.53 112.766 114.89 115.6 115.6 114.5   114 115.0 114.7
## cvpred      114.4 114.43 112.705 114.79 115.4 115.4 114.4   114 114.9 114.6
## pm2.5        89.0 108.00 112.000 122.00 149.0 176.0 194.0   259 206.0 203.0
## CV residual -25.4  -6.43  -0.705   7.21  33.6  60.6  79.6   145  91.1  88.4
##             24276 24285 24288 24294 24295 24299 24305 24306 24309 24312 24321
## Predicted   114.3   116   116   116 115.9 108.7  74.3  69.1  59.5  51.4 107.6
## cvpred      114.2   116   116   116 115.8 108.7  74.8  69.6  60.0  52.0 107.9
## pm2.5       209.0   338   398   239 161.0  25.0  11.0   9.0  10.0   5.0  26.0
## CV residual  94.8   222   282   123  45.2 -83.7 -63.8 -60.6 -50.0 -47.0 -81.9
##             24323 24325 24327 24329 24332 24333 24336 24339 24340  24341 24346
## Predicted   104.8 100.8  95.5  90.8   105 103.4 110.1 110.1 109.7 108.66 110.4
## cvpred      105.1 101.2  95.9  91.4   105 103.7 110.2 110.2 109.8 108.82 110.5
## pm2.5        12.0  10.0   5.0   5.0    19  26.0  63.0 134.0 133.0 103.00  90.0
## CV residual -93.1 -91.2 -90.9 -86.4   -86 -77.7 -47.2  23.8  23.2  -5.82 -20.5
##              24347 24348 24353 24361 24376 24378 24380 24382 24387 24389 24391
## Predicted   109.68 107.7  95.5 110.8 105.4 104.7 104.0   103 101.5 100.8 100.0
## cvpred      109.77 107.9  95.7 110.8 105.5 104.8 104.1   103 101.6 100.9 100.2
## pm2.5       114.00 194.0 113.0 177.0 143.0 156.0 194.0   243 167.0  10.0   8.0
## CV residual   4.23  86.1  17.3  66.2  37.5  51.2  89.9   140  65.4 -90.9 -92.2
##             24393 24394 24402 24405 24407 24408 24409 24410 24411 24413 24414
## Predicted    99.3  99.0  96.1  95.1  94.3  94.7  94.3  94.0  93.6  92.9  92.5
## cvpred       99.5  99.1  96.3  95.2  94.5  94.8  94.5  94.1  93.8  93.0  92.7
## pm2.5        10.0   9.0   9.0  51.0  55.0  45.0  58.0  62.0  41.0  29.0  21.0
## CV residual -89.5 -90.1 -87.3 -44.2 -39.5 -49.8 -36.5 -32.1 -52.8 -64.0 -71.7
##             24422 24424 24426 24429 24433 24434 24444 24451 24452 24457 24459
## Predicted    89.7  89.0  88.3  87.2  85.8  85.4 81.83  79.3  79.0 112.5 113.8
## cvpred       89.8  89.1  88.4  87.4  85.9  85.6 82.04  79.6  79.2 112.5 113.8
## pm2.5        22.0  33.0  32.0  77.0 123.0 122.0 87.00  99.0 116.0  96.0  91.0
## CV residual -67.8 -56.1 -56.4 -10.4  37.1  36.4  4.96  19.4  36.8 -16.5 -22.8
##             24462 24463 24466 24467 24472 24476 24477 24478 24479 24480 24486
## Predicted   114.4 113.8 108.5 104.8  81.8  64.5  62.2  61.9  60.0  57.3 105.2
## cvpred      114.3 113.8 108.5 104.8  82.2  65.2  62.9  62.6  60.6  58.0 105.5
## pm2.5        89.0  83.0  58.0  19.0   7.0  11.0  14.0  11.0   8.0   6.0   6.0
## CV residual -25.3 -30.8 -50.5 -85.8 -75.2 -54.2 -48.9 -51.6 -52.6 -52.0 -99.5
##             24487 24488 24489 24491 24493 24494 24498 24499 24501 24519 24520
## Predicted   104.8 103.8 104.2  98.8  91.9  88.1  99.8  98.6  96.0 102.1   102
## cvpred      105.1 104.1 104.6  99.4  92.6  88.8 100.4  99.1  96.5 102.6   103
## pm2.5        13.0  15.0  17.0  23.0  16.0  17.0  19.0  29.0  55.0  17.0    16
## CV residual -92.1 -89.1 -87.6 -76.4 -76.6 -71.8 -81.4 -70.1 -41.5 -85.6   -87
##             24522 24525 24526  24528 24529 24531 24533 24534 24538  24539 24540
## Predicted   106.6 110.1 111.4 109.70 109.4 110.1 108.3 107.9 109.7 110.07 109.7
## cvpred      106.8 110.2 111.5 109.83 109.5 110.2 108.5 108.1 109.8 110.19 109.8
## pm2.5        27.0  75.0 102.0 115.00 142.0 129.0  78.0  68.0  88.0 119.00 156.0
## CV residual -79.8 -35.2  -9.5   5.17  32.5  18.8 -30.5 -40.1 -21.8   8.81  46.2
##             24545 24550 24551 24553 24558 24560 24561  24567 24568 24570 24572
## Predicted   107.8   111   111   111   107   105   105 107.07 107.7 107.0   112
## cvpred      107.9   111   112   112   107   105   105 107.26 107.9 107.1   112
## pm2.5       206.0   303   334   324   214   222   219 117.00 154.0 199.0   341
## CV residual  98.1   192   222   212   107   117   114   9.74  46.1  91.9   229
##             24573 24574 24579 24580 24581 24587 24588 24597 24598 24602 24614
## Predicted     111 107.8 109.0 110.1 110.4 109.7 109.2 110.7 111.9 112.1  87.1
## cvpred        111 107.9 109.1 110.2 110.5 109.8 109.3 110.7 111.9 112.2  87.6
## pm2.5         311 151.0  48.0  60.0  66.0  54.0  56.0  38.0  37.0  43.0   9.0
## CV residual   200  43.1 -61.1 -50.2 -44.5 -55.8 -53.3 -72.7 -74.9 -69.2 -78.6
##             24615 24618 24619 24621 24624 24627 24628 24630 24635 24636 24640
## Predicted    82.0  73.0  71.4 109.4 109.0   109 107.1 108.7 109.0 106.6 104.1
## cvpred       82.5  73.5  71.9 109.5 109.2   109 107.3 108.9 109.2 106.8 104.4
## pm2.5        11.0  11.0  15.0  49.0  42.0    48  71.0  73.0  50.0  49.0  64.0
## CV residual -71.5 -62.5 -56.9 -60.5 -67.2   -61 -36.3 -35.9 -59.2 -57.8 -40.4
##             24641 24644 24646 24648 24661 24662 24664 24665 24666 24668 24669
## Predicted   103.5 111.4 110.4 111.1 106.4 100.3  95.1  92.2 91.65 106.1 110.8
## cvpred      103.8 111.5 110.5 111.1 106.6 100.8  95.6  92.7 92.09 106.3 110.8
## pm2.5        69.0  83.0 162.0 185.0  78.0  52.0  24.0  31.0 94.00 120.0 137.0
## CV residual -34.8 -28.5  51.5  73.9 -28.6 -48.8 -71.6 -61.7  1.91  13.7  26.2
##             24671 24676 24678 24679 24682 24685 24688 24690 24693 24694 24696
## Predicted   111.4   110 107.7 110.1 111.4 110.4   109   114   113   113   114
## cvpred      111.5   110 107.9 110.2 111.5 110.4   109   114   113   113   113
## pm2.5       122.0   191  42.0  35.0  33.0 164.0   236   252   338   367   293
## CV residual  10.5    81 -65.9 -75.2 -78.5  53.6   127   138   225   254   180
##             24699 24701 24702 24708 24709 24711 24713 24714 24724 24726 24727
## Predicted     114   115   115   115   115   115   113   114   114   112   112
## cvpred        114   115   114   114   115   115   113   114   114   112   112
## pm2.5         226   237   259   283   288   293   296   308   272   260   246
## CV residual   112   122   145   169   173   178   183   194   158   148   134
##             24736 24739 24742 24743 24746 24750 24752 24758 24766 24767 24768
## Predicted    94.3  85.0  72.2  70.7  70.9 101.7 101.1 102.3  96.7  96.6 110.1
## cvpred       94.6  85.5  72.9  71.4  71.4 102.1 101.4 102.7  96.9  96.8 110.2
## pm2.5        34.0  15.0   6.0  12.0   7.0  13.0  13.0  16.0  57.0  46.0  41.0
## CV residual -60.6 -70.5 -66.9 -59.4 -64.4 -89.1 -88.4 -86.7 -39.9 -50.8 -69.2
##             24769 24770 24772 24773 24775 24776 24780 24784 24792 24795 24796
## Predicted   110.1 109.7 109.4 109.0 107.8 107.0 109.0  99.6  87.0  78.8  79.3
## cvpred      110.2 109.8 109.5 109.2 107.9 107.2 109.2 100.1  87.7  79.6  80.0
## pm2.5        40.0  39.0  42.0  43.0  53.0  55.0  80.0  53.0   9.0  11.0  10.0
## CV residual -70.2 -70.8 -67.5 -66.2 -54.9 -52.2 -29.2 -47.1 -78.7 -68.6 -70.0
##             24799 24805 24809 24810 24820 24828 24831 24835 24836 24837 24838
## Predicted   103.3  92.1  85.3  85.4 103.5  97.8  89.8 104.2 103.8 104.9 104.5
## cvpred      103.7  92.8  85.9  86.0 103.9  98.4  90.6 104.6 104.2 105.2 104.8
## pm2.5        17.0  15.0  40.0  48.0  10.0  11.0  11.0  38.0  65.0  79.0  78.0
## CV residual -86.7 -77.8 -45.9 -38.0 -93.9 -87.4 -79.6 -66.6 -39.2 -26.2 -26.8
##             24839 24843 24849  24851 24852 24853 24858  24860 24861 24862 24865
## Predicted   106.6 105.7 106.3 100.84 102.8 102.1 100.1 108.00 106.6 104.6 108.0
## cvpred      106.9 106.1 106.5 101.29 103.3 102.5 100.5 108.21 106.8 104.9 108.2
## pm2.5        76.0 121.0  45.0  99.00  85.0  77.0  82.0 115.00 130.0 134.0 157.0
## CV residual -30.9  14.9 -61.5  -2.29 -18.3 -25.5 -18.5   6.79  23.2  29.1  48.8
##             24868 24872 24874 24875 24877 24880 24883 24884 24898 24902 24904
## Predicted   108.7 105.8 105.3 103.3 110.1 107.7 110.8 111.4 110.9 112.8 111.9
## cvpred      108.9 106.1 105.4 103.5 110.2 107.9 110.8 111.5 110.9 112.8 111.9
## pm2.5       124.0 144.0 141.0 123.0 147.0 181.0 190.0 204.0 192.0 207.0 162.0
## CV residual  15.1  37.9  35.6  19.5  36.8  73.1  79.2  92.5  81.1  94.2  50.1
##             24918 24919 24922 24925 24932 24935  24936 24937 24938 24941 24942
## Predicted    56.9  54.6  51.0  44.9  16.1  4.66  0.741 -3.20 -7.47 -19.6 -22.9
## cvpred       57.4  55.1  51.5  45.4  16.8  5.48  1.613 -2.31 -6.53 -18.6 -21.8
## pm2.5         8.0   8.0  15.0  27.0  30.0 22.00 22.000 25.00 21.00  15.0  14.0
## CV residual -49.4 -47.1 -36.5 -18.4  13.2 16.52 20.387 27.31 27.53  33.6  35.8
##             24946 24949 24961 24964 24965 24967 24969 24975  24976  24977
## Predicted   -34.5 -43.6 -75.7   104 104.6 104.6 106.9 104.2 102.94 102.37
## cvpred      -33.4 -42.5 -74.5   104 104.9 104.9 107.2 104.6 103.32 102.73
## pm2.5        22.0  28.0  39.0    54  51.0  49.0  68.0  89.0 106.00 106.00
## CV residual  55.4  70.5 113.5   -50 -53.9 -55.9 -39.2 -15.6   2.68   3.27
##              24980 24989 24990 24991 24998 25006 25010 25012 25015 25016 25024
## Predicted   106.92 106.6 105.6 104.9  87.1  69.2  65.3  64.8  63.3  61.3 102.8
## cvpred      107.14 106.9 105.9 105.2  87.7  69.8  66.0  65.3  63.8  61.9 103.3
## pm2.5       102.00  82.0  88.0  93.0  49.0  50.0  35.0  27.0  42.0  38.0  60.0
## CV residual  -5.14 -24.9 -17.9 -12.2 -38.7 -19.8 -31.0 -38.3 -21.8 -23.9 -43.3
##             25029  25030  25031 25033 25038 25039  25040 25042  25044 25045
## Predicted   106.6 107.31 107.31 106.6 108.3 108.0 109.38 108.1 107.44 106.0
## cvpred      106.8 107.56 107.56 106.8 108.5 108.2 109.53 108.3 107.63 106.3
## pm2.5        94.0 102.00 106.00 119.0  96.0  98.0 104.00 134.0 103.00  91.0
## CV residual -12.8  -5.56  -1.56  12.2 -12.5 -10.2  -5.53  25.7  -4.63 -15.3
##             25050  25063 25069 25070 25074 25076 25077 25079 25082 25084 25087
## Predicted   108.7 109.38 107.8 107.2 109.4 101.2  96.3  87.3  71.9  62.7  50.9
## cvpred      108.9 109.53 107.9 107.3 109.5 101.5  96.6  87.8  72.6  63.5  51.8
## pm2.5        62.0 108.00  72.0  62.0  31.0  22.0  19.0  12.0  12.0   7.0  11.0
## CV residual -46.9  -1.53 -35.9 -45.3 -78.5 -79.5 -77.6 -75.8 -60.6 -56.5 -40.8
##             25090 25091 25092 25102 25103  25104 25105 25108 25113 25118 25119
## Predicted    42.8  36.9  32.7 -5.95 -8.28 -10.25 -12.2 -16.9 -27.8  88.6  85.0
## cvpred       43.7  37.9  33.7 -4.76 -7.08  -9.04 -11.0 -15.6 -26.4  89.4  85.9
## pm2.5        11.0  12.0  17.0 10.00 11.00  13.00  10.0  13.0  25.0  26.0  24.0
## CV residual -32.7 -25.9 -16.7 14.76 18.08  22.04  21.0  28.6  51.4 -63.4 -61.9
##             25121 25124 25125 25126 25128 25129 25131 25136 25139 25142 25146
## Predicted    79.2  74.5  73.6  70.5  65.9  64.6  56.0  36.3  26.6 13.57  1.20
## cvpred       80.0  75.2  74.3  71.3  66.7  65.4  56.9  37.4  27.7 14.83  2.52
## pm2.5        22.0  43.0  45.0  35.0   6.0   9.0  11.0   7.0  17.0 11.00  7.00
## CV residual -58.0 -32.2 -29.3 -36.3 -60.7 -56.4 -45.9 -30.4 -10.7 -3.83  4.48
##              25147 25150 25153 25157 25163 25164 25170 25171 25176 25178
## Predicted   -2.025 -16.3 -23.0  97.3  93.7  90.8  98.3 100.2   102 103.2
## cvpred      -0.688 -14.8 -21.6  98.0  94.5  91.6  99.0 100.8   103 103.6
## pm2.5       15.000  23.0  17.0  12.0  25.0  31.0  32.0  36.0   144 117.0
## CV residual 15.688  37.8  38.6 -86.0 -69.5 -60.6 -67.0 -64.8    41  13.4
##               25183 25191 25198 25199 25207 25209 25211 25216 25219 25220 25222
## Predicted   102.455   101 104.4 106.6 106.3   106 106.9 100.7  92.1  89.9  85.6
## cvpred      102.897   102 104.7 106.9 106.5   106 107.2 101.1  92.6  90.4  86.1
## pm2.5       102.000   225 130.0 137.0 175.0   171 206.0  10.0  20.0  25.0  19.0
## CV residual  -0.897   123  25.3  30.1  68.5    65  98.8 -91.1 -72.6 -65.4 -67.1
##             25226 25228 25233 25234 25243 25252 25253 25254 25262 25267 25273
## Predicted    80.2  78.8 104.2 104.6 103.1 104.6   105 104.6 104.2  94.0  71.0
## cvpred       80.8  79.4 104.6 104.9 103.4 104.9   105 104.9 104.5  94.6  71.8
## pm2.5        20.0  27.0  75.0  70.0  66.0 189.0   219 174.0 157.0  17.0  11.0
## CV residual -60.8 -52.4 -29.6 -34.9 -37.4  84.1   114  69.1  52.5 -77.6 -60.8
##             25274 25275 25276 25279 25282 25284 25285 25288 25289 25292  25315
## Predicted    68.1  63.4  61.6   100  99.4  97.4  97.1  98.1  96.5  99.5 103.48
## cvpred       68.9  64.3  62.4   101 100.0  98.1  97.8  98.8  97.2 100.0 103.86
## pm2.5         7.0   9.0  10.0    13  27.0  22.0  24.0  31.0  36.0  67.0 110.00
## CV residual -61.9 -55.3 -52.4   -88 -73.0 -76.1 -73.8 -67.8 -61.2 -33.0   6.14
##             25317 25321 25325 25327 25328 25332 25333 25336 25340 25342 25346
## Predicted   105.2 104.2   104   104   104   105 104.2   102   105   106   105
## cvpred      105.6 104.6   104   105   104   106 104.6   103   105   106   105
## pm2.5       159.0 149.0   334   331   293   235 164.0   218   277   308   410
## CV residual  53.4  44.4   230   226   189   129  59.4   115   172   202   305
##             25351 25353 25358 25359 25360 25362 25363 25364 25369 25372 25375
## Predicted     106   104   104  95.6  91.3  84.5  82.2  76.4  60.0  93.3  98.0
## cvpred        106   105   104  96.2  91.9  85.2  82.9  77.3  61.1  94.1  98.6
## pm2.5         335   226    38  28.0  23.0  13.0  16.0  13.0  15.0  15.0  10.0
## CV residual   229   121   -66 -68.2 -68.9 -72.2 -66.9 -64.3 -46.1 -79.1 -88.6
##             25379 25383 25385 25387 25392  25393 25398  25402 25405 25409 25410
## Predicted    94.1  88.4  86.6  96.8 93.27 101.97 100.6 102.09  99.7  97.6  98.2
## cvpred       94.9  89.2  87.3  97.5 93.91 102.47 101.1 102.54 100.3  98.2  98.8
## pm2.5        23.0  39.0  44.0  78.0 95.00 106.00 162.0 109.00  72.0 118.0 158.0
## CV residual -71.9 -50.2 -43.3 -19.5  1.09   3.53  60.9   6.46 -28.3  19.8  59.2
##             25412 25415 25416 25418 25419 25421 25423 25425 25427 25432 25433
## Predicted    98.2   104   103   104   103   101   104   104   102  79.1  77.1
## cvpred       98.7   104   103   104   104   101   104   105   102  80.0  78.0
## pm2.5       204.0   246   315   358   445   345   290   284   246  11.0   8.0
## CV residual 105.3   142   212   254   341   244   186   179   144 -69.0 -70.0
##             25434 25435 25436 25437 25439 25441 25443 25444 25446 25450 25455
## Predicted    75.2  72.8  70.5  96.3  92.7  92.1  86.6  84.6  84.4  75.9  59.7
## cvpred       76.0  73.7  71.5  97.0  93.5  92.9  87.4  85.4  85.1  76.8  60.7
## pm2.5         9.0  17.0  20.0  17.0  22.0  23.0  19.0  19.0  13.0  17.0  16.0
## CV residual -67.0 -56.7 -51.5 -80.0 -71.5 -69.9 -68.4 -66.4 -72.1 -59.8 -44.7
##             25456 25459 25462 25463 25464 25466 25467 25469 25473 25474 25475
## Predicted    56.8  94.0  94.6  94.5 94.86  99.7  99.4  99.7 101.8 102.1 101.8
## cvpred       57.9  94.8  95.2  95.2 95.46 100.3 100.0 100.3 102.3 102.6 102.2
## pm2.5        23.0  39.0  54.0  69.0 90.00 120.0 129.0 142.0 179.0 169.0 181.0
## CV residual -34.9 -55.8 -41.2 -26.2 -5.46  19.7  29.0  41.7  76.7  66.4  78.8
##             25476 25479 25485 25486 25489 25493 25495 25497 25502 25504 25514
## Predicted     101   102   102 103.2  75.5  63.0  55.5  51.5  37.2  32.9  98.6
## cvpred        102   103   103 103.6  76.6  63.9  56.5  52.6  38.3  34.0  99.3
## pm2.5         204   253   285 161.0  63.0  14.0   9.0  10.0  11.0  13.0  45.0
## CV residual   102   150   182  57.4 -13.6 -49.9 -47.5 -42.6 -27.3 -21.0 -54.3
##             25517  25518 25519 25524 25534 25540 25544 25545 25549 25551 25556
## Predicted    98.7 97.958  99.7  95.9   100  92.5  79.2  76.9  65.1  60.9  92.1
## cvpred       99.3 98.593 100.3  96.6   101  93.2  80.2  77.9  66.3  62.0  93.1
## pm2.5       131.0 99.000  37.0  40.0    81  42.0  13.0  23.0  14.0  12.0  19.0
## CV residual  31.7  0.407 -63.3 -56.6   -20 -51.2 -67.2 -54.9 -52.3 -50.0 -74.1
##             25564 25565 25573 25578 25580 25589 25592 25593 25596 25598 25600
## Predicted    96.3  96.6  95.4  90.7 89.42 100.7 102.1   102   103   103   103
## cvpred       97.0  97.3  96.1  91.3 89.99 101.3 102.6   103   103   103   103
## pm2.5        48.0  43.0 118.0  79.0 97.00 163.0 185.0   192   292   266   305
## CV residual -49.0 -54.3  21.9 -12.3  7.01  61.7  82.4    89   189   163   202
##             25602 25603 25605 25608 25615 25619 25625 25631 25635 25636  25640
## Predicted     101   100  99.6   103  93.5  76.6  58.7  98.3  94.1  97.0 97.634
## cvpred        102   100 100.0   103  94.1  77.6  59.8  99.0  94.8  97.7 98.298
## pm2.5         316   263 282.0   313  12.0  14.0  15.0  38.0  61.0  59.0 99.000
## CV residual   214   163 182.0   210 -82.1 -63.6 -44.8 -61.0 -33.8 -38.7  0.702
##              25642 25644 25646 25652 25657 25659 25660 25663 25664 25672 25677
## Predicted    99.37 98.68  96.6  99.0  97.3  96.1  94.3  85.6  81.9  47.6  37.5
## cvpred       99.97 99.31  97.3  99.7  98.0  96.8  95.1  86.4  82.8  48.9  38.8
## pm2.5        95.00 91.00 109.0 149.0  34.0  22.0  13.0   8.0   7.0  10.0  14.0
## CV residual  -4.97 -8.31  11.7  49.3 -64.0 -74.8 -82.1 -78.4 -75.8 -38.9 -24.8
##             25684 25687 25688 25691 25693 25695 25704 25705 25709 25710 25712
## Predicted    92.6  94.9  95.2 96.61  94.5  94.2  94.3  94.3  87.1  84.8  81.5
## cvpred       93.5  95.7  96.0 97.34  95.3  95.1  95.1  95.0  87.9  85.7  82.4
## pm2.5        28.0  48.0  39.0 99.00  44.0  37.0 158.0 149.0  61.0  51.0  31.0
## CV residual -65.5 -47.7 -57.0  1.66 -51.3 -58.1  62.9  54.0 -26.9 -34.7 -51.4
##             25715 25716 25720 25721 25723 25724 25725 25726 25727 25728 25733
## Predicted    93.3  91.2 88.23 87.43  84.1  79.1  76.2  71.9  67.7  65.3  44.6
## cvpred       94.2  92.1 89.22 88.34  85.0  80.1  77.2  73.0  68.8  66.5  46.0
## pm2.5        44.0  44.0 85.00 97.00  61.0  16.0  18.0   9.0   9.0  10.0   8.0
## CV residual -50.2 -48.1 -4.22  8.66 -24.0 -64.1 -59.2 -64.0 -59.8 -56.5 -38.0
##             25734 25737 25740 25743 25746 25747 25752 25753 25755 25756 25769
## Predicted    41.4  32.6  23.5 13.64  5.70  2.47 -13.1 -16.7 -21.9 -23.5 -56.5
## cvpred       42.8  34.0  25.0 15.15  7.19  3.98 -11.5 -15.1 -20.3 -21.9 -54.6
## pm2.5         7.0  14.0  14.0 17.00 13.00 13.00  16.0  15.0  13.0  14.0  16.0
## CV residual -35.8 -20.0 -11.0  1.85  5.81  9.02  27.5  30.1  33.3  35.9  70.6
##             25770 25772 25773 25774 25775 25776 25778 25779 25781 25782 25783
## Predicted   -56.7  93.3  93.9  94.7  94.0  92.4  93.4  92.9  89.7  95.2  96.3
## cvpred      -55.0  94.2  94.7  95.5  94.8  93.2  94.2  93.6  90.5  96.0  97.0
## pm2.5        21.0  28.0  43.0  51.0  48.0  35.0  30.0  22.0  21.0  27.0  25.0
## CV residual  76.0 -66.2 -51.7 -44.5 -46.8 -58.2 -64.2 -71.6 -69.5 -69.0 -72.0
##              25786 25787 25789 25797 25798 25804  25806 25807 25808 25809
## Predicted    95.50  94.1  95.9  99.0  99.0  97.8  98.35  98.0  98.0  98.7
## cvpred       96.21  94.8  96.7  99.7  99.7  98.4  99.01  98.6  98.6  99.3
## pm2.5       102.00  78.0  62.0 122.0 117.0 211.0 107.00 116.0 125.0 148.0
## CV residual   5.79 -16.8 -34.7  22.3  17.3 112.6   7.99  17.4  26.4  48.7
##              25811 25813 25814 25817 25820 25824 25825 25828 25830 25832 25834
## Predicted    97.54  95.4  98.3  98.0  96.5  96.4  95.7  94.3  92.8  92.8  91.3
## cvpred       98.12  96.0  99.0  98.6  97.2  97.0  96.3  94.8  93.4  93.3  91.8
## pm2.5       101.00 107.0 114.0 122.0 146.0 151.0 154.0 180.0 200.0 172.0 154.0
## CV residual   2.88  11.0  15.0  23.4  48.8  54.0  57.7  85.2 106.6  78.7  62.2
##             25836 25837 25838 25839 25840 25845 25849 25852 25856 25859 25860
## Predicted    90.1  88.8  88.2  87.0  86.3   104   104   104   101  98.7  97.9
## cvpred       90.5  89.3  88.7  87.4  86.7   104   104   104   102  99.1  98.4
## pm2.5       187.0 139.0 111.0 110.0 121.0   277   268   255   259 203.0 187.0
## CV residual  96.5  49.7  22.3  22.6  34.3   173   164   151   157 103.9  88.6
##             25868 25871 25874 25876 25882 25884 25885 25886 25893 25899 25900
## Predicted    88.8  85.7  83.4  80.1  70.1  66.8  65.2  63.3   106   105   104
## cvpred       89.3  86.2  83.8  80.6  70.6  67.4  65.8  63.8   106   105   104
## pm2.5       202.0 205.0 203.0 201.0 219.0 240.0 231.0 213.0   211   222   215
## CV residual 112.7 118.8 119.2 120.4 148.4 172.6 165.2 149.2   105   117   111
##             25901 25902 25903 25907 25908 25909 25913 25914 25917 25918 25920
## Predicted     107   106   106   107   107   106   107   106   105   106   106
## cvpred        107   107   106   108   107   106   107   106   106   106   106
## pm2.5         209   227   222   226   324   276   271   260   348   343   299
## CV residual   102   120   116   118   217   170   164   154   242   237   193
##             25921  25928 25930 25931 25933 25937 25938 25945 25947 25948 25949
## Predicted     107 95.566  90.6  89.3  86.7 102.8 103.9 101.1 103.2 102.1  96.5
## cvpred        107 95.959  91.1  89.8  87.2 103.2 104.3 101.5 103.6 102.6  97.1
## pm2.5         335 96.000  76.0  71.0  69.0  85.0  94.0 147.0  86.0  28.0  19.0
## CV residual   228  0.041 -15.1 -18.8 -18.2 -18.2 -10.3  45.5 -17.6 -74.6 -78.1
##             25952 25953 25954 25955 25958 25966 25967 25970 25974 25978 25979
## Predicted    86.0  80.1  76.9  74.7  65.8  40.8  36.5  27.4  92.3  93.3  91.7
## cvpred       86.8  81.0  77.8  75.6  66.7  41.9  37.7  28.6  93.2  94.2  92.6
## pm2.5        20.0  17.0  16.0  14.0  19.0  20.0  24.0  18.0  17.0  37.0  24.0
## CV residual -66.8 -64.0 -61.8 -61.6 -47.7 -21.9 -13.7 -10.6 -76.2 -57.2 -68.6
##             25985 25992 25993 25996 25998 26004 26005 26007 26008 26009 26012
## Predicted    95.6  98.3 99.04  97.3  98.3  99.7  99.4  99.3  99.0  98.8   100
## cvpred       96.4  99.0 99.67  97.9  99.0 100.3 100.0  99.9  99.6  99.4   101
## pm2.5        35.0  85.0 93.00 138.0 176.0 152.0 168.0 203.0 209.0 215.0   258
## CV residual -61.4 -14.0 -6.67  40.1  77.0  51.7  68.0 103.1 109.4 115.6   157
##             26013 26016 26023 26031 26033 26039 26044 26045 26050 26051 26052
## Predicted    98.1  96.1  90.0   101   101   104   102  99.3  94.2  91.9  89.6
## cvpred       98.8  96.8  90.7   101   101   104   103  99.9  94.8  92.5  90.2
## pm2.5       290.0 241.0 235.0   251   273   259   323 303.0  80.0  35.0  29.0
## CV residual 191.2 144.2 144.3   150   172   155   220 203.1 -14.8 -57.5 -61.2
##             26053 26060 26062 26066 26071 26073 26074 26075 26077 26078 26083
## Predicted    98.1  79.3  76.4  91.3  87.8  84.2  81.5  79.5  95.2  94.0  75.3
## cvpred       98.7  80.2  77.2  92.2  88.6  85.1  82.5  80.5  96.0  94.8  76.3
## pm2.5        27.0  24.0  19.0  17.0  19.0  31.0  23.0  22.0  36.0  38.0  30.0
## CV residual -71.7 -56.2 -58.2 -75.2 -69.6 -54.1 -59.5 -58.5 -60.0 -56.8 -46.3
##             26086 26092 26093 26223 26224 26225 26227 26229 26234 26239 26240
## Predicted    63.5  37.4  33.9  82.7  82.0  80.8  78.8  80.3  98.9  80.6  76.9
## cvpred       64.6  38.7  35.2  83.4  82.7  81.5  79.5  80.8  99.4  81.5  77.8
## pm2.5        21.0  13.0   9.0 215.0 219.0 217.0 269.0 241.0 248.0  14.0  16.0
## CV residual -43.6 -25.7 -26.2 131.6 136.3 135.5 189.5 160.2 148.6 -67.5 -61.8
##             26242 26257 26260 26265 26267 26268 26270 26273 26275 26277 26279
## Predicted    72.4    86  82.6  75.9  71.3  66.7  60.9  50.5  46.9  45.7  94.5
## cvpred       73.4    87  83.6  76.8  72.2  67.7  62.0  51.7  48.1  46.8  95.4
## pm2.5        16.0     9  16.0  18.0  16.0  17.0  16.0  16.0  11.0  19.0  26.0
## CV residual -57.4   -78 -67.6 -58.8 -56.2 -50.7 -46.0 -35.7 -37.1 -27.8 -69.4
##             26285 26286 26287 26288 26292 26294 26301 26304 26306 26311 26315
## Predicted    93.1  91.7  91.7  90.4  96.3 94.19  97.0  99.4  95.5  96.3  83.4
## cvpred       94.0  92.6  92.6  91.3  97.0 95.01  97.7 100.0  96.1  97.0  84.4
## pm2.5       153.0 109.0  71.0  65.0  51.0 90.00 131.0  39.0  31.0   9.0  11.0
## CV residual  59.0  16.4 -21.6 -26.3 -46.0 -5.01  33.3 -61.0 -65.1 -88.0 -73.4
##             26316 26322 26324 26325 26327 26330 26333 26334  26337  26342 26344
## Predicted    79.8  58.0  50.5  47.6  40.9  30.9 22.25 19.92 10.575 -10.73 -19.0
## cvpred       80.8  59.2  51.8  49.0  42.2  32.3 23.75 21.43 12.102  -9.07 -17.3
## pm2.5         9.0  16.0  20.0  17.0  19.0  15.0 17.00 17.00 13.000  19.00  19.0
## CV residual -71.8 -43.2 -31.8 -32.0 -23.2 -17.3 -6.75 -4.43  0.898  28.07  36.3
##             26348 26355 26357 26368 26369 26372 26373 26378 26381 26384 26385
## Predicted   -33.7 -59.5 -66.3  89.2  89.1  91.8  91.1  86.4  83.2  79.8  79.1
## cvpred      -32.0 -57.6 -64.3  90.2  90.2  92.7  92.0  87.4  84.2  80.8  80.1
## pm2.5        25.0  20.0  20.0  26.0  24.0  34.0  37.0  33.0  56.0  37.0  41.0
## CV residual  57.0  77.6  84.3 -64.2 -66.2 -58.7 -55.0 -54.4 -28.2 -43.8 -39.1
##             26386 26388 26389 26391 26392 26394 26403 26408 26411 26421 26423
## Predicted    79.2  91.5  91.8  91.1  89.9 89.84  91.9  89.5  86.8  91.9  88.7
## cvpred       80.2  92.4  92.7  92.1  90.9 90.82  92.9  90.5  87.8  92.8  89.6
## pm2.5        41.0  48.0  59.0  74.0  69.0 89.00 111.0  34.0  43.0  86.0  64.0
## CV residual -39.2 -44.4 -33.7 -18.1 -21.9 -1.82  18.1 -56.5 -44.8  -6.8 -25.6
##             26424 26426 26437 26441 26444 26445 26448 26450 26453 26457 26459
## Predicted    88.8  92.6  93.2  92.1  89.7  95.8  97.0  95.2  91.3 88.06  86.6
## cvpred       89.7  93.5  94.0  92.9  90.5  96.6  97.7  96.0  92.1 88.88  87.5
## pm2.5        72.0  49.0  65.0 142.0 266.0 335.0 339.0 236.0 128.0 84.00  76.0
## CV residual -17.7 -44.5 -29.0  49.1 175.5 238.4 241.3 140.0  35.9 -4.88 -11.5
##             26468 26471 26472 26480 26483 26487 26488 26489 26491 26494 26496
## Predicted    97.0  97.1  97.7  93.9  92.7  77.1  75.1  71.5  67.2  62.4  58.2
## cvpred       97.7  97.9  98.3  94.7  93.5  78.1  76.1  72.6  68.3  63.5  59.3
## pm2.5       164.0 250.0 299.0 135.0  36.0  19.0  14.0  11.0  19.0  21.0  19.0
## CV residual  66.3 152.1 200.7  40.3 -57.5 -59.1 -62.1 -61.6 -49.3 -42.5 -40.3
##             26498 26501 26502 26503 26504 26505 26506 26510 26512 26513 26516
## Predicted    89.9  86.1    86  92.1  92.5  92.5  94.2  93.5  87.2  85.6  92.5
## cvpred       90.9  87.1    87  93.1  93.4  93.4  95.1  94.4  88.2  86.6  93.3
## pm2.5        29.0  24.0    22  17.0  27.0  44.0  46.0  69.0  59.0  57.0  15.0
## CV residual -61.9 -63.1   -65 -76.1 -66.4 -49.4 -49.1 -25.4 -29.2 -29.6 -78.3
##             26523 26524 26529 26530 26539 26540 26542 26553 26554 26559 26562
## Predicted    94.5  94.2 89.14  89.1  96.1  96.5  95.2  98.2   102   101  98.8
## cvpred       95.4  95.0 89.96  89.9  96.8  97.1  95.8  98.7   103   102  99.4
## pm2.5       303.0 221.0 81.00  56.0 449.0 389.0 486.0 434.0   391   356 146.0
## CV residual 207.6 126.0 -8.96 -33.9 352.2 291.9 390.2 335.3   288   254  46.6
##             26565 26567 26569 26572 26575 26576 26579 26582 26585 26588 26589
## Predicted    98.7  98.0  99.7  98.3  96.9  95.9  97.9  99.3  98.6   101   101
## cvpred       99.3  98.6 100.3  99.0  97.6  96.6  98.5  99.9  99.1   102   101
## pm2.5       325.0 371.0 374.0 425.0 275.0 174.0 319.0 458.0 845.0   824   886
## CV residual 225.7 272.4 273.7 326.0 177.4  77.4 220.5 358.1 745.9   722   785
##             26591 26592 26594 26595 26597 26603 26605 26610 26615 26621 26628
## Predicted    99.7  99.4  99.7   102   101  97.1  95.7   100   101  96.8   102
## cvpred      100.3 100.0 100.2   103   102  97.6  96.2   101   101  97.4   103
## pm2.5       858.0 805.0 731.0   722   651 266.0 295.0   325   304 468.0   291
## CV residual 757.7 705.0 630.8   619   549 168.4 198.8   224   203 370.6   188
##             26633 26640 26642 26643 26650 26653 26654 26655 26657 26663 26668
## Predicted    97.6  88.9  85.5  84.3 77.96  76.5  75.8   102 101.8 101.1  94.6
## cvpred       98.1  89.4  86.1  84.9 78.58  77.1  76.4   103 102.2 101.6  95.3
## pm2.5       267.0  68.0  66.0  58.0 80.00  90.0 109.0   120 132.0 201.0  76.0
## CV residual 168.9 -21.4 -20.1 -26.9  1.42  12.9  32.6    17  29.8  99.4 -19.3
##             26672 26674 26676 26680 26682 26685 26689 26692 26693 26694 26695
## Predicted    97.3   100  99.4  93.4  92.0  91.5  95.2  95.6  95.2  94.0  93.3
## cvpred       98.0   101 100.0  94.2  92.8  92.3  96.0  96.4  96.0  94.8  94.1
## pm2.5        25.0   245 240.0  39.0  61.0 193.0  30.0  26.0  19.0  35.0  37.0
## CV residual -73.0   144 140.0 -55.2 -31.8 100.7 -66.0 -70.4 -77.0 -59.8 -57.1
##             26698 26702 26703 26704 26710 26712 26720 26721 26722 26724 26727
## Predicted    91.1  93.9  94.2  94.5  91.2  97.7  96.3  95.5  96.2 94.76  97.3
## cvpred       91.9  94.7  95.1  95.4  91.9  98.4  97.0  96.3  96.9 95.44  98.0
## pm2.5        33.0  41.0  37.0  45.0 167.0 226.0 149.0  86.0  82.0 94.00 138.0
## CV residual -58.9 -53.7 -58.1 -50.4  75.1 127.6  52.0 -10.3 -14.9 -1.44  40.0
##             26734 26736 26738 26741 26743 26744 26753 26758 26768 26772 26774
## Predicted    98.9  97.8  96.2  98.5  99.2  98.9  96.0  99.0   102 104.2 103.1
## cvpred       99.5  98.4  96.8  99.2  99.8  99.5  96.6  99.6   103 104.6 103.6
## pm2.5       557.0 603.0 300.0 285.0 236.0 157.0  71.0 128.0    78  84.0 129.0
## CV residual 457.5 504.6 203.2 185.8 136.2  57.5 -25.6  28.4   -25 -20.6  25.4
##             26775 26778 26780 26781 26783 26789  26799 26802 26806 26808  26809
## Predicted   104.6 102.8 103.5 103.9 104.0 102.1  97.13 101.8 100.7  98.4 102.48
## cvpred      104.9 103.2 103.9 104.3 104.4 102.5  97.66 102.3 101.3  99.0 102.95
## pm2.5       128.0 122.0 150.0 138.0 145.0 188.0 104.00  93.0 162.0 131.0 104.00
## CV residual  23.1  18.8  46.1  33.7  40.6  85.5   6.34  -9.3  60.7  32.0   1.05
##             26810 26811 26814 26815 26817 26818 26820  26822 26823 26826 26827
## Predicted   100.7   100  97.7  97.7  95.6  99.3  99.5 102.48 102.3  97.8  96.6
## cvpred      101.3   101  98.4  98.4  96.3  99.9 100.1 102.95 102.7  98.3  97.1
## pm2.5        84.0    88  38.0  37.0  52.0  46.0  55.0 111.00 127.0 352.0 366.0
## CV residual -17.3   -13 -60.4 -61.4 -44.3 -53.9 -45.1   8.05  24.3 253.7 268.9
##             26828 26830 26832 26835 26841 26848 26853 26855 26859 26866 26867
## Predicted    96.5  94.6   102   100   102   101   102   102  86.6  91.1  86.8
## cvpred       97.0  95.0   103   101   103   101   102   103  87.3  91.9  87.7
## pm2.5       396.0 374.0   437   439   394   359   336   378  17.0  20.0  29.0
## CV residual 299.0 279.0   334   338   291   258   234   275 -70.3 -71.9 -58.7
##             26870 26871 26875 26881 26882 26885 26887 26888 26892 26897 26902
## Predicted    74.7  71.1  63.3  93.3  93.5  94.9  92.8  93.3  88.3  96.6  97.7
## cvpred       75.6  72.1  64.3  94.2  94.4  95.7  93.6  94.2  89.2  97.3  98.4
## pm2.5        16.0  17.0  10.0  27.0  31.0  42.0  64.0  68.0  55.0  78.0 113.0
## CV residual -59.6 -55.1 -54.3 -67.2 -63.4 -53.7 -29.6 -26.2 -34.2 -19.3  14.6
##             26905 26911 26913 26914 26921 26935 26938 26939 26940 26943 26944
## Predicted    97.7  95.0  94.9  94.9  98.8  98.3   100   100   102   103   103
## cvpred       98.4  95.7  95.6  95.6  99.4  99.0   101   100   103   104   103
## pm2.5       135.0 155.0 126.0 124.0 162.0 284.0   261   387   340   322   313
## CV residual  36.6  59.3  30.4  28.4  62.6 185.0   160   287   237   218   210
##             26946 26950 26951 26954 26974 26975 26976 26977 26978 26981 26993
## Predicted     102   103   103   103  97.1   102   103   102   102   101   101
## cvpred        102   104   104   104  97.6   102   104   103   102   101   101
## pm2.5         288   329   306   359 443.0   444   510   508   490   448   441
## CV residual   186   225   202   255 345.4   342   406   405   388   347   340
##             26994 26995 26997 26998 26999 27004 27006 27007 27012 27013 27018
## Predicted    99.6  98.8  97.4  96.1  95.4  91.2  89.7   103   103   103   104
## cvpred      100.0  99.3  97.8  96.6  95.9  91.7  90.2   104   104   103   104
## pm2.5       436.0 411.0 357.0 345.0 335.0 282.0 266.0   278   299   297   251
## CV residual 336.0 311.7 259.2 248.4 239.1 190.3 175.8   174   195   194   147
##             27023 27026 27027 27032 27037 27041 27049 27050 27055 27065 27067
## Predicted     104   104   104   105 105.2 105.9 103.0   104 100.9  90.7  94.1
## cvpred        104   104   104   105 105.5 106.2 103.4   104 101.4  91.5  94.9
## pm2.5         288   276   259   206 177.0 143.0 123.0   155  15.0  15.0  22.0
## CV residual   184   172   155   101  71.5  36.8  19.6    51 -86.4 -76.5 -72.9
##             27070 27071 27074 27079 27080 27083 27085 27086 27088 27091 27092
## Predicted    89.0  86.3  82.4  91.5  90.2  87.3  95.6  95.2  95.9  94.6  97.4
## cvpred       89.8  87.2  83.2  92.3  91.0  88.1  96.4  96.0  96.7  95.3  98.1
## pm2.5        21.0   9.0  10.0  19.0  17.0  46.0  52.0  55.0  63.0  59.0  66.0
## CV residual -68.8 -78.2 -73.2 -73.3 -74.0 -42.1 -44.4 -41.0 -33.7 -36.3 -32.1
##             27093 27098 27099 27100 27101 27102 27110 27112 27115 27120 27124
## Predicted    98.8  97.9  97.6 100.1   102 102.1 105.2   105   103  97.0  98.7
## cvpred       99.4  98.5  98.2 100.6   103 102.6 105.6   105   104  97.5  99.2
## pm2.5        81.0 129.0 150.0 161.0   166 191.0 201.0   223   227 225.0  25.0
## CV residual -18.4  30.5  51.8  60.4    63  88.4  95.4   118   123 127.5 -74.2
##             27125 27126 27128 27131 27133 27134 27140 27141 27144 27145 27147
## Predicted    92.0  88.1  83.3  95.7  95.1  93.9  96.0  94.8  95.2 95.31  93.3
## cvpred       92.7  88.8  84.1  96.4  95.9  94.6  96.7  95.4  95.8 95.82  93.9
## pm2.5        12.0  16.0  20.0  15.0  21.0  17.0  27.0  31.0  65.0 94.00  60.0
## CV residual -80.7 -72.8 -64.1 -81.4 -74.9 -77.6 -69.7 -64.4 -30.8 -1.82 -33.9
##             27148 27149 27150 27151 27153  27161 27162  27163 27165 27166 27169
## Predicted    92.6  91.9  90.5  89.8 89.04 103.50   102 100.15  98.2 101.8 100.7
## cvpred       93.1  92.4  91.1  90.3 89.57 103.91   102 100.63  98.7 102.3 101.3
## pm2.5        52.0  49.0  50.0  57.0 85.00  96.00    99 105.00 128.0 136.0 156.0
## CV residual -41.1 -43.4 -41.1 -33.3 -4.57  -7.91    -3   4.37  29.3  33.7  54.7
##             27170 27171 27174 27176 27182 27184 27201 27205 27207 27209 27211
## Predicted    98.7  98.0   100  98.7  91.1  81.5  87.4  87.8  88.5  87.9  90.6
## cvpred       99.3  98.6   101  99.3  91.9  82.4  88.6  88.9  89.6  88.9  91.5
## pm2.5       192.0 214.0   212 227.0   9.0   6.0  11.0  15.0  11.0   9.0  18.0
## CV residual  92.7 115.4   111 127.7 -82.9 -76.4 -77.6 -73.9 -78.6 -79.9 -73.5
##             27212 27213 27218 27225 27230 27231 27235 27236 27239 27240 27244
## Predicted    90.6  89.3  79.8  86.4  91.1  92.1  91.3  95.4  97.3  95.9  93.0
## cvpred       91.5  90.3  80.9  87.4  92.1  93.0  92.0  96.1  98.0  96.6  93.8
## pm2.5        24.0  18.0  10.0  19.0  48.0  64.0 106.0 166.0 144.0 115.0 125.0
## CV residual -67.5 -72.3 -70.9 -68.4 -44.1 -29.0  14.0  69.9  46.0  18.4  31.2
##             27247 27248 27249 27251 27252 27253 27254 27255 27260 27268 27271
## Predicted    96.3  97.0  97.3  97.3  97.3  96.1  97.3  97.0  98.0  94.5  90.3
## cvpred       97.0  97.7  98.0  98.0  98.0  96.8  98.0  97.7  98.6  95.2  91.2
## pm2.5       168.0 175.0 172.0 185.0 184.0 172.0 167.0 155.0 210.0 185.0  17.0
## CV residual  71.0  77.3  74.0  87.0  86.0  75.2  69.0  57.3 111.4  89.8 -74.2
##             27280 27284 27288 27291 27294 27302 27307 27308 27309 27310 27311
## Predicted    71.2  88.2  94.9  90.8  95.2  98.7  93.0  99.0  99.4   100   100
## cvpred       72.3  89.1  95.7  91.7  96.0  99.3  93.7  99.7 100.0   101   101
## pm2.5        13.0  23.0  70.0  21.0  17.0  77.0 107.0 124.0 121.0   113   113
## CV residual -59.3 -66.1 -25.7 -70.7 -79.0 -22.3  13.3  24.3  21.0    12    12
##             27312 27316 27321 27322 27326 27327 27328 27339 27340 27342 27345
## Predicted   100.6  99.5 100.1 100.7  89.4  86.4  93.1   101   101   102   102
## cvpred      101.2 100.1 100.6 101.2  90.3  87.3  93.9   102   102   102   102
## pm2.5        75.0 145.0 133.0  70.0  78.0 101.0  71.0   246   263   282   307
## CV residual -26.2  44.9  32.4 -31.2 -12.3  13.7 -22.9   144   161   180   205
##             27348 27357 27365 27366 27371 27376 27379 27387 27389 27390 27391
## Predicted     103  93.3  90.9  88.5  73.3  63.0  92.1  87.6  84.0  83.3  82.0
## cvpred        103  93.9  91.6  89.3  74.3  64.1  93.0  88.4  84.9  84.2  82.9
## pm2.5         341 296.0  38.0  15.0  15.0  14.0  21.0  12.0  16.0  17.0  14.0
## CV residual   238 202.1 -53.6 -74.3 -59.3 -50.1 -72.0 -76.4 -68.9 -67.2 -68.9
##             27398 27405 27407 27413 27414 27417 27419 27428 27429 27433 27434
## Predicted    92.6  87.5  84.7  99.7  98.7  99.0  99.7  96.0  94.7   104   105
## cvpred       93.5  88.2  85.3 100.3  99.3  99.7 100.3  96.5  95.2   105   105
## pm2.5        47.0  57.0  75.0  80.0  78.0 112.0 118.0 192.0 208.0   271   281
## CV residual -46.5 -31.2 -10.3 -20.3 -21.3  12.3  17.7  95.5 112.8   166   176
##             27437 27439 27440 27442 27443 27444 27455 27456 27472 27473 27476
## Predicted     105   105   103   102   102 100.1  93.0  93.1  91.0  91.8  89.6
## cvpred        105   105   104   103   102 100.6  93.8  93.9  91.9  92.6  90.5
## pm2.5         255   247   274   231   215 167.0  21.0  26.0  31.0  38.0  52.0
## CV residual   150   142   170   128   113  66.4 -72.8 -67.9 -60.9 -54.6 -38.5
##             27479 27481 27485 27486 27487 27492 27495 27498 27500 27502 27503
## Predicted    85.1  79.2  91.6  90.0  90.6  89.7  87.2  84.4  84.3  84.2  83.5
## cvpred       86.0  80.2  92.5  90.9  91.5  90.8  88.3  85.3  85.1  85.0  84.3
## pm2.5        22.0   9.0   8.0  12.0   9.0  14.0  31.0  42.0  57.0  72.0  68.0
## CV residual -64.0 -71.2 -84.5 -78.9 -82.5 -76.8 -57.3 -43.3 -28.1 -13.0 -16.3
##             27510 27513 27514 27516 27517 27519 27521 27526 27529 27531 27532
## Predicted    98.0  99.0  99.7  96.3  98.0  93.9  91.9  93.0  93.3 100.2 100.1
## cvpred       98.7  99.7 100.3  97.0  98.6  94.7  92.9  93.8  94.1 100.7 100.6
## pm2.5        81.0 140.0 133.0 129.0 117.0 107.0   8.0  77.0  80.0  66.0 175.0
## CV residual -17.7  40.3  32.7  32.0  18.4  12.3 -84.9 -16.8 -14.1 -34.7  74.4
##             27533 27544 27548 27558 27559 27561 27566 27567 27568 27569 27570
## Predicted    99.4   103   103  95.2  93.2  85.9  88.3  85.2  82.9  80.6  77.9
## cvpred       99.9   103   104  95.8  93.8  86.6  89.3  86.3  84.0  81.7  79.1
## pm2.5       159.0   237   268 222.0 259.0   8.0  11.0  10.0  14.0  10.0   9.0
## CV residual  59.1   134   164 126.2 165.2 -78.6 -78.3 -76.3 -70.0 -71.7 -70.1
##             27572 27573 27576 27579 27580 27581 27586 27590 27592 27593 27595
## Predicted    77.7  92.8  95.9  97.7  97.0  96.9  93.4  94.2  94.5  94.5  97.0
## cvpred       78.8  93.7  96.6  98.3  97.7  97.6  94.1  95.0  95.4  95.4  97.7
## pm2.5        30.0  31.0  49.0 114.0 120.0 113.0  55.0  78.0 116.0 144.0 164.0
## CV residual -48.8 -62.7 -47.6  15.7  22.3  15.4 -39.1 -17.0  20.6  48.6  66.3
##             27596 27599 27602 27605 27608 27609 27611 27613 27616 27619 27622
## Predicted    97.3   100   101  99.4   100   102   102   101   101   102   102
## cvpred       98.0   101   101 100.0   101   102   102   102   102   102   103
## pm2.5       185.0   356   397 318.0   266   270   284   347   323   316   532
## CV residual  87.0   255   296 218.0   165   168   182   245   221   214   429
##             27625 27628 27633 27634 27643 27649 27661 27662 27663 27665 27667
## Predicted     102 103.9   102 100.8 100.4  94.7  83.6 104.2   104  98.2  97.1
## cvpred        103 104.3   102 101.3 100.8  95.2  84.1 104.6   104  98.7  97.5
## pm2.5         240 202.0   153 150.0 153.0 155.0 190.0 200.0   208 196.0 206.0
## CV residual   137  97.7    51  48.7  52.2  59.8 105.9  95.4   104  97.3 108.5
##             27668 27669 27670 27672 27678 27681 27682 27684 27685 27688 27696
## Predicted    97.0  97.0  96.3   104   103   101  99.7  98.1  94.7  94.0   104
## cvpred       97.5  97.4  96.7   104   104   101 100.1  98.7  95.4  94.8   104
## pm2.5       244.0 289.0 341.0   382   403   330 247.0 129.0  63.0  25.0   265
## CV residual 146.5 191.6 244.3   278   299   229 146.9  30.3 -32.4 -69.8   161
##             27697 27703 27704 27707 27708 27713 27716 27718 27719 27721 27722
## Predicted     103   101   100   108   104    69  57.7  49.1  42.5  32.8  26.4
## cvpred        103   101   100   108   104    70  58.7  50.2  43.8  34.1  27.7
## pm2.5         367   525   502   510   229    20  11.0   8.0   6.0   9.0   7.0
## CV residual   264   424   402   402   125   -50 -47.7 -42.2 -37.8 -25.1 -20.7
##             27723 27725 27732 27734 27738 27739 27742 27744 27745 27748 27751
## Predicted    18.9  6.23  84.9  88.1  87.2  87.3  87.9  88.0  87.4  95.1  93.4
## cvpred       20.3  7.72  86.0  89.2  88.3  88.3  88.9  88.9  88.3  95.9  94.2
## pm2.5         5.0  4.00  12.0  11.0   9.0  10.0  17.0  12.0  10.0  10.0  12.0
## CV residual -15.3 -3.72 -74.0 -78.2 -79.3 -78.3 -71.9 -76.9 -78.3 -85.9 -82.2
##             27758 27764 27768 27770 27773 27774 27776  27778 27779 27780 27781
## Predicted    93.2  94.5  97.0  98.3  98.0  96.9  97.2  92.64  91.2  90.5  96.3
## cvpred       94.0  95.4  97.7  99.0  98.6  97.6  97.8  93.36  92.0  91.3  97.0
## pm2.5        43.0  66.0 153.0 161.0 119.0 133.0 138.0 100.00 110.0 117.0 115.0
## CV residual -51.0 -29.4  55.3  62.0  20.4  35.4  40.2   6.64  18.0  25.7  18.0
##             27783 27791 27793 27802 27806 27808 27810 27813 27816 27817 27821
## Predicted    91.3  99.7  93.7  94.7  92.6  92.6  91.3  89.3 85.47 84.90  99.7
## cvpred       92.2 100.3  94.5  95.5  93.5  93.5  92.2  90.1 86.22 85.63 100.3
## pm2.5        38.0  73.0  69.0  16.0  10.0  13.0  23.0  47.0 78.00 80.00 129.0
## CV residual -54.2 -27.3 -25.5 -79.5 -83.5 -80.5 -69.2 -43.1 -8.22 -5.63  28.7
##             27826 27827 27828 27833 27835 27838 27839 27842 27845 27846 27852
## Predicted   100.7 100.4 100.0  98.8   102   102   102   101  97.6  96.4  87.4
## cvpred      101.3 100.9 100.6  99.4   102   103   103   101  98.1  96.9  88.0
## pm2.5       150.0 163.0 172.0 218.0   208   263   274   225 202.0 200.0 187.0
## CV residual  48.7  62.1  71.4 118.6   106   160   171   124 103.9 103.1  99.0
##             27854 27855 27859 27863 27867 27871 27872 27877 27878 27881 27883
## Predicted     102   102   102   101   104   103   105   103   101   104 106.6
## cvpred        103   103   102   101   104   104   105   103   102   104 106.9
## pm2.5         233   259   257   249   240   344   351   363   306   230 200.0
## CV residual   130   156   155   148   136   240   246   260   204   126  93.1
##             27890 27893 27895 27899 27906 27908 27911 27912 27927 27928 27934
## Predicted     105   105   104   105 89.08 86.42  81.8 80.56  66.7  61.2  38.7
## cvpred        105   106   104   105 89.48 86.86  82.3 81.08  67.8  62.3  40.0
## pm2.5         397   357   350   234 99.00 93.00  97.0 89.00  40.0  32.0  10.0
## CV residual   292   251   246   129  9.52  6.14  14.7  7.92 -27.8 -30.3 -30.0
##             27935 27939 27943 27944 27946 27950 27952 27958 27962  27963 27964
## Predicted    35.2  96.0  99.4  99.0  91.5  82.3  79.7 75.94  73.9  99.73 100.1
## cvpred       36.4  96.7 100.0  99.6  92.4  83.3  80.7 76.71  74.6 100.32 100.6
## pm2.5        18.0  18.0  27.0  26.0  29.0  33.0  33.0 75.00 106.0 103.00 118.0
## CV residual -18.4 -78.7 -73.0 -73.6 -63.4 -50.3 -47.7 -1.71  31.4   2.68  17.4
##              27965 27970 27976 27978 27980 27982 27986 27989 27990 27991 27992
## Predicted   101.10 100.0  91.8  89.6  89.5  89.1  85.7 105.2 106.6 106.9 107.3
## cvpred      101.64 100.6  92.4  90.1  90.0  89.6  86.2 105.5 106.9 107.2 107.6
## pm2.5       111.00 122.0 114.0 153.0 162.0 158.0 135.0 137.0 150.0 153.0 145.0
## CV residual   9.36  21.4  21.6  62.9  72.0  68.4  48.8  31.5  43.1  45.8  37.4
##             27995 28000 28003 28007 28010 28016 28017 28019 28024 28025 28026
## Predicted   107.6 105.5 106.5 107.6 100.3  98.8  97.8  91.1  92.8  93.1  93.9
## cvpred      107.9 105.7 106.7 107.9 100.8  99.4  98.4  91.9  93.7  94.0  94.7
## pm2.5       161.0 147.0 164.0 194.0  23.0  16.0  15.0  16.0  12.0  15.0  16.0
## CV residual  53.1  41.3  57.3  86.1 -77.8 -83.4 -83.4 -75.9 -81.7 -79.0 -78.7
##             28027 28031 28035 28042 28047 28054 28057 28066 28068 28069 28073
## Predicted    94.7  96.3  94.5 103.5 101.6  93.5 104.6 105.2   105   106   105
## cvpred       95.4  96.9  95.0 103.9 102.1  93.9 104.9 105.6   105   106   105
## pm2.5        23.0  34.0  77.0  92.0 122.0 136.0 182.0 181.0   216   247   294
## CV residual -72.4 -62.9 -18.0 -11.9  19.9  42.1  77.1  75.4   111   141   189
##             28076 28078 28081 28086 28087 28089 28090 28092 28093 28094 28095
## Predicted     107   107   105   106   104   102   101   106   105   104   102
## cvpred        107   107   105   106   105   103   102   106   105   105   103
## pm2.5         302   315   405   332   328   325   315   239   212   214   215
## CV residual   195   208   300   226   223   222   213   133   107   109   112
##             28098 28099 28109 28112 28113 28117 28120 28121 28124 28125 28128
## Predicted    98.8  99.2   106   106   107   107   107   106   109   108   110
## cvpred       99.1  99.5   106   106   108   108   107   106   110   109   110
## pm2.5       235.0 199.0   235   241   258   337   393   402   429   480   522
## CV residual 135.9  99.5   129   135   150   229   286   296   319   371   412
##             28129 28134 28143 28145 28149 28150 28151 28152 28153 28154 28157
## Predicted     107  86.8  90.2  90.5  90.6  87.7  85.1  83.5  82.2  81.6 101.3
## cvpred        107  87.4  91.2  91.5  91.1  88.2  85.6  84.0  82.7  82.2 101.7
## pm2.5         498  15.0  10.0  14.0  49.0  36.0  30.0  35.0  30.0  33.0  25.0
## CV residual   391 -72.4 -81.2 -77.5 -42.1 -52.2 -55.6 -49.0 -52.7 -49.2 -76.7
##             28162 28164 28166 28173  28175 28178 28182 28188 28189 28191 28195
## Predicted   104.3 104.3 105.4 106.6 106.26 102.0 103.8 101.6  96.9  93.3  97.8
## cvpred      104.7 104.7 105.7 106.9 106.54 102.3 104.2 102.1  97.5  93.9  98.3
## pm2.5        48.0  68.0  69.0  69.0 105.00  62.0  29.0  56.0  56.0  49.0  70.0
## CV residual -56.7 -36.7 -36.7 -37.9  -1.54 -40.3 -75.2 -46.1 -41.5 -44.9 -28.3
##             28196  28198 28205 28206  28210 28217 28218 28222 28224 28225 28229
## Predicted   97.20  93.98 85.04  84.3 102.25 105.2 105.0   105   102  99.8 100.3
## cvpred      97.61  94.41 85.55  84.8 102.66 105.6 105.3   105   102 100.2 100.8
## pm2.5       91.00 102.00 94.00  97.0 105.00 192.0 198.0   224   210 209.0  51.0
## CV residual -6.61   7.59  8.45  12.2   2.34  86.4  92.7   119   108 108.8 -49.8
##             28230 28232 28237 28244 28250 28255 28258 28259 28260 28261 28266
## Predicted   100.7  99.4  97.2  84.7  76.1  70.1  65.0  63.7 102.8 102.8  89.0
## cvpred      101.3 100.0  97.8  85.2  76.6  70.7  65.6  64.3 103.3 103.3  89.7
## pm2.5        58.0  17.0  63.0  74.0  50.0  56.0  97.0  86.0  88.0  91.0  71.0
## CV residual -43.3 -83.0 -34.8 -11.2 -26.6 -14.7  31.4  21.7 -15.3 -12.3 -18.7
##             28269 28270 28271 28274 28278 28283 28289 28290 28291 28293 28297
## Predicted    74.9  70.7  69.4  89.7  97.4  88.3  93.0  92.0  92.2  90.0   101
## cvpred       75.7  71.5  70.2  90.5  98.1  89.2  93.8  92.9  92.9  90.7   101
## pm2.5        11.0  12.0   8.0  10.0  11.0  12.0  12.0  15.0  21.0  50.0    71
## CV residual -64.7 -59.5 -62.2 -80.5 -87.1 -77.2 -81.8 -77.9 -71.9 -40.7   -30
##             28299 28302 28308 28311 28320 28325 28330 28335 28337 28342 28346
## Predicted    98.7   102 100.0  98.8 93.19 102.7 105.0  97.7  92.7   106 101.5
## cvpred       99.2   103 100.6  99.4 93.73 103.1 105.3  98.1  93.2   106 101.8
## pm2.5        88.0    86 112.0 129.0 97.00 174.0 205.0 211.0 219.0   234 132.0
## CV residual -11.2   -17  11.4  29.6  3.27  70.9  99.7 112.9 125.8   128  30.2
##             28356 28360 28363 28368 28372 28376 28380 28381 28387  28391  28393
## Predicted   109.0  95.0  76.1  88.7  83.6  97.3  92.8  95.4  93.9 101.14 104.19
## cvpred      109.2  95.6  77.1  89.6  84.5  97.9  93.7  96.1  94.7 101.54 104.57
## pm2.5       194.0  16.0  26.0  15.0   7.0  25.0  18.0  15.0  17.0 111.00 110.00
## CV residual  84.8 -79.6 -51.1 -74.6 -77.5 -72.9 -75.7 -81.1 -77.7   9.46   5.43
##             28394  28398 28399 28401 28406 28410  28411  28412 28413 28419
## Predicted   104.6 102.48 103.3   104  94.2 100.9 100.87 103.50 103.0  93.2
## cvpred      104.9 102.95 103.8   104  94.9 101.4 101.35 103.91 103.4  93.7
## pm2.5        93.0 100.00  93.0   116 119.0  97.0 100.00 101.00  80.0  75.0
## CV residual -11.9  -2.95 -10.8    12  24.1  -4.4  -1.35  -2.91 -23.4 -18.7
##             28421 28422 28425   28427 28431 28434  28436 28438 28445 28446
## Predicted   101.8 100.7 98.74  99.641  96.3  93.5 90.309  87.8  82.4  81.7
## cvpred      102.3 101.3 99.26 100.154  96.8  93.9 90.673  88.2  82.8  82.1
## pm2.5        85.0  82.0 90.00 100.000 116.0 104.0 91.000 107.0 130.0 131.0
## CV residual -17.3 -19.3 -9.26  -0.154  19.2  10.1  0.327  18.8  47.2  48.9
##             28448 28456 28467 28470 28471 28475 28476 28478 28487 28488 28492
## Predicted    80.9  73.7   108   109   108  98.3  94.7 102.0  86.4  85.8  99.5
## cvpred       81.3  74.1   108   109   108  98.7  95.2 102.4  87.3  86.7 100.1
## pm2.5       141.0 248.0   244   245   247  15.0  15.0  39.0   7.0   7.0  49.0
## CV residual  59.7 173.9   136   136   139 -83.7 -80.2 -63.4 -80.3 -79.7 -51.1
##             28498 28500 28502 28505 28508 28510 28513 28514 28520 28524 28529
## Predicted   103.5 106.2 101.7  94.0  90.2  88.9 104.9 105.9 106.9   104  87.2
## cvpred      103.9 106.5 102.1  94.5  90.7  89.4 105.2 106.2 107.2   104  87.6
## pm2.5       175.0 164.0 155.0 113.0 108.0 111.0 138.0 149.0 184.0   156 100.0
## CV residual  71.1  57.5  52.9  18.5  17.3  21.6  32.8  42.8  76.8    52  12.4
##             28531 28538 28540 28544 28546 28554 28559 28560 28562 28567 28573
## Predicted    82.2  75.5  73.6 103.9 103.2   102  93.4  92.1  89.8 109.7 92.72
## cvpred       82.7  76.1  74.1 104.3 103.6   102  93.6  92.4  90.0 109.8 93.15
## pm2.5        60.0  38.0  61.0  72.0  92.0    83 111.0 118.0 117.0 122.0 88.00
## CV residual -22.7 -38.1 -13.1 -32.3 -11.6   -19  17.4  25.6  27.0  12.2 -5.15
##             28576 28580 28581 28582 28587 28590 28591 28598 28604 28607 28609
## Predicted    79.2  62.4  61.9  58.1 100.1 103.9 102.8  95.1  95.1  92.9  91.4
## cvpred       79.8  63.2  62.6  59.0 100.6 104.3 103.3  95.8  95.7  93.4  92.0
## pm2.5        12.0   9.0  10.0   9.0   6.0   5.0  12.0  12.0  14.0  34.0  36.0
## CV residual -67.8 -54.2 -52.6 -50.0 -94.6 -99.3 -91.3 -83.8 -81.7 -59.4 -56.0
##             28612 28613 28616 28620 28624 28625 28632 28635 28639 28641 28643
## Predicted    91.1  89.5 85.01 79.59  71.7  69.7   108 104.4  78.0  72.5  64.2
## cvpred       91.5  89.9 85.49 80.03  72.2  70.2   108 104.7  79.1  73.4  65.1
## pm2.5        57.0  57.0 90.00 71.00 106.0 114.0    78  44.0  29.0  15.0  16.0
## CV residual -34.5 -32.9  4.51 -9.03  33.8  43.8   -30 -60.7 -50.1 -58.4 -49.1
##             28644 28651 28653 28654 28655 28660  28661 28667 28669 28670 28671
## Predicted    59.4  28.4  20.9 17.27 15.09 0.282 -1.329 -19.6 -26.0 -30.3 -30.2
## cvpred       60.3  29.5  22.0 18.45 16.26 1.411 -0.193 -18.3 -24.7 -28.9 -28.8
## pm2.5        14.0  12.0  10.0 15.00 11.00 6.000  8.000  12.0  13.0  14.0  14.0
## CV residual -46.3 -17.5 -12.0 -3.45 -5.26 4.589  8.193  30.3  37.7  42.9  42.8
##             28673 28674 28675 28678 28679 28685 28694 28695 28696 28700   28702
## Predicted    98.5  93.9  91.3  81.9  79.6  68.4  37.5  34.9  31.7  19.4 15.8110
## cvpred       99.1  94.5  92.0  82.7  80.3  69.1  38.5  35.9  32.7  20.5 16.9735
## pm2.5        11.0  11.0  12.0  22.0  11.0  11.0  10.0  14.0  17.0  10.0 17.0000
## CV residual -88.1 -83.5 -80.0 -60.7 -69.3 -58.1 -28.5 -21.9 -15.7 -10.5  0.0265
##             28703 28705 28707 28712  28713 28714 28722 28727 28728 28730 28738
## Predicted   13.87 13.42  12.6  3.72 -0.555 -5.19 -34.5  98.7  95.7 101.8 100.7
## cvpred      15.07 14.54  13.7  4.86  0.634 -3.94 -33.0  99.3  96.4 102.3 101.3
## pm2.5       21.00 21.00  29.0 19.00 19.000 18.00   6.0  41.0  49.0  38.0  53.0
## CV residual  5.93  6.46  15.3 14.14 18.366 21.94  39.0 -58.3 -47.4 -64.3 -48.3
##             28739 28740 28746 28747 28749 28756 28757  28760 28767 28768 28769
## Predicted    99.4  97.3  95.0  95.1 105.2 107.3 107.0 108.30  99.2  95.0  90.4
## cvpred      100.0  97.9  95.5  95.5 105.5 107.6 107.2 108.46  99.5  95.3  90.8
## pm2.5        62.0  53.0  45.0  54.0  51.0  91.0 100.0 111.00  25.0  14.0  16.0
## CV residual -38.0 -44.9 -50.5 -41.5 -54.5 -16.6  -7.2   2.54 -74.5 -81.3 -74.8
##             28770 28771 28773 28775 28778 28779 28783 28786 28788 28790 28791
## Predicted    85.0  80.4  70.5  62.5  88.2  92.6  93.8  93.9  97.7 100.7  98.4
## cvpred       85.5  81.0  71.2  63.4  89.1  93.5  94.5  94.7  98.4 101.1  98.9
## pm2.5        13.0  10.0   8.0  10.0   6.0   5.0   4.0   7.0  34.0  53.0  45.0
## CV residual -72.5 -71.0 -63.2 -53.4 -83.1 -88.5 -90.5 -87.7 -64.4 -48.1 -53.9
##             28797 28799 28800 28801 28805 28814 28816 28822 28827 28828 28829
## Predicted    88.3  86.4  85.9  83.9 105.9  99.7 98.52  85.4 106.8 106.1 106.9
## cvpred       88.8  86.9  86.3  84.4 106.2 100.1 98.82  85.8 107.1 106.4 107.2
## pm2.5        50.0  56.0  63.0  59.0  50.0  79.0 89.00  64.0  53.0  63.0  64.0
## CV residual -38.8 -30.9 -23.3 -25.4 -56.2 -21.1 -9.82 -21.8 -54.1 -43.4 -43.2
##             28831 28834 28841 28843 28848 28856 28858 28860 28862 28863 28866
## Predicted   105.0 105.8 101.0 103.0  91.2 104.4 100.0  93.3  89.7  89.9  85.0
## cvpred      105.2 106.1 101.5 103.3  91.6 104.7 100.4  93.7  90.2  90.3  85.5
## pm2.5        63.0  70.0  28.0  27.0  75.0  34.0  51.0  32.0  46.0  55.0  68.0
## CV residual -42.2 -36.1 -73.5 -76.3 -16.6 -70.7 -49.4 -61.7 -44.2 -35.3 -17.5
##             28868 28870 28875 28876 28878 28879 28880 28881 28885 28890 28891
## Predicted    79.8 101.1  94.3  97.1  97.1  95.8  92.8  89.1  80.0  91.2  91.2
## cvpred       80.4 101.6  95.0  97.7  97.8  96.5  93.6  90.0  80.9  92.1  92.1
## pm2.5        55.0  43.0  13.0   9.0   8.0  10.0   8.0   9.0   6.0   7.0   9.0
## CV residual -25.4 -58.6 -82.0 -88.7 -89.8 -86.5 -85.6 -81.0 -74.9 -85.1 -83.1
##             28893 28894 28895 28897 28898 28902 28903 28904 28906 28909 28915
## Predicted    95.2  94.5  95.6  99.4 102.5  96.0  95.3  94.5  91.9   105  94.8
## cvpred       96.0  95.3  96.4 100.0 102.9  96.4  95.7  95.0  92.4   105  95.2
## pm2.5        16.0  25.0  28.0  41.0  41.0  65.0  56.0  60.0  43.0    28  51.0
## CV residual -80.0 -70.3 -68.4 -59.0 -61.9 -31.4 -39.7 -35.0 -49.4   -77 -44.2
##             28919 28926 28929 28930 28932 28936 28937 28939 28940 28944 28945
## Predicted    89.4 106.6 106.6 105.2 105.2   104   102  97.0  94.0 106.6 106.9
## cvpred       89.7 106.9 106.8 105.4 105.5   104   102  97.4  94.4 106.9 107.2
## pm2.5        77.0  84.0  92.0  92.0  75.0    70    69  75.0  67.0  91.0 105.0
## CV residual -12.7 -22.9 -14.8 -13.4 -30.5   -34   -33 -22.4 -27.4 -15.9  -2.2
##             28949 28950 28951 28954 28956 28965 28966 28971 28974 28975 28976
## Predicted   107.6 107.3 108.0 109.0 106.4  88.6  87.0  80.0 108.3 107.8 107.7
## cvpred      107.9 107.5 108.2 109.2 106.6  88.9  87.3  80.3 108.5 107.9 107.9
## pm2.5       123.0 132.0 126.0 143.0 156.0 126.0 102.0 120.0 138.0 147.0 151.0
## CV residual  15.1  24.5  17.8  33.8  49.4  37.1  14.7  39.7  29.5  39.1  43.1
##             28978 28979 28982 28984 28986 28993 28994 28995 29004 29005 29010
## Predicted   106.4 110.4   107   104  99.8 108.2 106.6 104.7   111   112   109
## cvpred      106.6 110.5   107   104  99.9 108.3 106.7 104.8   111   112   109
## pm2.5       165.0 175.0   214   218 190.0 152.0 135.0 135.0   214   229   275
## CV residual  58.4  64.5   107   114  90.1  43.7  28.3  30.2   103   117   166
##             29011 29012 29014 29017 29018 29029 29032 29034 29039 29042 29046
## Predicted     111   111 111.8   111   111   104  86.3  83.0  96.7  89.9  80.6
## cvpred        112   111 111.8   111   111   104  87.0  83.5  97.1  90.4  81.3
## pm2.5         258   215 190.0   224   241    77  15.0   8.0   8.0   7.0  14.0
## CV residual   146   104  78.2   113   130   -27 -72.0 -75.5 -89.1 -83.4 -67.3
##             29048 29050 29051 29057 29058 29061 29062 29065 29067 29068 29069
## Predicted    74.6  67.1  62.8  39.7  33.7  28.3  99.7 101.8 102.8 104.2 103.9
## cvpred       75.2  67.8  63.5  40.7  34.8  29.4 100.3 102.3 103.3 104.6 104.3
## pm2.5        10.0   8.0   9.0   6.0   5.0  19.0  22.0  95.0  71.0  64.0  92.0
## CV residual -65.2 -59.8 -54.5 -34.7 -29.8 -10.4 -78.3  -7.3 -32.3 -40.6 -12.3
##             29074 29086 29087 29088 29089 29090 29094 29097 29104 29105 29106
## Predicted   103.5  89.3  87.3  87.3  86.7 105.6 106.2 105.6  98.5  95.1  93.8
## cvpred      103.9  89.8  87.8  87.7  87.2 105.9 106.5 105.9  98.7  95.4  94.1
## pm2.5        83.0  52.0  41.0  38.0  45.0  55.0 122.0  62.0  75.0  76.0  70.0
## CV residual -20.9 -37.8 -46.8 -49.7 -42.2 -50.9  15.5 -43.9 -23.7 -19.4 -24.1
##             29107 29108 29116 29117 29118 29122 29124 29126 29128 29131 29133
## Predicted    93.2 91.64 110.1 110.1 110.1 108.4 110.8 109.8 111.1 110.5  91.6
## cvpred       93.5 91.88 110.2 110.2 110.2 108.6 110.8 109.9 111.1 110.6  92.2
## pm2.5        80.0 82.00  96.0  80.0  85.0  94.0  79.0  85.0  85.0  96.0  16.0
## CV residual -13.5 -9.88 -14.2 -30.2 -25.2 -14.6 -31.8 -24.9 -26.1 -14.6 -76.2
##             29134 29140 29141 29147 29153 29154 29158 29159 29161 29162 29164
## Predicted    89.5 105.2 104.2  98.3  76.7  71.5  59.9  57.0  55.8  97.4  94.0
## cvpred       90.1 105.6 104.6  98.8  77.5  72.4  60.8  57.9  56.6  98.1  94.7
## pm2.5        21.0  14.0  15.0  17.0  11.0  12.0  31.0  32.0  81.0  36.0  10.0
## CV residual -69.1 -91.6 -89.6 -81.8 -66.5 -60.4 -29.8 -25.9  24.4 -62.1 -84.7
##             29166 29167 29168 29175 29189 29191 29194 29198 29201 29203 29205
## Predicted   103.9 100.2  97.4  99.5 108.0 108.0 106.6 100.7 101.4  98.2  94.6
## cvpred      104.3 100.7  98.1 100.1 108.2 108.2 106.8 101.2 101.8  98.6  95.0
## pm2.5        15.0  10.0  11.0  12.0  59.0  48.0  33.0  28.0  28.0  38.0  41.0
## CV residual -89.3 -90.7 -87.1 -88.1 -49.2 -60.2 -73.8 -73.2 -73.8 -60.6 -54.0
##             29206 29208 29209 29210 29213 29216  29217  29226 29227 29228
## Predicted    94.6  95.4  92.1  90.1  89.1  88.0 110.39  99.73  98.1 95.42
## cvpred       95.0  95.6  92.4  90.5  89.4  88.2 110.49  99.96  98.3 95.68
## pm2.5        51.0  70.0  71.0  55.0  57.0  98.0 103.00  96.00  95.0 86.00
## CV residual -44.0 -25.6 -21.4 -35.5 -32.4   9.8  -7.49  -3.96  -3.3 -9.68
##               29229 29231 29232 29236 29237 29241 29248 29251 29254 29260
## Predicted   93.7841 90.20 88.56 111.2 112.8 111.1 109.7 104.5 102.5  95.9
## cvpred      94.0171 90.45 88.79 111.2 112.8 111.1 109.8 104.7 102.6  96.0
## pm2.5       94.0000 87.00 81.00  60.0  44.0  51.0  73.0  57.0  72.0  74.0
## CV residual -0.0171 -3.45 -7.79 -51.2 -68.8 -60.1 -36.8 -47.7 -30.6 -22.0
##              29268 29277 29281 29284 29286 29289 29290 29295 29302 29303 29304
## Predicted   110.31  87.0  87.9 112.8 112.8 111.8 113.5 113.3   105   105   117
## cvpred      110.32  87.3  88.1 112.8 112.8 111.8 113.5 113.2   105   105   117
## pm2.5       117.00  71.0 104.0 145.0 153.0 152.0 166.0 177.0   254   271   275
## CV residual   6.68 -16.3  15.9  32.2  40.2  40.2  52.5  63.8   149   166   158
##             29306 29309 29310 29315 29316 29318 29319 29323 29329 29331 29336
## Predicted     117   116   116   116   117   116 112.9 103.0 115.9 116.3   116
## cvpred        116   116   116   116   116   116 112.9 103.1 115.7 116.1   116
## pm2.5         297   320   315   261   266   259 171.0  85.0 161.0 170.0   217
## CV residual   181   204   199   145   150   143  58.1 -18.1  45.3  53.9   101
##             29337 29338 29340 29342 29344 29347 29351 29352 29354 29355 29356
## Predicted     116   117   117 113.4 108.1 104.7  97.9  96.6  94.5  93.8   114
## cvpred        116   117   117 113.3 108.1 104.6  97.9  96.7  94.6  93.9   114
## pm2.5         230   251   246 137.0 130.0 153.0 166.0 199.0 223.0 218.0   272
## CV residual   114   134   129  23.7  21.9  48.4  68.1 102.3 128.4 124.1   158
##             29357  29359  29361 29364 29366 29370 29371 29388 29392 29395 29398
## Predicted   113.3 111.90 112.61 108.5 107.0 101.6 100.3   103  98.6  95.9 113.8
## cvpred      113.3 111.87 112.58 108.5 106.9 101.5 100.3   103  98.6  95.9 113.7
## pm2.5       172.0 119.00 120.00 123.0 141.0  88.0  68.0    24  47.0  60.0  60.0
## CV residual  58.7   7.13   7.42  14.5  34.1 -13.5 -32.3   -79 -51.6 -35.9 -53.7
##             29405  29406  29407 29409 29414 29420 29425 29426 29428  29432
## Predicted   111.4 112.82 112.47   114 102.0 109.7 100.6 101.2 111.8 112.13
## cvpred      111.5 112.82 112.46   114 102.4 109.8 100.7 101.3 111.8 112.16
## pm2.5       108.0 105.00 108.00    98  14.0  19.0  47.0  60.0  54.0 111.00
## CV residual  -3.5  -7.82  -4.46   -16 -88.4 -90.8 -53.7 -41.3 -57.8  -1.16
##              29433 29434 29439 29440 29442 29450 29451 29454 29459 29469 29474
## Predicted   111.78 109.4  86.6  81.6  82.0 101.8 108.3 103.5 101.2  97.2 110.1
## cvpred      111.81 109.5  87.3  82.5  82.6 102.3 108.5 103.9 101.7  97.6 110.2
## pm2.5       106.00  77.0  25.0  17.0  22.0  32.0  67.0  52.0  24.0  43.0  87.0
## CV residual  -5.81 -32.5 -62.3 -65.5 -60.6 -70.3 -41.5 -51.9 -77.7 -54.6 -23.2
##             29476 29477 29480 29493 29497 29499 29501 29504 29505 29507 29508
## Predicted   110.0 110.4 108.2 104.7   116 114.5  94.1  88.8  87.3  83.3  79.9
## cvpred      110.1 110.5 108.3 104.7   115 114.4  94.6  89.2  87.7  83.6  80.4
## pm2.5        53.0  76.0  96.0 128.0   264 196.0  25.0  28.0  17.0  21.0  21.0
## CV residual -57.1 -34.5 -12.3  23.3   149  81.6 -69.6 -61.2 -70.7 -62.6 -59.4
##             29512 29519 29520 29529 29532 29533 29540 29542 29548 29551 29553
## Predicted   103.4 111.1 110.4 108.4 109.7 108.3 101.7  99.8 112.8 112.8 112.1
## cvpred      103.8 111.1 110.4 108.6 109.8 108.5 101.8  99.9 112.8 112.8 112.1
## pm2.5        89.0  51.0  86.0  90.0  67.0  75.0  76.0  44.0  53.0  62.0  68.0
## CV residual -14.8 -60.1 -24.4 -18.6 -42.8 -33.5 -25.8 -55.9 -59.8 -50.8 -44.1
##             29560 29564 29565 29566 29569 29572  29574  29577  29581 29584
## Predicted   107.3 101.6 102.7 100.8  96.6 113.8 114.20 113.27 114.89 112.9
## cvpred      107.3 101.6 102.7 100.8  96.7 113.8 114.13 113.18 114.79 112.8
## pm2.5        79.0  65.0  74.0  80.0  66.0  97.0 107.00 112.00 124.00  96.0
## CV residual -28.3 -36.6 -28.7 -20.8 -30.7 -16.8  -7.13  -1.18   9.21 -16.8
##             29601 29606 29608 29609 29610 29612 29613 29614 29616 29617 29621
## Predicted   114.4 102.9  98.6 96.58 94.61  90.7  88.7  87.4 114.3 115.2 109.8
## cvpred      114.3 102.8  98.5 96.55 94.58  90.7  88.7  87.4 114.2 115.1 109.7
## pm2.5       150.0  90.0  83.0 87.00 86.00  68.0  54.0  32.0  29.0  37.0  61.0
## CV residual  35.7 -12.8 -15.5 -9.55 -8.58 -22.7 -34.7 -55.4 -85.2 -78.1 -48.7
##             29631 29632 29634 29637 29640 29647 29648 29650 29657 29663 29666
## Predicted    87.4  84.3  73.5  65.5   101 102.2 101.9  98.6  82.4 75.86 72.43
## cvpred       88.3  85.1  74.4  66.2   101 102.7 102.4  99.1  82.9 76.18 72.74
## pm2.5        49.0  36.0  29.0  34.0    13  23.0  29.0  27.0  41.0 86.00 75.00
## CV residual -39.3 -49.1 -45.4 -32.2   -88 -79.7 -73.4 -72.1 -41.9  9.82  2.26
##             29667  29669 29670  29677 29678  29679  29683 29686  29688 29689
## Predicted   72.40 69.889 111.4 111.74 111.9 110.95 114.50   111 104.33 112.1
## cvpred      72.68 70.186 111.5 111.75 111.8 110.87 114.38   111 104.48 112.2
## pm2.5       80.00 71.000  72.0 105.00 101.0 104.00 109.00   153 112.00  65.0
## CV residual  7.32  0.814 -39.5  -6.75 -10.8  -6.87  -5.38    42   7.52 -47.2
##             29693 29698 29700 29702 29703 29715 29718 29721  29728 29737 29741
## Predicted   112.1 111.8 109.4 102.1 101.5 113.2 111.4 113.2 110.97 118.3   117
## cvpred      112.1 111.8 109.5 102.3 101.6 113.1 111.5 113.1 110.92 118.1   116
## pm2.5        62.0  98.0  79.0  83.0  79.0  54.0  93.0  51.0 104.00 164.0   249
## CV residual -50.1 -13.8 -30.5 -19.3 -22.6 -59.1 -18.5 -62.1  -6.92  45.9   133
##             29743 29745 29748 29751 29752 29753 29754 29758 29759 29760 29761
## Predicted     117 116.1 105.7 104.2 116.4 114.4 114.4 115.2 115.6 115.2 117.0
## cvpred        117 115.9 105.7 104.1 116.2 114.3 114.2 115.1 115.4 115.1 116.8
## pm2.5         231 173.0  59.0  58.0  89.0 146.0  76.0  46.0  29.0  35.0  35.0
## CV residual   114  57.1 -46.7 -46.1 -27.2  31.7 -38.2 -69.1 -86.4 -80.1 -81.8
##             29763 29770 29772 29779 29782 29783  29790  29793 29798 29799 29801
## Predicted   116.3 114.9 113.2 105.2 105.8   105 116.91 118.67 116.7 115.5 111.6
## cvpred      116.1 114.8 113.1 105.2 105.6   105 116.66 118.38 116.5 115.2 111.4
## pm2.5        42.0  34.0  53.0  77.0  77.0    66 120.00 109.00 133.0 140.0 131.0
## CV residual -74.1 -80.8 -60.1 -28.2 -28.6   -39   3.34  -9.38  16.5  24.8  19.6
##             29805 29812 29814 29815 29816 29818 29820 29822 29828 29829 29832
## Predicted   104.4 117.0 115.7 117.8 117.3 117.6 117.3 116.9 116.7 114.8 113.7
## cvpred      104.2 116.8 115.5 117.6 117.1 117.4 117.1 116.7 116.5 114.6 113.5
## pm2.5        73.0  66.0  67.0  64.0  55.0  60.0  66.0  71.0 100.0 100.0  94.0
## CV residual -31.2 -50.8 -48.5 -53.6 -62.1 -57.4 -51.1 -45.7 -16.5 -14.6 -19.5
##             29838 29840 29847 29848 29849 29850 29855 29858 29862 29864 29867
## Predicted   117.6 118.0 111.7 115.7 113.7 112.4 116.0  96.1  87.5  83.6  73.6
## cvpred      117.4 117.7 111.5 115.5 113.6 112.2 115.8  96.5  87.8  83.9  74.0
## pm2.5        95.0  99.0  59.0  64.0  61.0  55.0 102.0  40.0  13.0  10.0  12.0
## CV residual -22.4 -18.7 -52.5 -51.5 -52.6 -57.2 -13.8 -56.5 -74.8 -73.9 -62.0
##             29868 29870 29871 29874 29881 29885 29888 29890 29893 29894 29899
## Predicted    71.0  62.9  59.2  48.0 112.8 111.7 112.1 112.1   110 104.1  86.7
## cvpred       71.4  63.5  59.9  48.8 112.8 111.7 112.2 112.1   110 104.3  87.2
## pm2.5         9.0  25.0  17.0  17.0  40.0  80.0  63.0  54.0    66  71.0  52.0
## CV residual -62.4 -38.5 -42.9 -31.8 -72.8 -31.7 -49.2 -58.1   -44 -33.3 -35.2
##             29900 29901 29904 29905 29907 29910  29919  29927  29928 29933
## Predicted    86.0  86.5  77.7  74.7  73.6 114.9 103.39 116.39 117.65 116.6
## cvpred       86.3  86.7  78.0  75.0  73.8 114.8 103.32 116.17 117.42 116.4
## pm2.5        62.0  65.0  59.0  52.0  44.0  73.0  97.00 110.00 109.00 146.0
## CV residual -24.3 -21.7 -19.0 -23.0 -29.8 -41.8  -6.32  -6.17  -8.42  29.6
##             29935 29942 29944 29947 29949 29952 29954 29955 29956  29958 29960
## Predicted   116.8 102.9 103.0 112.3 107.3 113.7 113.1 112.8 114.5 116.27   114
## cvpred      116.6 103.3 103.4 112.2 107.3 113.7 113.1 112.8 114.4 116.11   114
## pm2.5       143.0  36.0  23.0  24.0  55.0  48.0  60.0  64.0  71.0 121.00   215
## CV residual  26.4 -67.3 -80.4 -88.2 -52.3 -65.7 -53.1 -48.8 -43.4   4.89   101
##             29962 29964 29965 29968 29972 29976 29980 29982 29983 29984 29987
## Predicted     113   112   111 107.6   103 118.3 118.2 116.6 116.0 119.0 112.2
## cvpred        113   112   111 107.3   103 118.1 117.9 116.3 115.8 118.7 112.1
## pm2.5         210   229   231 186.0   135 136.0 169.0 182.0 189.0 186.0 141.0
## CV residual    97   117   120  78.7    32  17.9  51.1  65.7  73.2  67.3  28.9
##             29992  29995 29997 30003 30005 30011 30013  30016 30017 30021 30022
## Predicted   107.6 106.30 117.0   113 111.5 102.8 100.8 117.98 115.3 118.0   117
## cvpred      107.9 106.44 116.8   113 111.4 102.6 100.7 117.72 115.1 117.7   117
## pm2.5        54.0 115.00  94.0   152 174.0 147.0 125.0 113.00  96.0  86.0   103
## CV residual -53.9   8.56 -22.8    39  62.6  44.4  24.3  -4.72 -19.1 -31.7   -14
##             30023 30026 30030 30031 30042 30043 30044 30045 30046 30049 30051
## Predicted   118.0 118.3 117.4 119.0 110.1 118.3   118   117 118.3 118.3 118.3
## cvpred      117.7 118.1 117.2 118.7 109.9 118.1   118   117 118.1 118.1 118.1
## pm2.5       101.0  78.0  78.0  93.0 190.0 207.0   225   196 192.0 175.0 164.0
## CV residual -16.7 -40.1 -39.2 -25.7  80.1  88.9   107    79  73.9  56.9  45.9
##             30055 30056 30059 30060 30062 30065 30073 30074 30075 30076 30080
## Predicted   115.6   115 119.0 118.7 119.0 119.7 112.9   119 119.7 119.7 116.7
## cvpred      115.4   115 118.7 118.4 118.7 119.4 112.6   119 119.4 119.4 116.4
## pm2.5       164.0   134 106.0 129.0 158.0 148.0 146.0   159 157.0 165.0  94.0
## CV residual  48.6    19 -12.7  10.6  39.3  28.6  33.4    40  37.6  45.6 -22.4
##             30091 30092 30093 30094 30096 30097 30103 30104 30105 30107 30108
## Predicted   119.0   119 118.6 117.9   119 119.7 119.0 118.7 118.5 119.0   119
## cvpred      118.7   119 118.3 117.6   119 119.4 118.7 118.4 118.2 118.7   119
## pm2.5       141.0   134 137.0 140.0   137 139.0 139.0 140.0 147.0 191.0   212
## CV residual  22.3    15  18.7  22.4    18  19.6  20.3  21.6  28.8  72.3    93
##             30109 30116 30130 30135 30136 30144 30147 30148 30155 30156 30161
## Predicted     119 118.1   114 102.1 100.4 117.3 115.5 117.0 117.3 118.0 113.6
## cvpred        118 117.8   114 101.9 100.3 117.1 115.3 116.8 117.1 117.7 113.5
## pm2.5         220 191.0    14  16.0  18.0  29.0  32.0  28.0  48.0  27.0  16.0
## CV residual   102  73.2  -100 -85.9 -82.3 -88.1 -83.3 -88.8 -69.1 -90.7 -97.5
##             30163 30165 30166 30170 30171 30177 30184 30186 30187 30188 30195
## Predicted   111.7 111.2 110.5 117.0 117.3 116.7 108.4 114.7 116.1 114.3 114.5
## cvpred      111.6 111.1 110.3 116.8 117.1 116.5 108.2 114.6 115.9 114.2 114.4
## pm2.5        21.0  33.0  34.0  37.0  42.0  86.0  86.0  67.0  20.0  27.0  24.0
## CV residual -90.6 -78.1 -76.3 -79.8 -75.1 -30.5 -22.2 -47.6 -95.9 -87.2 -90.4
##             30199 30201 30205 30206 30212 30213 30219  30221  30223  30226
## Predicted   116.3 116.6 113.8 112.5 104.3 104.2 116.6 116.96 117.29 117.29
## cvpred      116.1 116.4 113.6 112.4 104.2 104.1 116.4 116.76 117.06 117.06
## pm2.5        61.0  59.0  65.0  60.0  90.0 101.0 110.0 111.00 109.00 112.00
## CV residual -55.1 -57.4 -48.6 -52.4 -14.2  -3.1  -6.4  -5.76  -8.06  -5.06
##              30228 30231 30235  30236  30238 30239 30240 30241 30243 30244
## Predicted   116.03 112.6 103.4 103.33 116.75   113   110 108.1 107.4 106.1
## cvpred      115.81 112.4 103.3 103.21 116.53   113   110 108.1 107.4 106.1
## pm2.5       121.00 134.0  90.0 103.00 122.00    97    75  80.0  70.0  77.0
## CV residual   5.19  21.6 -13.3  -0.21   5.47   -16   -35 -28.1 -37.4 -29.1
##              30250 30251 30252 30253 30255 30257 30259 30260 30262 30264 30265
## Predicted    99.63  99.1  97.1  96.6  93.0    89  86.5  84.5  80.3  77.9  76.7
## cvpred       99.58  99.0  97.1  96.5  92.9    89  86.4  84.5  80.3  78.0  76.7
## pm2.5       105.00 115.0 130.0 143.0 119.0   127 132.0 127.0 117.0 105.0 103.0
## CV residual   5.42  16.0  32.9  46.5  26.1    38  45.6  42.5  36.7  27.0  26.3
##             30267 30269 30272 30276 30278 30280 30282 30283 30284 30288 30290
## Predicted   114.5 114.9 115.4 112.7 116.6 116.6 115.3 116.0 115.9 109.8 117.3
## cvpred      114.4 114.8 115.2 112.5 116.4 116.4 115.1 115.7 115.6 109.6 117.1
## pm2.5       101.0  69.0  78.0 123.0 132.0 151.0 140.0 148.0 168.0 146.0 138.0
## CV residual -13.4 -45.8 -37.2  10.5  15.6  34.6  24.9  32.3  52.4  36.4  20.9
##             30292 30294 30295 30296 30298 30299 30302 30303 30306 30308 30309
## Predicted   116.6 116.5 114.9 114.9   113 112.5 119.5 120.0 118.3 116.3 115.0
## cvpred      116.4 116.3 114.7 114.6   113 112.3 119.2 119.7 117.9 115.9 114.7
## pm2.5       133.0 138.0 140.0 154.0   160 165.0 200.0 201.0 199.0 199.0 209.0
## CV residual  16.6  21.7  25.3  39.4    47  52.7  80.8  81.3  81.1  83.1  94.3
##             30316 30318 30320 30323 30327 30328 30329 30331 30335 30336 30341
## Predicted   108.7 118.0   116   114   115 116.1 116.1   114 108.9 106.9   119
## cvpred      108.4 117.7   116   113   115 115.9 115.9   114 108.7 106.8   119
## pm2.5        41.0  25.0    14     8    17  29.0  39.0    41  52.0  52.0    68
## CV residual -67.4 -92.7  -102  -105   -98 -86.9 -76.9   -73 -56.7 -54.8   -51
##             30345 30346 30348 30351 30355 30357 30361 30364 30365 30369 30371
## Predicted   120.0 117.6 112.4 107.5  98.2  98.6 116.7 119.0 119.0 118.1 114.7
## cvpred      119.7 117.4 112.3 107.4  98.2  98.5 116.4 118.7 118.7 117.8 114.5
## pm2.5        74.0  64.0  31.0  37.0  40.0  51.0  86.0  69.0  78.0  94.0  47.0
## CV residual -45.7 -53.4 -81.3 -70.4 -58.2 -47.5 -30.4 -49.7 -40.7 -23.8 -67.5
##             30372 30377 30380 30385 30389  30391 30392 30395 30398 30402 30405
## Predicted   115.6 110.4   114 117.3 119.7 118.64 117.9 116.7 111.4 114.1 117.0
## cvpred      115.4 110.5   114 117.1 119.4 118.32 117.6 116.5 111.3 113.9 116.8
## pm2.5        34.0  16.0    36  64.0 105.0 124.00  95.0  39.0  38.0  68.0 212.0
## CV residual -81.4 -94.5   -78 -53.1 -14.4   5.68 -22.6 -77.5 -73.3 -45.9  95.2
##             30406 30407 30409 30411 30415 30421 30423 30427 30430 30432 30434
## Predicted   117.3 116.7 119.0 119.0 119.5 114.8 110.5 104.5  96.9  94.8  94.7
## cvpred      117.1 116.5 118.7 118.7 119.2 114.6 110.4 104.3  96.8  94.7  94.6
## pm2.5       188.0 146.0 102.0 132.0  69.0  52.0  30.0  67.0  29.0  29.0  37.0
## CV residual  70.9  29.5 -16.7  13.3 -50.2 -62.6 -80.4 -37.3 -67.8 -65.7 -57.6
##             30438 30439 30440 30444 30449 30451 30452 30453 30457 30461  30464
## Predicted     117 119.0   119 116.8 114.0 119.0 118.6 117.4 119.0   118 119.35
## cvpred        117 118.7   119 116.5 113.7 118.7 118.3 117.1 118.7   118 119.04
## pm2.5          61  79.0    98  63.0  69.0  59.0  57.0  54.0  57.0    94 113.00
## CV residual   -56 -39.7   -21 -53.5 -44.7 -59.7 -61.3 -63.1 -61.7   -24  -6.04
##             30467 30469 30470 30476 30477 30478 30479 30482 30485 30488 30492
## Predicted   119.0 116.1 115.2 112.1 111.1 108.8   107 104.7 119.7 118.1 117.9
## cvpred      118.7 115.9 115.1 111.8 110.9 108.6   107 104.5 119.4 117.7 117.6
## pm2.5        55.0  33.0  39.0  67.0  60.0  60.0    68  75.0  57.0 176.0 143.0
## CV residual -63.7 -82.9 -76.1 -44.8 -50.9 -48.6   -39 -29.5 -62.4  58.3  25.4
##             30495  30501 30506 30510 30511 30516 30522 30523 30524 30526 30527
## Predicted   113.4 119.12 120.0 120.0 120.4 120.0 118.8 118.0 119.1 119.1   118
## cvpred      113.1 118.75 119.7 119.7 120.1 119.6 118.4 117.7 118.7 118.7   118
## pm2.5       125.0 120.00  50.0  73.0  82.0 168.0 162.0 183.0 189.0 172.0   159
## CV residual  11.9   1.25 -69.7 -46.7 -38.1  48.4  43.6  65.3  70.3  53.3    41
##             30528 30530 30536 30541 30542 30548 30553 30554 30557 30559 30561
## Predicted   117.7 120.4 120.0 118.0 117.5 108.0   121   119 119.7 119.7 118.3
## cvpred      117.3 120.1 119.6 117.7 117.1 107.6   121   119 119.4 119.4 117.9
## pm2.5       164.0 171.0 188.0 172.0 167.0  94.0   277   184  62.0  64.0 165.0
## CV residual  46.7  50.9  68.4  54.3  49.9 -13.6   156    65 -57.4 -55.4  47.1
##             30565 30566 30567 30568 30580 30581 30588 30589 30593 30594 30595
## Predicted   114.7 115.4 115.2 115.3   122   122   112   111   105   104   104
## cvpred      114.6 115.2 115.1 115.2   121   121   112   110   105   104   103
## pm2.5        40.0  29.0  26.0  29.0   342   292   247   230   428   432   441
## CV residual -74.6 -86.2 -89.1 -86.2   221   171   135   120   323   328   338
##             30601 30608 30611 30612  30615 30617 30621 30627 30628 30631 30633
## Predicted   119.5 120.4 120.0   119 121.09 120.9 121.8 121.1 121.1 121.1   120
## cvpred      119.2 120.1 119.7   119 120.71 120.5 121.4 120.7 120.7 120.7   119
## pm2.5        25.0  63.0  85.0   103 126.00 133.0 137.0 185.0 189.0 194.0   236
## CV residual -94.2 -57.1 -34.7   -16   5.29  12.5  15.6  64.3  68.3  73.3   117
##             30638 30640 30656 30657 30658 30661 30663 30664 30665 30667 30668
## Predicted   114.9 112.1   121 121.8 120.9   122 122.1 120.9 122.1 120.9 120.9
## cvpred      114.5 111.7   121 121.4 120.5   122 121.7 120.4 121.7 120.5 120.5
## pm2.5       167.0 151.0   152 144.0 147.0   160 183.0 195.0 191.0 199.0 156.0
## CV residual  52.5  39.3    31  22.6  26.5    38  61.3  74.6  69.3  78.5  35.5
##             30669 30670 30679 30682 30683 30685 30688 30689 30691 30692 30696
## Predicted     121 120.7 108.6 105.0 101.3  95.1    87  84.7 114.3 114.1 106.5
## cvpred        121 120.3 108.3 104.8 101.1  95.0    87  84.7 114.1 113.9 106.3
## pm2.5         104  95.0  13.0  15.0  16.0  13.0    13  14.0  18.0  19.0  25.0
## CV residual   -17 -25.3 -95.3 -89.8 -85.1 -82.0   -74 -70.7 -96.1 -94.9 -81.3
##             30697 30699 30706 30709 30710 30711 30713 30714 30716 30717 30718
## Predicted   105.9 120.4 118.5 115.7 114.4 111.1 109.9 106.2 106.0 120.4 120.0
## cvpred      105.7 120.1 118.1 115.5 114.2 110.9 109.7 106.1 105.8 120.1 119.7
## pm2.5        24.0  30.0  31.0  16.0  25.0  26.0  23.0  14.0  20.0  31.0  30.0
## CV residual -81.7 -90.1 -87.1 -99.5 -89.2 -84.9 -86.7 -92.1 -85.8 -89.1 -89.7
##             30720 30721 30723 30727 30734 30738 30745 30749 30755 30756 30760
## Predicted   121.1 118.8 119.0 115.9   119 111.1 118.7 112.9 106.5 115.0 116.7
## cvpred      120.7 118.5 118.7 115.6   118 110.9 118.4 112.7 106.2 114.9 116.5
## pm2.5        51.0  45.0  49.0  33.0    17  25.0  32.0  24.0  25.0  17.0  22.0
## CV residual -69.7 -73.5 -69.7 -82.6  -101 -85.9 -86.4 -88.7 -81.2 -97.9 -94.5
##             30766 30767 30771 30772 30773 30774 30782 30784 30785 30786 30787
## Predicted   110.5   109 107.5 106.8 120.4 120.7 113.1   109 107.9 105.9 105.0
## cvpred      110.3   109 107.2 106.5 120.1 120.4 112.9   109 107.7 105.7 104.8
## pm2.5        30.0    35  32.0  37.0  60.0  66.0  44.0    43  45.0  45.0  64.0
## CV residual -80.3   -74 -75.2 -69.5 -60.1 -54.4 -68.9   -66 -62.7 -60.7 -40.8
##             30793 30799 30800 30802 30803 30807 30811 30815 30821 30823 30825
## Predicted   118.1 121.1 121.3   121   122   117 111.7 110.2   121   121   122
## cvpred      117.8 120.7 120.9   121   122   117 111.3 109.8   121   121   122
## pm2.5        35.0  60.0  51.0    56    66    75 129.0 164.0    61    69    73
## CV residual -82.8 -60.7 -69.9   -65   -56   -42  17.7  54.2   -60   -52   -49
##             30830 30832  30837 30838 30841 30842 30847 30849 30851 30853 30855
## Predicted   122.1 120.9 122.47   122 122.8 123.2   122 121.6 121.6 122.1 122.1
## cvpred      121.7 120.4 122.02   122 122.3 122.7   122 121.1 121.1 121.7 121.7
## pm2.5        80.0  86.0 129.00   133 150.0 152.0   135 145.0  57.0  63.0  50.0
## CV residual -41.7 -34.4   6.98    11  27.7  29.3    13  23.9 -64.1 -58.7 -71.7
##             30859 30861 30863 30867 30868 30869 30874 30877 30880 30883 30887
## Predicted   121.8   121 120.7   121 119.5 118.8 113.0 119.5   115 110.2 105.5
## cvpred      121.4   121 120.3   121 119.1 118.4 112.7 119.1   115 109.8 105.2
## pm2.5        32.0    40  55.0    46  51.0  49.0  34.0  38.0    28  28.0  36.0
## CV residual -89.4   -81 -65.3   -75 -68.1 -69.4 -78.7 -81.1   -87 -81.8 -69.2
##             30892 30893 30907 30912 30917 30921 30923 30927 30930  30934  30945
## Predicted   101.9 101.2   119 115.6 120.4   121 120.7   121 116.6 111.72 122.47
## cvpred      101.6 100.9   119 115.3 120.1   121 120.4   121 116.2 111.32 122.02
## pm2.5        33.0  31.0    42  57.0  74.0    65  70.0    68  44.0 115.00 130.00
## CV residual -68.6 -69.9   -77 -58.3 -46.1   -56 -50.4   -53 -72.2   3.68   7.98
##             30946  30947 30949 30954 30955 30973 30974 30977 30978 30980 30986
## Predicted   122.1 122.47 120.2 115.5 114.2 120.7 120.0 120.0 118.1 115.5 122.1
## cvpred      121.7 122.02 119.8 115.1 113.9 120.4 119.6 119.6 117.7 115.2 121.7
## pm2.5       135.0 128.00  92.0  59.0  68.0  73.0  80.0  76.0  68.0  85.0  70.0
## CV residual  13.3   5.98 -27.8 -56.1 -45.9 -47.4 -39.6 -43.6 -49.7 -30.2 -51.7
##             30988 30989 30992 30996 31005 31008 31013 31015 31017 31018 31019
## Predicted   118.9 121.8 118.9 112.0 122.1 120.0 120.9   119   117   113 111.2
## cvpred      118.5 121.4 118.5 111.6 121.7 119.5 120.4   119   116   113 110.9
## pm2.5        77.0  84.0  96.0  53.0  58.0  54.0  57.0    16    11    12  12.0
## CV residual -41.5 -37.4 -22.5 -58.6 -63.7 -65.5 -63.4  -103  -105  -101 -98.9
##             31023 31027 31028 31033 31043 31045 31048 31049 31050 31056 31059
## Predicted    99.5 115.2 116.6 119.0 120.0   120 112.5 112.6 110.7 105.1 102.3
## cvpred       99.4 115.1 116.3 118.7 119.7   120 112.3 112.4 110.5 104.8 101.9
## pm2.5        10.0  16.0  18.0  38.0  55.0    58  35.0  33.0  34.0  53.0 128.0
## CV residual -89.4 -99.1 -98.3 -80.7 -64.7   -62 -77.3 -79.4 -76.5 -51.8  26.1
##             31062 31064 31067 31071 31073 31074 31075 31080 31081 31086 31087
## Predicted   121.8 120.9 118.3 111.2 108.7 107.1 105.8 120.7 119.5 119.7 119.3
## cvpred      121.4 120.5 117.9 110.8 108.3 106.7 105.4 120.4 119.2 119.3 118.9
## pm2.5       157.0 145.0 167.0 163.0 137.0 137.0 122.0  86.0  93.0 160.0 165.0
## CV residual  35.6  24.5  49.1  52.2  28.7  30.3  16.6 -34.4 -26.2  40.7  46.1
##             31089 31090 31091  31092 31099  31102 31103 31107 31110 31111 31116
## Predicted   118.2 120.7 121.8 121.42 116.9 112.67 121.1 120.7 121.1   122 116.7
## cvpred      117.9 120.4 121.4 121.01 116.5 112.32 120.7 120.4 120.7   122 116.5
## pm2.5       166.0 150.0 134.0 120.00  94.0 111.00 105.0 136.0 168.0   166  31.0
## CV residual  48.1  29.6  12.6  -1.01 -22.5  -1.32 -15.7  15.6  47.3    44 -85.5
##             31118 31119 31124 31125  31128 31130 31132 31136 31142 31146 31147
## Predicted   112.5 113.2 119.5 118.8 120.86 118.2 115.0 121.1 120.2 115.6 113.6
## cvpred      112.5 113.1 119.2 118.4 120.42 117.8 114.6 120.7 119.8 115.2 113.3
## pm2.5        14.0  16.0  96.0 137.0 112.00  93.0  74.0  86.0  91.0  66.0  56.0
## CV residual -98.5 -97.1 -23.2  18.6  -8.42 -24.8 -40.6 -34.7 -28.8 -49.2 -57.3
##             31150 31152  31161 31163 31170 31176 31177 31183 31187 31189 31190
## Predicted   113.2 112.5 119.30 120.0 112.5 121.1 120.7 113.5 116.4 116.7 117.4
## cvpred      112.9 112.2 118.92 119.7 112.2 120.7 120.4 113.3 116.2 116.5 117.2
## pm2.5        50.0  54.0 116.00  96.0  75.0 102.0  70.0  53.0  23.0  22.0  24.0
## CV residual -62.9 -58.2  -2.92 -23.7 -37.2 -18.7 -50.4 -60.3 -93.2 -94.5 -93.2
##             31194 31200 31206 31212 31213 31217 31219 31222 31224 31227 31228
## Predicted   111.9 105.4 118.6   118   114 103.8  99.8 119.7 119.0 118.8 116.5
## cvpred      111.7 105.1 118.3   117   114 103.7  99.8 119.4 118.7 118.5 116.2
## pm2.5        31.0  48.0  80.0    17    12  14.0  18.0  29.0  48.0  36.0  30.0
## CV residual -80.7 -57.1 -38.3  -100  -102 -89.7 -81.8 -90.4 -70.7 -82.5 -86.2
##             31230 31236 31238 31241 31244 31249 31251 31252 31253 31257 31264
## Predicted   113.9 115.9 115.9 112.5 110.0 102.4 101.8  99.8  99.1 119.0 117.2
## cvpred      113.6 115.7 115.7 112.3 109.8 102.2 101.6  99.7  98.9 118.7 116.8
## pm2.5        23.0  19.0  17.0  32.0  74.0  43.0  40.0  32.0  41.0  55.0  71.0
## CV residual -90.6 -96.7 -98.7 -80.3 -35.8 -59.2 -61.6 -67.7 -57.9 -63.7 -45.8
##             31265 31266 31269 31273 31275 31283 31285 31287 31293 31296 31306
## Predicted   116.3 115.0   111 120.7 120.2 121.1 120.7   122 121.1 121.8 121.1
## cvpred      115.9 114.6   111 120.4 119.8 120.7 120.3   122 120.7 121.4 120.7
## pm2.5        69.0  56.0    66  74.0  76.0  87.0  94.0   104 145.0 179.0  48.0
## CV residual -46.9 -58.6   -45 -46.4 -43.8 -33.7 -26.3   -18  24.3  57.6 -72.7
##             31318 31324 31329 31340 31342 31344 31347  31348 31349  31350 31354
## Predicted   111.6 121.8 121.8 121.0 116.0 115.9 120.7 121.09 120.7 121.27   121
## cvpred      111.4 121.4 121.4 120.6 115.6 115.5 120.4 120.71 120.4 120.89   121
## pm2.5        30.0  91.0  74.0  50.0  59.0  98.0  96.0 115.00  77.0 125.00   142
## CV residual -81.4 -30.4 -47.4 -70.6 -56.6 -17.5 -24.4  -5.71 -43.4   4.11    21
##              31357 31360 31365 31375 31378 31379 31383 31384 31386 31394 31395
## Predicted   120.73 120.2 113.2 119.9 119.0 120.7 116.1 116.6 114.8 118.8   119
## cvpred      120.35 119.8 112.8 119.6 118.6 120.4 115.8 116.2 114.4 118.4   119
## pm2.5       114.00  69.0  99.0  25.0  34.0  34.0  54.0  67.0  81.0  36.0    31
## CV residual  -6.35 -50.8 -13.8 -94.6 -84.6 -86.4 -61.8 -49.2 -33.4 -82.4   -88
##             31398 31406 31408 31409 31412 31414 31416 31419 31421 31422 31429
## Predicted   119.7 118.4 120.2 118.3   119 120.6 120.0 119.0 120.4   119   120
## cvpred      119.4 118.1 119.8 117.9   119 120.2 119.7 118.6 120.1   119   120
## pm2.5        42.0  45.0  46.0  42.0    62  55.0  73.0  84.0  79.0    69    72
## CV residual -77.4 -73.1 -73.8 -75.9   -57 -65.2 -46.7 -34.6 -41.1   -50   -48
##             31430 31432 31438 31439 31440 31441 31446 31452 31453 31456 31460
## Predicted   120.0   119 116.4 117.4 117.4 118.0 118.3 118.0 116.7 112.3   108
## cvpred      119.6   119 116.2 117.2 117.2 117.7 118.1 117.7 116.5 112.2   108
## pm2.5        70.0    88  36.0  38.0  61.0  32.0  38.0  25.0  28.0  28.0    37
## CV residual -49.6   -31 -80.2 -79.2 -56.2 -85.7 -80.1 -92.7 -88.5 -84.2   -71
##             31466 31468 31469 31471 31478 31479  31483 31484 31493 31505 31509
## Predicted   121.1 120.7 121.1   120   117   117 112.97 112.0 118.7 118.6 114.8
## cvpred      120.7 120.4 120.7   120   117   117 112.57 111.6 118.4 118.3 114.5
## pm2.5        75.0  90.0  86.0   103    76    80 122.00 169.0  54.0  54.0  34.0
## CV residual -45.7 -30.4 -34.7   -17   -41   -37   9.43  57.4 -64.4 -64.3 -80.5
##             31510 31512 31513 31514 31517 31518  31522  31524 31526  31528
## Predicted   114.8 121.8 121.1   121 121.8   121 121.76 122.80 123.9 121.55
## cvpred      114.5 121.4 120.7   121 121.4   121 121.31 122.32 123.3 121.08
## pm2.5        40.0  46.0  55.0    69  86.0    90 130.00 127.00 143.0 130.00
## CV residual -74.5 -75.4 -65.7   -52 -35.4   -31   8.69   4.68  19.7   8.92
##             31535 31536 31537 31538 31539 31544 31545 31547 31553 31556 31558
## Predicted     125 123.6 120.5 120.5 117.5 120.7 121.8 119.6 109.5 104.3 101.8
## cvpred        124 123.1 120.1 120.1 117.1 120.4 121.4 119.2 109.2 104.1 101.6
## pm2.5         169 177.0 151.0  36.0  40.0  45.0  43.0  37.0  19.0  23.0  23.0
## CV residual    45  53.9  30.9 -84.1 -77.1 -75.4 -78.4 -82.2 -90.2 -81.1 -78.6
##             31562 31563 31566 31568 31569 31570 31571 31575 31576 31580 31582
## Predicted    97.8   119   118   119 120.0   119 120.4 116.1 116.7   112 120.2
## cvpred       97.6   119   118   119 119.7   119 120.1 115.9 116.5   112 119.8
## pm2.5        18.0    20    19    22  29.0    41  33.0  37.0  31.0    50  58.0
## CV residual -79.6   -99   -99   -97 -90.7   -78 -87.1 -78.9 -85.5   -62 -61.8
##             31585 31589 31591 31592 31593 31594 31595 31596 31603 31609 31610
## Predicted   116.8 110.6 109.0 107.7 106.3 104.4 117.3 118.0 115.2 122.1 121.8
## cvpred      116.5 110.4 108.7 107.5 106.1 104.2 117.1 117.7 114.9 121.7 121.3
## pm2.5        30.0  31.0  29.0  26.0  28.0  22.0  29.0  28.0  41.0  61.0  96.0
## CV residual -86.5 -79.4 -79.7 -81.5 -78.1 -82.2 -88.1 -89.7 -73.9 -60.7 -25.3
##             31612 31615 31616 31618  31623  31624 31625  31626 31627 31628
## Predicted     120 120.4 120.0 121.1 122.80 121.22 119.6 117.99 116.7 116.0
## cvpred        120 120.1 119.7 120.7 122.32 120.78 119.2 117.57 116.3 115.6
## pm2.5         101  42.0  45.0  46.0 113.00 128.00 132.0 116.00  93.0 100.0
## CV residual   -19 -78.1 -74.7 -74.7  -9.32   7.22  12.8  -1.57 -23.3 -15.6
##             31631 31634 31635 31637 31638 31639 31642 31643 31646 31649 31651
## Predicted   122.1 122.8 122.1 120.1 123.2 122.8 121.9   123 119.7 113.9 120.2
## cvpred      121.7 122.3 121.6 119.6 122.7 122.3 121.4   123 119.2 113.5 119.8
## pm2.5        93.0  70.0  80.0 141.0 172.0 178.0 175.0   180 176.0 127.0  47.0
## CV residual -28.7 -52.3 -41.6  21.4  49.3  55.7  53.6    57  56.8  13.5 -72.8
##             31652 31654 31658 31663 31668 31670 31672 31678 31679 31688 31689
## Predicted   118.6 120.2 117.8 112.5 108.0 105.5 101.6 121.8   121 115.5   122
## cvpred      118.2 119.8 117.4 112.1 107.6 105.1 101.3 121.4   121 115.1   122
## pm2.5        58.0  57.0  61.0  38.0  56.0  50.0  47.0  63.0    64  77.0    78
## CV residual -60.2 -62.8 -56.4 -74.1 -51.6 -55.1 -54.3 -58.4   -57 -38.1   -44
##             31695 31699 31700 31701 31702 31704 31709 31710 31711 31713 31717
## Predicted   120.7 115.7   114 114.7 122.1 112.8 120.2 120.7 121.1 120.7 120.7
## cvpred      120.3 115.2   114 114.3 121.7 112.7 119.8 120.4 120.7 120.4 120.2
## pm2.5        78.0  96.0    95  92.0  95.0  36.0  45.0  54.0  65.0  29.0  58.0
## CV residual -42.3 -19.2   -19 -22.3 -26.7 -76.7 -74.8 -66.4 -55.7 -91.4 -62.2
##             31718 31722 31723 31724 31727 31734 31737 31738 31739 31743  31745
## Predicted   119.3 113.2 112.6 111.3 107.6 123.2 122.8   122 122.1   119 117.60
## cvpred      118.9 112.8 112.2 110.9 107.2 122.7 122.3   122 121.6   119 117.15
## pm2.5        58.0  80.0  87.0  80.0  77.0  78.0  77.0    76  86.0   101 109.00
## CV residual -60.9 -32.8 -25.2 -30.9 -30.2 -44.7 -45.3   -46 -35.6   -18  -8.15
##             31749 31750 31751 31753 31767 31770 31771 31773 31775 31776 31782
## Predicted   115.6 114.9 114.1 112.2   125   125 124.2   125 124.2 123.1 116.0
## cvpred      115.1 114.4 113.6 111.7   124   124 123.6   124 123.6 122.6 115.8
## pm2.5       151.0 164.0 160.0 179.0   117   140 154.0   145 154.0 150.0  24.0
## CV residual  35.9  49.6  46.4  67.3    -7    16  30.4    21  30.4  27.4 -91.8
##             31785 31789 31790 31792 31793 31796 31799 31804 31806 31811 31812
## Predicted   105.4  91.5  89.8  83.4  79.8  70.0   117   116 117.1   115   114
## cvpred      105.3  91.5  89.9  83.5  79.9  70.2   117   116 116.9   115   114
## pm2.5        24.0  42.0  29.0  27.0  24.0  18.0    17     9  18.0    13    11
## CV residual -81.3 -49.5 -60.9 -56.5 -55.9 -52.2  -100  -107 -98.9  -102  -103
##             31813 31814 31818 31819 31821 31822 31823 31826 31827 31828 31830
## Predicted     115   115 114.0 116.3 113.8 115.4 117.1 116.7 114.7 112.8 109.2
## cvpred        114   115 113.8 116.1 113.6 115.2 116.8 116.4 114.5 112.6 109.1
## pm2.5          12    12  18.0  22.0  27.0  21.0  26.0  44.0  39.0  36.0  22.0
## CV residual  -102  -103 -95.8 -94.1 -86.6 -94.2 -90.8 -72.4 -75.5 -76.6 -87.1
##             31831 31832 31837 31838 31844 31845 31846 31847 31850 31852 31853
## Predicted   117.6 118.0 114.2   115 113.2 119.0 116.6   117 116.8 119.9 118.8
## cvpred      117.4 117.7 114.1   115 113.1 118.7 116.4   117 116.5 119.6 118.5
## pm2.5        20.0  18.0  19.0    14  36.0  27.0  33.0    40  57.0  69.0  76.0
## CV residual -97.4 -99.7 -95.1  -101 -77.1 -91.7 -83.4   -77 -59.5 -50.6 -42.5
##              31856 31859 31861 31863 31865 31868 31869  31870  31874  31875
## Predicted   120.40 118.6 116.6 119.8 120.2 120.9 120.2 118.76 121.09 121.43
## cvpred      120.05 118.3 116.3 119.5 119.8 120.5 119.8 118.39 120.71 121.01
## pm2.5       122.00 108.0  91.0  70.0  66.0 105.0 109.0 110.00 118.00 117.00
## CV residual   1.95 -10.3 -25.3 -49.5 -53.8 -15.5 -10.8  -8.39  -2.71  -4.01
##             31880   31883 31884 31886 31887 31888 31890 31891   31897  31900
## Predicted   121.8 120.713   121 117.5 115.6 113.6 110.1 108.8 105.940 119.03
## cvpred      121.4 120.302   121 117.2 115.3 113.4 109.9 108.6 105.717 118.74
## pm2.5       140.0 121.000   109 101.0  95.0  85.0  61.0  72.0 106.000 116.00
## CV residual  18.6   0.698   -12 -16.2 -20.3 -28.4 -48.9 -36.6   0.283  -2.74
##             31903  31910 31919 31922 31923  31925 31942 31943 31945 31946 31948
## Predicted   118.1 119.33 120.0   120 119.7 115.77 116.6 117.1 117.6 118.0 118.0
## cvpred      117.8 118.98 119.7   120 119.3 115.47 116.4 116.8 117.4 117.7 117.7
## pm2.5       143.0 123.00 141.0   116 148.0 114.00  36.0  43.0  44.0  73.0  81.0
## CV residual  25.2   4.02  21.3    -4  28.7  -1.47 -80.4 -73.8 -73.4 -44.7 -36.7
##             31950 31952 31956 31957 31958 31961 31965 31967 31973 31977 31980
## Predicted   115.9 113.3 105.6 114.5 111.9   115 111.8 118.3 116.5 118.3 117.3
## cvpred      115.6 113.1 105.5 114.4 111.9   115 111.7 118.1 116.3 118.1 117.1
## pm2.5        54.0  27.0  22.0  20.0  22.0    11  50.0  49.0  54.0  26.0  29.0
## CV residual -61.6 -86.1 -83.5 -94.4 -89.9  -104 -61.7 -69.1 -62.3 -92.1 -88.1
##             31984 31985 31986 31987 31992 31997 32000 32001 32002 32003 32013
## Predicted   110.8 109.8 107.5 105.2 118.0 119.0 114.6 116.4 113.8 110.8 106.1
## cvpred      110.7 109.7 107.4 105.2 117.7 118.7 114.3 116.2 113.6 110.7 105.8
## pm2.5        44.0  38.0  37.0  42.0  49.0  74.0  50.0  50.0  37.0  23.0  84.0
## CV residual -66.7 -71.7 -70.4 -63.2 -68.7 -44.7 -64.3 -66.2 -76.6 -87.7 -21.8
##             32015 32018 32019 32020 32021 32023 32026 32028 32029 32031 32032
## Predicted   101.4  97.5  96.3  95.0  93.1  90.5  87.9  86.0  85.5 118.6 120.0
## cvpred      101.2  97.3  96.1  94.8  92.9  90.4  87.8  85.9  85.3 118.3 119.7
## pm2.5        55.0  57.0  51.0  47.0  51.0  51.0  59.0  62.0  65.0  65.0  67.0
## CV residual -46.2 -40.3 -45.1 -47.8 -41.9 -39.4 -28.8 -23.9 -20.3 -53.3 -52.7
##             32036 32037 32039 32040 32045 32046 32047 32052 32054 32057 32061
## Predicted     114 111.6 108.4 107.2  99.1  98.4  97.7 120.0 120.7 119.0 120.7
## cvpred        114 111.4 108.2 106.9  98.9  98.2  97.5 119.7 120.4 118.6 120.4
## pm2.5          48  46.0  44.0  38.0  49.0  57.0  54.0  84.0  94.0  85.0  85.0
## CV residual   -66 -65.4 -64.2 -68.9 -49.9 -41.2 -43.5 -35.7 -26.4 -33.6 -35.4
##             32062 32063 32070 32076 32080 32084 32087 32088 32092 32098 32109
## Predicted   121.1 120.0 118.1  91.0  71.5  57.3  55.2 112.2   113   105 112.6
## cvpred      120.7 119.7 117.8  91.1  71.8  57.6  55.4 112.2   113   105 112.5
## pm2.5       101.0 112.0  73.0   9.0   9.0  12.0  16.0  14.0    10    16  34.0
## CV residual -19.7  -7.7 -44.8 -82.1 -62.8 -45.6 -39.4 -98.2  -103   -89 -78.5
##             32110 32111 32114 32117 32121 32125 32128 32134 32135 32139 32140
## Predicted   109.8 107.1 114.5   112 107.6 107.3 107.6 116.3 115.4 115.2 114.5
## cvpred      109.8 107.2 114.4   112 107.6 107.5 107.9 116.1 115.2 115.1 114.4
## pm2.5        36.0  33.0  49.0    39  25.0  12.0  14.0  17.0  22.0  73.0  55.0
## CV residual -73.8 -74.2 -65.4   -73 -82.6 -95.5 -93.9 -99.1 -93.2 -42.1 -59.4
##             32146 32150 32155 32158 32164 32166 32167 32169 32170 32171 32178
## Predicted   112.7 113.8 113.4 117.6 116.3 116.3 114.5 115.9 114.9 115.9 112.5
## cvpred      112.6 113.8 113.3 117.4 116.1 116.1 114.4 115.8 114.7 115.7 112.4
## pm2.5        35.0  33.0  55.0  69.0  29.0  33.0  41.0  43.0  44.0  45.0  74.0
## CV residual -77.6 -80.8 -58.3 -48.4 -87.1 -83.1 -73.4 -72.8 -70.7 -70.7 -38.4
##             32179 32181 32183 32186 32187 32190  32191 32193 32196 32198
## Predicted   111.8 113.5 111.4 117.6 117.6 117.6 117.29 116.6 116.6 117.3
## cvpred      111.7 113.3 111.2 117.4 117.4 117.4 117.07 116.4 116.4 117.1
## pm2.5        74.0  82.0  87.0  95.0 102.0 132.0 112.00  79.0  76.0  89.0
## CV residual -37.7 -31.3 -24.2 -22.4 -15.4  14.6  -5.07 -37.4 -40.4 -28.1
##               32203 32206 32210 32212 32216 32218 32220 32221 32226 32227 32232
## Predicted   114.625 113.0   110   109 117.3 118.3 118.0 116.0 115.3 115.6 116.0
## cvpred      114.442 112.8   110   109 117.1 118.1 117.7 115.8 115.1 115.4 115.8
## pm2.5       115.000 101.0   135   160  50.0  62.0  67.0  77.0  68.0  70.0  67.0
## CV residual   0.558 -11.8    25    51 -67.1 -56.1 -50.7 -38.8 -47.1 -45.4 -48.8
##             32234 32236 32243 32258 32261 32264 32272   32279 32284 32286
## Predicted     113 109.2   115 116.3 117.0 116.1 113.8 117.647 116.4 116.1
## cvpred        113 109.1   115 116.1 116.8 115.9 113.6 117.422 116.2 115.9
## pm2.5          19  21.0    14  61.0  72.0  55.0  64.0 118.000 142.0 131.0
## CV residual   -94 -88.1  -101 -55.1 -44.8 -60.9 -49.6   0.578  25.8  15.1
##              32287  32288 32291 32294 32301 32302  32305  32306 32308 32312
## Predicted   117.65 117.08 111.9 109.1 115.2   116 116.27 116.60 115.9 117.0
## cvpred      117.42 116.83 111.8 109.1 115.1   116 116.11 116.41 115.7 116.8
## pm2.5       113.00 118.00  92.0  27.0  51.0    79 123.00 126.00  95.0  33.0
## CV residual  -4.42   1.17 -19.8 -82.1 -64.1   -37   6.89   9.59 -20.7 -83.8
##             32314 32317 32318  32320 32323 32324 32327 32331 32333 32334 32335
## Predicted   117.0 117.3 116.6 117.65 119.0 119.0 116.0 117.6 118.3 118.0 116.0
## cvpred      116.8 117.1 116.3 117.42 118.7 118.7 115.8 117.4 118.1 117.7 115.8
## pm2.5        50.0  93.0 103.0 125.00 161.0 190.0 137.0  57.0  60.0  66.0  70.0
## CV residual -66.8 -24.1 -13.3   7.58  42.3  71.3  21.2 -60.4 -58.1 -51.7 -45.8
##             32339 32341  32353 32355 32356 32357 32358 32362 32364 32365 32366
## Predicted   118.3 116.6 103.12 117.6 117.3 116.9 117.8 116.0 108.7 104.0 100.0
## cvpred      118.1 116.3 102.97 117.4 117.1 116.7 117.6 115.8 108.7 104.2 100.2
## pm2.5       138.0  92.0  98.00 106.0 107.0 106.0 114.0 102.0   9.0   9.0  15.0
## CV residual  19.9 -24.3  -4.97 -11.4 -10.1 -10.7  -3.6 -13.8 -99.7 -95.2 -85.2
##             32367 32369 32370  32376 32380 32382 32384 32392 32394 32395  32396
## Predicted    98.0  94.0  92.4 115.22 113.8 112.8 112.7 109.3   105 104.5 104.59
## cvpred       98.3  94.4  92.8 115.09 113.8 112.8 112.6 109.3   105 104.4 104.45
## pm2.5         9.0  10.0  12.0 110.00  50.0  24.0  35.0  70.0    72  87.0 113.00
## CV residual -89.3 -84.4 -80.8  -5.09 -63.8 -88.8 -77.6 -39.3   -33 -17.4   8.55
##              32402 32409 32411 32414 32422 32428 32429 32430 32432 32439 32445
## Predicted   101.00 117.3 117.3 113.0 116.7 116.6 115.3 114.6 112.6 108.4 116.5
## cvpred      100.89 117.1 117.1 112.9 116.4 116.3 115.1 114.4 112.4 108.2 116.2
## pm2.5       109.00 166.0 163.0 126.0 204.0  60.0  59.0  54.0  50.0 122.0 198.0
## CV residual   8.11  48.9  45.9  13.1  87.6 -56.3 -56.1 -60.4 -62.4  13.8  81.8
##             32450  32453  32456 32464 32467 32469 32476 32477 32480 32482 32483
## Predicted   119.2 119.03 117.23 100.5 109.0   111 107.1   107   107 102.5 106.3
## cvpred      118.9 118.74 116.95 100.8 109.2   111 107.3   107   107 102.8 106.5
## pm2.5       151.0 127.00 107.00  12.0  17.0    27  19.0    13    10  10.0  12.0
## CV residual  32.1   8.26  -9.95 -88.8 -92.2   -84 -88.3   -94   -97 -92.8 -94.5
##             32484 32493 32494 32495 32505 32506 32510 32511 32518 32519  32520
## Predicted   106.6 114.9 113.2 113.1 114.5 114.2 112.3 112.4 117.6 117.3 117.65
## cvpred      106.8 114.8 113.1 113.1 114.4 114.1 112.2 112.3 117.4 117.1 117.42
## pm2.5        16.0  42.0  45.0  39.0  60.0  62.0  58.0  56.0  70.0  70.0 113.00
## CV residual -90.8 -72.8 -68.1 -74.1 -54.4 -52.1 -54.2 -56.3 -47.4 -47.1  -4.42
##             32529 32530 32532 32533 32539  32541  32543  32546  32549  32550
## Predicted   116.6 114.6 118.0 118.0 119.0 118.34 118.31 117.95 119.03 118.67
## cvpred      116.3 114.4 117.7 117.7 118.7 118.08 118.03 117.66 118.74 118.38
## pm2.5        84.0  84.0  94.0  91.0 102.0 114.00 117.00 121.00 126.00 113.00
## CV residual -32.3 -30.4 -23.7 -26.7 -16.7  -4.08  -1.03   3.34   7.26  -5.38
##             32552 32557 32560 32562 32563  32564  32565 32568  32570  32573
## Predicted   118.7 116.2 117.4 118.7 119.0 119.03 117.98 115.6 114.57 117.26
## cvpred      118.4 115.9 117.2 118.4 118.7 118.74 117.72 115.4 114.33 117.01
## pm2.5        98.0 148.0 106.0  90.0  90.0 110.00 119.00 106.0 113.00 114.00
## CV residual -20.4  32.1 -11.2 -28.4 -28.7  -8.74   1.28  -9.4  -1.33  -3.01
##             32575  32578  32579  32580  32585 32587 32591 32592 32604 32608
## Predicted   118.0 117.98 117.95 119.03 116.52   114   118 118.3 109.5 111.1
## cvpred      117.7 117.72 117.66 118.74 116.24   114   118 118.1 109.5 111.1
## pm2.5       128.0 125.00 126.00 124.00 112.00   126   140 138.0  15.0  12.0
## CV residual  10.3   7.28   8.34   5.26  -4.24    12    22  19.9 -94.5 -99.1
##             32609 32610 32613 32619 32620 32623 32627 32629 32631 32637 32643
## Predicted   109.6   114 117.3 116.6 117.0 117.1 116.6 114.0 112.0 102.2 116.3
## cvpred      109.7   114 117.1 116.4 116.8 116.9 116.4 113.9 111.9 102.2 116.1
## pm2.5        16.0    16  54.0  74.0  75.0  34.0  46.0  54.0  59.0  48.0  38.0
## CV residual -93.7   -98 -63.1 -42.4 -41.8 -82.9 -70.4 -59.9 -52.9 -54.2 -78.1
##             32647 32648 32650 32651 32653 32654  32655 32664 32665 32666 32672
## Predicted   117.0 117.3 117.3 116.9 116.6 117.6 116.60 118.3 117.6 118.0 102.8
## cvpred      116.8 117.1 117.1 116.7 116.4 117.4 116.41 118.1 117.4 117.7 102.8
## pm2.5        69.0  67.0  93.0  91.0  77.0  96.0 107.00 152.0 161.0 162.0  14.0
## CV residual -47.8 -50.1 -24.1 -25.7 -39.4 -21.4  -9.41  33.9  43.6  44.3 -88.8
##             32678 32681 32682 32683 32685 32690 32692 32705 32708 32713 32714
## Predicted    86.9  77.0  78.3  76.4 112.8 105.6   111  90.6 110.1 107.1 106.9
## cvpred       87.1  77.3  78.6  76.7 112.8 105.7   111  91.0 110.2 107.3 107.2
## pm2.5        13.0  11.0  10.0  12.0  22.0  23.0    10   9.0  17.0  13.0  10.0
## CV residual -74.1 -66.3 -68.6 -64.7 -90.8 -82.7  -101 -82.0 -93.2 -94.3 -97.2
##             32716 32717 32718 32719 32725 32727 32728 32731 32733 32734 32736
## Predicted     108 100.2 101.7 105.6  97.3  93.7 102.2  94.7  93.4 108.7 109.0
## cvpred        108 100.7 102.1 105.9  97.8  94.3 102.7  95.2  93.8 108.9 109.1
## pm2.5           8  14.0  19.0  30.0  11.0  23.0   9.0  14.0  22.0  22.0  28.0
## CV residual  -100 -86.7 -83.1 -75.9 -86.8 -71.3 -93.7 -81.2 -71.8 -86.9 -81.1
##             32738 32742 32752 32754  32759 32761 32763 32764 32770 32771 32781
## Predicted   110.4   106 106.5 105.3 111.74 112.5 112.1 112.3 112.8 113.2   106
## cvpred      110.5   106 106.7 105.4 111.75 112.5 112.2 112.3 112.8 113.1   106
## pm2.5        62.0    28  66.0  53.0 114.00 187.0 146.0 139.0 127.0 148.0   292
## CV residual -48.5   -78 -40.7 -52.4   2.25  74.5  33.8  26.7  14.2  34.9   186
##             32785 32789 32790 32794 32795 32800 32801 32802 32806 32809 32810
## Predicted   111.2   112   111   113   112   113   112   114   115   114   113
## cvpred      111.2   112   111   113   112   113   112   114   114   114   113
## pm2.5       211.0   217   226   269   272   221   234   237   283   289   280
## CV residual  99.8   105   115   156   160   108   122   123   169   175   167
##             32812 32820 32821 32823 32827 32828 32829 32833 32836 32841 32859
## Predicted     112 107.3   106   104 115.6   115 114.7 115.4   114 115.9 116.6
## cvpred        112 107.2   106   104 115.4   115 114.5 115.2   114 115.7 116.4
## pm2.5         284 204.0   207   222 213.0   221 208.0 210.0   226  98.0 169.0
## CV residual   172  96.8   101   118  97.6   106  93.5  94.8   112 -17.7  52.6
##             32860  32866 32867 32869 32874 32876 32881 32882 32886 32889 32890
## Predicted   116.2 113.73 115.4 115.4 108.3 114.5 113.8 113.3 110.8 111.2 105.1
## cvpred      116.1 113.55 115.2 115.2 108.3 114.4 113.8 113.2 110.8 111.2 105.2
## pm2.5       152.0 115.00  36.0  27.0  12.0  26.0  34.0  36.0  11.0  13.0   8.0
## CV residual  35.9   1.45 -79.2 -88.2 -96.3 -88.4 -79.8 -77.2 -99.8 -98.2 -97.2
##             32896 32904 32906 32907 32908 32910 32915 32922 32933 32936 32941
## Predicted   101.4 110.4 109.7 109.6 110.1 110.1 110.5 113.5 113.0 113.5 113.2
## cvpred      101.9 110.4 109.8 109.7 110.2 110.2 110.6 113.5 112.9 113.5 113.1
## pm2.5         5.0  41.0  42.0  60.0  53.0  43.0  95.0  65.0  58.0  75.0 139.0
## CV residual -96.9 -69.4 -67.8 -49.7 -57.2 -67.2 -15.6 -48.5 -54.9 -38.5  25.9
##             32943 32944 32948 32949 32950 32954 32955 32959 32965 32978 32979
## Predicted   111.9 110.6 115.6   115   115   114   114   113   113   115   115
## cvpred      111.8 110.6 115.4   115   115   114   114   113   113   115   115
## pm2.5       170.0 172.0 214.0   276   357   395   379   290   296   365   320
## CV residual  58.2  61.4  98.6   161   242   281   265   177   183   250   205
##             32983 32987 32988 32989 32992 32994 32998 33004 33006 33008  33010
## Predicted     114 115.6   115 115.9   115 114.7 115.6 114.2 113.3 110.8 108.23
## cvpred        113 115.4   115 115.7   115 114.5 115.4 114.1 113.2 110.7 108.13
## pm2.5         252 143.0   147 152.0   183 185.0 211.0 187.0 173.0 161.0 113.00
## CV residual   139  27.6    32  36.3    68  70.5  95.6  72.9  59.8  50.3   4.87
##             33012 33013 33015 33023 33025 33026 33027 33028 33030 33032 33035
## Predicted   107.1 104.1  99.5 114.2 114.2 114.9 114.9 114.5 111.4 111.6 111.1
## cvpred      107.3 104.3  99.8 114.1 114.1 114.8 114.8 114.4 111.5 111.6 111.1
## pm2.5        38.0  41.0  23.0  86.0  76.0  81.0  66.0  32.0  38.0  49.0  56.0
## CV residual -69.3 -63.3 -76.8 -28.1 -38.1 -33.8 -48.8 -82.4 -73.5 -62.6 -55.1
##             33036 33045 33046 33047 33051  33060 33072 33075 33079 33082 33083
## Predicted   111.2 112.8 112.8 112.1 112.5 113.51   113 114.2 113.5 115.2 103.2
## cvpred      111.3 112.8 112.8 112.1 112.5 113.48   113 114.1 113.4 115.1 103.5
## pm2.5        67.0  95.0  86.0  74.0  96.0 112.00   247 203.0 193.0 146.0  21.0
## CV residual -44.3 -17.8 -26.8 -38.1 -16.5  -1.48   134  88.9  79.6  30.9 -82.5
##             33085 33088 33090 33093 33098 33099 33107 33110 33111  33116 33120
## Predicted    93.4  80.5  72.4  64.9 107.3 108.0 108.7 105.0 106.3 110.37 111.4
## cvpred       93.8  80.9  72.9  65.5 107.5 108.2 108.9 105.3 106.5 110.43 111.5
## pm2.5        16.0  11.0   9.0  10.0  23.0  27.0  45.0  38.0  47.0 111.00 107.0
## CV residual -77.8 -69.9 -63.9 -55.5 -84.5 -81.2 -63.9 -67.3 -59.5   0.57  -4.5
##             33121 33122 33124 33126 33127 33133 33135 33137 33140 33141 33143
## Predicted   111.1 111.4 108.1 106.0 105.4   108 109.0 108.7 111.8 112.1 113.5
## cvpred      111.1 111.5 108.2 106.1 105.5   108 109.2 108.9 111.8 112.1 113.5
## pm2.5       100.0  92.0  66.0  63.0  75.0    52  50.0  82.0  65.0  81.0  98.0
## CV residual -11.1 -19.5 -42.2 -43.1 -30.5   -56 -59.2 -26.9 -46.8 -31.1 -15.5
##             33144 33149 33155 33158 33162 33164 33166 33168 33171 33176 33181
## Predicted   113.2 110.4 108.2 112.8   112 113.2 113.2 113.5 113.2 109.5  87.8
## cvpred      113.1 110.5 108.2 112.8   112 113.1 113.1 113.5 113.1 109.6  88.3
## pm2.5        92.0  38.0  44.0  57.0    73  55.0  59.0  73.0  86.0  48.0  13.0
## CV residual -21.1 -72.5 -64.2 -55.8   -39 -58.1 -54.1 -40.5 -27.1 -61.6 -75.3
##             33186 33202 33204 33209 33211 33214 33215 33217 33218 33222 33224
## Predicted    75.7 100.1  98.0  96.6  98.6  99.4 105.9 105.2 106.3 102.0  99.9
## cvpred       76.3 100.6  98.6  97.3  99.1  99.8 106.2 105.5 106.5 102.4 100.2
## pm2.5         8.0  13.0   9.0  17.0  28.0  54.0  59.0  67.0  59.0  38.0  51.0
## CV residual -68.3 -87.6 -89.6 -80.3 -71.1 -45.8 -47.2 -38.5 -47.5 -64.4 -49.2
##             33229 33235  33238 33240 33241 33242 33248 33259 33266 33271 33275
## Predicted     102 100.8 103.84 108.0 108.7 108.0 107.6  97.4   109   108   109
## cvpred        103 101.2 104.05 108.2 108.9 108.2 107.9  97.7   109   108   110
## pm2.5          43  38.0 107.00 139.0 174.0 181.0 142.0 159.0   231   244   247
## CV residual   -60 -63.2   2.95  30.8  65.1  72.8  34.1  61.3   122   136   137
##             33278 33281 33282 33287 33295 33296 33297 33298 33302 33306 33313
## Predicted     108   105   106   111 105.4 102.1  95.6  92.1  79.0  68.7 105.9
## cvpred        108   106   107   112 105.5 102.3  96.1  92.6  79.6  69.3 106.2
## pm2.5         232   227   234   273  68.0  32.0  30.0  30.0  20.0  12.0  40.0
## CV residual   124   121   127   161 -37.5 -70.3 -66.1 -62.6 -59.6 -57.3 -66.2
##             33318 33326 33331 33332 33333 33334 33336 33338  33341  33342 33344
## Predicted   101.3 102.3 105.9 104.5 101.1  98.8 107.0 106.9 106.39 107.31   108
## cvpred      101.7 102.7 106.1 104.8 101.5  99.3 107.2 107.1 106.61 107.56   108
## pm2.5        18.0  11.0  28.0  34.0  46.0  46.0  57.0  70.0 114.00 106.00    97
## CV residual -83.7 -91.7 -78.1 -70.8 -55.5 -53.3 -50.2 -37.1   7.39  -1.56   -11
##             33346 33347 33352 33355 33357 33364 33368 33369 33373 33374 33375
## Predicted   107.1   107  99.7   109 109.4 107.6 107.5 109.0 107.2 104.5 102.6
## cvpred      107.3   107 100.1   109 109.5 107.9 107.7 109.2 107.3 104.7 102.7
## pm2.5        82.0    92  87.0    69  93.0 141.0 184.0 174.0 166.0 151.0 144.0
## CV residual -25.3   -15 -13.1   -40 -16.5  33.1  76.3  64.8  58.7  46.3  41.3
##             33378 33385 33386 33387 33388 33392 33398 33400 33404 33408 33421
## Predicted   111.4   107   107   107 105.7   104  79.6  72.5  98.8  87.1  95.0
## cvpred      111.5   107   107   107 105.9   104  80.4  73.4  99.4  87.8  95.5
## pm2.5       148.0    73    58    51  49.0    16  17.0  20.0  49.0  12.0  17.0
## CV residual  36.5   -34   -49   -56 -56.9   -88 -63.4 -53.4 -50.4 -75.8 -78.5
##             33424 33426 33429 33431 33432 33436 33437 33443 33446  33456 33458
## Predicted    89.7  83.6  76.5  75.0  72.7  69.4  68.7  57.4  50.5 104.34 101.7
## cvpred       90.2  84.2  77.0  75.5  73.2  69.9  69.2  58.1  51.2 104.69 102.1
## pm2.5        22.0  25.0  38.0  41.0  45.0  41.0  40.0  36.0  28.0 110.00  34.0
## CV residual -68.2 -59.2 -39.0 -34.5 -28.2 -28.9 -29.2 -22.1 -23.2   5.31 -68.1
##             33459 33462 33464 33465 33468 33470 33472 33473 33474 33475 33478
## Predicted   100.4  96.3  93.4  93.6  87.0 102.3 100.7  98.4  97.8  96.5 107.3
## cvpred      100.8  96.7  93.9  93.9  87.6 102.7 101.1  98.9  98.3  97.0 107.6
## pm2.5        39.0  36.0  39.0  40.0  47.0  56.0  50.0  47.0  57.0  71.0 150.0
## CV residual -61.8 -60.7 -54.9 -53.9 -40.6 -46.7 -51.1 -51.9 -41.3 -26.0  42.4
##             33479 33480 33481 33487  33488 33489 33496 33498 33499 33501 33503
## Predicted   107.3 107.3   106 106.6 106.26 107.3   106   106   110   109   110
## cvpred      107.6 107.6   107 106.9 106.54 107.5   106   106   110   110   110
## pm2.5       168.0 188.0   215 107.0 108.00 113.0   258   234   274   310   347
## CV residual  60.4  80.4   108   0.1   1.46   5.5   152   128   164   200   237
##             33506 33510 33515 33517 33518 33523 33524 33527 33538 33540 33542
## Predicted     108   104  99.4  95.8  95.1   108   108   110 104.9 100.3  95.0
## cvpred        109   104  99.6  96.1  95.4   108   108   110 105.2 100.7  95.6
## pm2.5         402   273 279.0 284.0 274.0   327   348   385  21.0   9.0  10.0
## CV residual   293   169 179.4 187.9 178.6   219   240   275 -84.2 -91.7 -85.6
##             33547 33549 33552 33553 33556 33561 33567  33569 33570 33579 33582
## Predicted   102.1 103.5 105.2 105.9 104.9 106.3 104.2 101.65 100.9   107 105.2
## cvpred      102.5 103.9 105.6 106.2 105.2 106.5 104.5 102.01 101.3   108 105.5
## pm2.5        38.0  36.0  57.0  64.0 128.0  44.0  74.0 101.00 103.0   224 126.0
## CV residual -64.5 -67.9 -48.6 -42.2  22.8 -62.5 -30.5  -1.01   1.7   116  20.5
##             33585 33590 33594 33600 33603 33606 33607 33608 33609 33611 33612
## Predicted   102.8 105.9 105.3   108   108   107   107 108.2 108.3 108.7 107.6
## cvpred      103.1 106.2 105.6   108   108   107   107 108.4 108.5 108.9 107.9
## pm2.5       118.0 122.0 149.0   280   311   297   233 178.0 167.0 145.0 166.0
## CV residual  14.9  15.8  43.4   172   203   190   126  69.6  58.5  36.1  58.1
##             33613 33614 33618 33619 33622 33623 33628 33629 33630 33631 33632
## Predicted   108.0 109.0   103   103 109.0   109   107   107   106   105   105
## cvpred      108.2 109.2   104   103 109.2   109   107   107   106   105   106
## pm2.5       189.0 190.0   206   177 188.0   209   213   223   231   238   242
## CV residual  80.8  80.8   102    74  78.8   100   106   116   125   133   136
##             33635 33641 33642 33645 33648 33650 33652 33658 33660 33662 33668
## Predicted     111   105   104   101   110   109   108  97.7  89.2  80.0 101.4
## cvpred        111   105   104   102   110   109   108  98.1  89.7  80.6 101.9
## pm2.5         297   292   309   331   316   326   212  13.0  15.0  10.0  13.0
## CV residual   186   187   205   229   206   217   104 -85.1 -74.7 -70.6 -88.9
##             33669 33670 33672 33675 33681 33684 33686 33688 33689 33692 33693
## Predicted   103.9 102.1 102.2 103.8 106.3 101.8 102.1  98.9  97.3 105.9 106.6
## cvpred      104.3 102.6 102.7 104.2 106.5 102.3 102.6  99.4  97.8 106.2 106.9
## pm2.5        13.0  11.0   6.0  19.0  48.0  33.0  38.0  25.0  27.0  62.0  79.0
## CV residual -91.3 -91.6 -96.7 -85.2 -58.5 -69.3 -64.6 -74.4 -70.8 -44.2 -27.9
##              33695 33701 33706 33707 33708 33709 33713 33717 33720 33724 33731
## Predicted   105.93 106.6 106.3 105.5 106.6 106.3 104.8   107   107   106 104.1
## cvpred      106.24 106.9 106.5 105.8 106.9 106.5 105.1   108   107   107 104.3
## pm2.5       115.00 170.0 162.0 163.0 185.0 188.0 173.0   260   295   266 162.0
## CV residual   8.76  63.1  55.5  57.2  78.1  81.5  67.9   152   188   159  57.7
##             33733 33736 33738 33741 33742 33743 33744 33753 33754 33759 33768
## Predicted    94.2  76.8  65.7  57.2  55.4  54.1  52.1 101.8  98.7  91.1 101.8
## cvpred       94.9  77.7  66.8  58.2  56.3  55.0  53.0 102.3  99.3  91.9 102.2
## pm2.5       149.0  18.0  13.0  12.0   8.0   6.0   8.0  27.0  20.0  38.0 118.0
## CV residual  54.1 -59.7 -53.8 -46.2 -48.3 -49.0 -45.0 -75.3 -79.3 -53.9  15.8
##             33769 33774 33781 33785 33787 33788 33789 33790 33791 33796 33797
## Predicted     102 102.4 104.2 103.9 105.9 106.1 106.6 106.3 106.6 104.8 105.9
## cvpred        103 102.8 104.6 104.3 106.2 106.4 106.9 106.5 106.8 105.1 106.2
## pm2.5         164 167.0 128.0 175.0 191.0 178.0 195.0 181.0 169.0 161.0 164.0
## CV residual    61  64.2  23.4  70.7  84.8  71.6  88.1  74.5  62.2  55.9  57.8
##             33798 33800 33801 33803 33806 33816 33819 33820 33821 33823 33826
## Predicted   106.3 105.9 104.3 100.7 102.3  66.4  49.1  45.3  42.0  37.9  29.4
## cvpred      106.5 106.2 104.6 101.1 102.7  67.5  50.5  46.7  43.5  39.3  30.9
## pm2.5       171.0 176.0 179.0 179.0  79.0   6.0   3.0   4.0   3.0   6.0  10.0
## CV residual  64.5  69.8  74.4  77.9 -23.7 -61.5 -47.5 -42.7 -40.5 -33.3 -20.9
##             33827 33828 33831 33833 33835 33839 33843 33846 33848 33849 33854
## Predicted    25.2  21.6 13.28 7.158  89.8  94.7  97.7  97.4  95.3  99.2  94.3
## cvpred       26.7  23.2 14.79 8.675  90.8  95.5  98.4  98.0  95.9  99.8  95.1
## pm2.5        14.0   9.0  5.00 9.000  46.0  56.0  20.0  24.0  17.0  26.0  15.0
## CV residual -12.7 -14.2 -9.79 0.325 -44.8 -39.5 -78.4 -74.0 -78.9 -73.8 -80.1
##             33855 33857 33859 33861  33865  33870 33871 33874 33886 33888 33889
## Predicted    92.7  89.8  87.8   100 101.43  99.82  98.6  95.9  99.6 103.2 102.8
## cvpred       93.5  90.6  88.5   101 101.94 100.33  99.1  96.4 100.2 103.6 103.3
## pm2.5        38.0  42.0  52.0    76 103.00 102.00  89.0  52.0  54.0  82.0  76.0
## CV residual -55.5 -48.6 -36.5   -25   1.06   1.67 -10.1 -44.4 -46.2 -21.6 -27.3
##              33891 33896 33897 33898 33904 33905 33907 33913 33915 33920 33921
## Predicted   102.43 105.2 104.9 105.9   105   106   106   103  99.7  91.2 100.1
## cvpred      102.84 105.6 105.2 106.2   105   106   106   103 100.1  91.8 100.6
## pm2.5       106.00 155.0 163.0 157.0   225   248   296   252 199.0  19.0  14.0
## CV residual   3.16  49.4  57.8  50.8   120   142   190   149  98.9 -72.8 -86.6
##             33923 33924 33926 33927 33928 33930 33931 33932 33933 33937 33938
## Predicted    95.1  91.4  83.9  80.7  76.4 71.93  97.4  96.9   100 102.1   102
## cvpred       95.8  92.2  84.7  81.5  77.3 72.84  98.1  97.5   101 102.6   103
## pm2.5        21.0  14.0  22.0  24.0  27.0 69.00  64.0  65.0    65  81.0    88
## CV residual -74.8 -78.2 -62.7 -57.5 -50.3 -3.84 -34.1 -32.5   -36 -21.6   -15
##              33941 33942 33943 33945 33948 33949 33951 33952 33954 33956 33957
## Predicted   102.48 101.8 101.0   103  97.3  96.6  96.6  94.6 92.07 89.56 101.8
## cvpred      102.95 102.2 101.5   103  97.9  97.2  97.3  95.3 92.77 90.27 102.3
## pm2.5       108.00 115.0 145.0   272  70.0  76.0  69.0 118.0 84.00 93.00  93.0
## CV residual   5.05  12.8  43.5   169 -27.9 -21.2 -28.3  22.7 -8.77  2.73  -9.3
##             33958 33963 33965 33967 33968 33971 33976 33978 33979 33981 33985
## Predicted   101.8   102 101.6  94.3  89.7  75.9  46.8  37.9  33.0  25.0 18.65
## cvpred      102.3   103 102.1  94.9  90.3  76.7  47.9  38.9  34.1  26.1 19.77
## pm2.5       101.0   214 150.0  47.0  43.0  18.0   8.0   6.0   9.0   5.0 11.00
## CV residual  -1.3   111  47.9 -47.9 -47.3 -58.7 -39.9 -32.9 -25.1 -21.1 -8.77
##             33986 33989 33991 33996 33997 34001 34003 34005 34007 34009 34012
## Predicted    98.3 100.6  98.5  83.5    79  63.8  54.3  50.9  48.3  46.8  42.8
## cvpred       99.0 101.1  99.1  84.5    80  64.8  55.5  52.0  49.4  47.8  43.8
## pm2.5        27.0  21.0   8.0   9.0     8   9.0  12.0  10.0   9.0  14.0  12.0
## CV residual -72.0 -80.1 -91.1 -75.5   -72 -55.8 -43.5 -42.0 -40.4 -33.8 -31.8
##             34013 34015 34018 34020  34024 34029 34031 34032 34039 34047 34050
## Predicted    38.2  30.4  20.4 13.22 -0.733  91.9  88.3  86.7  92.0  93.2  94.9
## cvpred       39.3  31.6  21.6 14.51  0.654  92.8  89.2  87.6  92.8  94.0  95.7
## pm2.5        10.0  11.0  11.0  8.00  9.000  14.0  10.0  16.0  15.0  23.0  73.0
## CV residual -29.3 -20.6 -10.6 -6.51  8.346 -78.8 -79.2 -71.6 -77.8 -71.0 -22.7
##             34054 34056 34059 34061 34064 34065 34066 34067 34068 34069 34073
## Predicted   96.61 97.66  98.6  96.3  91.5  88.5  86.9  85.3  96.4  98.0  97.3
## cvpred      97.33 98.35  99.3  96.9  92.2  89.3  87.7  86.0  97.1  98.6  98.0
## pm2.5       94.00 93.00 130.0 134.0  75.0  62.0  69.0  48.0  43.0  32.0  19.0
## CV residual -3.33 -5.35  30.7  37.1 -17.2 -27.3 -18.7 -38.0 -54.1 -66.6 -79.0
##             34077 34080 34090 34091 34092 34110 34119 34120 34126 34133 34137
## Predicted   98.14 101.1 100.9  98.8  98.1  97.3  97.6  97.6   103   101   102
## cvpred      98.77 101.6 101.4  99.4  98.7  97.9  98.2  98.2   104   101   103
## pm2.5       89.00 144.0  86.0  71.0  77.0 128.0  82.0 125.0   347   394   163
## CV residual -9.77  42.4 -15.4 -28.4 -21.7  30.1 -16.2  26.8   243   293    60
##             34139 34140 34142 34147 34153 34154 34159 34161 34163 34164 34167
## Predicted     102 100.2  98.1   101   104   104 101.4  97.5  92.6  91.3  81.6
## cvpred        103 100.7  98.8   101   104   104 101.9  98.0  93.2  91.9  82.4
## pm2.5         143 153.0 122.0   249   229   251  49.0  47.0  46.0  46.0  69.0
## CV residual    40  52.3  23.2   148   125   147 -52.9 -51.0 -47.2 -45.9 -13.4
##             34170 34178 34179 34181 34183 34187 34188 34191 34192 34193 34194
## Predicted    97.0  76.7  72.8  68.8  60.6  44.5  43.7  35.4  31.5  27.3  24.4
## cvpred       97.7  77.5  73.6  69.6  61.6  45.7  44.8  36.6  32.8  28.5  25.7
## pm2.5        78.0  16.0  24.0  11.0  18.0  27.0  13.0  17.0  17.0  14.0  11.0
## CV residual -19.7 -61.5 -49.6 -58.6 -43.6 -18.7 -31.8 -19.6 -15.8 -14.5 -14.7
##             34196 34198 34199 34200  34203 34204 34208 34210 34215 34216 34218
## Predicted    21.2  95.4  95.1  97.5 95.693  96.6  99.0  92.7  84.3  77.6  69.7
## cvpred       22.5  96.2  95.8  98.1 96.396  97.3  99.7  93.6  85.3  78.7  71.0
## pm2.5        11.0  16.0  29.0  59.0 97.000  78.0  25.0  17.0  22.0  24.0  10.0
## CV residual -11.5 -80.2 -66.8 -39.1  0.604 -19.3 -74.7 -76.6 -63.3 -54.7 -61.0
##             34227 34228 34230 34240 34247 34250 34252 34255 34257 34261 34265
## Predicted    39.0  38.7  27.2 -15.7 -37.2 -48.1 -51.0 -58.1 -62.6 -81.4 -91.9
## cvpred       40.3  40.0  28.6 -14.0 -35.4 -46.3 -49.2 -56.2 -60.7 -79.2 -89.8
## pm2.5         6.0   3.0   5.0   9.0   7.0   5.0   4.0  10.0  10.0   9.0  10.0
## CV residual -34.3 -37.0 -23.6  23.0  42.4  51.3  53.2  66.2  70.7  88.2  99.8
##             34270  34273 34276 34278 34281 34284 34285 34286 34288  34294 34295
## Predicted   -93.4 -100.1  94.7  93.4  98.3  92.1  91.5  89.9  91.0 94.102 96.61
## cvpred      -91.6  -98.2  95.5  94.2  99.0  92.9  92.3  90.7  91.9 94.841 97.33
## pm2.5        85.0   46.0  25.0  27.0  37.0  39.0  37.0  33.0  77.0 94.000 90.00
## CV residual 176.6  144.2 -70.5 -67.2 -62.0 -53.9 -55.3 -57.7 -14.9 -0.841 -7.33
##             34302 34303 34304 34305 34306 34308 34310 34311 34313 34315 34322
## Predicted    92.2  89.9  88.7  85.0  95.4  91.3  88.4  93.3  92.5  93.2  96.1
## cvpred       92.9  90.6  89.4  85.7  96.1  92.2  89.3  94.2  93.4  94.0  96.8
## pm2.5        38.0  40.0  31.0  22.0  24.0  20.0  12.0  14.0  20.0  23.0  28.0
## CV residual -54.9 -50.6 -58.4 -63.7 -72.1 -72.2 -77.3 -80.2 -73.4 -71.0 -68.8
##             34323 34328 34332 34333 34334 34335 34339 34341 34344 34346 34358
## Predicted    97.7 96.97  95.6  95.2  93.3  94.0  93.6  92.6  99.7  99.4 96.28
## cvpred       98.4 97.69  96.4  96.0  94.1  94.8  94.3  93.3 100.3 100.0 97.04
## pm2.5        36.0 99.00  69.0  43.0  38.0  44.0  63.0 130.0 134.0 219.0 96.00
## CV residual -62.4  1.31 -27.4 -53.0 -56.1 -50.8 -31.3  36.7  33.7 119.0 -1.04
##             34359 34367 34372 34373 34375 34377 34378 34380 34382 34384 34385
## Predicted   95.92  98.3  93.7 92.41  89.9  98.0  98.8  96.6  94.1  91.8  89.5
## cvpred      96.68  99.0  94.3 93.07  90.6  98.6  99.4  97.3  94.8  92.5  90.3
## pm2.5       88.00 211.0 115.0 87.00  60.0  82.0  73.0  56.0  33.0  28.0  30.0
## CV residual -8.68 112.0  20.7 -6.07 -30.6 -16.6 -26.4 -41.3 -61.8 -64.5 -60.3
##             34386 34392 34393 34394 34396 34398 34401 34402 34403 34407 34412
## Predicted    87.2  98.0  99.0 100.1  99.9 100.7  99.5   100 97.78  93.5  99.0
## cvpred       88.0  98.6  99.6 100.6 100.5 101.3 100.0   101 98.42  94.2  99.7
## pm2.5        33.0 164.0 167.0 180.0 163.0 159.0 113.0   137 92.00  47.0  83.0
## CV residual -55.0  65.4  67.4  79.4  62.5  57.7  13.0    36 -6.42 -47.2 -16.7
##             34413 34417 34419 34423 34424 34426 34428 34429 34432 34438 34439
## Predicted   100.6   100 100.7  97.4  97.4  94.5  93.0  94.0  94.9  94.5  94.5
## cvpred      101.2   101 101.3  98.1  98.1  95.2  93.8  94.8  95.7  95.2  95.2
## pm2.5       130.0    83 162.0  25.0  39.0  27.0  12.0   9.0  11.0  59.0  66.0
## CV residual  28.8   -18  60.7 -73.1 -59.1 -68.2 -81.8 -85.8 -84.7 -36.2 -29.2
##             34440 34443 34445 34446 34448 34449 34450 34451 34459 34460 34461
## Predicted    99.0  98.7  98.3  99.0  99.0  98.7  99.7  98.7   102 102.1 101.4
## cvpred       99.7  99.3  99.0  99.7  99.7  99.3 100.3  99.3   103 102.6 101.9
## pm2.5        77.0 112.0 139.0 155.0 141.0 182.0 138.0 119.0   115 124.0 152.0
## CV residual -22.7  12.7  40.0  55.3  41.3  82.7  37.7  19.7    12  21.4  50.1
##             34462 34464 34468 34472 34479 34481 34482 34484 34486 34495 34498
## Predicted   103.3   102   102 100.7   102   105   104   104   105   106   105
## cvpred      103.8   103   102 101.3   102   105   104   104   106   106   105
## pm2.5       170.0   294   415 197.0   366   421   450   429   460   435   346
## CV residual  66.2   191   313  95.7   264   316   346   325   354   329   241
##             34508 34509 34510 34511 34512 34513 34515 34517 34519 34520 34521
## Predicted    76.8  71.6  67.1  63.5  60.6  57.8  52.6  47.4  39.2  36.3  33.4
## cvpred       77.6  72.5  68.0  64.5  61.6  58.8  53.6  48.4  40.3  37.4  34.6
## pm2.5        17.0  11.0  15.0  12.0  14.0  12.0   8.0   7.0   8.0   8.0  11.0
## CV residual -60.6 -61.5 -53.0 -52.5 -47.6 -46.8 -45.6 -41.4 -32.3 -29.4 -23.6
##             34522 34523 34525 34526  34527 34530 34537 34551 34555 34557 34563
## Predicted    29.8  25.6 17.02 14.49 11.619  3.55  96.3  81.3  58.8  52.1  30.5
## cvpred       31.0  26.8 18.32 15.77 12.915  4.89  97.0  82.3  60.0  53.3  31.7
## pm2.5        12.0  11.0  9.00 17.00 12.000 14.00  63.0  14.0  10.0  11.0   6.0
## CV residual -19.0 -15.8 -9.32  1.23 -0.915  9.11 -34.0 -68.3 -50.0 -42.3 -25.7
##             34565 34566 34568 34569 34572 34577 34587 34589 34591 34595 34597
## Predicted    27.2  93.9  93.1  93.8  84.3  79.2  96.1  94.7  97.0  69.2  62.0
## cvpred       28.5  94.7  93.9  94.5  85.2  80.2  96.9  95.4  97.7  70.5  63.3
## pm2.5         5.0  11.0   8.0  23.0  30.0  29.0  53.0  48.0  39.0  10.0  12.0
## CV residual -23.5 -83.7 -85.9 -71.5 -55.2 -51.2 -43.9 -47.4 -58.7 -60.5 -51.3
##             34598 34600 34603 34604 34606 34612 34614 34619 34625 34627  34629
## Predicted    54.5  46.0  40.7  87.6  89.7  89.8  91.8 92.30 85.59  92.5  90.50
## cvpred       55.9  47.5  42.1  88.8  90.8  90.8  92.7 93.21 86.66  93.4  91.43
## pm2.5         8.0  13.0   9.0  16.0  12.0  45.0  43.0 87.00 79.00 114.0 101.00
## CV residual -47.9 -34.5 -33.1 -72.8 -78.8 -45.8 -49.7 -6.21 -7.66  20.6   9.57
##             34632 34633 34634 34635 34641 34643 34656 34658 34661 34666 34667
## Predicted    91.5  91.5  90.3  89.7  89.6  91.2  92.5  92.8  89.2  91.5  90.4
## cvpred       92.4  92.4  91.1  90.5  90.5  92.2  93.4  93.7  90.2  92.4  91.4
## pm2.5        69.0  71.0 123.0 118.0  53.0  28.0  80.0  39.0  42.0  27.0  24.0
## CV residual -23.4 -21.4  31.9  27.5 -37.5 -64.2 -13.4 -54.7 -48.2 -65.4 -67.4
##             34669 34681 34682 34683 34688 34689 34692 34693 34694 34697 34699
## Predicted    89.4  97.0  95.4  95.2  92.9 90.93 96.25  93.3  93.0  95.2  97.0
## cvpred       90.5  97.7  96.2  96.0  93.6 91.74 96.98  94.2  93.8  96.0  97.7
## pm2.5        44.0 271.0 331.0 291.0  66.0 88.00 89.00 117.0 135.0 174.0 194.0
## CV residual -46.5 173.3 234.8 195.0 -27.6 -3.74 -7.98  22.8  41.2  78.0  96.3
##             34702 34703 34705 34706 34709 34717 34720 34722 34726 34730 34732
## Predicted    98.3  99.0  98.0  96.6  94.6  91.9  89.4  88.8  81.2  73.7  70.8
## cvpred       99.0  99.7  98.6  97.3  95.3  92.8  90.4  89.7  82.2  74.7  71.8
## pm2.5       284.0 281.0 310.0 280.0 198.0  19.0  30.0  28.0  17.0  12.0  11.0
## CV residual 185.0 181.3 211.4 182.7 102.7 -73.8 -60.4 -61.7 -65.2 -62.7 -60.8
##             34735 34736 34742 34746 34748 34749 34754 34756 34758 34759 34760
## Predicted    90.7  92.5  90.4  89.8 89.04  93.5  91.5  92.6  91.9  89.6  89.0
## cvpred       91.6  93.4  91.4  90.7 89.94  94.4  92.4  93.5  92.8  90.5  89.9
## pm2.5        12.0  27.0  20.0  78.0 97.00  97.0  41.0  11.0   9.0   8.0  10.0
## CV residual -79.6 -66.4 -71.4 -12.7  7.06   2.6 -51.4 -82.5 -83.8 -82.5 -79.9
##             34763 34765 34766 34768 34769 34771 34774 34779 34784 34785 34786
## Predicted    89.0  85.5  84.2  80.9  80.9  92.8 94.54  91.4  88.8  88.8  88.9
## cvpred       89.9  86.4  85.2  81.9  81.9  93.7 95.36  92.3  89.7  89.7  89.7
## pm2.5        26.0  31.0  27.0  27.0  33.0  43.0 93.00  40.0  36.0  40.0  24.0
## CV residual -63.9 -55.4 -58.2 -54.9 -48.9 -50.7 -2.36 -52.3 -53.7 -49.7 -65.7
##             34789 34791 34792 34797 34801 34802 34805 34806 34813 34816 34818
## Predicted    91.9  91.8  91.2  95.2  91.2  89.9  85.5  92.6  91.8  91.1  92.4
## cvpred       92.9  92.7  92.2  96.0  92.1  90.8  86.4  93.5  92.7  92.0  93.3
## pm2.5        17.0  15.0  20.0  57.0  37.0  28.0  17.0  21.0  42.0  45.0 121.0
## CV residual -75.9 -77.7 -72.2 -39.0 -55.1 -62.8 -69.4 -72.5 -50.7 -47.0  27.7
##             34826 34833 34836 34837 34838 34839 34842 34848 34851 34858 34860
## Predicted    97.1  90.6  95.9  95.6  93.8  93.5  95.5  97.7  94.7 87.08  92.4
## cvpred       97.9  91.4  96.7  96.3  94.7  94.3  96.3  98.4  95.4 87.83  93.2
## pm2.5       177.0  62.0  80.0 112.0 144.0 139.0 118.0 334.0 337.0 93.00  66.0
## CV residual  79.1 -29.4 -16.7  15.7  49.3  44.7  21.7 235.6 241.6  5.17 -27.2
##             34865 34870 34872 34873 34877 34880 34881 34883 34884 34885 34889
## Predicted    83.5  96.6  96.6  97.0  96.3  97.0  97.3  98.0  99.0  99.4  97.3
## cvpred       84.4  97.3  97.3  97.7  97.0  97.7  98.0  98.6  99.7 100.0  97.9
## pm2.5        33.0 202.0 216.0 247.0 457.0 346.0 332.0 211.0 201.0 235.0 362.0
## CV residual -51.4 104.7 118.7 149.3 360.0 248.3 234.0 112.4 101.3 135.0 264.1
##             34890 34891 34892 34893 34894 34897 34899 34904 34905 34906 34910
## Predicted    99.7  99.4  99.7  99.4   100  99.4  97.2  92.4  91.2  90.9  85.8
## cvpred      100.3 100.0 100.3 100.0   101 100.0  97.9  93.1  91.9  91.6  86.5
## pm2.5       333.0 312.0 309.0 332.0   294 267.0 329.0 247.0 265.0 262.0 286.0
## CV residual 232.7 212.0 208.7 232.0   193 167.0 231.1 153.9 173.1 170.4 199.5
##             34912 34913 34914 34915 34920 34921 34924 34930 34932 34934 34935
## Predicted    79.8  73.8  67.8  64.2  38.6  34.5  22.6  2.94 -4.22 -14.4 -18.2
## cvpred       80.6  74.8  68.9  65.4  39.9  35.7  24.0  4.40 -2.74 -12.7 -16.5
## pm2.5        58.0  43.0  36.0  26.0  20.0  13.0  13.0 17.00 16.00  15.0  14.0
## CV residual -22.6 -31.8 -32.9 -39.4 -19.9 -22.7 -11.0 12.60 18.74  27.7  30.5
##             34938 34943 34945 34946 34949 34956 34960 34968 34976 34978 34980
## Predicted   -29.3 -44.7 -47.6 -50.3 -57.3 -71.7 -80.6  93.2  74.4  68.5  59.3
## cvpred      -27.6 -43.0 -45.9 -48.6 -55.5 -69.9 -78.7  94.0  75.4  69.6  60.4
## pm2.5        11.0  17.0  13.0  23.0  12.0  21.0  15.0  45.0  15.0  21.0  14.0
## CV residual  38.6  60.0  58.9  71.6  67.5  90.9  93.7 -49.0 -60.4 -48.6 -46.4
##             34986 34988 34991 34995 34997 34998 34999 35000 35001 35004 35006
## Predicted    40.3 37.44 32.96  86.5  80.8  79.1  77.5  90.8  91.1  90.4  87.4
## cvpred       41.7 38.81 34.35  87.6  81.8  80.2  78.6  91.8  92.1  91.4  88.5
## pm2.5        20.0 30.00 38.00  74.0  32.0  27.0  24.0  33.0  60.0  67.0  42.0
## CV residual -21.7 -8.81  3.65 -13.6 -49.8 -53.2 -54.6 -58.8 -32.1 -24.4 -46.5
##             35009 35028 35030 35033 35034 35040 35044 35045 35047 35048 35061
## Predicted    81.9  60.7  53.5  42.7  41.1 90.53  95.2  94.5  92.6  89.1  44.5
## cvpred       83.0  61.8  54.6  44.0  42.3 91.48  96.0  95.3  93.5  90.0  45.7
## pm2.5        68.0  34.0  27.0  25.0  25.0 88.00 129.0 109.0  83.0  71.0  18.0
## CV residual -15.0 -27.8 -27.6 -19.0 -17.3 -3.48  33.0  13.7 -10.5 -19.0 -27.7
##             35065 35068 35072 35073 35080 35086 35087 35088 35089 35091 35094
## Predicted    35.7  31.7  87.4  85.8  66.8  96.6  98.3  98.0  97.7  98.2  99.4
## cvpred       36.9  32.9  88.3  86.7  67.7  97.3  99.0  98.6  98.4  98.8 100.0
## pm2.5        24.0  70.0  75.0  58.0  24.0  70.0  81.0 111.0 144.0 174.0 149.0
## CV residual -12.9  37.1 -13.3 -28.7 -43.7 -27.3 -18.0  12.4  45.6  75.2  49.0
##             35095  35097 35098 35104 35105 35107 35110 35122 35123 35124 35127
## Predicted   100.7  99.52 100.2  97.9  97.8  98.4   101  93.5  90.2  89.0  93.9
## cvpred      101.2 100.09 100.7  98.5  98.4  99.0   102  94.2  91.0  89.8  94.7
## pm2.5       166.0 107.00 114.0 128.0 146.0 173.0   232  36.0  36.0  23.0  26.0
## CV residual  64.8   6.91  13.3  29.5  47.6  74.0   130 -58.2 -55.0 -66.8 -68.7
##             35134 35135 35141  35146 35150 35151 35154 35159 35160 35163 35166
## Predicted    96.9  98.7 100.6 102.48 101.8 101.4   101   101   100  97.2  90.9
## cvpred       97.6  99.3 101.2 102.95 102.3 101.9   101   101   101  97.7  91.6
## pm2.5        68.0  60.0  77.0 101.00 178.0 176.0   224   203   221 175.0 155.0
## CV residual -29.6 -39.3 -24.2  -1.95  75.7  74.1   123   102   120  77.3  63.4
##             35169 35170 35175 35177 35178 35181 35185 35188 35189 35190 35191
## Predicted    87.5  85.5  92.9  95.4  94.7  98.0 101.8 102.3 103.2 103.2 102.8
## cvpred       88.1  86.1  93.6  96.1  95.4  98.7 102.3 102.7 103.6 103.6 103.3
## pm2.5       109.0 140.0  32.0  29.0  37.0  53.0 128.0 157.0 144.0 138.0 128.0
## CV residual  20.9  53.9 -61.6 -67.1 -58.4 -45.7  25.7  54.3  40.4  34.4  24.7
##             35199 35206 35208 35209 35211 35215  35221 35222 35228 35234 35237
## Predicted    93.1 102.1   102   102   102  97.9  93.74  92.1  92.4    80  75.8
## cvpred       93.6 102.6   103   103   102  98.4  94.48  92.9  93.2    81  76.8
## pm2.5       145.0 177.0   201   217   204 203.0 102.00  77.0  35.0    12  15.0
## CV residual  51.4  74.4    98   114   102 104.6   7.52 -15.9 -58.2   -69 -61.8
##             35239 35242 35246 35247 35249 35254 35259 35263 35265 35266 35270
## Predicted    91.8  91.2  81.9  81.0  76.3  66.4  89.7  82.2  80.9  78.6  65.6
## cvpred       92.7  92.2  83.1  82.1  77.4  67.6  90.7  83.3  82.0  79.8  67.0
## pm2.5        15.0  18.0  23.0  16.0  18.0  21.0  30.0  11.0  20.0  22.0  14.0
## CV residual -77.7 -74.2 -60.1 -66.1 -59.4 -46.6 -60.7 -72.3 -62.0 -57.8 -53.0
##             35274 35275 35277 35284 35285 35286 35287 35290 35295   35299 35301
## Predicted    87.1  87.2  86.6  90.4 89.66 88.25  87.7  91.8  86.2 85.8306  92.8
## cvpred       88.2  88.3  87.6  91.4 90.64 89.27  88.7  92.7  87.4 86.9492  93.7
## pm2.5        44.0  53.0  56.0 104.0 88.00 85.00  66.0  61.0  63.0 87.0000 126.0
## CV residual -44.2 -35.3 -31.6  12.6 -2.64 -4.27 -22.7 -31.7 -24.4  0.0508  32.3
##             35302 35303 35305 35307 35308 35311 35316 35319 35320 35323 35326
## Predicted    89.7  93.2  93.5  93.2  92.8  92.8 91.07  89.0  87.6    88  92.8
## cvpred       90.8  94.0  94.4  94.0  93.7  93.7 92.02  90.1  88.8    89  93.7
## pm2.5       126.0 106.0 118.0 199.0 262.0 177.0 85.00  81.0 111.0   189 218.0
## CV residual  35.2  12.0  23.6 105.0 168.3  83.3 -7.02  -9.1  22.2   100 124.3
##              35328 35335 35338 35341 35343 35344 35345 35351 35358 35364 35365
## Predicted   93.522  74.5  91.1  88.7  85.1  83.5  81.6  91.2    91  93.9  92.8
## cvpred      94.405  75.6  92.1  89.8  86.3  84.7  82.7  92.2    92  94.7  93.7
## pm2.5       95.000  12.0  33.0  10.0  12.0  12.0   8.0  62.0   105 118.0 106.0
## CV residual  0.595 -63.6 -59.1 -79.8 -74.3 -72.7 -74.7 -30.2    13  23.3  12.3
##             35366 35367 35368 35369 35372 35373 35375 35376 35381 35385 35386
## Predicted   89.69 90.03  90.4  90.8  93.2  95.2  94.9  93.2  86.2  93.9  95.2
## cvpred      90.71 91.01  91.4  91.8  94.0  96.0  95.7  94.0  87.2  94.7  96.0
## pm2.5       96.00 82.00  63.0  79.0 115.0 131.0 287.0 299.0  49.0 170.0 180.0
## CV residual  5.29 -9.01 -28.4 -12.8  21.0  35.0 191.3 205.0 -38.2  75.3  84.0
##             35392 35393 35396 35398 35400 35404 35405 35408 35412 35413 35416
## Predicted    91.1  92.6  90.2 95.56  95.5  93.5  92.7 93.31  89.0  92.5  89.7
## cvpred       92.1  93.5  91.1 96.32  96.3  94.3  93.6 94.17  89.9  93.4  90.6
## pm2.5       111.0 133.0 103.0 93.00 122.0 213.0 196.0 90.00  52.0  55.0  48.0
## CV residual  18.9  39.5  11.9 -3.32  25.7 118.7 102.4 -4.17 -37.9 -38.4 -42.6
##             35417 35422 35425 35426 35427 35430 35431 35432 35437 35439 35441
## Predicted    88.6  98.7  99.4   100   100   101   102   101  97.1  98.7  95.2
## cvpred       89.6  99.3 100.0   101   101   102   102   102  97.7  99.3  95.9
## pm2.5        60.0 513.0 569.0   659   648   623   618   532 457.0 161.0 298.0
## CV residual -29.6 413.7 469.0   558   547   521   516   430 359.3  61.7 202.1
##             35446 35462 35467 35469 35471 35472 35473 35475 35476 35477 35482
## Predicted     103  99.0  79.7  77.1  76.7  71.2    70  67.1  67.8  65.9  94.1
## cvpred        104  99.7  80.7  78.2  77.6  72.3    71  68.1  68.8  66.8  94.9
## pm2.5         422  77.0 195.0 293.0 381.0 296.0    38  22.0  20.0  14.0  42.0
## CV residual   318 -22.7 114.3 214.8 303.4 223.7   -33 -46.1 -48.8 -52.8 -52.9
##             35490 35491 35494 35495 35499 35502 35505 35512 35518 35521 35523
## Predicted    88.1 86.71  95.0  95.7  92.9 101.4 101.4  98.8  80.5  73.8  64.5
## cvpred       89.0 87.63  95.7  96.3  93.4 101.9 101.9  99.4  81.5  74.8  65.6
## pm2.5        87.0 95.00 145.0 184.0 133.0 114.0 143.0 195.0  22.0  16.0   7.0
## CV residual  -2.0  7.37  49.3  87.7  39.6  12.1  41.1  95.6 -59.5 -58.8 -58.6
##             35526 35527 35532   35534 35535 35538 35540 35543 35547 35548 35553
## Predicted    48.8  46.4  21.8 12.4740  7.28 -5.98 -12.5 -18.1 -31.1 -32.7  91.2
## cvpred       49.9  47.6  23.2 13.9069  8.74 -4.46 -10.9 -16.6 -29.5 -31.1  92.2
## pm2.5         8.0   7.0   7.0 14.0000 13.00 14.00   8.0   9.0  15.0  13.0  22.0
## CV residual -41.9 -40.6 -16.2  0.0931  4.26 18.46  18.9  25.6  44.5  44.1 -70.2
##             35555 35556 35559 35564 35567 35571  35579 35582 35583 35584 35587
## Predicted    91.2  88.6  88.5  83.4  94.2  94.2  93.31  92.5  92.1  91.1  92.5
## cvpred       92.2  89.6  89.6  84.5  95.1  95.1  94.17  93.4  93.1  92.1  93.4
## pm2.5        24.0  24.0  42.0  67.0 112.0 164.0 101.00 119.0 115.0 125.0 184.0
## CV residual -68.2 -65.6 -47.6 -17.5  16.9  68.9   6.83  25.6  21.9  32.9  90.6
##             35590 35597 35598 35600 35604 35610 35613 35614 35621 35622 35623
## Predicted    94.5  96.3  95.8  94.9  95.2  97.0  99.0  98.0  93.5  91.9  89.9
## cvpred       95.3  97.0  96.6  95.7  96.0  97.7  99.7  98.6  94.2  92.6  90.6
## pm2.5       237.0 350.0 321.0 239.0 311.0 282.0 301.0 325.0 270.0 252.0 234.0
## CV residual 141.7 253.0 224.4 143.3 215.0 184.3 201.3 226.4 175.8 159.4 143.4
##             35628 35630 35631 35632 35634 35637 35640 35642 35644 35646 35648
## Predicted    93.3  89.7  90.5  88.2  83.3  78.8  90.9  93.2  94.5  95.2  88.6
## cvpred       94.1  90.5  91.5  89.2  84.3  79.9  91.8  94.0  95.4  96.0  89.5
## pm2.5       210.0 142.0 122.0  59.0  40.0  32.0  43.0  55.0  60.0  42.0  32.0
## CV residual 115.9  51.5  30.5 -30.2 -44.3 -47.9 -48.8 -39.0 -35.4 -54.0 -57.5
##             35649 35651 35659 35661 35664 35667 35672 35674 35678 35679 35682
## Predicted    88.0  91.6  90.8  90.2  98.0   100  94.6  93.8  86.3  84.7 80.09
## cvpred       88.9  92.5  91.8  91.2  98.6   101  95.3  94.5  87.1  85.4 80.87
## pm2.5        14.0  18.0  14.0  45.0  59.0    30  26.0  29.0  38.0  49.0 74.00
## CV residual -74.9 -74.5 -77.8 -46.2 -39.6   -71 -69.3 -65.5 -49.1 -36.4 -6.87
##             35683  35685 35686 35687 35693 35696 35697 35702 35714 35716 35717
## Predicted    97.7  96.19  96.9  97.0  99.4  96.7  96.0  88.3  91.2  88.4  87.1
## cvpred       98.4  96.87  97.5  97.5 100.0  97.3  96.6  89.0  92.2  89.3  88.1
## pm2.5        80.0 106.00 113.0 139.0 111.0 119.0 125.0 149.0   9.0  13.0  13.0
## CV residual -18.4   9.13  15.5  41.5  11.0  21.7  28.4  60.0 -83.2 -76.3 -75.1
##             35718 35721 35724 35729 35730 35731 35739 35742 35750 35752 35755
## Predicted    91.5  92.1  94.0  86.5 84.22 82.27 100.7  99.7 100.1 100.1   101
## cvpred       92.4  93.1  94.8  87.2 84.98 83.07 101.3 100.3 100.6 100.6   102
## pm2.5        14.0  18.0  15.0  64.0 81.00 75.00  74.0  81.0 163.0 190.0   217
## CV residual -78.4 -75.1 -79.8 -23.2 -3.98 -8.07 -27.3 -19.3  62.4  89.4   115
##             35757 35760 35761 35766 35771 35775 35777 35787 35788 35790 35792
## Predicted     100   101  99.4  93.7  88.8  87.1  84.8  84.2  83.5   100 100.0
## cvpred        101   102 100.0  94.5  89.9  88.2  85.9  84.8  84.1   101 100.6
## pm2.5         226   213 229.0  20.0  26.0  12.0  17.0 344.0 281.0   150 133.0
## CV residual   125   111 129.0 -74.5 -63.9 -76.2 -68.9 259.2 196.9    49  32.4
##             35795 35796 35799 35805 35807 35808 35811 35814 35822 35824 35827
## Predicted    96.8  95.2   102 102.1   102 101.9 102.1 101.7 104.2 104.2   102
## cvpred       97.3  95.7   103 102.5   102 102.3 102.6 102.1 104.6 104.5   102
## pm2.5       103.0  81.0   117 148.0   167 180.0 172.0 179.0 124.0 143.0   120
## CV residual   5.7 -14.7    14  45.5    65  77.7  69.4  76.9  19.4  38.5    18
##             35828 35830 35831 35840 35842 35854 35860 35863 35865 35869 35872
## Predicted   100.4  97.9  96.2 102.0  95.5  77.6  87.3  73.7  68.6  53.7  41.6
## cvpred      100.7  98.2  96.6 102.4  95.9  79.0  88.5  75.1  70.0  55.2  43.3
## pm2.5       135.0 132.0 141.0 162.0 141.0   7.0   9.0   7.0   6.0   6.0   4.0
## CV residual  34.3  33.8  44.4  59.6  45.1 -72.0 -79.5 -68.1 -64.0 -49.2 -39.3
##             35874 35878 35881 35883 35885 35889 35891 35893 35895 35898 35901
## Predicted    35.4  82.6  82.2  77.0  72.7  64.1  59.3  55.0  48.7  81.7  87.7
## cvpred       37.1  83.9  83.5  78.4  74.1  65.5  60.7  56.5  50.3  83.1  88.8
## pm2.5         6.0  11.0   3.0   6.0   6.0  10.0  12.0  11.0   6.0  18.0  71.0
## CV residual -31.1 -72.9 -80.5 -72.4 -68.1 -55.5 -48.7 -45.5 -44.3 -65.1 -17.8
##             35902 35903 35904 35905 35906 35912 35913 35915 35917 35918  35919
## Predicted   86.93  86.2  90.1  91.1 88.31  91.5  91.1  92.5  92.5 94.16 95.714
## cvpred      88.07  87.4  91.1  92.1 89.39  92.4  92.1  93.4  93.3 94.96 96.444
## pm2.5       91.00 109.0 126.0 104.0 80.00 148.0 114.0 117.0 116.0 96.00 96.000
## CV residual  2.93  21.6  34.9  11.9 -9.39  55.6  21.9  23.6  22.7  1.04 -0.444
##             35921 35932 35934 35935 35936 35937 35938 35944 35945  35947 35950
## Predicted   93.74  97.7  96.9  97.8  97.5  98.3  98.7  94.5  95.9  95.59  97.6
## cvpred      94.48  98.4  97.6  98.5  98.2  99.0  99.3  95.3  96.7  96.38  98.3
## pm2.5       99.00 203.0 187.0 168.0 158.0 155.0 154.0 125.0 121.0 102.00 155.0
## CV residual  4.52 104.6  89.4  69.5  59.8  56.0  54.7  29.7  24.3   5.62  56.7
##             35951 35954 35961 35962 35963 35965 35972 35975 35978 35980 35981
## Predicted    99.7  97.1  89.2  88.5  87.8 86.37  80.3  78.3  75.0  74.0 101.8
## cvpred      100.2  97.7  89.8  89.1  88.4 86.95  80.9  78.9  75.7  74.6 102.3
## pm2.5       131.0  86.0 105.0 105.0 112.0 94.00 107.0 108.0  95.0  88.0 115.0
## CV residual  30.8 -11.7  15.2  15.9  23.6  7.05  26.1  29.1  19.3  13.4  12.7
##             35987 35989 35991 35995 36001 36007 36009 36011 36019 36021 36022
## Predicted   102.1  95.1  95.4  86.8  70.3  58.8  55.9  51.7  89.6  86.7  85.5
## cvpred      102.6  95.9  96.1  87.7  71.3  60.0  57.1  52.8  90.6  87.7  86.4
## pm2.5        79.0  20.0  10.0  10.0   9.0  10.0  12.0  12.0  11.0  15.0  26.0
## CV residual -23.6 -75.9 -86.1 -77.7 -62.3 -50.0 -45.1 -40.8 -79.6 -72.7 -60.4
##             36023 36030 36033 36034 36038 36039 36041 36045 36046 36047 36049
## Predicted    84.7  74.2  92.6  91.2  91.1  91.1  89.1  86.0  95.6  95.2  95.6
## cvpred       85.7  75.3  93.5  92.1  92.1  92.0  90.1  86.9  96.4  96.0  96.4
## pm2.5        24.0   9.0  13.0  13.0  20.0  20.0  24.0  47.0  53.0  64.0  66.0
## CV residual -61.7 -66.3 -80.5 -79.1 -72.1 -72.0 -66.1 -39.9 -43.4 -32.0 -30.4
##             36055  36056 36059 36060  36062 36063 36064 36072 36074 36077 36078
## Predicted    93.8  92.42  92.3  95.6  95.23  94.0  93.6  97.7  96.6  93.6  92.3
## cvpred       94.6  93.28  93.1  96.4  96.02  94.8  94.5  98.4  97.3  94.3  93.1
## pm2.5       112.0 100.00  64.0  73.0 103.00 126.0 146.0 177.0 268.0 181.0 146.0
## CV residual  17.4   6.72 -29.1 -23.4   6.98  31.2  51.5  78.6 170.7  86.7  52.9
##             36079 36081 36085 36086 36087 36088 36090 36093 36094 36100 36103
## Predicted    89.7  87.5  86.6  91.1  91.1  92.5 91.37  90.5  91.4  85.0  80.4
## cvpred       90.5  88.2  87.7  92.1  92.0  93.4 92.26  91.3  92.1  85.7  81.2
## pm2.5       141.0 124.0  36.0  39.0  55.0 114.0 95.00 229.0 175.0 193.0 176.0
## CV residual  50.5  35.8 -51.7 -53.1 -37.0  20.6  2.74 137.7  82.9 107.3  94.8
##             36104 36105 36107 36109 36112 36118 36123 36126 36130 36133 36135
## Predicted    79.2  77.2  76.3  72.7  71.4  98.6  99.0  99.0   101   100  99.3
## cvpred       79.9  78.0  77.0  73.5  72.1  99.3  99.7  99.7   102   101  99.9
## pm2.5       181.0 185.0 205.0 214.0 208.0 250.0 261.0 259.0   206   218 264.0
## CV residual 101.1 107.0 128.0 140.5 135.9 150.7 161.3 159.3   104   117 164.1
##             36140 36148 36151 36153 36155 36157 36159 36160 36161 36162 36169
## Predicted     100  99.3  97.9   100   102   100  98.6  97.9   101   101   101
## cvpred        101  99.9  98.4   101   103   101  99.1  98.4   102   101   101
## pm2.5         327 466.0 322.0   319   277   279 348.0 418.0   423   366   382
## CV residual   226 366.1 223.6   218   174   178 248.9 319.6   321   265   281
##             36170 36171 36176 36177 36178 36180 36181 36182 36183 36185 36186
## Predicted    98.8  98.1  90.2  89.7  91.0  98.7  96.3  95.6  95.2  95.7  95.6
## cvpred       99.3  98.6  90.9  90.3  91.5  99.3  97.0  96.3  96.0  96.3  96.3
## pm2.5       393.0 388.0 328.0 323.0 297.0 267.0 259.0 177.0 161.0 185.0 211.0
## CV residual 293.7 289.4 237.1 232.7 205.5 167.7 162.0  80.7  65.0  88.7 114.7
##             36190 36194 36196 36198 36202 36204 36211 36217 36218 36219 36222
## Predicted    93.9  99.5  99.1  99.7  99.7  92.4  84.0  78.7  79.0  78.3  96.6
## cvpred       94.4 100.1  99.7 100.3 100.3  93.2  84.9  79.4  79.7  79.0  97.3
## pm2.5       238.0 142.0 117.0  52.0  70.0  78.0  71.0  45.0  28.0  27.0  65.0
## CV residual 143.6  41.9  17.3 -48.3 -30.3 -15.2 -13.9 -34.4 -51.7 -52.0 -32.3
##             36223 36226 36228 36229 36232 36236 36238 36241 36242 36244  36250
## Predicted    95.9  93.5  91.7 89.74  84.9  99.0 98.68  98.7  98.0  98.7  99.49
## cvpred       96.6  94.2  92.3 90.44  85.6  99.7 99.31  99.3  98.6  99.3 100.03
## pm2.5        60.0  71.0  76.0 82.00  63.0  80.0 93.00 118.0 116.0 119.0 103.00
## CV residual -36.6 -23.2 -16.3 -8.44 -22.6 -19.7 -6.31  18.7  17.4  19.7   2.97
##             36251 36256 36258 36259 36260 36265 36268 36269 36270 36277 36280
## Predicted   94.79  93.9  91.7  91.7  91.4  90.1  88.0  88.3   102  97.8  94.8
## cvpred      95.49  94.7  92.6  92.5  92.2  90.7  88.6  88.9   103  98.4  95.3
## pm2.5       89.00  18.0  16.0  15.0  34.0 152.0 160.0 173.0   174 221.0 273.0
## CV residual -6.49 -76.7 -76.6 -77.5 -58.2  61.3  71.4  84.1    71 122.6 177.7
##             36281 36286 36287 36292 36293 36296 36299 36300 36305 36313 36314
## Predicted    93.5   102   103   101   101   102   101   100   101   103   102
## cvpred       94.0   103   103   102   102   103   101   101   102   104   102
## pm2.5       327.0   394   448   357   367   328   268   247   326   384   383
## CV residual 233.0   291   345   255   265   225   167   146   224   280   281
##             36315 36319 36320 36323 36328 36330 36333 36334 36337 36341 36342
## Predicted     101  98.4  97.1  95.1   102   104   103   103  99.2  94.9   102
## cvpred        102  98.9  97.6  95.6   103   104   104   104  99.6  95.5   103
## pm2.5         399 296.0 333.0 305.0   360   339   352   355 287.0 245.0   228
## CV residual   297 197.1 235.4 209.4   257   235   248   251 187.4 149.5   125
##             36346 36347 36351 36353 36355 36364 36378 36379 36383 36387 36396
## Predicted     101   102   101   101   103   103   101   101   103   103   104
## cvpred        102   103   102   101   103   104   102   101   104   104   104
## pm2.5         246   252   283   336   348   339   391   425   353   453   374
## CV residual   144   149   181   235   245   235   289   324   249   349   270
##             36397 36399 36400 36401 36404 36408 36409 36410 36413 36417 36420
## Predicted     103   103   103   104   103   104   103   104   102   104   107
## cvpred        104   103   103   104   104   104   104   104   103   105   107
## pm2.5         397   389   410   436   501   577   541   532   483   519   557
## CV residual   293   286   307   332   397   473   437   428   380   414   450
##             36425 36427  36428 36429 36430 36436 36440 36443 36449 36451 36455
## Predicted     106 104.1 102.08 100.5 107.1  81.8  68.6  62.1  93.2  93.2  98.0
## cvpred        107 104.3 102.33 100.7 107.3  82.6  69.6  63.1  94.0  94.0  98.7
## pm2.5         525 188.0 111.00  82.0  58.0  17.0  11.0  13.0  17.0  17.0  42.0
## CV residual   418  83.7   8.67 -18.7 -49.3 -65.6 -58.6 -50.1 -77.0 -77.0 -56.7
##             36460 36461 36462 36464 36466 36471 36475 36480 36486 36490 36499
## Predicted   100.3  99.6   102 100.4   102  95.9  98.6 101.4 100.9  92.7  89.5
## cvpred      100.8 100.0   103 100.9   103  96.5  99.3 101.9 101.3  93.3  90.5
## pm2.5       114.0  61.0    48  54.0    63 108.0 118.0 172.0 181.0  45.0  29.0
## CV residual  13.2 -39.0   -55 -46.9   -40  11.5  18.7  70.1  79.7 -48.3 -61.5
##             36501 36502 36506 36508 36510 36511 36516 36517 36522 36528 36533
## Predicted    88.4  88.1  90.7 102.1   102 102.1 100.1 100.1  93.0  99.9   102
## cvpred       89.3  89.0  91.2 102.6   103 102.6 100.6 100.6  93.7 100.3   103
## pm2.5        48.0  74.0 133.0 124.0   143 139.0 157.0 174.0 144.0 257.0   182
## CV residual -41.3 -15.0  41.8  21.4    40  36.4  56.4  73.4  50.3 156.7    79
##             36535 36536 36539 36542 36543 36546 36547 36549 36550 36553 36556
## Predicted     102   103   104   101   101  99.5  98.9  97.1  95.8  90.0  88.2
## cvpred        102   103   105   102   102 100.0  99.4  97.6  96.4  90.6  88.7
## pm2.5         209   225   269   295   322 240.0 230.0 242.0 241.0 266.0 226.0
## CV residual   107   122   164   193   220 140.0 130.6 144.4 144.6 175.4 137.3
##             36558 36561 36563 36567 36569 36572 36577 36578 36579 36581 36584
## Predicted   102.1  94.8  81.3  69.3  60.8  54.0  47.5  46.6  46.1  94.9  95.4
## cvpred      102.6  95.5  82.4  70.5  62.1  55.3  48.7  47.8  47.2  95.7  96.2
## pm2.5        75.0   7.0  14.0  13.0   7.0  12.0  14.0  10.0   9.0  14.0  30.0
## CV residual -27.6 -88.5 -68.4 -57.5 -55.1 -43.3 -34.7 -37.8 -38.2 -81.7 -66.2
##             36591 36592 36595 36596 36599 36600 36601 36607 36610 36614 36615
## Predicted    83.3  80.9  74.3  72.6  85.1  83.2  80.2  89.7  87.1  85.0  85.4
## cvpred       84.3  82.0  75.3  73.7  86.3  84.3  81.4  90.8  88.3  86.3  86.6
## pm2.5        25.0  27.0  39.0  49.0  16.0  12.0  12.0  12.0  23.0  15.0  12.0
## CV residual -59.3 -55.0 -36.3 -24.7 -70.3 -72.3 -69.4 -78.8 -65.3 -71.3 -74.6
##             36617 36620  36628 36629 36630  36631 36635 36637 36649 36652 36653
## Predicted    79.1  86.4  99.36 98.65  98.3 100.59  88.9  85.5  93.8  95.1  96.4
## cvpred       80.4  87.5  99.96 99.25  98.9 101.16  89.9  86.6  94.6  95.7  97.0
## pm2.5        12.0  27.0  91.00 99.00  97.0 100.00  64.0  26.0 111.0 110.0 143.0
## CV residual -68.4 -60.5  -8.96 -0.25  -1.9  -1.16 -25.9 -60.6  16.4  14.3  46.0
##             36659 36663 36665 36674 36675 36679 36683 36685 36688 36696 36698
## Predicted   103.9 100.7  97.5   100   100  99.1  98.7  99.2  94.9 87.24  84.6
## cvpred      104.3 101.3  98.1   101   101  99.7  99.3  99.7  95.6 87.79  85.2
## pm2.5       188.0 201.0 201.0   131   154 143.0 119.0 145.0 147.0 78.00  40.0
## CV residual  83.7  99.7 102.9    30    53  43.3  19.7  45.3  51.4 -9.79 -45.2
##             36699 36703 36705 36709 36714 36715 36717 36718 36719 36721 36723
## Predicted    83.0 101.1 101.8 101.8  99.0  98.4 102.7 103.2 102.1   103   102
## cvpred       83.6 101.6 102.3 102.3  99.5  98.9 103.1 103.6 102.6   103   103
## pm2.5        36.0  78.0  76.0  96.0 122.0 135.0 159.0 183.0 187.0   224   260
## CV residual -47.6 -23.6 -26.3  -6.3  22.5  36.1  55.9  79.4  84.4   121   157
##             36726 36727 36730 36733 36736 36738 36742 36747 36753 36758 36760
## Predicted     103   104   100   103   102   102  88.8  95.5  82.8  87.2  87.6
## cvpred        103   104   101   104   103   103  89.5  96.1  83.7  88.3  88.7
## pm2.5         260   259   245   272   225   209  18.0  14.0  11.0  10.0  13.0
## CV residual   157   155   144   168   122   106 -71.5 -82.1 -72.7 -78.3 -75.7
##             36764 36767 36768 36769 36774 36776 36777 36778 36789 36790 36792
## Predicted    90.0  92.5  90.4  89.1  95.9  96.3  93.2  89.7  80.1  94.2  83.9
## cvpred       91.1  93.4  91.4  90.1  96.7  97.0  94.0  90.7  81.0  95.1  85.0
## pm2.5        20.0  52.0  66.0  36.0  15.0  21.0  32.0  21.0  40.0  39.0  37.0
## CV residual -71.1 -41.4 -25.4 -54.1 -81.7 -76.0 -62.0 -69.7 -41.0 -56.1 -48.0
##             36794 36797 36800 36801 36804 36810 36812 36814 36815 36816 36820
## Predicted    78.4  71.6  67.4  66.2  61.9  84.9  82.4  79.5  80.2  79.2  98.3
## cvpred       79.6  72.7  68.5  67.3  63.1  85.9  83.3  80.4  81.0  80.0  99.0
## pm2.5        19.0  11.0  12.0  15.0   7.0  20.0  32.0  52.0  63.0  66.0  78.0
## CV residual -60.6 -61.7 -56.5 -52.3 -56.1 -65.9 -51.3 -28.4 -18.0 -14.0 -21.0
##             36821 36822 36825 36830 36833 36839 36846 36858 36859 36869 36870
## Predicted    98.0   100  99.9  98.0  94.8  93.3  99.3  93.0  92.1 103.5 103.9
## cvpred       98.6   101 100.5  98.6  95.5  93.9  99.9  93.6  92.7 103.9 104.3
## pm2.5        85.0    82 116.0 110.0 136.0 189.0 141.0 121.0 137.0 144.0 150.0
## CV residual -13.6   -19  15.5  11.4  40.5  95.1  41.1  27.4  44.3  40.1  45.7
##             36877 36880 36884 36889 36896 36899 36900 36902 36903 36904 36911
## Predicted    88.5  78.4  61.8  49.8  97.6  97.4  97.9  94.6  93.0  89.4  72.0
## cvpred       89.1  79.1  62.6  50.6  98.2  98.1  98.4  95.2  93.5  90.0  72.8
## pm2.5        36.0  30.0  24.0  23.0  14.0  16.0  27.0  67.0  76.0  79.0  47.0
## CV residual -53.1 -49.1 -38.6 -27.6 -84.2 -82.1 -71.4 -28.2 -17.5 -11.0 -25.8
##             36914  36923 36925 36937 36938 36944 36945 36947 36956 36961 36962
## Predicted    70.7 100.72  98.3  82.4  81.1  70.6  67.6  62.4  94.9  94.3  92.4
## cvpred       71.4 101.23  98.8  83.2  82.0  71.5  68.6  63.4  95.7  95.1  93.2
## pm2.5        29.0  96.00  79.0  10.0   7.0  11.0   9.0  13.0  12.0   6.0   5.0
## CV residual -42.4  -5.23 -19.8 -73.2 -75.0 -60.5 -59.6 -50.4 -83.7 -89.1 -88.2
##             36963 36965 36967 36968 36969 36971 36973 36975 36976 36979 36981
## Predicted    89.7  88.8  98.0  99.0  98.0  95.2  92.7  93.9  93.0  88.4  86.9
## cvpred       90.5  89.5  98.6  99.7  98.7  96.0  93.6  94.7  93.8  89.2  87.7
## pm2.5         7.0  13.0  16.0  26.0  18.0  21.0  20.0  18.0  19.0  36.0  49.0
## CV residual -83.5 -76.5 -82.6 -73.7 -80.7 -75.0 -73.6 -76.7 -74.8 -53.2 -38.7
##             36983 36985 36986  36989 36993 36998 36999 37003 37005  37009
## Predicted    84.2  81.5  99.7 100.84  94.6  90.5  89.5  81.6  95.7 100.05
## cvpred       84.9  82.2 100.3 101.29  95.2  91.5  90.5  82.6  96.4 100.62
## pm2.5        55.0  71.0  76.0  93.00 109.0  21.0  17.0  11.0  31.0  98.00
## CV residual -29.9 -11.2 -24.3  -8.29  13.8 -70.5 -73.5 -71.6 -65.4  -2.62
##              37010 37011 37014 37016 37020 37028 37031 37039 37041 37045 37050
## Predicted    99.73 101.4 103.5 103.5 102.8  92.3  88.9   107   107   105   104
## cvpred      100.32 101.9 103.9 103.9 103.3  92.7  89.3   108   108   105   104
## pm2.5        96.00 119.0 147.0 150.0 166.0 155.0 214.0   270   260   270   167
## CV residual  -4.32  17.1  43.1  46.1  62.7  62.3 124.7   162   152   165    63
##             37052 37055 37057 37062 37064 37066 37067 37070 37072 37073 37074
## Predicted   101.8   101   108   106   104   100   106   107 106.4 104.1 103.2
## cvpred      102.1   101   108   106   104   101   106   107 106.7 104.4 103.5
## pm2.5       184.0   252   290   279   228   233   239   223 206.0 189.0 188.0
## CV residual  81.9   151   182   173   124   132   133   116  99.3  84.6  84.5
##             37075 37076 37082 37086 37095 37096 37098 37102 37105 37107 37113
## Predicted   102.6 103.0 109.4   109   110   110   107   112   111   111   112
## cvpred      102.9 103.2 109.5   109   110   110   107   112   111   112   112
## pm2.5       163.0 165.0 201.0   275   327   286   269   387   465   435   340
## CV residual  60.1  61.8  91.5   166   217   176   162   275   354   323   228
##             37123   37125 37126 37129 37135 37138 37139 37141 37142 37145 37150
## Predicted   106.4 105.816 105.1 108.0 110.4 110.9 109.6 109.5 107.2 107.2 102.5
## cvpred      106.7 106.016 105.3 108.2 110.4 110.9 109.6 109.6 107.3 107.3 102.6
## pm2.5        95.0 107.000 111.0 145.0 194.0 194.0 165.0 100.0  83.0  60.0 183.0
## CV residual -11.7   0.984   5.7  36.8  83.6  83.1  55.4  -9.6 -24.3 -47.3  80.4
##             37151 37153 37156 37170 37171 37173 37174 37177 37180 37182 37183
## Predicted     112   112 110.8 105.2 105.6 102.5   102 108.0 107.5 105.0 105.0
## cvpred        112   112 110.8 105.6 105.9 102.9   102 108.2 107.7 105.3 105.2
## pm2.5         217   222  22.0  25.0  26.0  36.0    47  61.0  63.0  39.0  42.0
## CV residual   105   110 -88.8 -80.6 -79.9 -66.9   -55 -47.2 -44.7 -66.3 -63.2
##             37190 37191 37205 37206 37209 37218 37219 37224 37229 37230 37232
## Predicted    98.6  96.7  90.2  90.3 109.4 102.5 100.9 105.7 109.0 108.8   110
## cvpred       99.3  97.3  90.5  90.6 109.5 102.8 101.2 105.7 109.1 108.9   110
## pm2.5        14.0  11.0 153.0 116.0 180.0  72.0  27.0 175.0 174.0 180.0   214
## CV residual -85.3 -86.3  62.5  25.4  70.5 -30.8 -74.2  69.3  64.9  71.1   104
##             37234 37237 37240 37244 37245 37246 37247  37251 37256 37259 37260
## Predicted     111 107.6   102  94.4  94.1 106.6 108.3 109.38 109.3 101.8 100.5
## cvpred        111 107.8   102  94.8  94.5 106.9 108.5 109.53 109.5 102.1 100.8
## pm2.5         216 121.0    63  69.0  65.0  83.0  90.0 103.00 138.0 119.0  80.0
## CV residual   105  13.2   -39 -25.8 -29.5 -23.9 -18.5  -6.53  28.5  16.9 -20.8
##             37270 37271 37273 37280 37282 37283 37284 37285 37294 37295 37298
## Predicted   93.54  93.0  88.4  93.6  86.5  80.6    76  70.0  92.4  92.8  95.0
## cvpred      93.88  93.3  88.8  94.4  87.3  81.6    77  71.1  93.3  93.7  95.6
## pm2.5       87.00  72.0  64.0  15.0   6.0   9.0    14  14.0  22.0  20.0  35.0
## CV residual -6.88 -21.3 -24.8 -79.4 -81.3 -72.6   -63 -57.1 -71.3 -73.7 -60.6
##             37301 37302 37307 37309 37316 37319 37322 37324 37325 37326 37327
## Predicted    94.4  95.1 101.4 101.4  86.0   101 101.2 103.2 102.8 102.5 101.4
## cvpred       94.9  95.5 101.9 101.9  86.9   101 101.7 103.6 103.3 102.9 101.9
## pm2.5        32.0  36.0  53.0  41.0  14.0    31  33.0  28.0  32.0  37.0  36.0
## CV residual -62.9 -59.5 -48.9 -60.9 -72.9   -70 -68.7 -75.6 -71.3 -65.9 -65.9
##             37330 37332 37334 37338 37341 37344 37348 37350  37352 37353 37355
## Predicted    93.3  87.9  94.5  93.1  92.7 103.3 105.2 105.2 105.93 101.8  97.7
## cvpred       94.1  88.8  95.4  93.9  93.3 103.8 105.6 105.6 106.24 102.3  98.4
## pm2.5         8.0  11.0   4.0  10.0  37.0  49.0  65.0  61.0 102.00  91.0  51.0
## CV residual -86.1 -77.8 -91.4 -83.9 -56.3 -54.8 -40.6 -44.6  -4.24 -11.3 -47.4
##             37357 37366 37371  37377 37378  37379 37382 37386  37388 37390
## Predicted    93.0 80.11 104.5 107.31 107.0 105.91 104.6  99.7  99.15 107.3
## cvpred       93.8 80.72 104.9 107.56 107.2 106.19 104.9 100.2  99.52 107.6
## pm2.5        39.0 82.00  63.0 105.00  92.0 103.00  92.0  88.0 105.00 123.0
## CV residual -54.8  1.28 -41.9  -2.56 -15.2  -3.19 -12.9 -12.2   5.48  15.4
##             37391 37392 37393 37398 37401 37407 37410 37415 37418 37424 37426
## Predicted   108.0 107.1 106.5 109.4 109.4 104.1  98.6  95.1  92.3 111.8 111.8
## cvpred      108.2 107.3 106.7 109.5 109.5 104.4  98.9  95.3  92.5 111.8 111.8
## pm2.5       147.0 155.0 166.0 195.0 181.0 158.0 139.0 136.0 136.0 196.0 162.0
## CV residual  38.8  47.7  59.3  85.5  71.5  53.6  40.1  40.7  43.5  84.2  50.2
##             37435 37441 37442 37443  37447  37449 37450 37451 37454 37462 37475
## Predicted    89.3  96.6  95.3  94.6 104.98 101.96  99.3  97.4  94.0 104.9 105.9
## cvpred       89.9  96.9  95.6  94.9 105.24 102.26  99.7  97.8  94.5 105.2 106.2
## pm2.5        73.0 165.0 175.0 112.0 106.00 101.00  88.0 125.0  74.0  65.0  47.0
## CV residual -16.9  68.1  79.4  17.1   0.76  -1.26 -11.7  27.2 -20.5 -40.2 -59.2
##             37478 37479 37480 37489 37490 37497 37498 37500 37503 37504 37508
## Predicted   102.8 102.8 101.6  97.3 105.9 105.2 104.9 103.1  98.4  97.1 104.3
## cvpred      103.3 103.3 102.1  97.7 106.2 105.5 105.2 103.6  98.9  97.6 104.7
## pm2.5        43.0  36.0  41.0  78.0  82.0 143.0 190.0 187.0  78.0  75.0 119.0
## CV residual -60.3 -67.3 -61.1 -19.7 -24.2  37.5  84.8  83.4 -20.9 -22.6  14.3
##             37509 37514 37518 37521 37533 37535 37537 37539 37541 37545 37548
## Predicted   103.1 100.5 106.6 109.7  96.8  95.9  95.1   111   111   111   112
## cvpred      103.4 100.8 106.8 109.8  97.0  96.0  95.2   112   112   111   112
## pm2.5       119.0 128.0 150.0 157.0 136.0 186.0 254.0   262   280   244   274
## CV residual  15.6  27.2  43.2  47.2  39.0  90.0 158.8   150   168   133   162
##             37550 37551 37557 37563 37564 37573 37575 37578 37582 37594 37603
## Predicted     109   111   106 109.8 108.6 105.1  92.2  86.2  78.8 106.3 100.0
## cvpred        109   111   106 109.9 108.6 105.1  92.6  86.7  79.4 106.5 100.5
## pm2.5         266   239   252  55.0  57.0  93.0  53.0  38.0  54.0  52.0  67.0
## CV residual   157   128   146 -54.9 -51.6 -12.1 -39.6 -48.7 -25.4 -54.5 -33.5
##              37605 37609  37611 37614  37615 37620  37622 37625  37626 37629
## Predicted    99.97 105.2 104.49 109.4 110.40   110 111.23 111.9 111.21 109.7
## cvpred      100.46 105.6 104.81 109.5 110.49   110 111.27 111.9 111.21 109.7
## pm2.5        91.00 127.0 112.00 124.0 107.00    93 103.00 101.0 117.00 127.0
## CV residual  -9.46  21.4   7.19  14.5  -3.49   -17  -8.27 -10.9   5.79  17.3
##             37630 37633 37636 37637 37640 37641 37643 37647 37650 37653 37654
## Predicted     109 106.3 105.2 114.2 114.9 114.5 113.1 110.8 106.3 96.62  94.7
## cvpred        109 106.3 105.2 114.1 114.8 114.4 113.1 110.7 106.3 96.81  94.9
## pm2.5         141 152.0 156.0 143.0 150.0 162.0 179.0 158.0 162.0 92.00  83.0
## CV residual    32  45.7  50.8  28.9  35.2  47.6  65.9  47.3  55.7 -4.81 -11.9
##             37656 37657 37658 37660 37665 37672 37673 37677 37678 37679 37680
## Predicted   90.43 90.40 110.1 108.7 107.6  98.3  95.9  90.2  90.2 110.1 109.7
## cvpred      90.74 90.68 110.2 108.8 107.7  98.5  96.2  90.4  90.4 110.2 109.8
## pm2.5       86.00 83.00  84.0  77.0  72.0  46.0  55.0  59.0  67.0  72.0  78.0
## CV residual -4.74 -7.68 -26.2 -31.8 -35.7 -52.5 -41.2 -31.4 -23.4 -38.2 -31.8
##              37682  37683 37690 37697 37700 37701 37704 37705 37708 37711 37712
## Predicted   110.75 109.71 103.6 104.0 101.2 100.3 109.7 108.3 108.0 105.1 108.7
## cvpred      110.85 109.83 103.8 104.3 101.4 100.5 109.8 108.5 108.2 105.4 108.9
## pm2.5       105.00 112.00  64.0  33.0  56.0  59.0  72.0  76.0  90.0  46.0  49.0
## CV residual  -5.85   2.17 -39.8 -71.3 -45.4 -41.5 -37.8 -32.5 -18.2 -59.4 -59.9
##             37716 37719 37720 37724 37727  37731 37740 37741 37749 37751 37753
## Predicted   102.8   104 102.0  93.9 107.1 108.33 106.3 105.5  95.0  91.8  91.5
## cvpred      103.3   104 102.4  94.3 107.3 108.51 106.5 105.8  95.1  92.0  91.6
## pm2.5        39.0    24  25.0  32.0  66.0 106.00  36.0  56.0  73.0  60.0  73.0
## CV residual -64.3   -80 -77.4 -62.3 -41.3  -2.51 -70.5 -49.8 -22.1 -32.0 -18.6
##             37758 37760 37761 37762 37763 37774 37776 37777  37782  37784 37791
## Predicted    86.6  86.0  84.8  83.5    83 112.6 109.4 109.5 104.70 102.19 113.4
## cvpred       86.7  86.1  84.8  83.6    83 112.6 109.4 109.5 104.68 102.18 113.3
## pm2.5        99.0 129.0 136.0 151.0   162  71.0  80.0  82.0  96.00 109.00 135.0
## CV residual  12.3  42.9  51.2  67.4    79 -41.6 -29.4 -27.5  -8.68   6.82  21.7
##             37793  37799 37802 37804 37805  37806  37816 37817  37819  37820
## Predicted   109.5 113.30 112.8 112.8 112.8 112.47 109.62 107.3 106.81 106.58
## cvpred      109.4 113.24 112.8 112.8 112.8 112.46 109.66 107.4 106.92 106.63
## pm2.5       121.0 121.00 136.0 155.0 141.0 110.00 102.00  90.0 112.00 101.00
## CV residual  11.6   7.76  23.2  42.2  28.2  -2.46  -7.66 -17.4   5.08  -5.63
##             37824 37833 37834 37835 37836 37842 37843 37847 37853 37854 37855
## Predicted    95.2   110 111.2   108 108.5 110.1 108.5 103.7 112.5 111.2 109.6
## cvpred       95.2   110 111.3   108 108.6 110.1 108.5 103.7 112.5 111.2 109.6
## pm2.5        55.0    31  38.0    39  61.0  48.0  52.0  35.0  72.0  80.0  58.0
## CV residual -40.2   -79 -73.3   -69 -47.6 -62.1 -56.5 -68.7 -40.5 -31.2 -51.6
##             37859 37863 37864  37870 37871 37874 37880 37883 37886 37888 37892
## Predicted   104.8 104.9 106.3 103.38 103.5 111.4 110.3 110.5   106   106 103.5
## cvpred      105.1 105.2 106.5 103.48 103.5 111.5 110.3 110.6   106   106 103.7
## pm2.5        35.0  72.0  84.0  98.00 116.0  37.0  80.0 132.0    51    41  63.0
## CV residual -70.1 -33.2 -22.5  -5.48  12.5 -74.5 -30.3  21.4   -55   -65 -40.7
##             37898 37903 37904  37905 37910 37915 37917 37922 37925  37928 37930
## Predicted   109.3 111.4 111.4 109.02 110.4 101.6 99.79 97.05 112.8 112.44 113.8
## cvpred      109.4 111.5 111.5 109.18 110.5 101.8 99.91 97.12 112.8 112.41 113.8
## pm2.5        92.0  83.0  96.0 113.00 136.0  99.0 95.00 89.00  97.0 115.00 156.0
## CV residual -17.4 -28.5 -15.5   3.82  25.5  -2.8 -4.91 -8.12 -15.8   2.59  42.2
##             37932 37933 37934 37935 37936 37937 37942 37946 37963 37969 37973
## Predicted   113.3 112.6 111.6   110   108   106 98.99 93.95 103.3  77.0  59.7
## cvpred      113.2 112.6 111.6   110   108   106 99.03 93.99 103.5  77.4  60.2
## pm2.5       170.0 135.0  98.0    86    81    79 90.00 97.00 130.0  47.0  34.0
## CV residual  56.8  22.4 -13.6   -24   -27   -27 -9.03  3.01  26.5 -30.4 -26.2
##             37974 37989 37992 37993 37997 37998 37999 38005 38013 38015 38017
## Predicted    55.1 108.0 108.7 109.7 110.1 109.4 110.1 101.2  71.5  61.5 54.06
## cvpred       55.7 108.2 108.9 109.8 110.2 109.5 110.2 101.5  72.2  62.2 54.75
## pm2.5        34.0  21.0  42.0  42.0  42.0  39.0  64.0 121.0  96.0  50.0 52.00
## CV residual -21.7 -87.2 -66.9 -67.8 -68.2 -70.5 -46.2  19.5  23.8 -12.2 -2.75
##             38021 38022 38023 38025 38026 38027 38028 38033 38036 38041 38042
## Predicted   39.96 37.42  35.1  27.1  21.1  14.9  10.7 -14.9 -23.7 105.2 103.0
## cvpred      40.78 38.22  35.9  28.0  22.2  16.0  11.9 -13.6 -22.4 105.6 103.4
## pm2.5       38.00 41.00  46.0  51.0  59.0  57.0  56.0  43.0  26.0  67.0  82.0
## CV residual -2.78  2.78  10.1  23.0  36.8  41.0  44.1  56.6  48.4 -38.6 -21.4
##             38045 38049 38050 38052 38053 38054 38056 38058 38059 38065 38067
## Predicted   103.3  97.7  94.7  98.7  98.6  98.6  97.2  97.2  95.5 105.6 105.0
## cvpred      103.8  98.2  95.3  99.3  99.3  99.2  97.8  97.7  96.1 105.9 105.2
## pm2.5        63.0  49.0  35.0  52.0  31.0  39.0  33.0  38.0  32.0  59.0  63.0
## CV residual -40.8 -49.2 -60.3 -47.3 -68.3 -60.2 -64.8 -59.7 -64.1 -46.9 -42.2
##             38071 38072 38074  38077  38083 38087 38090 38091 38099 38101 38106
## Predicted   105.9 106.3 108.3 109.01 110.75 111.4 111.8 111.6 103.5  94.9  75.4
## cvpred      106.2 106.5 108.5 109.17 110.85 111.5 111.8 111.6 103.7  95.3  76.0
## pm2.5        71.0  61.0  97.0 103.00 106.00 134.0 126.0 127.0 105.0  84.0  12.0
## CV residual -35.2 -45.5 -11.5  -6.17  -4.85  22.5  14.2  15.4   1.3 -11.3 -64.0
##             38107  38115 38118 38119 38131 38132 38134 38142 38147 38148 38149
## Predicted    73.8 111.90 112.8 112.5  97.3  95.4  92.1 109.7 106.6 104.6 102.7
## cvpred       74.4 111.87 112.8 112.5  97.5  95.6  92.4 109.8 106.7 104.7 102.8
## pm2.5        12.0 109.00 125.0 126.0  67.0  80.0  63.0  75.0  83.0  79.0  69.0
## CV residual -62.4  -2.87  12.2  13.5 -30.5 -15.6 -29.4 -34.8 -23.7 -25.7 -33.8
##             38152 38156 38162 38167 38173 38175 38183 38184 38189 38190 38192
## Predicted    98.4  89.1 110.1 110.4 110.2 110.4 103.1 104.5 110.8 108.9   106
## cvpred       98.5  89.4 110.2 110.5 110.3 110.4 103.3 104.6 110.9 108.9   106
## pm2.5        74.0  45.0  50.0  50.0  62.0  63.0  40.0  42.0  49.0  46.0    39
## CV residual -24.5 -44.4 -60.2 -60.5 -48.3 -47.4 -63.3 -62.6 -61.9 -62.9   -67
##             38195 38199 38202 38204 38208 38209 38210 38213 38214 38216 38222
## Predicted   100.8   106 100.8 112.5 108.7 113.5 113.5 112.6 112.1 113.5   108
## cvpred      100.8   106 100.9 112.5 108.7 113.5 113.5 112.6 112.2 113.4   108
## pm2.5        34.0    16  17.0  20.0  35.0  40.0  46.0  47.0  57.0  72.0    23
## CV residual -66.8   -90 -83.9 -92.5 -73.7 -73.5 -67.5 -65.6 -55.2 -41.4   -85
##             38223 38225 38227 38228 38229 38238  38241  38243 38246 38247 38251
## Predicted   104.3  99.3  95.4  93.8  92.2   114 114.53 113.81 112.6 109.3  86.8
## cvpred      104.5  99.4  95.5  93.9  92.2   114 114.43 113.72 112.6 109.3  87.2
## pm2.5        23.0  30.0  40.0  52.0  64.0    57 106.00 112.00  82.0  52.0  30.0
## CV residual -81.5 -69.4 -55.5 -41.9 -28.2   -57  -8.43  -1.72 -30.6 -57.3 -57.2
##             38256 38257 38259 38260 38262 38271 38273 38276 38279 38280 38283
## Predicted    69.4  66.8  61.4  58.9  51.4 19.01 104.0 108.0 102.4 108.0 109.7
## cvpred       70.0  67.4  62.0  59.5  52.0 19.76 104.3 108.2 102.7 108.2 109.8
## pm2.5        25.0  32.0  34.0  32.0  29.0 14.00  18.0  19.0  25.0  27.0  68.0
## CV residual -45.0 -35.4 -28.0 -27.5 -23.0 -5.76 -86.3 -89.2 -77.7 -81.2 -41.8
##             38288 38289 38292  38295 38302 38305 38310 38315 38316 38318 38320
## Predicted   106.7 105.3 104.8 103.88  94.3 109.0 111.1 103.6 102.0 106.1 105.7
## cvpred      106.8 105.4 105.1 104.11  94.4 109.2 111.1 103.8 102.2 106.3 105.9
## pm2.5        37.0  89.0  45.0  96.00 105.0 203.0  93.0  50.0  74.0  48.0  49.0
## CV residual -69.8 -16.4 -60.1  -8.11  10.6  93.8 -18.1 -53.8 -28.2 -58.3 -56.9
##             38321 38322 38323 38326  38328 38329 38331 38333 38342 38346 38351
## Predicted   107.1 108.3 106.4 102.7 100.72 110.8 109.7 111.4 106.5  96.1  92.1
## cvpred      107.3 108.5 106.7 102.9 100.86 110.8 109.8 111.5 106.6  96.3  92.2
## pm2.5        45.0  42.0  38.0  63.0 105.00  74.0  80.0  76.0  87.0  52.0  28.0
## CV residual -62.3 -66.5 -68.7 -39.9   4.14 -36.8 -29.8 -35.5 -19.6 -44.3 -64.2
##             38353 38355 38361 38369 38372 38380 38392  38395  38396 38397 38400
## Predicted    89.4  88.7 112.8 105.6 101.6 113.7 110.5 105.87 106.53 117.6 117.3
## cvpred       89.6  88.9 112.8 105.6 101.5 113.6 110.3 105.76 106.36 117.4 117.1
## pm2.5        34.0  64.0  89.0  77.0 146.0  61.0 143.0 102.00  97.00 104.0 167.0
## CV residual -55.6 -24.9 -23.8 -28.6  44.5 -52.6  32.7  -3.76  -9.36 -13.4  49.9
##             38402 38405 38406 38411 38414 38418 38421 38423 38424  38425 38426
## Predicted   116.6 116.6 114.7 101.0 111.4 111.2 110.5 104.5 102.4 101.83 114.9
## cvpred      116.4 116.4 114.5 101.1 111.5 111.2 110.3 104.4 102.4 101.82 114.8
## pm2.5       196.0 197.0 168.0  17.0  18.0  20.0  45.0 122.0 114.0 106.00  62.0
## CV residual  79.6  80.6  53.5 -84.1 -93.5 -91.2 -65.3  17.6  11.6   4.18 -52.8
##             38429 38432 38433 38434 38436  38441 38448 38451 38458 38463 38467
## Predicted   114.5 115.2 114.0 113.4 114.9 113.19 106.7 103.3   119 104.1  92.8
## cvpred      114.4 115.1 113.9 113.3 114.7 113.02 106.5 103.2   119 104.1  92.9
## pm2.5        80.0  79.0  80.0  79.0  85.0 115.00 144.0 165.0   259  59.0  38.0
## CV residual -34.4 -36.1 -33.9 -34.3 -29.7   1.98  37.5  61.8   140 -45.1 -54.9
##             38473 38475 38476 38480 38481 38483 38484 38489 38491 38492 38493
## Predicted    90.1 86.21 85.65 117.6 116.6 112.2 109.3  94.3  92.5  91.2 117.0
## cvpred       90.1 86.26 85.67 117.4 116.4 112.1 109.2  94.4  92.5  91.3 116.8
## pm2.5        73.0 84.00 80.00 102.0 105.0  94.0  92.0  46.0  57.0  59.0  61.0
## CV residual -17.1 -2.26 -5.67 -15.4 -11.4 -18.1 -17.2 -48.4 -35.5 -32.3 -55.8
##             38495  38497 38501 38502 38504 38510 38511 38512 38513 38518 38520
## Predicted   113.4 111.22 115.3 115.5 113.5 109.0   108   119 118.8 112.9 111.5
## cvpred      113.3 111.06 115.2 115.2 113.3 108.7   108   119 118.5 112.7 111.2
## pm2.5        87.0 104.00  99.0  98.0  83.0  88.0    78    84  99.0  91.0  92.0
## CV residual -26.3  -7.06 -16.2 -17.2 -30.3 -20.7   -30   -35 -19.5 -21.7 -19.2
##             38521 38522  38523 38532 38535 38536 38539 38540 38541 38544 38547
## Predicted   110.8 119.0 118.67  98.1  79.6  74.0  62.2  61.6 108.7 112.5   111
## cvpred      110.5 118.7 118.38  98.3  80.0  74.5  62.7  62.1 108.9 112.5   111
## pm2.5        95.0 107.0 123.00 113.0  12.0   7.0   8.0  10.0  13.0  21.0     8
## CV residual -15.5 -11.7   4.62  14.7 -68.0 -67.5 -54.7 -52.1 -95.9 -91.5  -103
##             38549 38560 38561 38567 38572 38573 38574 38575 38577 38583 38584
## Predicted     111  94.5  90.9 103.1 112.5   104 107.2 113.5 104.2  73.8  72.6
## cvpred        111  94.7  91.1 103.4 112.5   104 107.3 113.5 104.3  74.1  72.8
## pm2.5           8  26.0  27.0  29.0  39.0    39  40.0  40.0 102.0  12.0  16.0
## CV residual  -103 -68.7 -64.1 -74.4 -73.5   -65 -67.3 -73.5  -2.3 -62.1 -56.8
##             38587 38589 38590 38591 38593 38597 38598 38605 38607 38608 38610
## Predicted    64.8  52.8   110 109.2 110.8 112.8 112.5 108.1 105.2 102.0  94.8
## cvpred       65.1  53.4   110 109.4 110.8 112.8 112.5 108.3 105.4 102.2  95.0
## pm2.5        12.0  11.0     8  17.0  12.0  27.0  38.0  15.0  29.0  21.0  32.0
## CV residual -53.1 -42.4  -102 -92.4 -98.8 -85.8 -74.5 -93.3 -76.4 -81.2 -63.0
##             38612 38614 38616 38624 38626 38635 38637 38638 38641 38642 38646
## Predicted    89.4  88.1  83.5 114.3 114.0 111.2 113.5   116 115.6 115.2 111.2
## cvpred       89.6  88.2  83.6 114.2 113.9 111.3 113.5   116 115.4 115.1 111.2
## pm2.5        32.0  34.0  40.0  78.0  75.0  30.0  38.0    63  79.0  71.0  73.0
## CV residual -57.6 -54.2 -43.6 -36.2 -38.9 -81.3 -75.5   -53 -36.4 -44.1 -38.2
##             38649 38650  38652  38654   38657 38661 38665 38667 38668  38672
## Predicted   114.9 114.5 111.31 108.74 103.876 97.45  93.2 116.3 115.9 116.96
## cvpred      114.8 114.4 111.22 108.62 103.748 97.39  93.2 116.1 115.8 116.76
## pm2.5        88.0  85.0 104.00  99.00 104.000 95.00  72.0  84.0  90.0 108.00
## CV residual -26.8 -29.4  -7.22  -9.62   0.252 -2.39 -21.2 -32.1 -25.8  -8.76
##              38674 38676 38688 38693 38695 38696 38699 38701 38702 38703 38716
## Predicted   114.87 115.9 115.8 118.7 114.7 112.8 106.5 116.7 114.0 113.9 113.8
## cvpred      114.74 115.7 115.5 118.4 114.5 112.5 106.4 116.5 113.8 113.8 113.7
## pm2.5       123.00 132.0  83.0  46.0  59.0  52.0  40.0  29.0  33.0  37.0  55.0
## CV residual   8.26  16.3 -32.5 -72.4 -55.5 -60.5 -66.4 -87.5 -80.8 -76.8 -58.7
##             38717 38718 38720 38721 38722 38724 38725 38733 38736 38738 38740
## Predicted     113 115.8 115.9 115.4 113.4 116.3 114.9 114.0 110.6   108 107.0
## cvpred        113 115.6 115.7 115.2 113.3 116.1 114.7 113.9 110.5   108 106.9
## pm2.5          24  21.0  25.0  25.0  18.0  24.0  20.0  44.0  48.0    53  52.0
## CV residual   -89 -94.6 -90.7 -90.2 -95.3 -92.1 -94.7 -69.9 -62.5   -55 -54.9
##             38741 38748 38749 38753 38755 38756 38762 38763 38765 38766 38773
## Predicted   105.4 114.9 114.5 108.8 105.9 105.4 116.6   116   116 117.6 115.9
## cvpred      105.3 114.8 114.4 108.7 105.9 105.3 116.4   116   116 117.4 115.7
## pm2.5        37.0  33.0  25.0  43.0  54.0  56.0  48.0    62    83  87.0  48.0
## CV residual -68.3 -81.8 -89.4 -65.7 -51.9 -49.3 -68.4   -54   -33 -30.4 -67.7
##             38774 38778 38781 38782 38783 38786 38791  38792 38795 38797 38803
## Predicted   114.7 109.6 105.5   104 115.9 117.3 118.3 117.98 117.6 116.1 115.0
## cvpred      114.6 109.5 105.4   104 115.7 117.1 118.1 117.72 117.4 115.9 114.9
## pm2.5        38.0  52.0  51.0    54  54.0  53.0  95.0 108.00  76.0  43.0  55.0
## CV residual -76.6 -57.5 -54.4   -50 -61.7 -64.1 -23.1  -9.72 -41.4 -72.9 -59.9
##             38804   38811 38812 38817 38819 38821 38822 38823 38827 38831 38832
## Predicted   113.4 108.425 105.8 117.9 115.4 113.5   113 109.0   117   116 114.7
## cvpred      113.3 108.162 105.6 117.7 115.2 113.3   112 108.8   117   116 114.5
## pm2.5        59.0 108.000 109.0 101.0 104.0  88.0     9   9.0     7    10  17.0
## CV residual -54.3  -0.162   3.4 -16.7 -11.2 -25.3  -103 -99.8  -110  -106 -97.5
##             38834 38836 38839 38840 38848 38851 38852 38853 38854 38860 38861
## Predicted   115.9 114.5   113   111  92.6   112   112 111.5 112.9 115.2 114.9
## cvpred      115.8 114.4   113   111  92.7   112   112 111.5 112.7 115.1 114.7
## pm2.5        24.0  19.0     8     6   5.0     9     8  19.0  26.0  33.0  24.0
## CV residual -91.8 -95.4  -105  -105 -87.7  -103  -104 -92.5 -86.7 -82.1 -90.7
##             38862 38868 38871 38874 38876 38880 38893 38896 38898 38902 38904
## Predicted   115.9 115.9 113.8   115 112.1 115.9 113.8 110.5 113.6 108.9 115.6
## cvpred      115.7 115.7 113.8   115 111.9 115.7 113.8 110.6 113.5 108.9 115.4
## pm2.5        29.0  59.0  48.0    11  25.0  33.0  32.0  17.0  20.0  22.0  49.0
## CV residual -86.7 -56.7 -65.8  -104 -86.9 -82.7 -81.8 -93.6 -93.5 -86.9 -66.4
##             38906 38909 38911 38912 38919 38921 38925 38927  38933 38934 38936
## Predicted     115   115 116.6 117.6 114.7 117.4 117.6 118.3 116.24 114.3 116.1
## cvpred        115   115 116.4 117.4 114.5 117.2 117.4 118.1 116.05 114.1 115.9
## pm2.5          59    58  71.0  76.0  79.0  59.0  88.0  87.0 122.00  96.0  23.0
## CV residual   -56   -57 -45.4 -41.4 -35.5 -58.2 -29.4 -31.1   5.95 -18.1 -92.9
##             38945 38947 38948 38953 38955 38956 38961 38963 38966 38968 38970
## Predicted   112.6 112.2 114.0 117.0 116.6 116.6 116.1 115.6 114.5 114.0   115
## cvpred      112.5 112.1 113.9 116.8 116.4 116.4 115.9 115.4 114.4 113.9   114
## pm2.5        16.0  20.0  17.0  33.0  37.0  50.0  31.0  27.0  16.0  14.0    10
## CV residual -96.5 -92.1 -96.9 -83.8 -79.4 -66.4 -84.9 -88.4 -98.4 -99.9  -104
##             38971 38975 38976 38985 38986 38995 38998 39000 39002 39004 39005
## Predicted   113.3 116.7 116.7 119.0 117.6 116.7 117.4 118.0 116.9 118.0 118.3
## cvpred      113.2 116.5 116.5 118.7 117.4 116.5 117.2 117.7 116.7 117.7 118.1
## pm2.5        20.0  38.0  50.0  78.0  93.0  19.0  22.0  30.0  35.0  38.0  35.0
## CV residual -93.2 -78.5 -66.5 -40.7 -24.4 -97.5 -95.2 -87.7 -81.7 -79.7 -83.1
##             39009 39011 39015 39016 39023  39024 39025  39027 39028 39029
## Predicted   116.0 113.9 116.2 115.5 112.9 111.64   110 119.72   119 119.0
## cvpred      115.7 113.6 115.9 115.2 112.6 111.36   110 119.39   119 118.7
## pm2.5        25.0  24.0  46.0  47.0  90.0 106.00   128 111.00   131 153.0
## CV residual -90.7 -89.6 -69.9 -68.2 -22.6  -5.36    18  -8.39    12  34.3
##               39034 39035 39036 39040 39045 39047 39050  39052 39053 39054
## Predicted   117.980 118.7 117.9 112.9 114.9 119.7 120.4 120.40 119.7   118
## cvpred      117.724 118.4 117.7 112.7 114.6 119.4 120.1 120.05 119.3   118
## pm2.5       117.000 101.0  94.0 130.0  84.0  80.0 134.0 112.00 130.0   148
## CV residual  -0.724 -17.4 -23.7  17.3 -30.6 -39.4  13.9  -8.05  10.7    30
##             39059  39066  39068 39069 39073 39081 39082 39083  39088 39091
## Predicted   119.7 115.59 113.77 120.4 117.9 118.1 118.7 119.0 116.10 111.5
## cvpred      119.4 115.29 113.45 120.1 117.6 117.8 118.4 118.7 115.77 111.2
## pm2.5       155.0 111.00 105.00 108.0 176.0  24.0  32.0  40.0 119.00  38.0
## CV residual  35.6  -4.29  -8.45 -12.1  58.4 -93.8 -86.4 -78.7   3.23 -73.2
##             39092 39098 39102 39104 39105 39107 39109 39112   39118 39119 39121
## Predicted   110.9 118.0 117.4 117.4 116.5 118.7   117 116.7 109.139 107.9 120.4
## cvpred      110.7 117.7 117.2 117.2 116.2 118.4   117 116.5 108.872 107.6 120.1
## pm2.5        60.0  67.0  79.0  53.0  46.0  45.0    11  47.0 108.000 121.0 143.0
## CV residual -50.7 -50.7 -38.2 -64.2 -70.2 -73.4  -106 -69.5  -0.872  13.4  22.9
##             39122 39130 39131 39133  39135  39136 39138 39142 39143 39146 39150
## Predicted   119.7 117.2 115.6 111.7 109.15 107.17 104.3  99.7 119.0 117.4 118.7
## cvpred      119.4 116.9 115.3 111.4 108.88 106.92 104.1  99.5 118.7 117.1 118.4
## pm2.5       151.0 191.0 200.0 181.0 106.00 114.00  87.0  73.0  72.0  89.0  48.0
## CV residual  31.6  74.1  84.7  69.6  -2.88   7.08 -17.1 -26.5 -46.7 -28.1 -70.4
##             39153 39154 39159 39161 39162 39172 39175 39182 39183 39184 39185
## Predicted   117.4 115.8   117   117 118.0 110.6 118.7 118.0 116.7 114.8 113.4
## cvpred      117.1 115.5   117   117 117.7 110.4 118.4 117.7 116.5 114.6 113.2
## pm2.5        59.0  35.0    10    17  20.0  71.0  60.0  61.0  54.0  51.0  53.0
## CV residual -58.1 -80.5  -107  -100 -97.7 -39.4 -58.4 -56.7 -62.5 -63.6 -60.2
##             39187 39189 39197 39202 39203 39205 39208 39211 39212 39215 39216
## Predicted   110.9   116 118.3 119.7 118.7 116.9 117.4 112.7   116 117.6 116.6
## cvpred      110.7   116 118.1 119.4 118.4 116.7 117.2 112.5   116 117.4 116.4
## pm2.5        66.0    15  23.0  51.0  49.0  40.0  38.0  34.0    13  39.0  42.0
## CV residual -44.7  -101 -95.1 -68.4 -69.4 -76.7 -79.2 -78.5  -103 -78.4 -74.4
##             39221 39224 39230 39232 39233 39236 39237 39238 39246 39247 39248
## Predicted   111.9 107.4 116.6   114 112.7   114 113.4 113.7 119.2 118.3 119.0
## cvpred      111.7 107.3 116.4   114 112.6   114 113.3 113.6 118.9 118.1 118.7
## pm2.5        23.0  18.0  17.0    17  16.0    28  27.0  34.0  66.0  66.0  63.0
## CV residual -88.7 -89.3 -99.4   -97 -96.6   -86 -86.3 -79.6 -52.9 -52.1 -55.7
##             39249 39253 39263 39264 39267 39271 39276 39278 39279  39281 39287
## Predicted   118.7 116.4 104.2 103.6 101.3 118.7 114.7 112.9 110.9 106.63 101.4
## cvpred      118.4 116.2 104.1 103.5 101.1 118.4 114.5 112.6 110.7 106.37 101.1
## pm2.5        64.0  47.0  64.0  54.0  62.0  89.0  75.0  93.0  96.0  98.00 133.0
## CV residual -54.4 -69.2 -40.1 -49.5 -39.1 -29.4 -39.5 -19.6 -14.7  -8.37  31.9
##             39291 39297 39300 39301 39308 39311 39320 39321 39323 39324 39325
## Predicted    97.4   120 119.3 117.9 119.5   120   117   115 109.8 106.5   113
## cvpred       97.2   120 118.9 117.6 119.1   120   116   115 109.7 106.5   113
## pm2.5       178.0   168  91.0  87.0  75.0    68     4    15  16.0   7.0    11
## CV residual  80.8    48 -27.9 -30.6 -44.1   -52  -112  -100 -93.7 -99.5  -102
##             39329 39332 39333 39336 39343 39348 39349 39350 39351 39352 39355
## Predicted     113   110 108.1 116.6 107.7  99.6  96.3  94.7  93.4 113.3   114
## cvpred        113   110 108.1 116.4 107.5  99.6  96.3  94.7  93.5 113.2   114
## pm2.5          11    11  18.0  25.0  17.0  13.0  14.0   9.0  15.0  15.0    15
## CV residual  -102   -99 -90.1 -91.4 -90.5 -86.6 -82.3 -85.7 -78.5 -98.2   -99
##             39356 39357 39360 39363 39365 39369 39370 39371 39376 39377 39378
## Predicted   114.1 115.2 118.3 118.0 118.3 117.3   117   116 111.9 110.7 107.7
## cvpred      113.9 115.1 118.1 117.7 118.1 117.1   117   116 111.8 110.5 107.6
## pm2.5        15.0  26.0  28.0  43.0  37.0  77.0    45    36  61.0  59.0  31.0
## CV residual -98.9 -89.1 -90.1 -74.7 -81.1 -40.1   -72   -80 -50.8 -51.5 -76.6
##             39385 39386 39387 39388 39390 39391 39393 39398 39400 39408 39410
## Predicted   119.0   119 119.2 119.0 119.0 119.0 119.7 117.4 113.9  99.8  98.5
## cvpred      118.7   119 118.9 118.7 118.7 118.7 119.4 117.2 113.6  99.6  98.3
## pm2.5        70.0    67  59.0  68.0 104.0  94.0  65.0 104.0  74.0  57.0  58.0
## CV residual -48.7   -52 -59.9 -50.7 -14.7 -24.7 -54.4 -13.2 -39.6 -42.6 -40.3
##             39412 39414 39417 39421 39426 39428 39429 39430 39434 39436 39437
## Predicted    97.2  96.4 118.8 114.2 108.2   106 104.1 102.8 119.7 119.7 120.4
## cvpred       97.0  96.3 118.5 113.9 107.9   106 103.8 102.5 119.3 119.3 120.1
## pm2.5        63.0  86.0 108.0 102.0 121.0   163 168.0 149.0  30.0  43.0  45.0
## CV residual -34.0 -10.3 -10.5 -11.9  13.1    57  64.2  46.5 -89.3 -76.3 -75.1
##             39438 39439 39440 39441 39443  39453  39454 39455  39457 39459
## Predicted   120.4 120.4 119.7 120.4 121.1 118.04 117.33 121.1 119.84 117.9
## cvpred      120.1 120.1 119.3 120.1 120.7 117.67 116.96 120.7 119.46 117.5
## pm2.5        65.0  59.0  58.0  57.0  33.0 110.00 114.00 101.0 110.00 169.0
## CV residual -55.1 -61.1 -61.3 -63.1 -87.7  -7.67  -2.96 -19.7  -9.46  51.5
##             39461 39467 39468 39470 39471 39472 39476 39477 39478 39482 39484
## Predicted   121.1   119   118   121 120.7 120.0 116.7 114.8   122   122   122
## cvpred      120.7   118   117   121 120.3 119.6 116.3 114.4   122   122   122
## pm2.5       214.0   277   274   232 212.0 177.0 150.0 153.0   206   291   303
## CV residual  93.3   159   157   111  91.7  57.4  33.7  38.6    84   169   181
##             39486 39489 39492 39504  39514 39519 39520 39525 39536 39538 39541
## Predicted     121   121 122.1   121 120.68 114.8 113.5 116.9   108   106 102.8
## cvpred        120   121 121.7   121 120.24 114.4 113.2 116.6   108   106 102.4
## pm2.5         281   201 145.0   156 112.00  71.0  67.0  91.0   233   218 180.0
## CV residual   161    80  23.3    35  -8.24 -43.4 -46.2 -25.6   125   112  77.6
##             39545 39549 39551 39558 39559 39560 39562 39563 39566 39569 39572
## Predicted    98.6  93.1  91.1 120.7 120.0   119 116.9 116.2 113.7 108.5 104.0
## cvpred       98.2  92.8  90.8 120.4 119.6   119 116.5 115.8 113.3 108.1 103.6
## pm2.5       150.0 184.0 181.0  99.0  94.0    84  80.0  88.0 151.0 191.0 189.0
## CV residual  51.8  91.2  90.2 -21.4 -25.6   -35 -36.5 -27.8  37.7  82.9  85.4
##             39573 39577 39579 39582 39583 39586  39587 39589 39596 39597 39598
## Predicted   102.1 121.1 121.1   121 121.1 120.0 118.79 115.0   118   118 118.3
## cvpred      101.7 120.7 120.7   121 120.7 119.6 118.44 114.8   118   118 118.1
## pm2.5       188.0 196.0 192.0   156 163.0 131.0 115.00  26.0    10    16  49.0
## CV residual  86.3  75.3  71.3    35  42.3  11.4  -3.44 -88.8  -108  -102 -69.1
##             39599 39606 39608 39610 39613 39616 39617 39632 39635 39637 39639
## Predicted     119 116.0 112.8   108   115   115   116 115.6 110.9 114.5 111.5
## cvpred        119 115.7 112.5   108   115   115   116 115.4 110.8 114.4 111.5
## pm2.5          45  21.0  17.0    16    14    10    14  25.0  28.0  15.0  18.0
## CV residual   -74 -94.7 -95.5   -92  -101  -105  -102 -90.4 -82.8 -99.4 -93.5
##             39641 39642 39644 39650 39651 39658 39663 39666 39667 39668 39671
## Predicted   108.6 106.6 103.4 119.0 118.7 112.7   115 115.6   116 114.7 117.6
## cvpred      108.5 106.6 103.3 118.7 118.4 112.6   114 115.4   116 114.5 117.4
## pm2.5        17.0  17.0  24.0  52.0  53.0  18.0     9  16.0     9  18.0  33.0
## CV residual -91.5 -89.6 -79.3 -66.7 -65.4 -94.6  -105 -99.4  -107 -96.5 -84.4
##             39673 39677 39681 39682 39684 39685 39696 39698 39699 39700 39702
## Predicted   115.4 110.6 105.2 103.6   100  97.7 115.9 116.1 116.1   116 115.4
## cvpred      115.2 110.6 105.2 103.6   100  97.7 115.7 115.9 115.9   116 115.2
## pm2.5        46.0  12.0  10.0  10.0     7   6.0  20.0  35.0  30.0    13  20.0
## CV residual -69.2 -98.6 -95.2 -93.6   -93 -91.7 -95.7 -80.9 -85.9  -103 -95.2
##             39703 39706 39708 39711 39720 39722 39724 39728 39732 39733 39734
## Predicted   117.0   115   113   113   118 119.0 117.6 114.0 115.9   115 116.1
## cvpred      116.8   115   113   113   118 118.7 117.4 113.8 115.7   115 115.9
## pm2.5        18.0    10    13    12    45  58.0  46.0  24.0  19.0    21  22.0
## CV residual -98.8  -105  -100  -101   -73 -60.7 -71.4 -89.8 -96.7   -94 -93.9
##             39744 39745 39747 39760 39761 39763 39764 39765 39768 39769 39770
## Predicted   115.1 117.4 110.0 109.0 107.0 103.1 101.5   100  98.0 120.0 120.0
## cvpred      114.9 117.2 109.8 108.8 106.8 102.9 101.3   100  97.8 119.7 119.7
## pm2.5        19.0  30.0  40.0  55.0  57.0  51.0  49.0    54  81.0  93.0 108.0
## CV residual -95.9 -87.2 -69.8 -53.8 -49.8 -51.9 -52.3   -46 -16.8 -26.7 -11.7
##             39779  39786 39787 39790 39794  39795 39808 39814 39817 39820
## Predicted   120.7 116.07 113.8 110.2 119.5 120.04 115.1   122 122.1 121.1
## cvpred      120.4 115.72 113.5 109.9 119.2 119.69 114.8   122 121.7 120.7
## pm2.5       148.0 111.00  90.0  70.0  82.0 111.00 162.0   172 220.0 158.0
## CV residual  27.6  -4.72 -23.5 -39.9 -37.2  -8.69  47.2    50  98.3  37.3
##              39825  39826 39831 39840 39841 39843 39844 39846 39850 39853 39860
## Predicted   119.66 119.09 122.1 122.8 122.1 120.0 119.6 118.2 122.8 118.7 112.1
## cvpred      119.28 118.69 121.7 122.3 121.6 119.5 119.2 117.7 122.3 118.3 111.7
## pm2.5       122.00 113.00 143.0  81.0  87.0  73.0  72.0  77.0  60.0  66.0  53.0
## CV residual   2.72  -5.69  21.3 -41.3 -34.6 -46.5 -47.2 -40.7 -62.3 -52.3 -58.7
##             39862 39864 39866 39870 39872 39873 39876 39877 39880 39882 39884
## Predicted   110.6 109.2 122.1   122 120.9 119.6 116.0   114 108.5 102.6  99.4
## cvpred      110.2 108.8 121.7   122 120.4 119.2 115.6   114 108.1 102.3  99.0
## pm2.5        72.0  66.0  46.0    64  55.0  52.0  52.0    55  87.0  60.0  59.0
## CV residual -38.2 -42.8 -75.7   -58 -65.4 -67.2 -63.6   -59 -21.1 -42.3 -40.0
##             39886 39889 39891 39895 39898 39900 39901 39903 39906 39912 39918
## Predicted    96.5  93.6  91.6 116.5 112.0 108.7   120 114.0   119   114 116.0
## cvpred       96.2  93.3  91.3 116.2 111.6 108.4   120 113.8   118   114 115.8
## pm2.5        55.0  56.0  60.0  53.0  20.0  15.0    12  14.0    11     9  16.0
## CV residual -41.2 -37.3 -31.3 -63.2 -91.6 -93.4  -108 -99.8  -107  -105 -99.8
##             39922 39923 39926 39932 39935 39936 39942 39944 39948 39949 39950
## Predicted   110.7   118 115.5   118   113 111.6   119 117.3 114.4 112.5 116.1
## cvpred      110.5   118 115.2   118   113 111.4   119 117.1 114.2 112.3 115.9
## pm2.5        15.0    12  18.0     8    21  17.0    12  19.0  19.0  13.0  22.0
## CV residual -95.5  -106 -97.2  -110   -92 -94.4  -107 -98.1 -95.2 -99.3 -93.9
##             39952 39953 39954 39955 39963 39965 39966 39971 39972 39974 39975
## Predicted   114.7   114 113.4   112 121.3 120.4 120.4 121.1 120.7 118.9 120.4
## cvpred      114.6   114 113.3   112 120.9 120.1 120.1 120.7 120.4 118.6 120.1
## pm2.5        16.0    20  21.0    21  52.0  74.0  73.0  90.0 103.0  67.0  85.0
## CV residual -98.6   -94 -92.3   -91 -68.9 -46.1 -47.1 -30.7 -17.4 -51.6 -35.1
##             39978 39979 39981  39988 39994 39997 39998 39999 40001 40002 40009
## Predicted     119 117.4 114.7 119.72 112.9 118.0 117.4 115.1 113.3 110.7 102.4
## cvpred        119 117.1 114.5 119.39 112.7 117.7 117.2 114.9 113.1 110.5 102.3
## pm2.5          69  51.0  33.0 127.00  61.0  31.0  27.0  32.0  31.0  38.0  72.0
## CV residual   -50 -66.1 -81.5   7.61 -51.7 -86.7 -90.2 -82.9 -82.1 -72.5 -30.3
##             40016   40019  40021 40024 40029 40031 40032 40035  40038  40044
## Predicted   120.4 119.334 120.04 115.5 104.6 101.7  99.8  97.2  95.22 118.64
## cvpred      120.1 118.987 119.69 115.2 104.4 101.6  99.6  97.1  95.08 118.33
## pm2.5       142.0 119.000 112.00  67.0  57.0  59.0  57.0  76.0 102.00 114.00
## CV residual  21.9   0.013  -7.69 -48.2 -47.4 -42.6 -42.6 -21.1   6.92  -4.33
##             40059 40063 40064 40065  40066 40071 40072 40073 40074 40076  40081
## Predicted    98.9  95.5  94.7  94.0 121.42 111.9 109.0   106 103.8 101.6 96.361
## cvpred       98.6  95.2  94.5  93.8 121.01 111.7 108.8   106 103.6 101.3 96.102
## pm2.5       113.0 138.0 141.0 143.0 125.00  73.0  61.0    67  80.0  77.0 96.000
## CV residual  14.4  42.8  46.5  49.2   3.99 -38.7 -47.8   -39 -23.6 -24.3 -0.102
##              40084 40085 40089 40090 40092 40093 40097 40100 40102 40104 40106
## Predicted    92.78  92.1  86.7  86.1  81.5  78.1  67.6  64.1  60.2  58.0  55.3
## cvpred       92.54  91.8  86.5  85.9  81.3  78.0  67.6  64.1  60.1  57.8  55.2
## pm2.5       101.00 114.0 179.0 151.0 101.0  92.0  89.0  92.0  85.0  82.0  69.0
## CV residual   8.46  22.2  92.5  65.1  19.7  14.0  21.4  27.9  24.9  24.2  13.8
##             40109  40110 40112 40123 40130 40134 40135 40136 40140 40141 40143
## Predicted   121.8 121.42 120.9 114.1 121.1   122 122.1   121 117.8 116.6 114.1
## cvpred      121.4 121.01 120.5 113.7 120.7   122 121.7   121 117.4 116.2 113.7
## pm2.5        88.0 117.00 142.0 144.0 193.0   192 208.0   219 176.0 180.0 163.0
## CV residual -33.4  -4.01  21.5  30.3  72.3    70  86.3    98  58.6  63.8  49.3
##             40144 40147 40148 40151 40156 40158 40167 40168 40175 40177 40182
## Predicted   112.5 108.9 108.2 106.0 121.8 120.7   121 120.2 122.8 122.8   122
## cvpred      112.1 108.5 107.8 105.7 121.4 120.3   121 119.8 122.3 122.3   122
## pm2.5       155.0 122.0 125.0 187.0 135.0 136.0   103  98.0 137.0  78.0    78
## CV residual  42.9  13.5  17.2  81.3  13.6  15.7   -18 -21.8  14.7 -44.3   -44
##             40186 40188 40191  40198  40199 40201 40210 40215 40229 40234 40239
## Predicted   123.2 123.1 120.7 122.11 123.34   122 122.8 121.9 123.2   115   119
## cvpred      122.7 122.6 120.2 121.67 122.86   122 122.3 121.4 122.7   115   119
## pm2.5        77.0  97.0 109.0 115.00 121.00   138  88.0  95.0  82.0    12     7
## CV residual -45.7 -25.6 -11.2  -6.67  -1.86    16 -34.3 -26.4 -40.7  -103  -112
##             40242 40244 40245 40246 40249 40250 40252 40255 40256 40260 40261
## Predicted     118   119   119   117   115   118   119   115 114.2   119 117.6
## cvpred        118   118   118   117   115   118   118   115 113.9   119 117.4
## pm2.5           7     4     2     2     6    14    10    11  14.0    25  31.0
## CV residual  -111  -114  -116  -115  -109  -104  -108  -104 -99.9   -94 -86.4
##             40263 40267 40268 40270 40271 40279 40281 40282 40287 40289 40291
## Predicted     115 114.2 113.6 113.2 112.8 116.5 113.6 116.4   107   115   111
## cvpred        115 113.9 113.3 112.9 112.5 116.2 113.3 116.2   107   114   111
## pm2.5          26  32.0  25.0  27.0  28.0  62.0  63.0  50.0     3     5     8
## CV residual   -89 -81.9 -88.3 -85.9 -84.5 -54.2 -50.3 -66.2  -104  -109  -103
##             40292 40296  40297 40298 40301 40303 40305 40307 40313 40315 40318
## Predicted   114.7 110.9 119.72 119.7 119.7 116.5 113.5 116.7 112.5 110.7 107.6
## cvpred      114.5 110.7 119.39 119.4 119.4 116.2 113.3 116.5 112.4 110.5 107.4
## pm2.5        15.0  71.0 125.00 142.0  89.0  85.0  40.0  62.0  43.0  37.0  48.0
## CV residual -99.5 -39.7   5.61  22.6 -30.4 -31.2 -73.3 -54.5 -69.4 -73.5 -59.4
##             40319 40320 40321 40323 40324 40325 40328 40339 40344 40345 40346
## Predicted   106.9   106 104.9 118.7 119.0 118.7 119.7 103.5 101.5 100.7 100.0
## cvpred      106.7   106 104.7 118.4 118.7 118.4 119.4 103.4 101.3 100.5  99.8
## pm2.5        56.0    41  48.0  40.0  42.0  47.0  79.0  49.0  60.0  72.0  71.0
## CV residual -50.7   -65 -56.7 -78.4 -76.7 -71.4 -40.4 -54.4 -41.3 -28.5 -28.8
##             40348 40350 40351 40353 40357 40358 40359 40365 40367 40369 40370
## Predicted    98.0 118.8 119.7   119 118.8 116.9 113.9 105.3   117   119 118.7
## cvpred       97.9 118.6 119.4   119 118.5 116.6 113.7 105.1   116   119 118.4
## pm2.5       120.0 132.0 144.0   160  72.0  70.0  58.0  42.0    15    17  22.0
## CV residual  22.1  13.4  24.6    41 -46.5 -46.6 -55.7 -63.1  -101  -102 -96.4
##             40371 40372 40376 40377 40380 40381 40385 40391 40392 40395 40396
## Predicted   118.7 119.0   119 119.7 118.7 117.4 116.4 120.0   119 115.8 113.8
## cvpred      118.4 118.7   119 119.4 118.4 117.2 116.2 119.7   119 115.5 113.6
## pm2.5        22.0  24.0    31  24.0  38.0  37.0  23.0  53.0    78  58.0  53.0
## CV residual -96.4 -94.7   -88 -95.4 -80.4 -80.2 -93.2 -66.7   -41 -57.5 -60.6
##             40397 40398 40401 40406 40407 40413 40417 40419 40421 40422 40423
## Predicted   112.6 111.3 106.9   114   113 117.1 118.5 115.9   113 112.3 114.0
## cvpred      112.3 111.1 106.7   114   113 116.9 118.3 115.7   113 112.2 113.9
## pm2.5        26.0  20.0  12.0     6    11  22.0  50.0  29.0    23  18.0  15.0
## CV residual -86.3 -91.1 -94.7  -108  -102 -94.9 -68.3 -86.7   -90 -94.2 -98.9
##             40426 40434 40438 40441 40443 40449 40450 40456 40457 40458 40462
## Predicted     112 113.2 117.6 117.1   118 118.8 117.4   118   117 118.7 119.0
## cvpred        112 113.1 117.4 116.8   118 118.5 117.1   118   117 118.4 118.7
## pm2.5           8  24.0  64.0  23.0    15  36.0  53.0    17    15  19.0  26.0
## CV residual  -104 -89.1 -53.4 -93.8  -103 -82.5 -64.1  -101  -102 -99.4 -92.7
##             40466 40471 40473 40476 40481 40484 40485 40501 40503 40506 40513
## Predicted   117.6 117.5 116.2 118.0 110.8 105.3 104.7 117.0   115 112.5 117.4
## cvpred      117.4 117.2 115.9 117.7 110.6 105.1 104.5 116.8   115 112.3 117.1
## pm2.5        19.0  35.0  25.0  26.0  27.0  32.0  38.0  26.0    12  48.0  55.0
## CV residual -98.4 -82.2 -90.9 -91.7 -83.6 -73.1 -66.5 -90.8  -103 -64.3 -62.1
##             40516 40522 40525 40526 40527 40535 40536 40537 40538 40539 40542
## Predicted   118.7 117.9   118 118.6 116.7 119.7 120.4 120.9 119.5 118.2 110.6
## cvpred      118.4 117.7   118 118.3 116.4 119.3 120.1 120.5 119.1 117.9 110.4
## pm2.5        88.0  49.0    48  44.0  38.0  89.0  97.0 172.0 209.0  72.0  31.0
## CV residual -30.4 -68.7   -70 -74.3 -78.4 -30.3 -23.1  51.5  89.9 -45.9 -79.4
##             40543 40545 40547 40548 40549 40550 40551 40555 40562 40563 40566
## Predicted   118.0 118.0 118.7   117 118.0 117.4 114.8 109.7   119 119.7 117.4
## cvpred      117.7 117.7 118.4   117 117.7 117.2 114.6 109.5   119 119.4 117.2
## pm2.5        27.0  38.0  39.0    44  37.0  36.0  28.0  20.0    91  51.0  34.0
## CV residual -90.7 -79.7 -79.4   -73 -80.7 -81.2 -86.6 -89.5   -28 -68.4 -83.2
##             40567 40570 40572 40573 40576  40592 40593 40598 40602 40604 40607
## Predicted   116.7   117   119 118.6 114.9 119.72 118.8 118.5 109.9 107.4   105
## cvpred      116.5   117   119 118.3 114.6 119.39 118.5 118.1 109.8 107.2   105
## pm2.5        35.0    39    38  59.0  74.0 111.00 107.0  69.0  13.0  74.0    78
## CV residual -81.5   -78   -81 -59.3 -40.6  -8.39 -11.5 -49.1 -96.8 -33.2   -27
##             40612  40613  40615  40616 40622 40623 40646 40647  40649  40651
## Predicted   101.6 101.26 100.18 119.72 115.4 112.8 120.0 119.3 115.71 112.69
## cvpred      101.4 101.03  99.96 119.39 115.2 112.5 119.6 118.9 115.36 112.38
## pm2.5        88.0  99.00 106.00 115.00  69.0  69.0 141.0 137.0 123.00 115.00
## CV residual -13.4  -2.03   6.04  -4.39 -46.2 -43.5  21.4  18.1   7.64   2.62
##             40652 40655 40657 40659 40661 40664 40670 40671 40673  40678  40679
## Predicted   112.7 114.1 114.7 116.7   119 117.9   119 118.1 118.8 121.09 121.27
## cvpred      112.3 113.9 114.5 116.5   118 117.6   119 117.8 118.5 120.71 120.89
## pm2.5       123.0  19.0  22.0  21.0    18  19.0    41  56.0  76.0 124.00 123.00
## CV residual  10.7 -94.9 -92.5 -95.5  -100 -98.6   -78 -61.8 -42.5   3.29   2.11
##             40680 40681   40682 40683  40687 40690  40693 40694 40696 40702
## Predicted   121.1   120 120.019   119 121.09 119.7 120.04   119 118.8   122
## cvpred      120.7   120 119.641   119 120.71 119.3 119.69   119 118.5   122
## pm2.5       110.0   115 120.000   149 120.00 153.0 116.00   106  83.0   151
## CV residual -10.7    -5   0.359    30  -0.71  33.7  -3.69   -13 -35.5    29
##             40707 40708 40710 40711 40715 40719 40721 40725 40726 40727 40732
## Predicted   118.1 116.8 119.5 119.1   109   113   112 115.6 114.9 112.8 118.0
## cvpred      117.8 116.5 119.2 118.8   109   113   112 115.3 114.6 112.5 117.7
## pm2.5        25.0  31.0  39.0  45.0     7     6     7  17.0  46.0  44.0  24.0
## CV residual -92.8 -85.5 -80.2 -73.8  -102  -107  -105 -98.3 -68.6 -68.5 -93.7
##             40733 40734 40736 40743 40750 40751 40759 40761 40767 40769 40773
## Predicted   116.6 115.9 114.0   112 106.9 105.2 112.0 109.7   110 107.0 108.9
## cvpred      116.3 115.6 113.8   112 106.8 105.2 111.9 109.6   110 107.2 108.9
## pm2.5        27.0  19.0  16.0     7  21.0  30.0  27.0  19.0     6  10.0  27.0
## CV residual -89.3 -96.6 -97.8  -105 -85.8 -75.2 -84.9 -90.6  -104 -97.2 -81.9
##             40776 40780 40781 40783 40784 40785 40793 40800 40802 40806 40808
## Predicted   115.2 115.9 115.6 115.2 115.3 112.7 111.4 115.9 115.5 118.0 118.8
## cvpred      115.1 115.7 115.4 115.1 115.2 112.6 111.3 115.6 115.2 117.7 118.6
## pm2.5        39.0  79.0  89.0  31.0  21.0  27.0  47.0  93.0  90.0  91.0  69.0
## CV residual -76.1 -36.7 -26.4 -84.1 -94.2 -85.6 -64.3 -22.6 -25.2 -26.7 -49.6
##             40810 40813 40816 40818  40822 40833 40835 40837 40840 40841 40842
## Predicted   118.0 114.4 116.6   119 117.41 119.0   119   118 119.0 118.7 118.7
## cvpred      117.7 114.3 116.4   119 117.13 118.7   119   118 118.7 118.4 118.4
## pm2.5        67.0  66.0  80.0    84 125.00  68.0    66    49  81.0  85.0  88.0
## CV residual -50.7 -48.3 -36.4   -35   7.87 -50.7   -53   -69 -37.7 -33.4 -30.4
##               40845 40846 40849 40850 40852 40854 40858 40870 40872 40879 40881
## Predicted   120.404 120.2   119 120.0 120.0 120.0 120.4 119.7 119.5   119 120.0
## cvpred      120.052 119.9   119 119.7 119.7 119.7 120.1 119.3 119.2   119 119.7
## pm2.5       121.000 139.0   107 102.0 174.0 154.0 151.0 143.0 102.0    86  79.0
## CV residual   0.948  19.1   -12 -17.7  54.3  34.3  30.9  23.7 -17.2   -33 -40.7
##             40882 40887 40895 40896 40900 40902 40903  40906 40909 40910 40914
## Predicted   120.7 119.5   119 120.4 121.1 120.4 120.4 119.33 117.2 116.5 121.8
## cvpred      120.4 119.1   119 120.1 120.7 120.1 120.1 118.98 116.8 116.1 121.4
## pm2.5        80.0  65.0   104 104.0  87.0 102.0 101.0 123.00 144.0 153.0 149.0
## CV residual -40.4 -54.1   -15 -16.1 -33.7 -18.1 -19.1   4.02  27.2  36.9  27.6
##             40920 40922 40923 40930 40931 40937 40938 40944 40949 40950 40954
## Predicted   118.1   119 119.7 120.0   119   119 119.7   117   117   115 110.7
## cvpred      117.8   119 119.3 119.7   119   119 119.4   117   116   115 110.5
## pm2.5        21.0    50  59.0  25.0    34    24  25.0    11     9     7  17.0
## CV residual -96.8   -69 -60.3 -94.7   -85   -95 -94.4  -106  -107  -108 -93.5
##             40962 40963 40969 40972 40973 40977 40978 40984 40985 40992 40996
## Predicted   110.9 110.0 117.3 117.0 116.6 115.5 117.0 110.4 109.8 116.7 117.6
## cvpred      110.9 109.9 117.1 116.8 116.4 115.3 116.8 110.3 109.7 116.5 117.4
## pm2.5        16.0  12.0  23.0  47.0  50.0  81.0  48.0  17.0  15.0  52.0  74.0
## CV residual -94.9 -97.9 -94.1 -69.8 -66.4 -34.3 -68.8 -93.3 -94.7 -64.5 -43.4
##             40997 40998 40999 41000 41001 41002 41003  41004 41005 41008 41009
## Predicted   117.6 117.3 116.6 116.9 115.5 118.3 118.1 117.56   116 113.1 111.8
## cvpred      117.4 117.1 116.3 116.7 115.3 118.1 117.8 117.25   116 112.8 111.5
## pm2.5        80.0  76.0  70.0  73.0  86.0  93.0  96.0 109.00   109  74.0  75.0
## CV residual -37.4 -41.1 -46.3 -43.7 -29.3 -25.1 -21.8  -8.25    -7 -38.8 -36.5
##             41018 41021 41025 41031 41032  41033 41034 41035   41036 41039
## Predicted   120.4 118.6 120.4 118.1 116.8 115.20 114.5 113.1 111.136 107.7
## cvpred      120.1 118.3 120.1 117.7 116.5 114.88 114.2 112.8 110.887 107.4
## pm2.5       157.0 147.0 139.0 135.0 127.0 109.00  94.0 100.0 110.000 138.0
## CV residual  36.9  28.7  18.9  17.3  10.5  -5.88 -20.2 -12.8  -0.887  30.6
##             41040 41042 41046 41047 41048 41049 41052 41056 41060 41065 41072
## Predicted   106.4 105.0 102.5 120.4 120.7 120.7   119 112.1 109.0 116.5   109
## cvpred      106.2 104.8 102.3 120.1 120.4 120.4   119 111.8 108.7 116.2   109
## pm2.5       151.0 155.0 154.0 163.0 170.0 174.0   198  79.0 123.0 104.0     3
## CV residual  44.8  50.2  51.7  42.9  49.6  53.6    79 -32.8  14.3 -12.2  -106
##             41074 41075 41076 41077 41078 41086 41087 41093 41095 41098 41100
## Predicted   106.2   112   109   108   110 115.6 114.5 114.5 114.5 113.1 114.9
## cvpred      106.2   112   110   108   110 115.4 114.4 114.4 114.4 112.9 114.8
## pm2.5         7.0     7     3     3     4  20.0  19.0  42.0  25.0  27.0  22.0
## CV residual -99.2  -105  -107  -105  -106 -95.4 -95.4 -72.4 -89.4 -85.9 -92.8
##             41103 41114 41115  41119 41120  41122  41123 41124 41125 41126
## Predicted   115.9 116.6 116.6 116.96 117.6 116.93 116.58 117.3 116.6 113.9
## cvpred      115.7 116.4 116.3 116.76 117.4 116.71 116.36 117.1 116.3 113.8
## pm2.5        54.0  46.0  44.0 115.00  96.0 112.00 118.00  92.0  74.0  50.0
## CV residual -61.7 -70.4 -72.3  -1.76 -21.4  -4.71   1.64 -25.1 -42.3 -63.8
##             41127 41131 41132 41133 41135 41139 41141 41144 41148 41150 41153
## Predicted   111.6 106.6 107.3 106.5 117.0 117.0 116.2 116.0 116.5 118.0 119.0
## cvpred      111.5 106.5 107.1 106.4 116.8 116.8 116.1 115.8 116.3 117.7 118.7
## pm2.5        36.0  43.0  48.0  57.0  83.0  73.0  86.0  89.0 101.0  88.0  92.0
## CV residual -75.5 -63.5 -59.1 -49.4 -33.8 -43.8 -30.1 -26.8 -15.3 -29.7 -26.7
##               41156  41157  41158 41160 41163 41166 41169 41181 41183 41188
## Predicted   119.506 116.84 119.72 117.4   119 119.7 119.0 113.9 111.7 118.7
## cvpred      119.159 116.54 119.39 117.1   119 119.4 118.7 113.6 111.5 118.4
## pm2.5       120.000 124.00 113.00 106.0   135  60.0  54.0  57.0  63.0  62.0
## CV residual   0.841   7.46  -6.39 -11.1    16 -59.4 -64.7 -56.6 -48.5 -56.4
##             41192 41193 41195 41198 41201 41202 41206 41209 41214 41221 41223
## Predicted   118.7 119.0 116.6 111.1 104.8 103.2  99.4 117.6 116.9 101.9 101.4
## cvpred      118.4 118.7 116.3 110.9 104.7 103.1  99.3 117.4 116.7 102.1 101.6
## pm2.5        93.0  94.0  51.0  46.0  47.0  46.0  61.0  74.0  86.0  11.0   6.0
## CV residual -25.4 -24.7 -65.3 -64.9 -57.7 -57.1 -38.3 -43.4 -30.7 -91.1 -95.6
##             41227 41228 41229 41233 41234 41237 41238 41239 41243 41245 41246
## Predicted     114 114.9 114.9 114.9 114.9 110.6 108.7 107.4 109.2 101.8   106
## cvpred        114 114.8 114.8 114.8 114.8 110.6 108.7 107.5 109.3 102.1   107
## pm2.5          10  15.0  23.0  42.0  47.0  20.0  23.0  16.0  11.0   4.0     3
## CV residual  -104 -99.8 -91.8 -72.8 -67.8 -90.6 -85.7 -91.5 -98.3 -98.1  -104
##             41248 41255 41259 41261 41270 41279 41281 41285 41290 41292 41293
## Predicted   102.7  99.7 113.5 113.2 113.5 111.3 109.2   115 113.5 114.2 114.5
## cvpred      103.1  99.9 113.5 113.1 113.5 111.2 109.1   115 113.4 114.1 114.4
## pm2.5         8.0  20.0  30.0  49.0  30.0  56.0  56.0    10  18.0  29.0  44.0
## CV residual -95.1 -79.9 -83.5 -64.1 -83.5 -55.2 -53.1  -105 -95.4 -85.1 -70.4
##             41297 41299 41304 41305 41308 41312 41316 41318 41319 41324 41325
## Predicted   113.3 111.3 114.9 115.6 114.7 109.9 113.5 114.9 111.9 107.8 107.1
## cvpred      113.2 111.2 114.8 115.4 114.6 109.8 113.5 114.8 111.9 107.8 107.1
## pm2.5        60.0  35.0  55.0  56.0  99.0 108.0  78.0  69.0  51.0  34.0  37.0
## CV residual -53.2 -76.2 -59.8 -59.4 -15.6  -1.8 -35.5 -45.8 -60.9 -73.8 -70.1
##             41328 41332 41336 41339 41341 41344 41345 41346 41347 41349 41350
## Predicted   104.5 114.2 112.8   115 114.7 112.5 111.6   110 116.1 118.0 118.3
## cvpred      104.6 114.1 112.7   115 114.5 112.4 111.4   110 115.9 117.7 118.1
## pm2.5        63.0  84.0  92.0   136 118.0  67.0  60.0    53  53.0  97.0 105.0
## CV residual -41.6 -30.1 -20.7    21   3.5 -45.4 -51.4   -57 -62.9 -20.7 -13.1
##              41351 41360  41361  41365  41367 41368 41370 41371 41374 41376
## Predicted   117.98 117.8 117.98 116.57 117.29 117.3 115.9 117.6 118.0   117
## cvpred      117.72 117.6 117.72 116.35 117.06 117.1 115.7 117.4 117.7   117
## pm2.5       119.00 110.0 116.00 115.00 113.00  89.0  78.0 140.0 180.0   228
## CV residual   1.28  -7.6  -1.72  -1.35  -4.06 -28.1 -37.7  22.6  62.3   111
##             41378 41386 41392 41397 41399 41405  41411  41412 41414  41421
## Predicted   110.5 116.3 115.1 109.9 107.4 116.6 117.98 117.26 115.8 117.77
## cvpred      110.4 116.1 114.9 109.7 107.2 116.3 117.72 117.01 115.6 117.49
## pm2.5       200.0  63.0  88.0  88.0  80.0  81.0 120.00 119.00 128.0 108.00
## CV residual  89.6 -53.1 -26.9 -21.7 -27.2 -35.3   2.28   1.99  12.4  -9.49
##              41422  41424 41433 41434 41436 41440 41442 41445 41446 41452 41453
## Predicted   116.52 119.03 112.4 110.5 116.4 118.0 118.0 118.0 117.6 115.9 115.1
## cvpred      116.24 118.74 112.2 110.3 116.2 117.7 117.7 117.7 117.4 115.6 114.9
## pm2.5       119.00 120.00  63.0  45.0  40.0  27.0  38.0  56.0  75.0  46.0  35.0
## CV residual   2.76   1.26 -49.2 -65.3 -76.2 -90.7 -79.7 -61.7 -42.4 -69.6 -79.9
##             41460 41463 41464 41467 41479 41485 41492 41493 41496 41498 41499
## Predicted     117   115   116 114.1 117.1   117 116.2 118.3 114.8 113.3 111.7
## cvpred        117   115   116 113.9 116.9   117 115.9 118.1 114.6 113.1 111.5
## pm2.5          17    14    11  31.0 103.0   148 144.0 147.0  74.0  75.0  86.0
## CV residual  -100  -101  -105 -82.9 -13.9    31  28.1  28.9 -40.6 -38.1 -25.5
##             41500  41505  41506 41513 41515 41516 41520 41525 41528 41530 41531
## Predicted   117.6 112.98 112.27 117.4 117.1   116 116.0   115 112.6 112.6 110.3
## cvpred      117.4 112.78 112.07 117.2 116.8   116 115.8   115 112.5 112.6 110.3
## pm2.5        87.0 120.00 121.00 193.0 203.0   217 149.0     9  51.0  26.0  14.0
## CV residual -30.4   7.22   8.93  75.8  86.2   101  33.2  -106 -61.5 -86.6 -96.3
##             41535 41538 41541 41543 41544 41546 41547 41553 41554 41555 41556
## Predicted     111 111.1 115.0 115.6 114.5 115.2 114.9 114.9 115.6 115.9 115.9
## cvpred        111 111.1 114.9 115.4 114.4 115.1 114.8 114.8 115.4 115.8 115.7
## pm2.5          10  16.0  54.0  59.0  59.0  83.0  83.0  63.0  71.0  82.0  87.0
## CV residual  -101 -95.1 -60.9 -56.4 -55.4 -32.1 -31.8 -51.8 -44.4 -33.8 -28.7
##             41558 41562 41563 41570 41573 41575 41576 41578 41583 41585 41586
## Predicted   115.9 109.8 109.1   116 115.6 116.3 116.6 116.1  98.2 107.1 104.4
## cvpred      115.6 109.6 108.9   116 115.4 116.1 116.4 115.9  98.4 107.3 104.7
## pm2.5       101.0  53.0  46.0    79 105.0 103.0 102.0  99.0  10.0  12.0  13.0
## CV residual -14.6 -56.6 -62.9   -37 -10.4 -13.1 -14.4 -16.9 -88.4 -95.3 -91.7
##             41589 41590 41591 41593 41599 41601 41603 41604 41605 41606 41607
## Predicted   109.1 107.2 104.5 102.6  96.3 108.0 106.6 106.9 105.5 106.3   106
## cvpred      109.2 107.3 104.7 102.7  96.6 108.2 106.8 107.2 105.8 106.5   106
## pm2.5        14.0  21.0  17.0  26.0  20.0  18.0  17.0  23.0  22.0  16.0    22
## CV residual -95.2 -86.3 -87.7 -76.7 -76.6 -90.2 -89.8 -84.2 -83.8 -90.5   -84
##             41608 41609 41612 41614 41615 41618 41622 41626 41627 41628 41632
## Predicted   106.3   106 105.1 110.1 110.4 110.8 111.4 111.4 111.8 111.9 109.9
## cvpred      106.5   106 105.3 110.2 110.5 110.8 111.5 111.4 111.8 111.9 109.9
## pm2.5        21.0    23  31.0  53.0  57.0  85.0  80.0  73.0  77.0  90.0  77.0
## CV residual -85.5   -83 -74.3 -57.2 -53.5 -25.8 -31.5 -38.4 -34.8 -21.9 -32.9
##             41633  41634 41637 41638 41641 41645 41650 41657 41659 41661 41663
## Predicted   108.7 107.41 112.6 112.6 112.6 108.5 114.9 115.2 113.8 115.6 113.8
## cvpred      108.7 107.41 112.6 112.5 112.5 108.5 114.8 115.1 113.7 115.4 113.7
## pm2.5        76.0 100.00  93.0  88.0  82.0  62.0  64.0  21.0  33.0  79.0 129.0
## CV residual -32.7  -7.41 -19.6 -24.5 -30.5 -46.5 -50.8 -94.1 -80.7 -36.4  15.3
##              41666  41669 41670  41671 41677 41678 41679 41682 41684 41687
## Predicted   113.84 113.84 114.4 114.89 114.5 114.9 115.2 113.8 116.3 115.4
## cvpred      113.78 113.78 114.3 114.79 114.4 114.7 115.1 113.6 116.1 115.2
## pm2.5       115.00 115.00 149.0 109.00  84.0  91.0 133.0 201.0 199.0 156.0
## CV residual   1.22   1.22  34.7  -5.79 -30.4 -23.7  17.9  87.4  82.9  40.8
##             41698 41701 41702 41704  41708 41717 41718 41720 41722 41723 41725
## Predicted   105.0 115.6 116.3 115.9 114.68 113.8 113.5 111.9 108.5 103.6  97.7
## cvpred      104.9 115.4 116.1 115.7 114.56 113.8 113.5 111.9 108.6 103.8  97.9
## pm2.5        58.0  78.0  97.0 103.0 116.00  64.0  67.0  54.0  21.0  11.0   8.0
## CV residual -46.9 -37.4 -19.1 -12.7   1.44 -49.8 -46.5 -57.9 -87.6 -92.8 -89.9
##             41729 41730 41735 41738 41744 41749 41750 41751 41752 41753 41754
## Predicted   104.4   103 110.4 110.4 107.7 106.3   106 104.5 102.9 101.2 101.9
## cvpred      104.6   103 110.5 110.5 107.9 106.5   106 104.8 103.2 101.6 102.2
## pm2.5         8.0     6  43.0  32.0  22.0  18.0    22  20.0  25.0  22.0  25.0
## CV residual -96.6   -97 -67.5 -78.5 -85.9 -88.5   -84 -84.8 -78.2 -79.6 -77.2
##             41755 41756 41762 41764 41769 41771 41777 41778 41781 41782 41785
## Predicted   102.6 103.6 110.0 111.4 111.8 110.4 111.2 111.5   115   114   114
## cvpred      102.8 103.7 110.1 111.5 111.8 110.4 111.2 111.5   115   114   114
## pm2.5        33.0  50.0  94.0 114.0  75.0  66.0 179.0 182.0   245   255   301
## CV residual -69.8 -53.7 -16.1   2.5 -36.8 -44.4  67.8  70.5   130   141   187
##             41786 41788 41790 41794 41797 41799 41800 41801 41808 41811 41812
## Predicted     113   113   112   112   115   115   114   116   115   115   114
## cvpred        113   113   112   112   114   115   114   116   115   114   114
## pm2.5         289   249   222   224   272   280   320   364   406   355   349
## CV residual   176   136   110   112   158   165   206   248   291   241   235
##             41814 41816 41817 41818 41821 41824 41825 41829 41830 41831 41832
## Predicted     114   114   116   116   116   117   117   117   116   116   116
## cvpred        114   114   115   116   116   116   117   117   116   116   116
## pm2.5         345   337   342   342   343   373   385   443   438   420   454
## CV residual   231   223   227   226   227   257   268   326   322   304   338
##             41833 41839 41841 41843 41844 41846 41847 41848 41852 41855 41856
## Predicted     115   114   116   117   115   116   115   114   117   116   116
## cvpred        115   114   116   116   115   116   115   114   116   116   116
## pm2.5         430   338   324   331   332   310   298   267   302   308   322
## CV residual   315   224   208   215   217   194   183   153   186   192   206
##             41858 41865 41866 41868 41869 41871 41873  41875 41894 41897 41903
## Predicted     116 115.9   115   114   113   117   115 107.09   104 100.7  92.1
## cvpred        116 115.7   115   114   113   116   115 107.11   104 101.1  92.5
## pm2.5         303 202.0   196   256   246   237   239 108.00     5   4.0  10.0
## CV residual   187  86.3    81   142   133   121   124   0.89   -99 -97.1 -82.5
##             41904 41905 41906 41907 41912 41917 41918 41919 41920 41921 41922
## Predicted    89.5  88.1  86.8  85.5 104.0  92.4  90.9 100.1 100.4 100.7 102.1
## cvpred       89.9  88.5  87.3  86.0 104.3  93.0  91.6 100.6 100.9 101.3 102.5
## pm2.5        10.0   7.0   5.0   3.0   5.0   9.0   9.0   8.0  10.0  10.0   8.0
## CV residual -79.9 -81.5 -82.3 -83.0 -99.3 -84.0 -82.6 -92.6 -90.9 -91.3 -94.5
##             41925 41928 41929 41931 41932 41937 41939 41940 41941 41943 41944
## Predicted   108.0 106.9 107.4 108.0 106.4 105.7 105.9 106.3 105.5 104.1 102.5
## cvpred      108.2 107.1 107.6 108.2 106.7 105.9 106.2 106.5 105.8 104.4 102.8
## pm2.5        35.0  59.0  61.0  42.0  45.0  22.0  26.0  28.0  31.0  49.0  37.0
## CV residual -73.2 -48.1 -46.6 -66.2 -61.7 -83.9 -80.2 -78.5 -74.8 -55.4 -65.8
##             41946 41947 41948 41949 41950 41951 41952 41953 41963 41966 41968
## Predicted    99.6  98.4  97.1  96.2   108 109.5 109.1 108.8   102  90.5  78.0
## cvpred       99.9  98.7  97.4  96.4   108 109.6 109.2 108.9   102  91.0  78.6
## pm2.5        31.0  54.0  67.0  75.0    88 114.0 128.0 141.0    23   9.0   9.0
## CV residual -68.9 -44.7 -30.4 -21.4   -20   4.4  18.8  32.1   -79 -82.0 -69.6
##             41970 41972 41974 41975 41976 41980 41983 41986 41993 41996 41997
## Predicted    70.1  61.6  60.1 102.1 104.6 107.0 106.1 105.0  88.1  86.0  84.8
## cvpred       70.8  62.4  60.8 102.6 104.9 107.2 106.3 105.2  88.6  86.4  85.2
## pm2.5         9.0   7.0  20.0  17.0  20.0  29.0  36.0  44.0  36.0  57.0  55.0
## CV residual -61.8 -55.4 -40.8 -85.6 -84.9 -78.2 -70.3 -61.2 -52.6 -29.4 -30.2
##             42000 42001 42010 42011 42012  42016 42028 42029 42032  42036 42037
## Predicted   108.3 108.7 108.0 107.3 108.7 107.22 110.4 110.8 108.3 111.78 111.4
## cvpred      108.5 108.9 108.2 107.4 108.9 107.39 110.5 110.8 108.4 111.81 111.5
## pm2.5        80.0  85.0  76.0  80.0  87.0 116.00 197.0 193.0 110.0 110.00 155.0
## CV residual -28.5 -23.9 -32.2 -27.4 -21.9   8.61  86.5  82.2   1.6  -1.81  43.5
##             42045 42046 42048 42053 42054 42055 42058 42059 42060 42061 42062
## Predicted     114   114   115   115   115   115   115   115   114   112   110
## cvpred        114   114   115   115   115   115   115   114   114   112   110
## pm2.5         296   315   382   413   373   362   352   357   353   292   213
## CV residual   182   201   267   298   258   247   237   243   239   180   103
##             42065 42066 42069 42071 42078 42080 42084 42085 42088 42090 42092
## Predicted   107.2 106.5 115.6 113.6 114.2 114.9   114   112   109   108   116
## cvpred      107.1 106.4 115.4 113.5 114.1 114.8   114   112   109   108   115
## pm2.5       161.0 153.0 200.0 178.0 189.0 192.0   265   268   253   239   253
## CV residual  53.9  46.6  84.6  64.5  74.9  77.2   151   156   144   131   138
##             42093 42094 42096 42099 42111 42118 42125  42127 42128 42130  42134
## Predicted     115   114 109.4 105.0 104.2 108.0 109.4 107.97   108 106.4 109.68
## cvpred        115   114 109.4 105.1 104.6 108.2 109.5 108.16   108 106.6 109.77
## pm2.5         262   239  71.0  36.0  36.0  84.0  73.0 104.00    90  79.0 100.00
## CV residual   147   125 -38.4 -69.1 -68.6 -24.2 -36.5  -4.16   -18 -27.6  -9.77
##             42136 42137 42138 42141 42143 42144 42149  42150   42151 42154
## Predicted   107.2 107.1 106.4 111.4   111 110.7 112.1 111.78 112.133 110.5
## cvpred      107.3 107.2 106.5 111.5   111 110.8 112.2 111.81 112.161 110.6
## pm2.5        86.0  85.0  83.0 124.0   132 130.0 102.0 110.00 113.000 130.0
## CV residual -21.3 -22.2 -23.5  12.5    21  19.2 -10.2  -1.81   0.839  19.4
##             42158 42159 42170 42171 42172 42176 42178 42179 42182 42184 42188
## Predicted   110.7 111.1   113 111.8 111.1 107.5 106.9 106.3   114   114   115
## cvpred      110.8 111.1   113 111.8 111.1 107.6 106.9 106.3   114   114   115
## pm2.5       149.0 133.0   217 195.0 183.0 183.0 192.0 199.0   281   317   341
## CV residual  38.2  21.9   104  83.2  71.9  75.4  85.1  92.7   167   203   226
##             42190 42194 42200 42201 42209 42210 42214 42217 42225 42226 42228
## Predicted     114   113   111   110   113   113   115   115  99.0  96.2  86.6
## cvpred        113   113   111   110   113   113   115   115  99.5  96.6  87.3
## pm2.5         356   352   312   310   402   423   453   395  14.0  16.0  10.0
## CV residual   243   239   201   200   289   310   338   280 -85.5 -80.6 -77.3
##             42229 42232 42233 42240 42243 42246 42253 42255 42263 42265 42267
## Predicted    81.3  76.1  72.4  93.5  89.1   100  99.5  96.7  92.6 106.9 107.3
## cvpred       82.1  76.8  73.3  94.2  89.8   101 100.1  97.2  93.0 107.2 107.6
## pm2.5         9.0   9.0  10.0   9.0  12.0    14  35.0  30.0  51.0  50.0  43.0
## CV residual -73.1 -67.8 -63.3 -85.2 -77.8   -87 -65.1 -67.2 -42.0 -57.2 -64.6
##             42269 42272  42273 42274 42279 42280 42281 42284 42285  42290 42294
## Predicted   106.6 107.0 107.97 107.3 107.1 107.1 107.6 103.9 108.7 110.07 109.0
## cvpred      106.9 107.2 108.16 107.6 107.3 107.3 107.9 104.1 108.9 110.19 109.2
## pm2.5        87.0  91.0  99.00  92.0  60.0  53.0  51.0  47.0  47.0 101.00 127.0
## CV residual -19.9 -16.2  -9.16 -15.6 -47.3 -54.3 -56.9 -57.1 -61.9  -9.19  17.8
##              42297  42302 42306 42308 42313 42314 42316 42317 42321 42323 42325
## Predicted   107.56 108.66 110.8 111.1   111 110.7   111   111   112 110.7 110.4
## cvpred      107.69 108.82 110.8 111.1   111 110.8   111   111   112 110.8 110.5
## pm2.5       102.00 108.00 141.0 170.0   215 210.0   214   272   158 156.0 163.0
## CV residual  -5.69  -0.82  30.2  58.9   104  99.2   103   161    46  45.2  52.5
##             42327 42328 42332 42333 42334 42335 42336 42340 42352 42354 42360
## Predicted   111.4 110.4 111.4   112 112.1 111.8 112.1   113 110.3 113.5 111.2
## cvpred      111.5 110.5 111.4   112 112.2 111.8 112.1   113 110.3 113.5 111.2
## pm2.5       180.0 179.0 208.0   212 193.0 205.0 206.0   223 145.0 165.0 184.0
## CV residual  68.5  68.5  96.6   100  80.8  93.2  93.9   110  34.7  51.5  72.8
##             42363 42365 42368 42371 42373 42376 42378 42379 42381 42391 42393
## Predicted     112 110.8 110.1 106.4  94.8  87.1  81.2  79.6  77.4  40.9  37.7
## cvpred        112 110.8 110.2 106.6  95.3  87.7  81.8  80.2  77.9  41.8  38.5
## pm2.5         215  81.0  26.0  14.0  12.0  12.0  10.0  10.0  18.0   2.0   8.0
## CV residual   103 -29.8 -84.2 -92.6 -83.3 -75.7 -71.8 -70.2 -59.9 -39.8 -30.5
##             42396 42397 42399 42401 42404 42407 42411 42414 42417 42418 42424
## Predicted    29.1  26.2  17.3 11.25  5.31 103.2   102 103.0 105.6 103.9  97.7
## cvpred       30.1  27.2  18.4 12.35  6.41 103.6   102 103.4 105.9 104.3  98.2
## pm2.5         8.0   6.0   8.0 10.00 10.00   7.0    28  25.0  28.0  39.0  10.0
## CV residual -22.1 -21.2 -10.4 -2.35  3.59 -96.6   -74 -78.4 -77.9 -65.3 -88.2
##             42425 42428 42435 42438 42445 42446 42450 42451 42452 42458 42461
## Predicted    96.4 103.2 105.6 106.6 104.8 102.9 107.5 108.5 108.1   107 106.6
## cvpred       97.0 103.6 105.9 106.9 105.1 103.2 107.7 108.7 108.3   108 106.9
## pm2.5        10.0  34.0  68.0  80.0 118.0 141.0 152.0 157.0 159.0   232 174.0
## CV residual -87.0 -69.6 -37.9 -26.9  12.9  37.8  44.3  48.3  50.7   124  67.1
##              42464 42468 42470 42472 42477 42480 42483 42486 42487 42493 42497
## Predicted   103.60 103.5  95.5  89.5   101 101.4  97.5  99.5  97.9  82.2  71.6
## cvpred      103.92 103.9  96.1  90.0   101 101.9  98.1 100.0  98.4  83.0  72.5
## pm2.5        98.00  14.0   8.0   9.0     7   6.0   4.0   9.0   7.0   7.0   7.0
## CV residual  -5.92 -89.9 -88.1 -81.0   -94 -95.9 -94.1 -91.0 -91.4 -76.0 -65.5
##             42501 42506 42508 42509 42514 42518 42521 42523 42525 42526 42530
## Predicted   102.5 103.9 102.5 102.8   102 101.7 103.9 103.8 102.9 105.6 104.9
## cvpred      102.9 104.3 102.9 103.2   103 102.2 104.3 104.2 103.3 105.9 105.2
## pm2.5        40.0  44.0  79.0  76.0    66  41.0  18.0  46.0  57.0  37.0  56.0
## CV residual -62.9 -60.3 -23.9 -27.2   -37 -61.2 -86.3 -58.2 -46.3 -68.9 -49.2
##             42531 42532 42535 42538 42539 42540 42547 42548 42551 42553 42558
## Predicted   103.5 105.9 101.2 100.0  98.6  98.6 105.6 105.2 105.9 104.9 101.2
## cvpred      103.9 106.2 101.6 100.4  99.0  99.0 105.9 105.5 106.2 105.2 101.6
## pm2.5        69.0  79.0  69.0  78.0  87.0  82.0  74.0  84.0  92.0  92.0  87.0
## CV residual -34.9 -27.2 -32.6 -22.4 -12.0 -17.0 -31.9 -21.5 -14.2 -13.2 -14.6
##             42564 42569 42570 42571 42573  42577   42578  42579 42580 42581
## Predicted    90.9  99.8  99.7  99.7 106.3 105.57 105.929 104.88 102.8 101.4
## cvpred       91.5 100.2 100.2 100.1 106.5 105.89 106.242 105.23 103.2 101.8
## pm2.5        39.0  45.0  39.0  44.0  77.0 104.00 106.000 108.00  98.0  79.0
## CV residual -52.5 -55.2 -61.2 -56.1 -29.5  -1.89  -0.242   2.77  -5.2 -22.8
##             42588 42589 42590 42591 42594 42595 42597 42598 42606 42609 42610
## Predicted   101.8 100.7 102.8 100.9 104.0 105.1 105.3 106.6 104.3  94.6  91.8
## cvpred      102.3 101.3 103.3 101.3 104.4 105.4 105.6 106.9 104.7  95.2  92.3
## pm2.5        34.0  38.0  41.0  56.0  79.0  79.0 147.0 153.0  28.0   9.0  11.0
## CV residual -68.3 -63.3 -62.3 -45.3 -25.4 -26.4  41.4  46.1 -76.7 -86.2 -81.3
##             42611 42612 42613 42614 42616 42617 42620 42624 42625 42628 42630
## Predicted    87.8  85.3  80.8  78.3  69.7  65.1  58.6  43.0  40.9  31.1  26.2
## cvpred       88.4  85.9  81.4  78.8  70.4  65.8  59.4  44.1  41.9  32.2  27.4
## pm2.5        15.0  13.0  14.0  17.0  16.0  11.0  13.0   8.0   9.0   2.0   3.0
## CV residual -73.4 -72.9 -67.4 -61.8 -54.4 -54.8 -46.4 -36.1 -32.9 -30.2 -24.4
##             42632 42633 42635 42641 42648 42652 42655 42656 42657 42659 42660
## Predicted    17.7  12.5 0.759 -20.3  95.0  96.3  99.4   100 101.4  97.4  96.0
## cvpred       18.9  13.8 2.194 -18.8  95.8  97.0 100.0   101 101.9  98.1  96.7
## pm2.5         4.0   4.0 6.000   3.0  17.0  12.0  15.0    21  21.0  40.0  20.0
## CV residual -14.9  -9.8 3.806  21.8 -78.8 -85.0 -85.0   -80 -80.9 -58.1 -76.7
##             42661 42664 42668 42669 42671 42679 42683 42686 42687 42696 42697
## Predicted    93.4  83.7  95.1  93.5  91.3  94.9  98.7  95.8  94.8  98.6 100.1
## cvpred       94.1  84.5  95.8  94.2  92.0  95.4  99.3  96.5  95.5  99.2 100.6
## pm2.5        16.0  25.0  30.0  33.0  53.0  49.0  24.0  22.0  20.0  90.0 138.0
## CV residual -78.1 -59.5 -65.8 -61.2 -39.0 -46.4 -75.3 -74.5 -75.5  -9.2  37.4
##             42698 42700 42702 42704 42706 42707 42711 42713 42718 42720 42725
## Predicted   103.3   103 102.1 103.2 102.0 101.6 103.2   104  99.4   103   104
## cvpred      103.8   104 102.6 103.6 102.5 102.1 103.6   104  99.9   104   104
## pm2.5       182.0   208 122.0  62.0  52.0  59.0 167.0   227 250.0   283   206
## CV residual  78.2   104  19.4 -41.6 -50.5 -43.1  63.4   123 150.1   179   102
##             42727 42734 42736 42744 42747 42752 42753 42757 42758 42759 42760
## Predicted     105  94.1  87.6  64.9  57.6 101.4 101.4  93.8  91.9  89.9  87.2
## cvpred        105  94.6  88.2  65.6  58.4 101.9 101.9  94.5  92.5  90.6  87.9
## pm2.5         299  15.0  18.0  13.0  12.0  11.0  17.0  14.0  15.0  15.0   8.0
## CV residual   194 -79.6 -70.2 -52.6 -46.4 -90.9 -84.9 -80.5 -77.5 -75.6 -79.9
##             42769 42771 42772 42780 42783 42785 42789 42792 42793 42797 42798
## Predicted     102 101.4 101.4 101.1  99.0  99.5 102.8 102.8   103   103   104
## cvpred        103 101.9 101.8 101.6  99.5 100.0 103.3 103.3   104   103   104
## pm2.5          81 121.0  78.0  53.0  59.0  59.0 136.0 203.0   221   354   273
## CV residual   -22  19.1 -23.8 -48.6 -40.5 -41.0  32.7  99.7   117   251   169
##             42800 42801 42804 42812 42815 42821 42822 42825 42826 42829 42831
## Predicted   104.6 105.2   106   106   106   106   106   106   105   106   106
## cvpred      104.9 105.6   106   106   106   106   106   106   106   107   106
## pm2.5       165.0 198.0   284   351   409   334   334   324   299   314   306
## CV residual  60.1  92.4   178   245   303   228   228   218   193   207   200
##             42833 42834 42855 42857 42861 42863 42865 42866 42868 42870 42871
## Predicted     103   103 101.4  92.3  98.7  96.7  93.7  91.7  98.8  96.7  96.8
## cvpred        104   103 101.8  93.1  99.3  97.3  94.4  92.5  99.4  97.3  97.4
## pm2.5         315   332  86.0  33.0  31.0  38.0  17.0   9.0  12.0  10.0  13.0
## CV residual   211   229 -15.8 -60.1 -68.3 -59.3 -77.4 -83.5 -87.4 -87.3 -84.4
##             42872 42874 42875 42878 42880 42881 42882 42884  42889  42890 42892
## Predicted    96.1  93.2  91.3  98.0  96.8  96.2  96.2  95.4  97.65  97.29 106.6
## cvpred       96.7  93.8  91.9  98.6  97.5  96.9  96.8  96.0  97.98  97.62 106.9
## pm2.5        15.0  31.0  37.0  26.0  26.0  38.0  48.0  79.0 107.00 106.00 100.0
## CV residual -81.7 -62.8 -54.9 -72.6 -71.5 -58.9 -48.8 -17.0   9.02   8.38  -6.9
##              42896  42901 42903 42905 42906 42907 42914 42918 42921 42932 42934
## Predicted   105.03 106.59 107.6 106.2 107.3 107.0   104  96.9  99.5  96.1 103.2
## cvpred      105.35 106.84 107.9 106.5 107.6 107.2   104  97.4 100.1  96.6 103.6
## pm2.5       110.00 111.00 119.0 149.0 134.0 143.0   289 150.0  42.0  46.0  80.0
## CV residual   4.65   4.16  11.1  42.5  26.4  35.8   185  52.6 -58.1 -50.6 -23.6
##             42935 42936 42938 42941 42942  42944 42945 42946 42949 42951 42957
## Predicted   102.8 103.1 103.9 104.2 103.1 103.50 103.8 104.6 104.5 103.4   107
## cvpred      103.3 103.6 104.3 104.6 103.6 103.91 104.2 104.9 104.8 103.7   107
## pm2.5       129.0 118.0  78.0 144.0 121.0 111.00 146.0 159.0 157.0 199.0   280
## CV residual  25.7  14.4 -26.3  39.4  17.4   7.09  41.8  54.1  52.2  95.3   173
##             42958 42961 42966 42967 42969 42973 42976 42979 42982 42985 42994
## Predicted     106   103   105   105   105   106   106   106   107   106  91.7
## cvpred        106   104   105   105   105   106   107   106   108   107  92.6
## pm2.5         266   323   236   241   215   241   289   350   436   470  14.0
## CV residual   160   219   131   136   110   135   182   244   328   363 -78.6
##             42999 43000 43001 43007 43009 43012 43023 43026 43028 43030 43033
## Predicted    91.0  89.3  88.8  99.0  99.8  97.4 102.3 98.84  97.4  95.2  94.1
## cvpred       91.8  90.2  89.6  99.7 100.4  97.9 102.7 99.27  97.7  95.7  94.5
## pm2.5        14.0  18.0  17.0  37.0  34.0  51.0  70.0 91.00 129.0 200.0 219.0
## CV residual -77.8 -72.2 -72.6 -62.7 -66.4 -46.9 -32.7 -8.27  31.3 104.3 124.5
##             43036 43039 43041 43044 43045 43046 43050 43052 43056 43058 43062
## Predicted     105   103   106   106   107   106   107   108   105   108   104
## cvpred        105   104   106   107   107   107   107   109   105   108   105
## pm2.5         254   277   287   325   301   311   344   343   264   254   242
## CV residual   149   173   181   218   194   204   237   234   159   146   137
##             43063 43064 43065 43066 43075 43080  43086 43090 43096 43104 43106
## Predicted     104 102.4  96.1  92.2  40.1  17.2 -0.492 -20.0 -46.5 -62.6 -64.9
## cvpred        104 102.7  96.5  92.7  41.5  18.6  0.950 -18.5 -44.8 -60.9 -63.2
## pm2.5         235 168.0  20.0  18.0  18.0  33.0 13.000  11.0   9.0   8.0  11.0
## CV residual   131  65.3 -76.5 -74.7 -23.5  14.4 12.050  29.5  53.8  68.9  74.2
##             43107 43117 43120 43121 43123 43124 43127 43128 43129 43132 43134
## Predicted    91.2  92.8  91.8  92.2 89.91  94.9  96.3  94.0  92.6  94.9  87.2
## cvpred       92.2  93.7  92.7  93.1 90.78  95.7  97.0  94.8  93.5  95.7  88.3
## pm2.5        13.0  52.0  40.0  67.0 96.00 108.0 120.0 125.0 123.0  26.0  13.0
## CV residual -79.2 -41.7 -52.7 -26.1  5.22  12.3  23.0  30.2  29.5 -69.7 -75.3
##             43137 43139 43141 43147 43148 43151 43152 43154 43155 43156 43169
## Predicted    80.7  75.9  69.0  53.5  51.5  47.3  45.0  39.5  37.5  36.3  62.3
## cvpred       81.8  77.0  70.1  54.6  52.7  48.5  46.2  40.7  38.8  37.5  63.5
## pm2.5        13.0  16.0  11.0  15.0  14.0   6.0   8.0   9.0  11.0   9.0   8.0
## CV residual -68.8 -61.0 -59.1 -39.6 -38.7 -42.5 -38.2 -31.7 -27.8 -28.5 -55.5
##             43174 43179 43184 43186 43190 43194 43195 43196 43197 43200 43208
## Predicted    89.5  75.1  91.2  88.0  76.6  91.1  94.2 92.80  96.3  94.5  93.5
## cvpred       90.5  76.2  92.2  88.9  77.7  92.1  95.1 93.69  97.0  95.3  94.3
## pm2.5         9.0   9.0  12.0  11.0   9.0  11.0  32.0 97.00 115.0 158.0  32.0
## CV residual -81.5 -67.2 -80.2 -77.9 -68.7 -81.1 -63.1  3.31  18.0  62.7 -62.3
##             43209 43211 43212 43213 43218 43220 43223 43225 43226 43227 43228
## Predicted    94.1  90.7  89.2  92.5  92.4 90.95 98.35  97.3  97.6  98.0   100
## cvpred       94.9  91.6  90.2  93.4  93.2 91.79 99.01  98.0  98.3  98.6   101
## pm2.5        44.0  31.0  30.0  16.0  66.0 83.00 95.00 102.0 174.0 137.0    80
## CV residual -50.9 -60.6 -60.2 -77.4 -27.2 -8.79 -4.01   4.0  75.7  38.4   -21
##             43230 43233 43234 43239 43240 43241 43242 43245 43246 43249 43250
## Predicted   101.8 102.1 102.8  81.5  79.4  77.9  76.2  70.0  66.1  63.3  96.6
## cvpred      102.3 102.5 103.1  82.5  80.3  78.8  77.1  70.9  67.1  64.2  97.3
## pm2.5        72.0  72.0  79.0  18.0  22.0  21.0  15.0  17.0  18.0  18.0  16.0
## CV residual -30.3 -30.5 -24.1 -64.5 -58.3 -57.8 -62.1 -53.9 -49.1 -46.2 -81.3
##             43251 43252 43254 43256 43257 43260  43262 43273 43291 43295 43299
## Predicted    96.6  95.4  92.2  90.2  97.7  96.3  95.53  98.7   102   102   103
## cvpred       97.3  96.1  92.9  91.0  98.4  97.0  96.26  99.3   103   102   103
## pm2.5        15.0  17.0  15.0  20.0  21.0  31.0 102.00 180.0   352   361   331
## CV residual -82.3 -79.1 -77.9 -71.0 -77.4 -66.0   5.74  80.7   249   259   228
##             43301 43305 43314 43317 43319 43323 43324 43325 43330 43334 43335
## Predicted     102   102  66.3  59.7  52.6    39  37.3  35.4  94.7  89.4  86.3
## cvpred        102   103  67.2  60.7  53.6    40  38.4  36.5  95.5  90.2  87.3
## pm2.5         301   325  13.0  14.0  16.0    17   9.0  16.0  13.0  14.0  14.0
## CV residual   199   222 -54.2 -46.7 -37.6   -23 -29.4 -20.5 -82.5 -76.2 -73.3
##             43338 43339 43341 43342 43350 43351 43352 43354 43355 43356 43358
## Predicted    94.0 93.62  94.7    86    70  68.4  66.5  63.2    59  54.3  47.5
## cvpred       94.8 94.42  95.4    87    71  69.4  67.5  64.2    60  55.5  48.7
## pm2.5        40.0 92.00  81.0    32    14   9.0   7.0  12.0    13   9.0  18.0
## CV residual -54.8 -2.42 -14.4   -55   -57 -60.4 -60.5 -52.2   -47 -46.5 -30.7
##             43360 43367 43370 43374 43376 43377 43379 43383 43385 43390 43392
## Predicted    42.0  96.3  94.5  96.3  96.6  95.4  95.2  93.5  90.7  97.0  96.6
## cvpred       43.2  97.0  95.3  97.0  97.3  96.1  96.0  94.4  91.6  97.7  97.3
## pm2.5        10.0  18.0  16.0  16.0  13.0  33.0  36.0  43.0  44.0  86.0 112.0
## CV residual -33.2 -79.0 -79.3 -81.0 -84.3 -63.1 -60.0 -51.4 -47.6 -11.7  14.7
##             43398 43401 43403 43404 43409 43411 43413 43415 43417 43425 43426
## Predicted   95.17  91.9  95.2  92.6  92.4  93.8  97.1  97.6  99.0  88.4  84.5
## cvpred      95.91  92.6  96.0  93.5  93.3  94.5  97.9  98.3  99.7  89.2  85.3
## pm2.5       86.00  71.0  75.0  58.0  50.0 110.0 123.0 132.0 167.0  24.0  17.0
## CV residual -9.91 -21.6 -21.0 -35.5 -43.3  15.5  25.1  33.7  67.3 -65.2 -68.3
##             43427 43428 43434 43435 43436 43437 43438 43440 43442 43445 43447
## Predicted    80.5  75.4  45.9  40.7  35.9  31.4  28.2  22.1  18.8 14.66 12.13
## cvpred       81.4  76.3  47.0  41.9  37.1  32.6  29.4  23.4  20.1 15.94 13.39
## pm2.5        12.0   9.0  12.0  10.0   9.0  18.0  10.0  11.0   6.0 10.00 11.00
## CV residual -69.4 -67.3 -35.0 -31.9 -28.1 -14.6 -19.4 -12.4 -14.1 -5.94 -2.39
##              43448 43452 43455 43457 43458 43460 43463 43468 43471 43474 43477
## Predicted    9.109 -2.54 -15.6 -21.5 -23.1 -27.0 -31.2  95.2  90.6 95.57  94.9
## cvpred      10.418 -1.17 -14.1 -20.0 -21.6 -25.5 -29.6  96.0  91.4 96.33  95.7
## pm2.5       11.000 11.00  23.0   8.0  10.0  12.0  10.0  17.0  57.0 88.00 152.0
## CV residual  0.582 12.17  37.1  28.0  31.6  37.5  39.6 -79.0 -34.4 -8.33  56.3
##             43481  43484 43487 43489 43492 43493 43494 43501 43509 43510 43513
## Predicted    92.2  95.20  96.3  97.3  95.5  94.3  94.6  99.4   101   102   102
## cvpred       93.0  95.96  97.0  98.0  96.3  95.0  95.3 100.0   101   102   102
## pm2.5        65.0 104.00 225.0 180.0 146.0 125.0 130.0 132.0   240   235   274
## CV residual -28.0   8.04 128.0  82.0  49.7  30.0  34.7  32.0   139   133   172
##             43514 43518 43522 43523 43524 43528 43532 43537 43540 43554 43557
## Predicted     100  97.3  80.9  78.0  74.4  55.6  36.7  20.9 14.28 -17.0 -20.5
## cvpred        101  97.9  81.7  78.8  75.3  56.7  37.9  22.1 15.54 -15.6 -19.1
## pm2.5         253 198.0  19.0  16.0  11.0  12.0   7.0   9.0 12.00  12.0   7.0
## CV residual   152 100.1 -62.7 -62.8 -64.3 -44.7 -30.9 -13.1 -3.54  27.6  26.1
##             43563 43564 43565 43571 43572 43575 43577 43580 43581 43582 43583
## Predicted   -43.0 -47.0 -49.3 -59.7 -61.9 -72.3 -78.4  91.9  90.7  91.3  91.3
## cvpred      -41.4 -45.3 -47.6 -58.0 -60.2 -70.6 -76.7  92.8  91.5  92.1  92.1
## pm2.5         6.0   8.0   7.0  11.0  17.0  20.0  13.0  32.0  33.0  46.0  53.0
## CV residual  47.4  53.3  54.6  69.0  77.2  90.6  89.7 -60.8 -58.5 -46.1 -39.1
##             43588 43591 43592 43596 43599 43602 43606 43607 43609 43613 43614
## Predicted   95.54  96.8  97.3 97.66  96.1  92.6  98.3  98.7  98.3  96.7  95.3
## cvpred      96.27  97.5  98.0 98.35  96.8  93.4  99.0  99.3  99.0  97.4  96.0
## pm2.5       95.00 117.0 117.0 95.00  67.0  80.0 125.0 115.0 142.0 145.0 114.0
## CV residual -1.27  19.5  19.0 -3.35 -29.8 -13.4  26.0  15.7  43.0  47.6  18.0
##             43619 43623 43624 43626 43627 43632 43633 43636 43637 43638 43643
## Predicted   92.25 86.24  82.6  97.0  97.0  96.6  96.3  92.8  90.5  89.3  94.6
## cvpred      92.94 87.04  83.5  97.7  97.7  97.3  97.0  93.6  91.3  90.0  95.4
## pm2.5       90.00 89.00  95.0  62.0 234.0  14.0  13.0  11.0   9.0  15.0  17.0
## CV residual -2.94  1.96  11.5 -35.7 136.3 -83.3 -84.0 -82.6 -82.3 -75.0 -78.4
##             43646 43651 43653 43655 43658 43660 43671 43673 43674 43680 43691
## Predicted    91.8  79.2  75.3  71.0  65.4  62.5  96.6  96.6  97.7  98.3 100.1
## cvpred       92.6  80.0  76.1  71.8  66.3  63.4  97.3  97.3  98.4  99.0 100.6
## pm2.5        14.0  12.0  23.0  17.0  22.0  10.0   9.0  18.0  31.0  69.0 118.0
## CV residual -78.6 -68.0 -53.1 -54.8 -44.3 -53.4 -88.3 -79.3 -67.4 -30.0  17.4
##             43692 43693 43695 43701 43712 43715 43716 43722 43733 43735 43737
## Predicted   100.7   100  99.7   101  94.7  91.6  89.7  96.7  97.0  95.0 100.1
## cvpred      101.3   101 100.3   101  95.3  92.2  90.3  97.2  97.6  95.6 100.6
## pm2.5       116.0   131 163.0   244 227.0 185.0 191.0 249.0 334.0 264.0 160.0
## CV residual  14.7    30  62.7   143 131.7  92.8 100.7 151.8 236.4 168.4  59.4
##             43738 43742 43748 43749 43752 43760 43765 43766 43767 43769 43775
## Predicted   100.0  95.7  82.8  97.7  98.8  96.7  97.4  93.9  90.3  83.6  97.4
## cvpred      100.6  96.4  83.6  98.4  99.4  97.4  98.1  94.6  91.1  84.4  98.1
## pm2.5       160.0  48.0 110.0 175.0 341.0 136.0  56.0  48.0  27.0  20.0 164.0
## CV residual  59.4 -48.4  26.4  76.6 241.6  38.6 -42.1 -46.6 -64.1 -64.4  65.9
##             43777 43780 43784 43786 43792 43795 43796 43799 43804 43810 43811
## Predicted    98.3  93.7  97.7  97.3  92.7  96.6  99.1  79.8  62.5  29.3  26.4
## cvpred       99.0  94.4  98.4  98.0  93.4  97.3  99.7  80.8  63.4  30.6  27.7
## pm2.5       189.0  28.0  13.0  16.0  55.0  79.0  35.0   8.0   9.0   8.0   7.0
## CV residual  90.0 -66.4 -85.4 -82.0 -38.4 -18.3 -64.7 -72.8 -54.4 -22.6 -20.7
##             43815 43817 43819  43820 43821 43824
## Predicted    9.70  5.29  1.14 -1.879 -3.52 -7.67
## cvpred      11.23  6.73  2.57 -0.402 -2.06 -6.22
## pm2.5        9.00  8.00 10.00  8.000 10.00 12.00
## CV residual -2.23  1.27  7.43  8.402 12.06 18.22
## 
## Sum of squares = 1.09e+08    Mean square = 7798    n = 13919 
## 
## Overall (Sum over all 13919 folds) 
##   ms 
## 7864
cv.lm(df_clean, model2, m=3) 
## Analysis of Variance Table
## 
## Response: pm2.5
##              Df   Sum Sq  Mean Sq F value Pr(>F)    
## DEWP          1 1.04e+07 10397039    1565 <2e-16 ***
## TEMP          1 5.91e+07 59142104    8902 <2e-16 ***
## Iws           1 6.87e+06  6868929    1034 <2e-16 ***
## Residuals 41753 2.77e+08     6644                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning in cv.lm(df_clean, model2, m = 3): 
## 
##  As there is >1 explanatory variable, cross-validation
##  predicted values for a fold are not a linear function
##  of corresponding overall predicted values.  Lines that
##  are shown for the different folds are approximate

## 
## fold 1 
## Observations in test set: 13919 
##              32    35    40    42    43     44    57  62    66    70    79
## Predicted   153 151.3 137.6 141.0 140.1 139.61 138.9 128 124.1 162.3 112.9
## cvpred      153 151.2 137.3 140.7 139.8 139.34 138.4 128 123.5 162.1 112.4
## pm2.5       124 140.0 154.0 164.0 170.0 149.00  82.0  90  70.0  72.0  20.0
## CV residual -29 -11.2  16.7  23.3  30.2   9.66 -56.4 -38 -53.5 -90.1 -92.4
##                84    85    87    89    91    94   106   107   115   116   117
## Predicted    92.1  93.3  83.0  73.5  71.4  71.3 117.4 115.3 114.8 128.6 122.6
## cvpred       91.5  92.7  82.3  72.8  70.6  70.4 116.9 114.8 114.4 128.2 122.2
## pm2.5        25.0  29.0  28.0  30.0  28.0  33.0  29.0  36.0  59.0  60.0  84.0
## CV residual -66.5 -63.7 -54.3 -42.8 -42.6 -37.4 -87.9 -78.8 -55.4 -68.2 -38.2
##               118   124   125   131   134 138    142  147   148  151   152
## Predicted   143.8 115.2 114.1  99.4 114.9 114 139.97  157 136.2  129 116.9
## cvpred      143.3 114.8 113.7  98.9 114.6 114 139.61  156 135.8  129 116.5
## pm2.5       106.0  44.0  27.0  34.0  36.0  56 132.00   43  37.0   24  23.0
## CV residual -37.3 -70.8 -86.7 -64.9 -78.6 -58  -7.61 -113 -98.8 -105 -93.5
##               155 158   161   164    166    172   175   176    179   180 185
## Predicted   117.6 104 116.1 138.2 149.60 154.61 158.7 157.5 137.71 142.1 131
## cvpred      117.2 104 115.7 137.9 149.27 154.27 158.4 157.2 137.42 141.8 131
## pm2.5        40.0  55  57.0  67.0 159.00 164.00  81.0  71.0 135.00 155.0 250
## CV residual -77.2 -49 -58.7 -70.9   9.73   9.73 -77.4 -86.2  -2.42  13.2 119
##               186   187   192   193   195   197     198   201   206   207   208
## Predicted   127.4 132.7 145.6 153.1 157.1 150.7 156.185 147.0 108.9 106.8 110.1
## cvpred      127.2 132.4 145.3 152.8 156.8 150.3 155.811 146.6 108.6 106.5 109.8
## pm2.5       212.0 219.0 169.0 165.0 167.0 169.0 155.000  93.0  49.0  50.0  49.0
## CV residual  84.8  86.6  23.7  12.2  10.2  18.7  -0.811 -53.6 -59.6 -56.5 -60.8
##               211   214   220  223  226   227   229   230   231   235   236
## Predicted   130.5 125.3 151.1  140  142 125.8 129.6 128.0 127.1 133.7 118.7
## cvpred      130.2 125.1 150.8  140  141 125.6 129.3 127.7 126.9 133.4 118.4
## pm2.5        45.0  50.0  83.0   23   35  50.0  75.0  58.0  70.0  84.0  83.0
## CV residual -85.2 -75.1 -67.8 -117 -106 -75.6 -54.3 -69.7 -56.9 -49.4 -35.4
##               238  244  245  246  247   249   252   259   260   261   262   263
## Predicted   106.2  127  124  125  125 107.1 106.2  87.0  77.1  81.1  86.5 101.4
## cvpred      105.9  127  124  125  125 106.7 105.8  86.4  76.5  80.6  85.9 100.8
## pm2.5        27.0   17   17   16   16  20.0  26.0  13.0  17.0  20.0  27.0  20.0
## CV residual -78.9 -110 -107 -109 -109 -86.7 -79.8 -73.4 -59.5 -60.6 -58.9 -80.8
##              268   276   282   284   287   293   296   299   300  302  303  305
## Predicted    148 102.6  82.5  82.2  80.7  56.9  48.6 40.89 38.55 23.4 20.4 12.7
## cvpred       147 102.1  81.8  81.5  80.0  56.0  47.7 39.89 37.54 22.3 19.4 11.6
## pm2.5         26  21.0  23.0  25.0  22.0  12.0  27.0 33.00 36.00 49.0 52.0 47.0
## CV residual -121 -81.1 -58.8 -56.5 -58.0 -44.0 -20.7 -6.89 -1.54 26.7 32.6 35.4
##               307   309 310 311   313 314    317   319   321   325   326   328
## Predicted   118.8 128.7 144 143 153.6 150 154.62 146.8 150.6 114.6 104.6 106.8
## cvpred      118.5 128.4 144 143 153.3 149 154.26 146.4 150.2 114.3 104.2 106.5
## pm2.5        59.0  96.0  95  68  75.0 257 161.00  92.0  87.0  79.0  75.0  86.0
## CV residual -59.5 -32.4 -49 -75 -78.3 108   6.74 -54.4 -63.2 -35.3 -29.2 -20.5
##               331 333   334  340   346   351   355   356   358   359    361
## Predicted   113.6 110 109.9  125 111.1 106.2 125.9 125.7 139.9 150.9 151.12
## cvpred      113.4 110 109.6  125 110.7 105.9 125.7 125.5 139.6 150.6 150.85
## pm2.5        94.0  49  33.0   18  30.0  35.0  83.0  91.0 102.0  94.0 141.00
## CV residual -19.4 -61 -76.6 -107 -80.7 -70.9 -42.7 -34.5 -37.6 -56.6  -9.85
##                367   372 376 378   380 383 385     388   392   393 394 395 396
## Predicted   145.99 134.7 123 133 144.0 160 155 160.884 143.5 151.4 140 139 138
## cvpred      145.72 134.5 123 133 143.8 160 155 160.618 143.2 151.2 140 139 138
## pm2.5       147.00 120.0 140 150 197.0 269 263 160.000 209.0 183.0 161 182 230
## CV residual   1.28 -14.5  17  17  53.2 109 108  -0.618  65.8  31.8  21  43  92
##               397   398 401 402 409 410 412    416   418   421   427 430 431
## Predicted   132.8 127.5 122 132 160 160 154 155.14 141.0 127.0 140.5 144 143
## cvpred      132.7 127.3 122 132 159 160 153 154.87 140.8 126.9 140.4 144 143
## pm2.5       170.0 172.0 177 191 282 282 349 149.00 184.0 146.0 233.0 403 360
## CV residual  37.3  44.7  55  59 123 122 196  -5.87  43.2  19.1  92.6 259 217
##             434 438 440 442 443 449 452 458   463   464   466   469   474   475
## Predicted   143 146 145 143 143 137 137 153 118.9 105.2 102.0  82.7 102.1 100.6
## cvpred      143 146 145 143 143 137 137 153 118.7 104.9 101.7  82.3 101.8 100.4
## pm2.5       383 302 367 331 323 336 426 389  51.0  49.0  45.0  27.0  22.0  11.0
## CV residual 240 156 222 188 180 199 289 236 -67.7 -55.9 -56.7 -55.3 -79.8 -89.4
##               476   480   483   484   485   487   489   495   500   501   504
## Predicted    99.4  85.5  83.3  77.4  70.9  66.9  52.3  89.1  87.4  86.3 127.5
## cvpred       99.1  85.0  82.7  76.9  70.2  66.3  51.5  88.8  87.0  85.9 127.2
## pm2.5        25.0  18.0  17.0  17.0  15.0  16.0  18.0  15.0  51.0  45.0  38.0
## CV residual -74.1 -67.0 -65.7 -59.9 -55.2 -50.3 -33.5 -73.8 -36.0 -40.9 -89.2
##               505   506   516   518   519   520   525   529   532   534   536
## Predicted   111.0  89.2  75.3  68.8  56.6  58.3  60.7  59.9 110.8 108.6 111.5
## cvpred      110.7  88.9  74.8  68.3  56.1  57.7  60.1  59.3 110.5 108.3 111.2
## pm2.5        35.0  29.0  22.0  32.0  30.0  32.0  47.0  49.0  20.0  16.0  24.0
## CV residual -75.7 -59.9 -52.8 -36.3 -26.1 -25.7 -13.1 -10.3 -90.5 -92.3 -87.2
##               537   540 622 623 624 625 626 627   628   629   633   642   644
## Predicted   105.9  73.7 134 138 133 132 122 131 130.6 120.6 127.5  57.4  73.7
## cvpred      105.6  73.4 134 138 133 132 122 131 130.4 120.4 127.3  57.2  73.4
## pm2.5        24.0  19.0 340 298 268 299 300 240 213.0 171.0 147.0  29.0  49.0
## CV residual -81.6 -54.4 206 160 135 167 178 109  82.6  50.6  19.7 -28.2 -24.4
##               645   647   649 652   653   655   656   657   662   664   665
## Predicted    73.3  65.7  88.2 101  99.9 109.9 108.6 102.8  36.1 26.55 28.24
## cvpred       73.0  65.4  87.8 101  99.6 109.7 108.3 102.6  35.6 26.05 27.72
## pm2.5        56.0  37.0  20.0  34  27.0  28.0  28.0  18.0  12.0 23.00 21.00
## CV residual -17.0 -28.4 -67.8 -67 -72.6 -81.7 -80.3 -84.6 -23.6 -3.05 -6.72
##               669   670   671   673   675   676   680   681   683   685   689
## Predicted    45.4  89.4  78.2  66.5  89.4 118.4  78.2  71.5  33.9 19.48  9.65
## cvpred       44.9  89.1  78.0  66.2  89.1 118.1  78.0  71.2  33.5 19.08  9.20
## pm2.5        16.0  25.0  20.0  19.0  25.0  20.0  11.0  16.0  13.0 12.00 36.00
## CV residual -28.9 -64.1 -58.0 -47.2 -64.1 -98.1 -67.0 -55.2 -20.5 -7.08 26.80
##              691  696   699   700   702   706   709   713  714  715  716  720
## Predicted   20.4 33.4 100.0 105.4 109.1  94.3 28.75  9.91 17.8 25.8 24.2 48.8
## cvpred      19.9 32.9  99.8 105.2 108.8  94.1 28.45  9.52 17.4 25.4 23.7 48.4
## pm2.5       52.0 47.0  65.0  70.0  37.0  35.0 32.00 32.00 36.0 37.0 45.0 94.0
## CV residual 32.1 14.1 -34.8 -35.2 -71.8 -59.1  3.55 22.48 18.6 11.6 21.3 45.6
##               731   735   737    743   755   756   759   761   764   765   767
## Predicted   26.90  49.5  56.1 137.79 131.7 126.3  90.6 103.1 120.3 129.5 132.2
## cvpred      26.33  49.2  55.9 137.63 131.6 126.2  90.4 102.9 120.1 129.3 131.9
## pm2.5       18.00  18.0  19.0 145.00  72.0  78.0  54.0  49.0  64.0  63.0  64.0
## CV residual -8.33 -31.2 -36.9   7.37 -59.6 -48.2 -36.4 -53.9 -56.1 -66.3 -67.9
##               769   770   773   777   780   781   783   785   786 793   798
## Predicted   141.5 153.7 159.6 152.8  84.8  79.2  73.0  58.6  87.6 112 152.9
## cvpred      141.2 153.5 159.4 152.6  84.5  78.9  72.7  58.3  87.4 112 152.6
## pm2.5        62.0  56.0 104.0  85.0  36.0  27.0  28.0  35.0  43.0  69  94.0
## CV residual -79.2 -97.5 -55.4 -67.6 -48.5 -51.9 -44.7 -23.3 -44.4 -43 -58.6
##                802   803   805  812    816    817    818   821   836   845
## Predicted   122.81  97.5  61.4 69.3 104.89 104.53 108.80 128.7 76.05 120.6
## cvpred      122.52  97.2  61.1 68.9 104.58 104.21 108.47 128.4 75.71 120.3
## pm2.5       120.00  72.0  34.0 87.0 114.00 103.00  99.00  78.0 79.00  87.0
## CV residual  -2.52 -25.2 -27.1 18.1   9.42  -1.21  -9.47 -50.4  3.29 -33.3
##                852    853   855   859   862   863   865   866  868   871   878
## Predicted   119.07 109.06 104.4 127.4 131.5 136.2 144.7 149.3  148 137.0 124.2
## cvpred      118.86 108.84 104.2 127.1 131.3 135.9 144.5 149.1  148 136.7 123.9
## pm2.5       114.00 100.00  68.0  70.0  62.0  69.0  51.0  51.0   45  78.0  77.0
## CV residual  -4.86  -8.84 -36.2 -57.1 -69.3 -66.9 -93.5 -98.1 -103 -58.7 -46.9
##               879   880   881   882   885   887   891   893   894   897 902
## Predicted   113.5 112.7 111.8 110.7 140.8 149.0 155.9 161.0 161.0 160.0 145
## cvpred      113.3 112.4 111.6 110.5 140.6 148.7 155.7 160.9 160.9 159.9 145
## pm2.5        67.0  84.0  77.0  83.0 189.0  71.0  69.0  71.0  77.0  90.0 105
## CV residual -46.3 -28.4 -34.6 -27.5  48.4 -77.7 -86.7 -89.9 -83.9 -69.9 -40
##               904 905   907    911 913 914   915   917 921 928   933   934
## Predicted   144.6 144 150.8 154.39 155 160 161.0 160.3 153 113 148.5 149.0
## cvpred      144.5 144 150.6 154.27 155 160 160.9 160.1 153 113 148.4 148.9
## pm2.5       125.0 141 164.0 156.00 178 187 181.0 197.0 136 163 227.0 210.0
## CV residual -19.5  -3  13.4   1.73  23  27  20.1  36.9 -17  50  78.6  61.1
##               940   943   944   947  948   952   959   960   961   963   966
## Predicted   154.4 159.5 159.4  82.9 70.4  83.1  88.0  73.8  69.1  67.3  64.1
## cvpred      154.3 159.4 159.3  82.7 70.1  83.0  87.8  73.5  68.7  67.0  63.7
## pm2.5       253.0 229.0 199.0 176.0 91.0  51.0 156.0  27.0  16.0  21.0   8.0
## CV residual  98.7  69.6  39.7  93.3 20.9 -32.0  68.2 -46.5 -52.7 -46.0 -55.7
##               971   972   977   979   980   981   983   986   991   992   994
## Predicted    60.5  45.0  59.9  56.7  59.2  62.7  59.5  60.1  84.4  92.8  79.8
## cvpred       60.0  44.5  59.6  56.4  58.8  62.3  59.1  59.6  84.0  92.5  79.5
## pm2.5        14.0  16.0  12.0   8.0  11.0  18.0  11.0  10.0  10.0   9.0  11.0
## CV residual -46.0 -28.5 -47.6 -48.4 -47.8 -44.3 -48.1 -49.6 -74.0 -83.5 -68.5
##               997   999  1000  1010  1015  1018  1019  1024  1026  1028  1034
## Predicted    76.9  69.5  68.6  91.5 107.8  94.4  88.4  65.0  64.5  89.4 137.0
## cvpred       76.6  69.2  68.3  91.1 107.5  94.1  88.1  64.6  64.2  89.1 136.7
## pm2.5        12.0  18.0  13.0  22.0   9.0  21.0  26.0  13.0  11.0  22.0  51.0
## CV residual -64.6 -51.2 -55.3 -69.1 -98.5 -73.1 -62.1 -51.6 -53.2 -67.1 -85.7
##             1039 1041  1047    1048  1049  1053 1055 1056 1057  1061  1062
## Predicted    129  131 57.58 57.2081 56.11  89.3  129  134  140 122.6  97.9
## cvpred       129  131 57.32 56.9518 55.84  89.0  129  134  140 122.4  97.6
## pm2.5         27   24 53.00 57.0000 51.00 136.0  259  267  351  39.0   7.0
## CV residual -102 -107 -4.32  0.0482 -4.84  47.0  130  133  211 -83.4 -90.6
##              1065  1066  1068  1069  1071  1075  1078  1080  1083  1086  1088
## Predicted    86.4  80.4  78.5  69.2  67.9  74.3 104.4 102.7  97.1 110.0 114.9
## cvpred       86.1  80.1  78.2  68.9  67.5  74.0 104.1 102.3  96.7 109.7 114.6
## pm2.5         7.0   7.0  19.0  15.0  18.0  16.0  51.0  46.0  24.0  17.0  16.0
## CV residual -79.1 -73.1 -59.2 -53.9 -49.5 -58.0 -53.1 -56.3 -72.7 -92.7 -98.6
##              1091  1097  1099  1104 1112 1120  1121  1129 1132  1133  1139
## Predicted    82.7  46.4  75.2 133.1  133 73.4  76.7 134.7  132 120.9  52.4
## cvpred       82.3  46.1  74.9 132.8  133 73.2  76.5 134.5  132 120.7  52.0
## pm2.5        25.0  15.0  13.0 116.0   30 99.0 118.0 207.0  227 176.0  15.0
## CV residual -57.3 -31.1 -61.9 -16.8 -103 25.8  41.5  72.5   95  55.3 -37.0
##              1140  1141  1143  1149  1152  1154  1155  1159  1164  1165  1166
## Predicted    45.0 27.76 16.86  97.7 120.7 113.5 132.6 138.2  58.3  53.0  41.8
## cvpred       44.5 27.22 16.27  97.4 120.4 113.2 132.3 137.9  58.1  52.7  41.6
## pm2.5        18.0 18.00 11.00  31.0  48.0  38.0  36.0  74.0  36.0  34.0  19.0
## CV residual -26.5 -9.22 -5.27 -66.4 -72.4 -75.2 -96.3 -63.9 -22.1 -18.7 -22.6
##              1172  1173  1175 1180  1183  1187  1188 1191 1193 1194  1196  1201
## Predicted    61.9  55.6  87.7  135 141.1  89.0  65.8 33.7 30.0 35.2 43.48 127.9
## cvpred       61.6  55.3  87.4  135 140.8  88.8  65.6 33.5 29.8 35.0 43.25 127.6
## pm2.5        47.0 115.0 236.0  168 185.0 112.0 107.0 82.0 40.0 45.0 49.00 205.0
## CV residual -14.6  59.7 148.6   33  44.2  23.2  41.4 48.5 10.2 10.0  5.75  77.4
##              1203  1205 1207  1210  1211  1217  1220  1222 1225 1227  1229
## Predicted   114.9 138.4  144 108.0  92.6  79.6  99.1 135.4  140  144 140.0
## cvpred      114.7 138.1  144 107.9  92.5  79.5  98.9 135.2  140  144 139.9
## pm2.5       204.0 174.0  120 158.0 178.0 150.0 184.0 211.0  261  233 214.0
## CV residual  89.3  35.9  -24  50.1  85.5  70.5  85.1  75.8  121   89  74.1
##              1231  1232  1236 1238  1241  1244  1248   1250  1251   1252  1253
## Predicted   149.7 143.3 67.75 18.7  9.29  83.1 126.5 138.86 144.6 134.25 139.6
## cvpred      149.5 143.1 67.61 18.5  9.03  83.0 126.4 138.76 144.5 134.11 139.5
## pm2.5       206.0 220.0 65.00 35.0 30.00  30.0 154.0 136.00 143.0 132.00 100.0
## CV residual  56.5  76.9 -2.61 16.5 20.97 -53.0  27.6  -2.76  -1.5  -2.11 -39.5
##              1256  1262  1263  1268  1276  1287  1288  1290 1292 1294 1299
## Predicted   143.3  92.5  86.2 116.4 151.3  99.4  98.4  97.9  115  135  144
## cvpred      143.1  92.2  86.0 116.1 151.1  99.3  98.3  97.9  115  134  144
## pm2.5        90.0  72.0  76.0  95.0 129.0 179.0 183.0 195.0  218  264  227
## CV residual -53.1 -20.2 -10.0 -21.1 -22.1  79.7  84.7  97.1  103  130   83
##              1301  1302 1304  1312 1315 1317 1318 1319  1323 1334 1335  1338
## Predicted   139.5 148.5  142  95.7  119  138  143  137 149.3  105  104 115.2
## cvpred      139.4 148.4  142  95.7  119  138  143  137 149.3  105  104 115.1
## pm2.5       227.0 227.0  243 298.0  353  309  284  244 135.0  248  180 138.0
## CV residual  87.6  78.6  101 202.3  234  171  141  107 -14.3  143   76  22.9
##              1340  1342  1344  1348  1349  1350  1352  1357  1358 1359  1361
## Predicted   114.2  99.3 107.2 114.7 118.6 118.1 117.4 113.8 108.2  108 106.6
## cvpred      114.1  99.1 106.9 114.4 118.3 117.8 117.1 113.7 108.1  108 106.5
## pm2.5       136.0 118.0  55.0  45.0  51.0  53.0  46.0  81.0  91.0   93  79.0
## CV residual  21.9  18.9 -51.9 -69.4 -67.3 -64.8 -71.1 -32.7 -17.1  -15 -27.5
##              1362   1366  1370  1372 1374  1379  1380  1384  1389  1396  1399
## Predicted   110.9 101.04  99.1  97.2  136 153.6 153.4 137.4 139.0 153.6 152.3
## cvpred      110.8 100.84  98.8  96.9  136 153.5 153.3 137.3 138.9 153.5 152.2
## pm2.5        79.0 103.00  35.0  29.0   29  89.0 138.0 105.0  98.0 128.0 139.0
## CV residual -31.8   2.16 -63.8 -67.9 -107 -64.5 -15.3 -32.3 -40.9 -25.5 -13.2
##              1400  1405  1414  1415  1418 1420 1421 1425 1427  1436  1438  1443
## Predicted   141.7  63.1 148.7 158.0 156.5  155  159  152  140 131.1 129.4 149.3
## cvpred      141.5  62.8 148.5 157.9 156.3  155  159  151  139 130.8 129.1 149.1
## pm2.5       119.0  20.0 108.0 128.0  59.0   35   35   17   39  91.0  89.0 108.0
## CV residual -22.5 -42.8 -40.5 -29.9 -97.3 -120 -124 -134 -100 -39.8 -40.1 -41.1
##              1448  1457  1459  1462   1464   1465  1467  1472  1473  1477 1482
## Predicted   156.4  46.5  49.2  86.8 134.60 118.95 149.3 131.7 135.4 121.3  102
## cvpred      156.2  46.2  48.9  86.6 134.49 118.86 149.1 131.6 135.2 121.2  102
## pm2.5       125.0  30.0  28.0 116.0 129.00 109.00  92.0 114.0 121.0 165.0  227
## CV residual -31.2 -16.2 -20.9  29.4  -5.49  -9.86 -57.1 -17.6 -14.2  43.8  125
##             1483  1487  1490  1491  1493  1494  1499 1501 1502  1506 1508 1511
## Predicted    114 138.0 132.3 131.4 143.4 147.5 125.6  119  108 134.8  136  140
## cvpred       114 137.9 132.1 131.3 143.3 147.4 125.5  119  108 134.7  136  140
## pm2.5        224 123.0 101.0 108.0 125.0 121.0 156.0  220  237 222.0  261  263
## CV residual  110 -14.9 -31.1 -23.3 -18.3 -26.4  30.5  101  129  87.3  125  123
##             1513  1515  1519  1524  1526  1529  1535  1538  1541  1544  1548
## Predicted    143  86.5  84.1 10.87  2.18  40.0  63.5  73.3  70.0  66.2  69.3
## cvpred       142  86.3  83.7 10.28  1.56  39.7  63.1  72.9  69.6  65.7  69.0
## pm2.5        248  15.0  16.0 17.00 17.00  16.0  20.0  16.0  15.0  16.0  26.0
## CV residual  106 -71.3 -67.7  6.72 15.44 -23.7 -43.1 -56.9 -54.6 -49.7 -43.0
##              1550  1551   1553  1566  1571  1574  1575  1578  1580   1582  1584
## Predicted    67.5  75.8  93.40 132.7 126.2 107.3 116.3 106.3 117.6 121.95 127.3
## cvpred       67.2  75.5  93.22 132.4 126.1 107.1 116.2 106.1 117.4 121.79 127.2
## pm2.5        52.0  65.0 103.00  62.0  57.0  92.0 100.0 132.0 128.0 116.00  70.0
## CV residual -15.2 -10.5   9.78 -70.4 -69.1 -15.1 -16.2  25.9  10.6  -5.79 -57.2
##              1587  1591 1597  1604  1605  1612  1615  1616  1617  1619   1626
## Predicted   158.3 156.0  137 132.8 136.6  94.5  91.4  99.0  87.7  73.8 14.442
## cvpred      158.2 155.8  137 132.6 136.4  94.1  90.8  98.5  87.1  73.3 13.744
## pm2.5        74.0  61.0   26  63.0  47.0  10.0  13.0  20.0  18.0  14.0 14.000
## CV residual -84.2 -94.8 -111 -69.6 -89.4 -84.1 -77.8 -78.5 -69.1 -59.3  0.256
##             1631  1635  1636   1642  1649  1650  1652  1657  1658   1659 1662
## Predicted    129 138.6 139.1 108.56  50.4  49.5  76.1 131.0 131.0 146.49  146
## cvpred       129 138.4 138.9 108.36  50.2  49.3  75.9 130.8 130.8 146.34  146
## pm2.5         27  48.0  61.0 105.00  40.0  34.0  33.0 101.0 106.0 144.00  158
## CV residual -102 -90.4 -77.9  -3.36 -10.2 -15.3 -42.9 -29.8 -24.8  -2.34   12
##              1663   1664  1665  1670  1671  1675 1677  1678 1680 1681  1683
## Predicted   150.8 150.51 139.2  78.8  77.2 103.6  113 117.4  121  105 65.33
## cvpred      150.6 150.36 139.1  78.7  77.1 103.5  113 117.3  121  105 65.12
## pm2.5       135.0 145.00 161.0 167.0 162.0 189.0  222 216.0  223  213 59.00
## CV residual -15.6  -5.36  21.9  88.3  84.9  85.5  109  98.7  102  108 -6.12
##              1686  1690  1695  1696  1702 1712  1715    1718  1719  1727  1728
## Predicted    65.8  64.5  23.2  35.2 125.8  122  91.2 71.2294 74.51  80.9 101.7
## cvpred       65.5  64.3  22.9  35.0 125.7  122  91.0 71.0504 74.33  80.6 101.5
## pm2.5        27.0  14.0  12.0  16.0  54.0   50  79.0 71.0000 73.00  53.0  41.0
## CV residual -38.5 -50.3 -10.9 -19.0 -71.7  -72 -12.0 -0.0504 -1.33 -27.6 -60.5
##              1731 1733  1734  1735  1737  1738 1748  1753  1758  1759  1764
## Predicted   109.6  111 120.8 128.9 154.9 154.4  157 151.9 104.0  94.4  84.5
## cvpred      109.4  111 120.7 128.7 154.8 154.4  157 151.8 103.8  94.1  84.3
## pm2.5        65.0   75  80.0  80.0  86.0  93.0  108 103.0 132.0  69.0  26.0
## CV residual -44.4  -36 -40.7 -48.7 -68.8 -61.4  -49 -48.8  28.2 -25.1 -58.3
##              1765  1767  1770  1771  1773  1775  1777  1783  1788  1790  1791
## Predicted    81.2  79.1  60.5  63.4  71.5  80.8 132.5 152.8 82.79  77.5 67.50
## cvpred       80.9  78.8  60.1  63.0  71.0  80.3 132.3 152.6 82.57  77.3 67.32
## pm2.5        21.0  21.0  17.0  25.0  30.0  38.0  61.0  55.0 73.00  56.0 60.00
## CV residual -59.9 -57.8 -43.1 -38.0 -41.0 -42.3 -71.3 -97.6 -9.57 -21.3 -7.32
##              1796  1805  1810  1813  1819  1823  1828  1830  1832   1835  1839
## Predicted    98.7 100.0  69.8  59.1  73.9 135.4 144.1 153.4 147.8 146.53 131.6
## cvpred       98.6  99.8  69.5  58.8  73.7 135.2 143.9 153.3 147.7 146.44 131.6
## pm2.5        62.0  41.0  28.0  22.0  28.0  66.0  91.0  83.0  90.0 144.00 227.0
## CV residual -36.6 -58.8 -41.5 -36.8 -45.7 -69.2 -52.9 -70.3 -57.7  -2.44  95.4
##              1843  1845  1846 1851 1855  1856 1857  1863 1864  1874 1880  1881
## Predicted   140.5 137.5 141.9  145  154 158.7  153 133.5  133 148.1  110  93.6
## cvpred      140.5 137.4 141.8  145  154 158.7  153 133.5  134 148.2  110  93.5
## pm2.5       205.0 209.0 226.0  248  222 221.0  214 232.0  243 180.0  473 201.0
## CV residual  64.5  71.6  84.2  103   68  62.3   61  98.5  109  31.8  363 107.5
##              1884  1885 1886  1889  1892  1893  1899  1903  1906 1914  1915
## Predicted    70.3  52.9 36.7 -3.23 27.84 26.98 128.5 133.9  88.8 31.8  40.2
## cvpred       70.0  52.6 36.3 -3.76 27.29 26.42 128.4 133.8  88.7 31.6  40.0
## pm2.5       343.0 156.0 64.0 37.00 19.00 23.00  46.0  51.0  50.0 90.0 106.0
## CV residual 273.0 103.4 27.7 40.76 -8.29 -3.42 -82.4 -82.8 -38.7 58.4  66.0
##              1922  1923  1929 1930  1932  1937  1943  1948 1952  1954  1965
## Predicted   121.5 117.0 126.5  121  50.7  13.8  41.6 115.5  125 103.2  65.7
## cvpred      121.4 116.9 126.4  121  50.5  13.5  41.2 115.3  125 103.1  65.5
## pm2.5        87.0  90.0 112.0  315 761.0 128.0  18.0  24.0   60  58.0  55.0
## CV residual -34.4 -26.9 -14.4  194 710.5 114.5 -23.2 -91.3  -65 -45.1 -10.5
##              1968  1969  1974  1976  1977   1978 1979  1982  1983  1990 1991
## Predicted   77.84  81.1 113.8 121.7  96.0 75.338 59.6 27.91  37.8 149.3  154
## cvpred      77.55  80.8 113.7 121.7  95.9 75.215 59.5 27.69  37.7 149.3  154
## pm2.5       69.00  70.0  70.0  63.0  67.0 76.000 65.0 29.00  20.0  63.0   36
## CV residual -8.55 -10.8 -43.7 -58.7 -28.9  0.785  5.5  1.31 -17.7 -86.3 -118
##             1992 1995  1996  1999  2000  2001  2002  2005  2006  2013  2016
## Predicted    154  147 142.3 145.7  95.5  69.8  67.1  23.3  42.2  91.2 118.7
## cvpred       154  147 142.2 145.6  95.3  69.6  66.9  23.0  41.9  91.0 118.6
## pm2.5         22   43  44.0  54.0  10.0  12.0  10.0  12.0  18.0  29.0  59.0
## CV residual -132 -104 -98.2 -91.6 -85.3 -57.6 -56.9 -11.0 -23.9 -62.0 -59.6
##              2017  2022 2023  2024  2026 2027 2028 2033 2034  2050  2053  2059
## Predicted   120.0 126.6  136 139.7  68.5 44.7 28.9 22.8 17.1  91.0 67.66  82.4
## cvpred      119.8 126.4  136 139.6  68.3 44.5 28.7 22.7 16.9  90.8 67.47  82.3
## pm2.5        63.0  70.0   57  61.0  44.0 37.0 43.0 70.0 65.0  79.0 62.00  61.0
## CV residual -56.8 -56.4  -79 -78.6 -24.3 -7.5 14.3 47.3 48.1 -11.8 -5.47 -21.3
##              2062  2065  2066  2071 2073 2079  2080 2081  2083  2084  2086
## Predicted    99.9 107.5 116.5 150.0  124 56.7  50.3 35.8 43.57  67.6  70.9
## cvpred       99.7 107.3 116.3 149.9  124 56.7  50.2 35.7 43.45  67.5  70.8
## pm2.5        54.0  41.0  48.0  68.0   88 99.0 100.0 63.0 46.00  48.0  57.0
## CV residual -45.7 -66.3 -68.3 -81.9  -36 42.3  49.8 27.3  2.55 -19.5 -13.8
##              2090  2091  2093   2094  2095  2097  2098  2100  2103 2105 2106
## Predicted    93.4  98.0 116.3 133.10 127.7 120.3 104.8  88.5  99.8  135  142
## cvpred       93.2  97.8 116.1 133.03 127.7 120.3 104.8  88.4  99.8  135  142
## pm2.5       100.0 117.0 132.0 142.00 147.0 208.0 198.0 218.0 237.0  260  259
## CV residual   6.8  19.2  15.9   8.97  19.3  87.7  93.2 129.6 137.2  125  117
##             2110 2114 2118 2158  2165   2166  2167  2174  2176  2182  2186
## Predicted    145  151  149 58.8 35.68 26.056 30.33 -15.6 -26.3 -18.1 110.6
## cvpred       145  151  149 58.6 35.27 25.612 29.87 -16.1 -26.9 -18.8 110.4
## pm2.5        366  288  271 85.0 31.00 26.000 24.00  35.0  15.0  20.0  52.0
## CV residual  221  137  122 26.4 -4.27  0.388 -5.87  51.1  41.9  38.8 -58.4
##              2188  2189  2195  2197  2201  2202  2204  2213  2215  2217  2224
## Predicted    86.9 105.1  29.0  5.84 -22.3 -19.6 11.63 120.8 121.2 100.7  45.5
## cvpred       86.7 104.9  28.7  5.45 -22.7 -20.1 11.13 120.7 121.1 100.5  45.4
## pm2.5        35.0  44.0  14.0 17.00  18.0  12.0 21.00  58.0  60.0 133.0 128.0
## CV residual -51.7 -60.9 -14.7 11.55  40.7  32.1  9.87 -62.7 -61.1  32.5  82.6
##              2231  2232  2233  2235  2237  2246  2257  2260  2261  2265  2268
## Predicted    75.1  78.9 105.2 120.6 120.6  8.29  99.6 109.6 119.6 118.1  83.7
## cvpred       74.9  78.7 105.2 120.6 120.6  8.22  99.6 109.6 119.6 118.1  83.7
## pm2.5       168.0 164.0 184.0 194.0 191.0 44.00 199.0 187.0 166.0 166.0 171.0
## CV residual  93.1  85.3  78.8  73.4  70.4 35.78  99.4  77.4  46.4  47.9  87.3
##              2272  2274   2275 2277 2278 2279 2281  2284  2285  2289  2291
## Predicted    87.3  95.1 135.41  137  137  148  139  96.8  91.4  43.4 14.32
## cvpred       87.3  95.1 135.44  137  137  148  139  96.7  91.2  43.2 14.02
## pm2.5       121.0 132.0 126.00   25   23   20   30  18.0  19.0  28.0 19.00
## CV residual  33.7  36.9  -9.44 -112 -114 -128 -109 -78.7 -72.2 -15.2  4.98
##              2292  2295  2299  2302  2306 2325 2326 2329 2330 2332  2333  2337
## Predicted    2.84  2.89 16.41  56.0  90.8 33.8 41.0 64.0 68.1 76.4 75.27 80.36
## cvpred       2.52  2.73 16.21  55.9  90.7 33.6 40.8 63.8 67.8 76.1 74.99 80.07
## pm2.5       16.00 16.00 15.00  19.0  55.0 84.0 96.0 97.0 84.0 74.0 67.00 78.00
## CV residual 13.48 13.27 -1.21 -36.9 -35.7 50.4 55.2 33.2 16.2 -2.1 -7.99 -2.07
##             2338  2339  2340  2341  2342  2346  2348  2351  2353  2355  2356
## Predicted   69.2  63.2  56.8  40.3  29.4  12.4  25.7 101.2  96.4  94.5  74.6
## cvpred      68.9  63.0  56.5  40.0  29.1  12.0  25.3 101.3  96.5  94.5  74.6
## pm2.5       91.0 107.0 107.0 127.0 132.0 105.0 144.0 124.0 150.0 128.0 103.0
## CV residual 22.1  44.0  50.5  87.0 102.9  93.0 118.7  22.7  53.5  33.5  28.4
##              2357  2359  2360  2363 2366  2367  2369  2370  2373  2378  2380
## Predicted    96.7  95.9 103.8 118.5  115 113.6 116.6 116.5 128.4 136.8 116.9
## cvpred       96.7  95.9 103.8 118.6  115 113.6 116.5 116.4 128.4 136.8 116.9
## pm2.5        60.0  63.0  77.0  77.0   81  77.0  66.0  60.0  90.0  89.0  49.0
## CV residual -36.7 -32.9 -26.8 -41.6  -34 -36.6 -50.5 -56.4 -38.4 -47.8 -67.9
##              2381  2382  2383  2386  2390   2391  2392  2393  2396  2398  2402
## Predicted    83.4  78.4  77.1  60.7 30.20 21.162 20.06 23.23  56.0  75.3  90.1
## cvpred       83.3  78.3  76.9  60.6 30.07 21.054 19.94 23.09  55.9  75.1  89.9
## pm2.5        14.0  14.0  16.0  17.0 24.00 22.000 22.00 32.00  29.0  58.0  40.0
## CV residual -69.3 -64.3 -60.9 -43.6 -6.07  0.946  2.06  8.91 -26.9 -17.1 -49.9
##              2403  2406  2407  2408  2412  2418 2419  2422  2428  2429  2430
## Predicted    98.6  99.9 103.4 112.1 112.5 133.5  133 138.6 142.5 141.3 145.9
## cvpred       98.3  99.6 103.2 111.8 112.3 133.5  133 138.6 142.5 141.3 145.9
## pm2.5        44.0  73.0  89.0  80.0  67.0  63.0   81  87.0 108.0 116.0 105.0
## CV residual -54.3 -26.6 -14.2 -31.8 -45.3 -70.5  -52 -51.6 -34.5 -25.3 -40.9
##             2438  2440 2441  2446  2448  2451  2453  2454  2455  2456  2461
## Predicted   23.1 30.39 12.7  34.7  36.3  40.7  39.2  33.7  32.9  25.9 -52.2
## cvpred      22.8 30.03 12.3  34.2  35.7  40.1  38.6  33.1  32.2  25.2 -53.1
## pm2.5       40.0 29.00 31.0  11.0   7.0  14.0  13.0  16.0  14.0  14.0  14.0
## CV residual 17.2 -1.03 18.7 -23.2 -28.7 -26.1 -25.6 -17.1 -18.2 -11.2  67.1
##              2462  2464  2467  2468  2474  2476 2477  2478  2479 2492  2493
## Predicted   -55.6 -57.7 -43.1  49.4 102.9 120.7  125 102.4 120.2 82.9 90.41
## cvpred      -56.4 -58.6 -44.0  49.3 102.7 120.6  125 102.3 120.1 82.8 90.33
## pm2.5        13.0  11.0  13.0  17.0  81.0  48.0   42  39.0  26.0 94.0 84.00
## CV residual  69.4  69.6  57.0 -32.3 -21.7 -72.6  -83 -63.3 -94.1 11.2 -6.33
##              2498  2500   2503  2505  2506 2509  2512  2513  2515  2517  2522
## Predicted   111.4 113.8 125.88 118.0 112.0  114  97.4 123.5 128.4 133.5 145.3
## cvpred      111.2 113.6 125.68 117.8 111.8  114  97.1 123.5 128.4 133.5 145.2
## pm2.5        81.0  97.0 130.00 171.0 196.0  203 193.0 194.0 200.0 212.0 239.0
## CV residual -30.2 -16.6   4.32  53.2  84.2   89  95.9  70.5  71.6  78.5  93.8
##             2526 2533 2534  2535  2540  2542  2543  2552  2553  2555  2556
## Predicted    148  107  101  94.6 117.7 125.2 119.5 124.6 123.5 111.5 100.4
## cvpred       148  107  101  94.7 117.6 125.2 119.4 124.5 123.3 111.4 100.2
## pm2.5        253  286  289 285.0 143.0 102.0  96.0 152.0 154.0 165.0 149.0
## CV residual  105  179  188 190.3  25.4 -23.2 -23.4  27.5  30.7  53.6  48.8
##              2560  2565  2566  2569  2580 2581  2584 2593 2595 2599 2600 2602
## Predicted    90.1  96.4 126.4 131.5 115.1  105  89.1  122  138  122  122  121
## cvpred       89.9  96.2 126.4 131.6 115.2  105  89.2  123  138  122  122  122
## pm2.5       144.0 138.0 184.0 206.0 200.0  207 248.0  389  382  342  324  272
## CV residual  54.1  41.8  57.6  74.4  84.8  102 158.8  266  244  220  202  150
##             2609  2611  2612  2613  2618  2620  2625 2630  2632  2634   2636
## Predicted    111 109.4 127.4 131.6 134.3 145.1 134.4 70.7 67.51 72.03 76.195
## cvpred       111 109.5 127.4 131.7 134.4 145.2 134.5 70.7 67.58 72.09 76.215
## pm2.5        170 121.0 198.0 184.0  94.0 100.0  94.0 90.0 73.00 77.00 76.000
## CV residual   59  11.5  70.6  52.3 -40.4 -45.2 -40.5 19.3  5.42  4.91 -0.215
##              2637  2644  2649  2650  2651 2658  2659  2661  2663 2666 2668 2678
## Predicted    92.7 103.7 114.4 112.4 110.8  100  98.9 111.4 124.3  141  146  127
## cvpred       92.7 103.7 114.4 112.5 110.8  100  98.9 111.4 124.3  141  146  127
## pm2.5        80.0  38.0  50.0  51.0  48.0   26  32.0  34.0  44.0   31   37   40
## CV residual -12.7 -65.7 -64.4 -61.5 -62.8  -74 -66.9 -77.4 -80.3 -110 -109  -87
##              2686  2688 2689  2691 2695  2697  2698  2699  2708  2709  2712
## Predicted   121.4 140.7  148 152.8  147 114.5  85.1  74.9 16.32 32.32  52.9
## cvpred      121.4 140.7  148 152.8  147 114.5  85.1  74.9 16.19 32.28  52.9
## pm2.5        47.0  47.0   37  60.0   24  51.0  41.0  39.0 20.00 23.00  38.0
## CV residual -74.4 -93.7 -111 -92.8 -123 -63.5 -44.1 -35.9  3.81 -9.28 -14.9
##             2713  2715  2716  2720  2724  2725  2726  2727  2729 2731 2739
## Predicted   51.6  79.5  83.1 114.1  64.1  51.1  43.7  42.1  47.2 59.0 84.6
## cvpred      51.5  79.4  83.0 114.1  64.1  51.2  43.8  42.2  47.3 58.9 84.4
## pm2.5       45.0  56.0  54.0  81.0 122.0 114.0 111.0 112.0 117.0 85.0 96.0
## CV residual -6.5 -23.4 -29.0 -33.1  57.9  62.8  67.2  69.8  69.7 26.1 11.6
##               2743  2744  2749 2753 2755 2756 2758 2763  2764  2766  2767  2774
## Predicted   100.43  94.4  51.8  102  138  137  144  123 102.9  92.7  91.1  72.3
## cvpred      100.26  94.3  51.6  102  138  137  144  123 102.8  92.5  90.9  72.2
## pm2.5       110.00 129.0 133.0  135   15   19    9    5   9.0   8.0   7.0  26.0
## CV residual   9.74  34.7  81.4   33 -123 -118 -135 -118 -93.8 -84.5 -83.9 -46.2
##              2775  2776 2778  2783  2791  2794  2795 2798  2808  2812 2816
## Predicted    61.4  59.3  118  62.9  55.0 38.99 36.38 25.8 13.85  29.7  3.9
## cvpred       61.3  59.2  118  62.6  54.6 38.56 35.98 25.4 13.19  29.0  3.1
## pm2.5        25.0  20.0   15  11.0  19.0 31.00 42.00 45.0 11.00  13.0 13.0
## CV residual -36.3 -39.2 -103 -51.6 -35.6 -7.56  6.02 19.6 -2.19 -16.0  9.9
##              2819  2821  2822  2825  2826  2828  2830  2831  2834  2837  2840
## Predicted   -23.9 -40.3 -44.6 -60.9 -58.8 -58.8 -40.7 -42.9 107.2  87.3  72.9
## cvpred      -24.7 -41.2 -45.5 -61.9 -59.8 -59.9 -41.8 -44.0 107.1  87.2  72.8
## pm2.5        14.0  14.0  13.0  20.0  16.0  17.0  15.0  38.0  16.0  20.0  21.0
## CV residual  38.7  55.2  58.5  81.9  75.8  76.9  56.8  82.0 -91.1 -67.2 -51.8
##              2841  2844  2852  2855  2856  2857 2860  2863  2865  2870  2871
## Predicted    60.4 22.99  2.72  27.5  30.5 29.16 27.6 23.79 -3.83 -56.4 -59.1
## cvpred       60.3 22.81  2.32  27.1  30.1 28.73 27.1 23.26 -4.37 -57.0 -59.7
## pm2.5        20.0 16.00 22.00  15.0  19.0 27.00 32.0 20.00 28.00  16.0  20.0
## CV residual -40.3 -6.81 19.68 -12.1 -11.1 -1.73  4.9 -3.26 32.37  73.0  79.7
##              2872  2873 2876 2877  2880  2881  2882  2883 2884 2889 2890 2891
## Predicted   -62.0 -68.6   23 35.4 44.80 70.00  94.2 119.1  124 78.8 63.1 47.2
## cvpred      -62.7 -69.3   23 35.4 44.72 70.02  94.2 119.1  124 78.8 63.2 47.3
## pm2.5        15.0  20.0   37 34.0 54.00 62.00  70.0  66.0   70 89.0 90.0 86.0
## CV residual  77.7  89.3   14 -1.4  9.28 -8.02 -24.2 -53.1  -54 10.2 26.8 38.7
##               2895  2898 2907   2909   2910  2912  2913  2915  2918  2921  2922
## Predicted   -0.684 -19.4 66.7 104.08 109.46 117.2 107.0  67.0 -26.4 -33.8 -35.5
## cvpred      -0.583 -19.3 66.6 104.21 109.58 117.4 107.1  67.2 -26.3 -33.8 -35.6
## pm2.5       69.000  35.0 77.0 102.00 111.00 132.0 146.0 142.0  63.0  55.0  45.0
## CV residual 69.583  54.3 10.4  -2.21   1.42  14.6  38.9  74.8  89.3  88.8  80.6
##              2924  2925  2931  2933  2934  2949  2950  2951  2953  2957   2958
## Predicted    4.85 -23.8  79.2 107.1  84.7  82.6  70.6  84.4  74.9 127.7 128.50
## cvpred       4.81 -23.9  79.2 107.1  84.7  82.7  70.8  84.5  75.0 127.9 128.63
## pm2.5       32.00  32.0  43.0  45.0  44.0 142.0 142.0 150.0 118.0 120.0 129.00
## CV residual 27.19  55.9 -36.2 -62.1 -40.7  59.3  71.2  65.5  43.0  -7.9   0.37
##              2964   2968 2975 2978  2981  2982 2983  2984  2985 2986   2990
## Predicted    77.7  95.51  123  125 127.4 126.9  122 125.9 125.0  119 69.709
## cvpred       77.8  95.75  123  125 127.4 126.9  122 125.9 125.1  119 69.858
## pm2.5       128.0 104.00  142  182 202.0 202.0  198 215.0 216.0  261 70.000
## CV residual  50.2   8.25   19   57  74.6  75.1   76  89.1  90.9  142  0.142
##              2994  2995  2997  3001  3003  3004  3006  3007  3009  3012  3015
## Predicted    48.1  47.0  47.3  40.5  47.8  98.7  92.2  95.7  66.9  39.3 -5.36
## cvpred       48.1  46.9  47.1  40.2  47.5  98.7  92.2  95.7  66.9  39.3 -5.43
## pm2.5         7.0  11.0  14.0  16.0  10.0  10.0  13.0  12.0  15.0  16.0 14.00
## CV residual -41.1 -35.9 -33.1 -24.2 -37.5 -88.7 -79.2 -83.7 -51.9 -23.3 19.43
##              3016  3018  3022  3023  3025 3026  3028  3030  3031   3035  3036
## Predicted   -7.57 -1.61  49.1  53.2 54.76 58.8  70.7  99.9 118.7 86.431  30.4
## cvpred      -7.66 -1.72  49.2  53.2 54.79 58.8  70.7 100.1 118.9 86.623  30.4
## pm2.5       18.00 16.00  35.0  35.0 48.00 50.0  57.0  66.0  73.0 87.000 165.0
## CV residual 25.66 17.72 -14.2 -18.2 -6.79 -8.8 -13.7 -34.1 -45.9  0.377 134.6
##              3037 3044  3046  3050  3052  3058  3066 3068  3069  3072   3073
## Predicted    13.8 26.4  50.3 110.7 120.2  97.4  65.9   64  63.6  89.7 131.88
## cvpred       13.8 26.3  50.2 110.8 120.3  97.6  66.0   64  63.6  89.8 132.04
## pm2.5       219.0 58.0  30.0  71.0  67.0 201.0 114.0  150 154.0 133.0 139.00
## CV residual 205.2 31.7 -20.2 -39.8 -53.3 103.4  48.0   86  90.4  43.2   6.96
##               3074  3080  3085 3093  3095  3098  3100  3113  3115  3119  3120
## Predicted   136.27  74.3  31.7 27.9  75.1  88.2 117.3 26.40  26.1  36.7  38.9
## cvpred      136.44  74.3  31.5 27.8  75.2  88.2 117.4 26.26  25.9  36.4  38.6
## pm2.5       129.00  55.0  20.0 82.0 117.0 125.0  40.0 32.00  15.0  11.0  11.0
## CV residual  -7.44 -19.3 -11.5 54.2  41.8  36.8 -77.4  5.74 -10.9 -25.4 -27.6
##              3124  3127  3128  3138  3140  3144 3145  3149  3152  3153  3157
## Predicted    42.1  62.4  41.8  55.4  66.0  98.7  107 130.7 114.7 113.6  78.3
## cvpred       41.7  62.0  41.4  55.5  66.1  98.8  107 130.8 114.8 113.7  78.4
## pm2.5         5.0   4.0   6.0  20.0  19.0  54.0   49  38.0  55.0  51.0  44.0
## CV residual -36.7 -58.0 -35.4 -35.5 -47.1 -44.8  -58 -92.8 -59.8 -62.7 -34.4
##              3158  3163  3165  3166  3167  3172  3173  3176  3178  3179  3184
## Predicted    69.6  63.9  81.5  85.5  94.9 121.2 121.0 115.1 92.83  92.6 55.56
## cvpred       69.8  64.0  81.5  85.5  94.9 121.3 121.1 115.2 92.96  92.7 55.69
## pm2.5        44.0  43.0  44.0  43.0  46.0  69.0  75.0  78.0 83.00  82.0 57.00
## CV residual -25.8 -21.0 -37.5 -42.5 -48.9 -52.3 -46.1 -37.2 -9.96 -10.7  1.31
##             3185 3191  3192  3193  3195  3196   3197  3198   3199  3205  3214
## Predicted   54.7   85  93.7  98.3 119.7 110.0 114.85 114.0 117.89  86.7 130.6
## cvpred      54.8   85  93.7  98.3 119.8 110.1 114.95 114.1 117.98  86.8 130.8
## pm2.5       66.0   69  64.0  60.0  61.0  83.0 112.00  99.0 108.00 147.0 193.0
## CV residual 11.2  -16 -29.7 -38.3 -58.8 -27.1  -2.95 -15.1  -9.98  60.2  62.2
##              3219  3220  3222  3223  3227  3229  3233  3235  3237  3238  3240
## Predicted   135.0 140.4 140.2 143.3 101.0  83.6  69.2  63.3  77.4  86.4  94.5
## cvpred      135.2 140.6 140.3 143.5 101.2  83.8  69.4  63.5  77.5  86.6  94.6
## pm2.5       231.0 237.0 235.0 222.0 191.0 181.0 170.0 126.0 113.0 122.0 113.0
## CV residual  95.8  96.4  94.7  78.5  89.8  97.2 100.6  62.5  35.5  35.4  18.4
##              3247  3248  3249  3252  3255  3259  3260  3265 3268 3273  3278
## Predicted   114.5 108.2 106.4  89.1  81.4 106.6 115.6 113.2  146  146 121.3
## cvpred      114.5 108.3 106.5  89.2  81.5 106.6 115.6 113.1  146  146 121.5
## pm2.5       185.0 182.0 178.0 145.0 100.0  70.0  87.0  51.0   44   53  76.0
## CV residual  70.5  73.7  71.5  55.8  18.5 -36.6 -28.6 -62.1 -102  -93 -45.5
##              3281  3287  3288  3293 3298  3301  3304  3307  3308  3309  3311
## Predicted   114.6 127.2 131.0 144.7  122  75.1 64.58 120.4 106.6  82.8 114.3
## cvpred      114.8 127.4 131.1 144.9  122  75.1 64.73 120.6 106.8  82.9 114.5
## pm2.5        89.0  74.0  84.0  89.0   13  53.0 60.00  41.0  56.0  33.0  41.0
## CV residual -25.8 -53.4 -47.1 -55.9 -109 -22.1 -4.73 -79.6 -50.8 -49.9 -73.5
##              3313 3315  3316 3324 3325  3327  3328  3333  3334  3337  3339
## Predicted   133.6  128 122.6 28.2 18.9 -9.63 -16.7  6.79  6.44  75.2 118.2
## cvpred      133.8  128 122.7 28.4 19.1 -9.54 -16.7  6.89  6.51  75.3 118.4
## pm2.5        49.0   41  34.0 44.0 36.0 27.00  30.0 28.00 32.00  61.0  66.0
## CV residual -84.8  -87 -88.7 15.6 16.9 36.54  46.7 21.11 25.49 -14.3 -52.4
##              3340  3343  3351  3357  3358 3361 3362    3365  3367   3368   3369
## Predicted   129.0 122.1 -7.07 -7.29  9.89 63.7 77.8 100.527 111.5 110.48 104.96
## cvpred      129.1 122.3 -6.93 -7.28  9.93 63.7 77.9 100.579 111.7 110.68 105.19
## pm2.5        89.0 104.0 39.00 43.00 54.00 93.0 91.0 101.000  95.0 105.00 110.00
## CV residual -40.1 -18.3 45.93 50.28 44.07 29.3 13.1   0.421 -16.7  -5.68   4.81
##              3370  3373 3375 3376 3385  3387  3388  3390  3396  3397  3399
## Predicted    94.2  77.3 49.4 47.6  126 131.1 126.8 131.4  87.8  78.3  41.4
## cvpred       94.4  77.6 49.6 47.7  126 131.3 126.9 131.6  88.1  78.6  41.6
## pm2.5       116.0 120.0 72.0 79.0  229 229.0 198.0 119.0 182.0 174.0 128.0
## CV residual  21.6  42.4 22.4 31.3  103  97.7  71.1 -12.6  93.9  95.4  86.4
##              3403  3404  3407  3410  3415  3421  3424  3426  3432  3437  3438
## Predicted    65.3  60.5 116.0 125.5 131.4  45.6 -1.48 -10.6 99.11 127.0 122.4
## cvpred       65.4  60.7 116.2 125.7 131.6  45.8 -1.29 -10.4 99.23 127.2 122.5
## pm2.5       118.0 116.0 106.0 163.0 165.0 115.0 70.00  53.0 93.00  85.0  98.0
## CV residual  52.6  55.3 -10.2  37.3  33.4  69.2 71.29  63.4 -6.23 -42.2 -24.5
##              3440  3441  3442   3447   3450  3460  3461 3463  3468 3469 3471
## Predicted    77.7  61.6  53.5 28.742 25.186  75.6  74.5   67 39.81 37.7 27.1
## cvpred       77.8  61.7  53.6 28.805 25.217  75.6  74.5   67 39.92 37.9 27.3
## pm2.5        45.0  40.0  35.0 28.000 26.000  28.0  16.0   14 46.00 39.0 55.0
## CV residual -32.8 -21.7 -18.6 -0.805  0.783 -47.6 -58.5  -53  6.08  1.1 27.7
##             3472 3475 3477  3480   3485  3491 3494 3495  3501  3510  3512  3514
## Predicted   19.1 27.6 45.0  57.9 101.59  67.8 48.4 47.0  55.8 105.5 109.1 112.1
## cvpred      19.2 27.8 45.2  58.1 101.76  68.0 48.6 47.2  55.9 105.7 109.3 112.4
## pm2.5       45.0 57.0 43.0  39.0  92.00 118.0 79.0 62.0  40.0  74.0  67.0  92.0
## CV residual 25.8 29.2 -2.2 -19.1  -9.76  50.0 30.4 14.8 -15.9 -31.7 -42.3 -20.4
##              3516 3520  3521  3522 3523 3531 3535  3538   3545   3547  3548
## Predicted   104.2  118 126.4 125.6  130  144  144 136.7 117.12 135.43 132.2
## cvpred      104.5  118 126.6 125.8  130  144  144 136.9 117.39 135.69 132.4
## pm2.5        92.0   96  70.0  72.0   85  100  111 152.0 108.00 142.00 180.0
## CV residual -12.5  -22 -56.6 -53.8  -45  -44  -33  15.1  -9.39   6.31  47.6
##             3556  3558  3559  3560  3566  3569  3574 3575  3577  3580  3581
## Predicted    144 144.5 139.2 143.3 35.74  30.8 118.6  124 105.6  73.5  71.5
## cvpred       144 144.7 139.4 143.5 35.94  31.0 118.9  124 105.8  73.6  71.6
## pm2.5        205 214.0 230.0 242.0 28.00  19.0 214.0  314  33.0  33.0  22.0
## CV residual   61  69.3  90.6  98.5 -7.94 -12.0  95.1  190 -72.8 -40.6 -49.6
##              3583  3587  3588  3591  3593 3596  3599  3600  3601  3607   3608
## Predicted   100.7  61.7  65.8  55.2  97.4 98.5 118.3 122.3 132.1 129.9 123.75
## cvpred      100.9  61.9  65.9  55.3  97.6 98.7 118.5 122.5 132.3 130.1 123.98
## pm2.5        25.0  23.0  54.0  18.0  39.0 97.0  83.0  94.0  77.0  98.0 118.00
## CV residual -75.9 -38.9 -11.9 -37.3 -58.6 -1.7 -35.5 -28.5 -55.3 -32.1  -5.98
##              3611  3612  3614  3620  3621  3624  3628  3630  3631   3635   3637
## Predicted   108.4  94.5 60.65 86.39 109.3 121.4 134.3 133.5 135.0 113.51 103.11
## cvpred      108.6  94.7 60.85 86.58 109.6 121.6 134.5 133.7 135.2 113.72 103.34
## pm2.5        77.0  76.0 69.00 79.00  61.0 179.0  94.0  92.0  86.0 106.00 110.00
## CV residual -31.6 -18.7  8.15 -7.58 -48.6  57.4 -40.5 -41.7 -49.2  -7.72   6.66
##              3639  3640   3644  3666 3672    3676 3681  3685  3688  3689 3690
## Predicted    91.5 93.33 102.61  97.6  124 133.546  124  87.6  73.5  73.4 77.0
## cvpred       91.7 93.58 102.85  97.8  124 133.738  124  87.8  73.8  73.7 77.2
## pm2.5       103.0 98.00 100.00  74.0  159 134.000  152 122.0 108.0 101.0 92.0
## CV residual  11.3  4.42  -2.85 -23.8   35   0.262   28  34.2  34.2  27.3 14.8
##              3691 3694 3697  3698  3699 3701 3703  3705  3707  3708  3783  3787
## Predicted   72.23 94.9  118 122.5 127.4  136  136 109.6  93.7 83.21  56.0  78.4
## cvpred      72.42 95.1  118 122.7 127.5  136  136 109.8  93.9 83.44  56.2  78.6
## pm2.5       82.00 90.0   79  71.0  64.0   76  101  82.0  79.0 76.00 107.0 108.0
## CV residual  9.58 -5.1  -39 -51.7 -63.5  -60  -35 -27.8 -14.9 -7.44  50.8  29.4
##              3789  3791  3793  3794  3795 3834  3836  3841  3844  3848  3849
## Predicted    77.7  86.2  89.6  93.9 109.3 53.4  70.2  95.2 108.9 126.4 130.5
## cvpred       77.8  86.3  89.7  94.0 109.6 53.6  70.5  95.4 109.1 126.6 130.7
## pm2.5       157.0 148.0 128.0 148.0 176.0 70.0  41.0  42.0  63.0  46.0  41.0
## CV residual  79.2  61.7  38.3  54.0  66.4 16.4 -29.5 -53.4 -46.1 -80.6 -89.7
##              3852  3855  3859  3866  3870  3872  3874  3876  3877  3882   3883
## Predicted   112.5 113.1 104.9 134.3 138.4 133.3 118.9 107.9 102.2 95.88 100.52
## cvpred      112.7 113.4 105.1 134.5 138.6 133.5 119.1 108.1 102.5 96.11 100.75
## pm2.5        36.0  36.0  46.0  97.0  81.0  72.0  71.0  73.0  85.0 89.00  95.00
## CV residual -76.7 -77.4 -59.1 -37.5 -57.6 -61.5 -48.1 -35.1 -17.5 -7.11  -5.75
##             3884  3886  3888  3889  3893  3895  3897  3898  3900 3905  3907
## Predicted    104 112.7 128.4 128.1 126.4 120.9 119.2 113.6  97.3 65.8 87.78
## cvpred       104 112.9 128.6 128.4 126.6 121.1 119.4 113.8  97.6 66.1 88.04
## pm2.5         93  93.0  99.0 101.0 105.0  94.0  91.0  98.0 115.0 89.0 96.00
## CV residual  -11 -19.9 -29.6 -27.4 -21.6 -27.1 -28.4 -15.8  17.4 22.9  7.96
##              3908  3910  3920 3923  3925  3926  3930 3933  3946  3947  3948
## Predicted    91.1  95.7 126.0  108  96.2  94.6  86.5  137 121.5 115.9 106.1
## cvpred       91.4  96.0 126.2  108  96.4  94.8  86.7  137 121.8 116.2 106.4
## pm2.5       119.0 125.0 141.0  137 147.0 143.0 173.0   37  82.0  68.0  56.0
## CV residual  27.6  29.0  14.8   29  50.6  48.2  86.3 -100 -39.8 -48.2 -50.4
##              3959  3965  3966  3973  3974  3981  3982  3985  3995  3996  3999
## Predicted   116.7 136.2 136.4  94.3  84.8 100.2  79.7 125.4  99.7 93.51  92.1
## cvpred      116.9 136.4 136.7  94.7  85.2 100.5  80.0 125.7 100.0 93.79  92.5
## pm2.5       137.0 198.0 175.0 148.0 136.0 152.0 183.0 105.0  81.0 95.00 125.0
## CV residual  20.1  61.6  38.3  53.3  50.8  51.5 103.0 -20.7 -19.0  1.21  32.5
##              4003  4004  4005 4006 4007 4008  4012  4013  4014  4015  4018 4019
## Predicted    90.7 113.6 117.5  113  132  141 136.4 136.3 135.4 134.3 130.9  143
## cvpred       91.0 113.8 117.8  113  132  141 136.7 136.6 135.7 134.6 131.2  143
## pm2.5       109.0  20.0  20.0   22   27   30  50.0  46.0  42.0  35.0  43.0   30
## CV residual  18.0 -93.8 -97.8  -91 -105 -111 -86.7 -90.6 -93.7 -99.6 -88.2 -113
##             4020 4022 4027  4032 4034  4038  4039  4041  4042  4047  4048  4050
## Predicted    137  138  132 137.3  136 138.4 137.7 126.4 119.7  91.5 106.1 113.7
## cvpred       137  138  132 137.5  136 138.6 137.9 126.6 119.9  91.7 106.4 113.9
## pm2.5         27   35   29  49.0   34  40.0  41.0  49.0  61.0  74.0  79.0  69.0
## CV residual -110 -103 -103 -88.5 -102 -98.6 -96.9 -77.6 -58.9 -17.7 -27.4 -44.9
##              4054  4056  4058  4059  4064  4068  4069  4081  4085 4087  4091
## Predicted   127.9 137.9 138.5 138.7 141.3  95.6  90.7 129.0 134.4  118  71.6
## cvpred      128.1 138.2 138.8 138.9 141.6  95.9  91.0 129.4 134.7  118  71.8
## pm2.5        88.0  69.0  89.0  98.0  92.0 109.0  74.0 205.0 124.0   95  48.0
## CV residual -40.1 -69.2 -49.8 -40.9 -49.6  13.1 -17.0  75.6 -10.7  -23 -23.8
##              4092  4094  4096  4098  4099  4104  4105  4107  4110  4114 4117
## Predicted    57.4  34.6  38.7  60.3  64.1  88.6  92.7 119.6 124.0  93.2 87.3
## cvpred       57.7  34.9  39.0  60.6  64.4  88.8  92.8 119.8 124.2  93.5 87.6
## pm2.5        21.0  11.0  10.0  49.0  49.0  70.0  61.0  66.0  42.0  63.0 85.0
## CV residual -36.7 -23.9 -29.0 -11.6 -15.4 -18.8 -31.8 -53.8 -82.2 -30.5 -2.6
##              4119  4124   4127 4128    4131   4132  4165  4167  4169  4172
## Predicted   76.43 81.94 105.25  105 120.756 115.62 44.64 41.69 43.87 66.58
## cvpred      76.73 82.23 105.54  105 121.053 115.93 44.85 41.89 44.06 66.74
## pm2.5       85.00 92.00 107.00  132 122.000 121.00 48.00 39.00 40.00 62.00
## CV residual  8.27  9.77   1.46   27   0.947   5.07  3.15 -2.89 -4.06 -4.74
##              4174  4175  4179  4181  4182  4185  4188 4190  4192  4194   4198
## Predicted    83.8  83.0 109.5 118.7 135.0 108.2  73.1 51.6 44.46 39.48 80.246
## cvpred       84.1  83.2 109.6 118.9 135.2 108.5  73.3 51.8 44.68 39.74 80.475
## pm2.5        66.0  68.0  63.0  76.0  68.0 120.0 106.0 70.0 49.00 48.00 81.000
## CV residual -18.1 -15.2 -46.6 -42.9 -67.2  11.5  32.7 18.2  4.32  8.26  0.525
##               4200  4201  4202 4203  4207  4218  4220  4227 4228  4233  4235
## Predicted   104.22 108.4 113.0  113 127.0  63.9  82.3 126.9  122 116.4  96.6
## cvpred      104.45 108.6 113.2  113 127.3  64.1  82.5 127.2  122 116.7  96.9
## pm2.5        98.00 114.0 169.0  231 191.0 171.0 150.0 204.0  251 205.0 205.0
## CV residual  -6.45   5.4  55.8  118  63.7 106.9  67.5  76.8  129  88.3 108.1
##              4236  4237  4238  4242  4244  4245  4247   4248  4249   4251  4252
## Predicted    91.5  80.3  79.5  69.6  73.5  87.3  86.8 91.477 96.12  91.50 95.40
## cvpred       91.7  80.6  79.8  69.9  73.7  87.5  87.0 91.651 96.28  91.63 95.53
## pm2.5       184.0 160.0 150.0 133.0 127.0 119.0 102.0 91.000 92.00 100.00 97.00
## CV residual  92.3  79.4  70.2  63.1  53.3  31.5  15.0 -0.651 -4.28   8.37  1.47
##              4254   4255  4256  4258  4264  4266  4267   4271   4272    4274
## Predicted   113.9 127.02 118.1 102.1  56.0  67.5  75.9 119.90 104.39 125.889
## cvpred      114.1 127.28 118.4 102.4  56.3  67.8  76.2 120.19 104.67 126.182
## pm2.5        94.0 121.00 153.0 163.0 117.0 117.0 116.0 112.00  97.00 126.000
## CV residual -20.1  -6.28  34.6  60.6  60.7  49.2  39.8  -8.19  -7.67  -0.182
##              4275   4277  4278  4279  4281 4282  4283  4284  4285  4290  4292
## Predicted   131.0 136.16 135.8 135.3 113.4  111 101.0  94.6  85.2  74.8  87.7
## cvpred      131.3 136.44 136.1 135.6 113.7  111 101.3  94.9  85.5  75.1  88.0
## pm2.5       151.0 134.00 118.0 124.0 101.0  131 137.0 166.0 152.0 174.0 198.0
## CV residual  19.7  -2.44 -18.1 -11.6 -12.7   20  35.7  71.1  66.5  98.9 110.0
##              4294  4295  4296  4297  4299  4300  4301 4303  4307  4312  4313
## Predicted   101.0 105.7 100.4 105.1 113.6 113.9 131.4  135 109.3  76.7  75.6
## cvpred      101.3 105.9 100.6 105.3 113.8 114.1 131.7  136 109.6  77.1  75.9
## pm2.5       194.0 200.0 190.0 196.0 199.0 201.0 215.0  249 181.0 170.0 194.0
## CV residual  92.7  94.1  89.4  90.7  85.2  86.9  83.3  113  71.4  92.9 118.1
##              4314  4316  4317  4318  4322  4323  4325  4328  4330  4332 4341
## Predicted    79.9  88.5  92.7 109.2 117.3 117.6 115.9 125.4 119.5 115.1  111
## cvpred       80.2  88.7  93.0 109.6 117.6 117.8 116.2 125.7 119.8 115.4  111
## pm2.5       196.0 166.0 174.0 158.0 155.0 158.0 160.0 197.0 195.0 159.0  230
## CV residual 115.8  77.3  81.0  48.4  37.4  40.2  43.8  71.3  75.2  43.6  119
##             4344  4350  4353  4357  4360  4361  4365  4366 4367  4369  4370
## Predicted    125 131.1 133.9 134.2 126.2 129.2 122.6 130.3  135 124.2 132.6
## cvpred       125 131.4 134.2 134.5 126.5 129.5 122.9 130.6  135 124.4 132.9
## pm2.5        219 225.0 174.0 121.0  92.0  38.0  40.0  36.0   27  46.0  43.0
## CV residual   94  93.6  39.8 -13.5 -34.5 -91.5 -82.9 -94.6 -108 -78.4 -89.9
##              4371  4373  4380  4387  4389  4392  4393  4395  4396  4398 4404
## Predicted   127.1 130.3  75.1  31.7  69.7 110.5 115.9 125.1 125.4 125.4 78.9
## cvpred      127.4 130.5  75.4  32.0  70.0 110.8 116.2 125.5 125.7 125.7 79.3
## pm2.5        37.0  45.0  40.0  15.0  34.0  41.0  34.0  54.0  73.0  90.0 93.0
## CV residual -90.4 -85.5 -35.4 -17.0 -36.0 -69.8 -82.2 -71.5 -52.7 -35.7 13.7
##             4407 4409 4410  4412  4419  4422  4425 4431 4434  4440   4441  4442
## Predicted   44.0 32.5 41.0 55.01 114.1 114.9  99.5 35.3 42.8 92.48 109.99 114.9
## cvpred      44.4 32.9 41.3 55.29 114.5 115.2  99.8 35.6 43.1 92.75 110.31 115.2
## pm2.5       88.0 68.0 72.0 48.00 127.0 161.0 119.0 47.0 56.0 87.00 105.00 117.0
## CV residual 43.6 35.1 30.7 -7.29  12.5  45.8  19.2 11.4 12.9 -5.75  -5.31   1.8
##              4446  4455  4457  4458  4459  4461  4464  4471  4475  4476  4481
## Predicted   124.8 -21.2 -35.1 -36.5 -36.2  33.4  93.1  83.8 10.93 -8.11 -21.4
## cvpred      125.1 -21.0 -35.0 -36.3 -36.1  33.6  93.3  84.1 11.17 -7.88 -21.2
## pm2.5       104.0   8.0  13.0  12.0   9.0  20.0  44.0  24.0 19.00  4.00  21.0
## CV residual -21.1  29.0  48.0  48.3  45.1 -13.6 -49.3 -60.1  7.83 11.88  42.2
##              4482    4483 4484 4486  4488  4496  4498  4508  4511  4512  4515
## Predicted   -13.5 -0.2142 12.6 39.8  87.9  87.8  80.7  91.0  94.6  99.3 101.9
## cvpred      -13.3 -0.0256 12.8 40.0  88.0  88.1  81.0  91.3  94.9  99.5 102.2
## pm2.5        23.0 17.0000 25.0 50.0  59.0  46.0  39.0  76.0  67.0  61.0  45.0
## CV residual  36.3 17.0256 12.2 10.0 -29.0 -42.1 -42.0 -15.3 -27.9 -38.5 -57.2
##              4519  4520  4521  4522   4523  4529 4531   4532  4540  4547   4554
## Predicted   121.6 106.0  96.6 85.83 71.301 18.58 19.3 32.385  91.9 89.74 109.24
## cvpred      121.9 106.3  96.9 86.13 71.599 18.85 19.6 32.629  92.1 90.02 109.58
## pm2.5        46.0  63.0  74.0 77.00 71.000 14.00 31.0 32.000  67.0 96.00 105.00
## CV residual -75.9 -43.3 -22.9 -9.13 -0.599 -4.85 11.4 -0.629 -25.1  5.98  -4.58
##             4562  4563  4572  4575  4580  4581  4592  4594 4598  4608  4617
## Predicted    141 136.2 129.3 132.2 123.3 126.8 124.1 118.0  135 129.9 134.9
## cvpred       142 136.4 129.5 132.4 123.6 127.1 124.3 118.2  135 130.2 135.2
## pm2.5         40  43.0  83.0 117.0  77.0  72.0 165.0 155.0  178 161.0  69.0
## CV residual -102 -93.4 -46.5 -15.4 -46.6 -55.1  40.7  36.8   43  30.8 -66.2
##              4618  4621   4624  4625  4626 4630  4631  4635  4637  4640  4641
## Predicted   129.3 129.5 129.03 129.5 123.9  135 134.9 130.3 134.4 134.3 128.3
## cvpred      129.6 129.8 129.35 129.8 124.2  135 135.2 130.6 134.7 134.6 128.6
## pm2.5        83.0 100.0 122.00 155.0 184.0  185 186.0 145.0 107.0  58.0  61.0
## CV residual -46.6 -29.8  -7.35  25.2  59.8   50  50.8  14.4 -27.7 -76.6 -67.6
##              4642  4644  4646   4654  4657   4659 4661  4662  4665  4671   4676
## Predicted   127.8 123.9 124.0 107.39 134.2 134.66  134 139.3 134.2 113.1 120.33
## cvpred      128.1 124.2 124.3 107.64 134.5 134.98  134 139.6 134.5 113.5 120.64
## pm2.5        72.0 105.0  92.0  99.00 122.0 141.00  120 103.0 124.0  95.0 130.00
## CV residual -56.1 -19.2 -32.3  -8.64 -12.5   6.02  -14 -36.6 -10.5 -18.5   9.36
##              4678  4685  4686  4689  4693  4695  4696 4703  4710  4711 4714
## Predicted   128.9 133.4 128.5 129.3 127.3 131.5 134.2  134 139.0 138.6  131
## cvpred      129.2 133.7 128.9 129.6 127.6 131.8 134.5  134 139.4 138.9  132
## pm2.5       167.0 162.0 141.0 175.0 167.0 196.0 172.0  264 231.0 209.0  310
## CV residual  37.8  28.3  12.1  45.4  39.4  64.2  37.5  130  91.6  70.1  178
##             4715 4716 4717 4718  4719  4720  4723   4726  4727  4728  4733
## Predicted    120  118  113  107 105.9 104.3 102.2 111.26 113.0 114.1 133.4
## cvpred       121  118  113  107 106.3 104.7 102.5 111.56 113.4 114.5 133.7
## pm2.5        304  290  283  212 185.0 195.0 178.0 116.00 127.0  61.0  53.0
## CV residual  183  172  170  105  78.7  90.3  75.5   4.44  13.6 -53.5 -80.7
##              4734  4735  4736  4739  4741  4744 4746 4750  4751 4755  4759
## Predicted   134.2 138.3 133.4 116.8 105.5  96.0 85.3  103 106.3  119 134.4
## cvpred      134.5 138.6 133.8 117.1 105.9  96.4 85.6  103 106.5  119 134.7
## pm2.5        68.0  60.0  73.0 154.0 186.0 120.0 90.0  143 145.0  267 122.0
## CV residual -66.5 -78.6 -60.8  36.9  80.1  23.6  4.4   40  38.5  148 -12.7
##                4762  4763  4764  4765 4775  4777 4780 4781 4783 4784 4788 4789
## Predicted   123.644 113.1 107.0  97.2  114 107.6  111  115  114  114  110  110
## cvpred      123.986 113.5 107.4  97.6  114 107.9  111  115  114  114  110  110
## pm2.5       123.000 167.0 153.0 149.0  142 147.0  227  236  258  250  263  270
## CV residual  -0.986  53.5  45.6  51.4   28  39.1  116  121  144  136  153  160
##             4791  4795  4797  4799  4800  4809  4811  4814  4815 4821  4823
## Predicted    109 134.2 134.5 134.9 135.4 121.2  95.3  84.3  83.7  112 121.1
## cvpred       109 134.5 134.8 135.2 135.7 121.5  95.6  84.7  84.1  112 121.3
## pm2.5        212  47.0  55.0  36.0  50.0  43.0  46.0  27.0  34.0   39  49.0
## CV residual  103 -87.5 -79.8 -99.2 -85.7 -78.5 -49.6 -57.7 -50.1  -73 -72.3
##              4825  4827  4829 4830  4831  4835  4838  4846  4855  4859  4860
## Predicted   130.1 125.2 140.0  136 139.8 108.5  87.6 109.8 134.2 121.9 111.9
## cvpred      130.3 125.4 140.3  136 140.1 108.8  88.0 110.1 134.5 122.3 112.3
## pm2.5        47.0  75.0 101.0   92  99.0  70.0  54.0  70.0 209.0 197.0 202.0
## CV residual -83.3 -50.4 -39.3  -44 -41.1 -38.8 -34.0 -40.1  74.5  74.7  89.7
##              4861 4862  4864  4867  4868  4869  4870  4873  4876  4879 4881
## Predicted   106.7  100  90.4  97.7 102.3 111.0 115.3 119.3 137.8 133.2  122
## cvpred      107.1  101  90.7  98.0 102.7 111.3 115.6 119.6 138.2 133.5  122
## pm2.5       206.0  201 130.0 139.0 153.0 194.0 176.0 189.0 172.0 227.0  245
## CV residual  98.9  100  39.3  41.0  50.3  82.7  60.4  69.4  33.8  93.5  123
##             4883  4889  4891  4892  4894  4898  4901    4907 4908  4911  4912
## Predicted    115  81.8  80.3  84.6 92.42 105.1 118.3 104.519  102 75.11 74.01
## cvpred       116  82.2  80.7  84.9 92.71 105.4 118.5 104.914  102 75.48 74.37
## pm2.5        226 132.0 102.0 110.0 99.00  84.0 105.0 104.000   85 77.00 71.00
## CV residual  110  49.8  21.3  25.1  6.29 -21.4 -13.5  -0.914  -17  1.52 -3.37
##              4916   4919 4923  4927  4932  4934  4937  4938  4939  4942  4943
## Predicted    84.7 103.06  105 133.4 106.0  90.7  82.5  81.9  76.2  97.9 102.6
## cvpred       85.0 103.34  106 133.8 106.4  91.1  82.9  82.3  76.5  98.2 102.8
## pm2.5        71.0 111.00  211 201.0 201.0 113.0 111.0 118.0 128.0 138.0 150.0
## CV residual -14.0   7.66  105  67.2  94.6  21.9  28.1  35.7  51.5  39.8  47.2
##              4944  4945  4949 4953 4954 4957 4959  4960  4962  4963 4970  4973
## Predicted   107.5 107.0 132.4  122  116  111  105  99.4  88.2  96.8  121 124.3
## cvpred      107.7 107.2 132.8  122  117  112  105  99.8  88.5  97.2  121 124.7
## pm2.5       146.0 161.0 204.0  227  244  249  262 269.0 194.0 174.0  193 208.0
## CV residual  38.3  53.8  71.2  105  127  137  157 169.2 105.5  76.8   72  83.3
##              4974 4977  4981  4982  4988  4990  4991 4992  4993  4994  4995
## Predicted   129.2  117  88.8  83.0  85.2  93.6  92.8  102 100.9 105.2 104.7
## cvpred      129.6  117  89.2  83.4  85.5  93.9  93.0  102 101.2 105.4 104.9
## pm2.5       225.0  230 176.0 192.0 140.0 126.0 139.0  138 152.0 150.0 157.0
## CV residual  95.4  113  86.8 108.6  54.5  32.1  46.0   36  50.8  44.6  52.1
##              5004  5009  5011  5013  5016  5017 5019  5021  5023  5025  5030
## Predicted    83.1  79.0  86.1  95.0 112.9 112.1  111 114.5 118.7 111.8 107.1
## cvpred       83.2  79.4  86.4  95.3 113.2 112.4  111 114.8 118.9 112.1 107.5
## pm2.5       178.0 193.0 189.0 194.0 188.0 159.0  149 131.0 149.0 156.0 204.0
## CV residual  94.8 113.6 102.6  98.7  74.8  46.6   38  16.2  30.1  43.9  96.5
##              5031 5033 5040 5042  5046 5059  5060  5061 5070 5071 5072 5073
## Predicted   106.2  104  124  129 121.6  125 126.0 125.8  131  135  136  135
## cvpred      106.6  105  125  129 121.9  125 126.4 126.2  131  136  136  135
## pm2.5       178.0  210  285  230 199.0  267 205.0 188.0  242  259  234  248
## CV residual  71.4  105  160  101  77.1  142  78.6  61.8  111  123   98  113
##              5082  5083  5085  5090 5092  5094  5096  5104  5114 5115  5116
## Predicted    67.9  62.7  86.7 117.8  132 126.6 128.9  56.4 116.2  122 126.1
## cvpred       68.1  62.9  87.0 118.1  132 126.9 129.2  56.7 116.4  122 126.4
## pm2.5        18.0  18.0  13.0  22.0   53  48.0  45.0  30.0 105.0   78  64.0
## CV residual -50.1 -44.9 -74.0 -96.1  -79 -78.9 -84.2 -26.7 -11.4  -44 -62.4
##              5118  5121  5124  5127 5128  5135  5142    5144  5147  5149  5152
## Predicted   126.4 116.1 86.10 62.90 53.6  97.8 108.7 121.014 115.3 101.0  95.1
## cvpred      126.7 116.4 86.37 63.18 53.9  98.0 108.8 121.291 115.6 101.3  95.4
## pm2.5        41.0 100.0 90.00 65.00 44.0  52.0  96.0 121.000 184.0 163.0 161.0
## CV residual -85.7 -16.4  3.63  1.82 -9.9 -46.0 -12.8  -0.291  68.4  61.7  65.6
##              5158  5159  5162  5165  5167  5169  5173  5177  5180  5181  5184
## Predicted   114.4 119.5 124.4 124.8 134.2 128.5 126.6 126.8 119.3 118.2 124.8
## cvpred      114.7 119.8 124.7 125.1 134.5 128.9 126.9 127.1 119.6 118.5 125.1
## pm2.5       174.0 199.0 202.0 178.0 178.0 159.0 137.0  35.0  36.0  38.0  43.0
## CV residual  59.3  79.2  77.3  52.9  43.5  30.1  10.1 -92.1 -83.6 -80.5 -82.1
##             5187 5188  5193  5194  5198  5211  5215  5216  5218  5226  5231
## Predicted    130  129 114.2  46.9 32.34  83.3  89.4  68.5  46.0  69.2 109.6
## cvpred       130  129 114.5  47.1 32.41  83.2  89.2  68.4  45.9  69.5 109.8
## pm2.5         28   19  33.0  24.0 30.00  10.0  13.0  25.0  23.0  20.0  38.0
## CV residual -102 -110 -81.5 -23.1 -2.41 -73.2 -76.2 -43.4 -22.9 -49.5 -71.8
##             5233 5237  5239  5240  5241  5252  5254  5257 5258  5260  5261
## Predicted    114  122 132.0 126.9 121.5  82.0  89.8 130.7  142 136.5 136.3
## cvpred       114  122 132.3 127.2 121.8  82.2  90.0 130.9  142 136.8 136.6
## pm2.5         62   76  92.0 105.0  90.0  39.0  39.0  45.0   40  44.0  55.0
## CV residual  -52  -46 -40.3 -22.2 -31.8 -43.2 -51.0 -85.9 -102 -92.8 -81.6
##              5265 5267  5268  5271  5272  5274  5276  5278 5285  5287  5293
## Predicted   124.4  108 105.6 87.86  82.2  95.3 113.4 117.1  128 134.2 108.2
## cvpred      124.7  108 105.9 88.19  82.6  95.6 113.7 117.4  129 134.5 108.6
## pm2.5        68.0   71  66.0 98.00 114.0 125.0 124.0 157.0  231 208.0 207.0
## CV residual -56.7  -37 -39.9  9.81  31.4  29.4  10.3  39.6  102  73.5  98.4
##              5295  5298 5302 5303 5304 5308  5311  5313  5314  5315  5316  5319
## Predicted    96.6  94.4  123  128  123  133 106.6  85.1  74.5  64.5  59.3 77.71
## cvpred       97.0  94.8  123  129  123  134 106.9  85.3  74.7  64.8  59.5 78.06
## pm2.5       245.0 209.0  297  275  295  271 123.0  32.0  34.0  45.0  17.0 83.00
## CV residual 148.0 114.2  174  146  172  137  16.1 -53.3 -40.7 -19.8 -42.5  4.94
##              5320  5324  5325  5326  5330  5334  5336  5341  5346 5349  5353
## Predicted    77.2 108.2 107.4 116.4 133.2 131.9 125.8 120.9 106.9  105 134.4
## cvpred       77.6 108.5 107.7 116.7 133.5 132.3 126.1 121.2 107.1  105 134.7
## pm2.5       110.0 154.0 160.0 175.0 194.0 101.0  92.0 181.0  79.0   69  83.0
## CV residual  32.4  45.5  52.3  58.3  60.5 -31.3 -34.1  59.8 -28.1  -36 -51.7
##              5356  5357  5359  5361  5364  5366  5368  5371  5373  5382  5383
## Predicted   136.4 140.9 140.5 133.9 104.1  83.3  83.3  94.7 118.2 128.7 128.5
## cvpred      136.7 141.2 140.8 134.2 104.5  83.7  83.7  95.0 118.5 129.1 128.8
## pm2.5        70.0  74.0 111.0 117.0  93.0 111.0 105.0  71.0  47.0  88.0  87.0
## CV residual -66.7 -67.2 -29.8 -17.2 -11.5  27.3  21.3 -24.0 -71.5 -41.1 -41.8
##             5385  5386  5387  5465  5467  5468 5470  5475     5476  5477  5482
## Predicted    133 127.5 126.5  48.8  65.4 65.80 73.1 114.2 113.7497 118.4 103.4
## cvpred       133 127.9 126.9  49.1  65.7 66.02 73.3 114.4 113.9301 118.6 103.7
## pm2.5         96 132.0 141.0 112.0  45.0 69.00 92.0  97.0 114.0000 140.0 188.0
## CV residual  -37   4.1  14.1  62.9 -20.7  2.98 18.7 -17.4   0.0699  21.4  84.3
##              5484  5489  5495 5498 5500 5502 5503 5505 5509  5514  5515  5516
## Predicted    81.4  60.0  93.0  115  114  112  111  104  118 124.5 124.2 129.6
## cvpred       81.7  60.2  93.1  115  114  112  111  104  118 124.8 124.6 129.9
## pm2.5       174.0 118.0 156.0  249  285  318  326  312  246 140.0 140.0 152.0
## CV residual  92.3  57.8  62.9  134  171  206  215  208  128  15.2  15.4  22.1
##              5523  5524  5526 5527 5531  5534  5535 5537  5539   5542  5544
## Predicted   139.8 139.3 137.6  137  124 109.2 114.1  108 116.2 129.02 134.2
## cvpred      140.1 139.6 137.9  137  124 109.6 114.5  108 116.5 129.36 134.5
## pm2.5        89.0  85.0  88.0   97  100  75.0  93.0  124 129.0 137.00 210.0
## CV residual -51.1 -54.6 -49.9  -40  -24 -34.6 -21.5   16  12.5   7.64  75.5
##              5546  5550  5551   5552  5559  5560  5561  5562  5563  5564  5570
## Predicted   134.2 139.0 133.8 137.32 87.96  97.0 105.4 105.1 113.5 117.7 120.7
## cvpred      134.5 139.4 134.1 137.63 88.32  97.4 105.8 105.4 113.8 118.1 120.9
## pm2.5       154.0 126.0 121.0 132.00 93.00 116.0 146.0 138.0 144.0 151.0  62.0
## CV residual  19.5 -13.4 -13.1  -5.63  4.68  18.6  40.2  32.6  30.2  32.9 -58.9
##              5578  5579  5584 5586 5591 5592 5595 5596 5597  5601  5604  5606
## Predicted   129.4 128.2 131.5  140  132  132  128  132  126 122.1  95.9  85.6
## cvpred      129.7 128.5 131.7  140  132  132  128  132  126 122.4  96.1  85.9
## pm2.5        50.0  35.0  44.0   21   13    9   17    4    8  23.0  12.0  17.0
## CV residual -79.7 -93.5 -87.7 -119 -119 -123 -111 -128 -118 -99.4 -84.1 -68.9
##              5609  5612  5613  5620  5628  5630  5631  5632  5636  5639 5640
## Predicted    70.8 106.1 115.9 137.9 103.5  95.1  90.5  90.3 106.8 130.2  130
## cvpred       71.1 106.3 116.1 138.2 103.8  95.4  90.8  90.6 107.1 130.5  130
## pm2.5        15.0  38.0  45.0  56.0  62.0  63.0  57.0  65.0  70.0 169.0  157
## CV residual -56.1 -68.3 -71.1 -82.2 -41.8 -32.4 -33.8 -25.6 -37.1  38.5   27
##             5643  5645  5648  5653  5655  5656 5657 5660  5665  5666  5668 5670
## Predicted    134 135.4 139.8 112.0 100.5  90.4 84.4  101 137.4 136.9 141.3  144
## cvpred       134 135.7 140.1 112.4 100.9  90.7 84.7  101 137.7 137.2 141.5  144
## pm2.5        173 190.0 182.0 202.0 127.0 117.0 87.0   34  61.0  72.0  77.0   83
## CV residual   39  54.3  41.9  89.6  26.1  26.3  2.3  -67 -76.7 -65.2 -64.5  -61
##              5671  5675 5676  5678  5679  5682  5684  5690  5695  5697  5698
## Predicted   143.5 110.9  111 90.96  95.1 80.09 108.7 137.2 134.7 112.2  99.8
## cvpred      143.8 111.2  111 91.26  95.4 80.37 108.9 137.4 134.9 112.4 100.1
## pm2.5        76.0  74.0   81 82.00  75.0 71.00  81.0 124.0  81.0  71.0  57.0
## CV residual -67.8 -37.2  -30 -9.26 -20.4 -9.37 -27.9 -13.4 -53.9 -41.4 -43.1
##              5700  5707   5709  5710  5714 5718  5722  5732  5736  5737  5739
## Predicted    81.3  94.8 102.10  87.3 108.6  115 101.5  92.0 117.4 132.5 137.9
## cvpred       81.6  95.2 102.37  87.6 108.8  115 101.6  92.2 117.6 132.8 138.2
## pm2.5        44.0  45.0 101.00  26.0  33.0   46  41.0  42.0  44.0  44.0 127.0
## CV residual -37.6 -50.2  -1.37 -61.6 -75.8  -69 -60.6 -50.2 -73.6 -88.8 -11.2
##              5745  5752  5754  5756  5757  5760  5762    5763  5766  5767  5773
## Predicted   112.7  62.9  75.1  93.5 112.8 124.9 136.4 136.403 140.8 140.8 99.47
## cvpred      112.9  63.2  75.4  93.8 113.1 125.1 136.7 136.687 141.1 141.1 99.81
## pm2.5        47.0  16.0  35.0  44.0  55.0  97.0 110.0 136.000 191.0 160.0 98.00
## CV residual -65.9 -47.2 -40.4 -49.8 -58.1 -28.1 -26.7  -0.687  49.9  18.9 -1.81
##              5777  5781  5783  5785  5787  5788  5789   5791  5793   5795  5796
## Predicted   67.48 93.61 112.4 130.8 131.3 136.2 136.9 136.41 125.9 104.01 88.50
## cvpred      67.77 93.85 112.6 131.1 131.6 136.4 137.2 136.67 126.2 104.31 88.79
## pm2.5       60.00 99.00  88.0 102.0 107.0 100.0 103.0 130.00  77.0  95.00 83.00
## CV residual -7.77  5.15 -24.6 -29.1 -24.6 -36.4 -34.2  -6.67 -49.2  -9.31 -5.79
##              5800  5801  5803  5805 5806  5811  5812  5813  5814  5815  5825
## Predicted    94.0 97.50 106.8 120.5  120 135.4 136.2 136.4 137.2 136.7 105.6
## cvpred       94.3 97.84 107.1 120.8  120 135.7 136.4 136.7 137.4 136.9 105.9
## pm2.5        58.0 88.00  70.0 217.0  224  60.0  59.0  45.0  65.0  72.0  80.0
## CV residual -36.3 -9.84 -37.1  96.2  104 -75.7 -77.4 -91.7 -72.4 -64.9 -25.9
##                 5826  5830  5832  5833 5834  5837  5844  5845  5849  5851  5853
## Predicted   100.6913 130.5 130.5 131.3  136 136.3 117.3 111.3  93.2  96.4 126.1
## cvpred      100.9622 130.8 130.8 131.6  136 136.6 117.6 111.6  93.5  96.6 126.4
## pm2.5       101.0000 107.0 100.0  99.0  105  95.0  61.0  52.0  55.0  37.0  59.0
## CV residual   0.0378 -23.8 -30.8 -32.6  -31 -41.6 -56.6 -59.6 -38.5 -59.6 -67.4
##              5854  5855  5857  5859  5864  5866  5870  5876  5877  5878 5879
## Predicted   116.0 126.9 126.6 136.2 126.6 115.1  96.1 123.4 128.3 133.2  134
## cvpred      116.3 127.2 126.9 136.4 126.9 115.4  96.4 123.7 128.6 133.5  134
## pm2.5        53.0  73.0  82.0 105.0  36.0  59.0  39.0 143.0 191.0 211.0  224
## CV residual -63.3 -54.2 -44.9 -31.4 -90.9 -56.4 -57.4  19.3  62.4  77.5   90
##             5881    5884  5887  5889  5893  5902 5905  5908  5910  5911  5916
## Predicted    136 134.918 135.5 129.7 111.1 130.9  132 138.0 137.7 137.9  97.3
## cvpred       136 135.212 135.8 129.9 111.3 131.2  132 138.3 137.9 138.2  97.6
## pm2.5        254 135.000  93.0 100.0  52.0 118.0  155  81.0 101.0  93.0  74.0
## CV residual  118  -0.212 -42.8 -29.9 -59.3 -13.2   23 -57.3 -36.9 -45.2 -23.6
##              5924  5926  5930  5933  5935  5936  5938  5945  5948  5956  5958
## Predicted   104.5 108.7 135.9 137.2 141.8 140.8 124.9 98.25 111.2 136.9 141.3
## cvpred      104.8 108.9 136.2 137.4 142.1 141.1 125.2 98.57 111.5 137.2 141.6
## pm2.5        89.0  90.0  88.0 103.0  91.0 161.0 170.0 96.00  97.0 168.0 177.0
## CV residual -15.8 -18.9 -48.2 -34.4 -51.1  19.9  44.8 -2.57 -14.5  30.8  35.4
##              5960  5962  5963  5967   5968  5969  5973 5974  5976 5979  5981
## Predicted   140.5 120.0 109.4  90.0 93.848 93.36 126.8  129 134.2  134 139.3
## cvpred      140.8 120.3 109.7  90.3 94.184 93.69 127.1  129 134.5  134 139.6
## pm2.5       177.0 150.0 131.0 103.0 95.000 99.00 224.0  232 229.0  278 201.0
## CV residual  36.2  29.7  21.3  12.7  0.816  5.31  96.9  103  94.5  144  61.4
##              5992  5995  5997  5998  5999 6002  6005  6006  6011  6013 6014
## Predicted    83.9 111.3 102.3 127.6 127.4  138 139.4 139.2  93.8 65.53 65.5
## cvpred       84.1 111.5 102.5 127.9 127.6  138 139.6 139.4  94.1 65.74 65.7
## pm2.5        41.0  54.0  58.0  61.0  64.0  102  81.0  79.0  58.0 67.00 81.0
## CV residual -43.1 -57.5 -44.5 -66.9 -63.6  -36 -58.6 -60.4 -36.1  1.26 15.3
##              6018  6020  6022  6027  6028  6031  6032  6033 6034 6035 6036 6039
## Predicted    76.0 108.7 113.5 131.2 126.3 139.4 134.3 129.1  119  108  103  100
## cvpred       76.2 108.9 113.7 131.4 126.5 139.6 134.5 129.4  119  109  104  101
## pm2.5       111.0 100.0 125.0 142.0 122.0 154.0 213.0 216.0  227  210  220  204
## CV residual  34.8  -8.9  11.3  10.6  -4.5  14.4  78.5  86.6  108  101  116  103
##              6052  6053  6054  6062  6064  6065  6066  6068  6070  6074 6078
## Predicted   138.7 138.7 144.5  39.5 31.67 34.71 28.97 61.57 128.5  93.7  131
## cvpred      138.9 138.9 144.7  39.6 31.78 34.82 29.06 61.63 128.8  93.9  132
## pm2.5       200.0 189.0 108.0  24.0 27.00 38.00 39.00 66.00 198.0 170.0   18
## CV residual  61.1  50.1 -36.7 -15.6 -4.78  3.18  9.94  4.37  69.2  76.1 -114
##              6096  6101   6105 6108 6111  6113  6116  6126  6127 6128  6133
## Predicted   123.3 138.2 117.38 67.4 43.9  46.9  74.5 138.7 138.4  137  76.3
## cvpred      123.5 138.4 117.63 67.7 44.1  47.2  74.7 138.9 138.6  137  76.6
## pm2.5        72.0 164.0 119.00 91.0 85.0 103.0 123.0 206.0 117.0  111 141.0
## CV residual -51.5  25.6   1.37 23.3 40.9  55.8  48.3  67.1 -21.6  -26  64.4
##              6136  6138  6139  6142 6147 6148 6149   6151  6156  6157  6158
## Predicted    51.5  60.2  69.4 106.5  137  138  137 141.56  81.2  75.6  62.2
## cvpred       51.8  60.5  69.6 106.7  138  138  138 141.79  81.5  75.9  62.4
## pm2.5       129.0 124.0 121.0 180.0  277  310  242 136.00 182.0 177.0 183.0
## CV residual  77.2  63.5  51.4  73.3  139  172  104  -5.79 100.5 101.1 120.6
##              6160  6162 6171 6177 6178  6183  6188  6192  6193 6196  6197 6198
## Predicted    56.8  64.3  136  131  125  85.4  98.9  99.8 104.4  113 112.4  112
## cvpred       57.1  64.6  137  131  125  85.7  99.2 100.0 104.6  113 112.5  112
## pm2.5       128.0 166.0  360  334  333 190.0 240.0 254.0 203.0  200 181.0  176
## CV residual  70.9 101.4  223  203  208 104.3 140.8 154.0  98.4   87  68.5   64
##             6202  6204 6211  6213 6219 6224  6225 6233 6235 6236 6241 6244 6251
## Predicted    110  99.3  110 102.5  101  144 138.4  140  146  146  140  142  138
## cvpred       110  99.4  110 102.5  101  144 138.6  140  146  146  140  142  138
## pm2.5        226 247.0  224 170.0  112   61  53.0    9   30   14   26   16   20
## CV residual  116 147.6  114  67.5   11  -83 -85.6 -131 -116 -132 -114 -126 -118
##             6252 6254 6255 6258  6261  6271  6275  6279  6280  6289  6290  6295
## Predicted    141  136  130  128 135.5 144.5 120.9  88.9  93.6 133.5 138.4 144.5
## cvpred       141  136  131  128 135.7 144.7 121.1  89.2  93.8 133.7 138.6 144.7
## pm2.5         23   21    3   23  54.0  55.0  87.0  79.0  70.0  84.0  91.0 115.0
## CV residual -118 -115 -128 -105 -81.7 -89.7 -34.1 -10.2 -23.8 -49.7 -47.6 -29.7
##              6296  6297   6299   6301  6302 6555  6556  6557  6558   6560  6562
## Predicted   139.2 133.5 127.41 126.43 125.6  147 146.9 141.5 147.5 147.04 130.6
## cvpred      139.4 133.7 127.63 126.63 125.8  147 147.1 141.7 147.7 147.18 130.8
## pm2.5       121.0 109.0 121.00 124.00 143.0  258 196.0 192.0 165.0 155.00 211.0
## CV residual -18.4 -24.7  -6.63  -2.63  17.2  111  48.9  50.3  17.3   7.82  80.2
##             6563  6566 6574 6576  6577  6581  6584  6585 6587  6589  6591  6594
## Predicted    120  99.1  123  132 131.7 148.7 142.1 141.2  105  85.8  76.5  79.9
## cvpred       120  99.3  123  132 131.9 148.9 142.3 141.4  105  85.9  76.5  79.8
## pm2.5        274 194.0  243  256 168.0  75.0  51.0  47.0   22  11.0  11.0   5.0
## CV residual  154  94.7  120  124  36.1 -73.9 -91.3 -94.4  -83 -74.9 -65.5 -74.8
##              6595  6598  6600  6608  6613  6614  6615  6616  6619  6620  6622
## Predicted    82.6  83.1  97.1  49.2  2.06 -14.3 -26.0 -19.7 -7.54 -4.62  37.3
## cvpred       82.5  82.9  96.9  48.9  1.63 -14.8 -26.5 -20.2 -8.09 -5.19  36.7
## pm2.5         7.0  13.0  12.0  13.0 11.00  11.0  10.0   8.0  6.00  8.00   7.0
## CV residual -75.5 -69.9 -84.9 -35.9  9.37  25.8  36.5  28.2 14.09 13.19 -29.7
##              6624 6626 6631 6632  6633  6636  6637  6638  6639  6640  6641
## Predicted    30.4  131  138  141 115.1  79.9  69.2  68.2  68.9  68.0  71.6
## cvpred       29.8  131  138  142 115.2  80.0  69.3  68.3  69.0  68.2  71.7
## pm2.5         7.0   23   22   27  22.0  15.0  17.0  21.0  24.0  24.0  26.0
## CV residual -22.8 -108 -116 -115 -93.2 -65.0 -52.3 -47.3 -45.0 -44.2 -45.7
##              6644  6646 6647  6660  6661  6663  6666  6668  6672   6677  6678
## Predicted   117.5 138.0  142  96.2  82.3  70.7  87.2 125.5 146.0 147.28 147.5
## cvpred      117.6 138.2  143  96.4  82.5  70.9  87.4 125.7 146.2 147.43 147.7
## pm2.5        27.0  47.0   41  44.0  39.0  55.0  72.0  99.0 192.0 151.00 136.0
## CV residual -90.6 -91.2 -102 -52.4 -43.5 -15.9 -15.4 -26.7  45.8   3.57 -11.7
##              6679 6684 6690 6691 6692 6693 6697 6698 6704 6706 6710 6711  6712
## Predicted   148.3  104  110  130  139  149  145  146  147  140  105  104  97.9
## cvpred      148.4  105  111  130  140  149  145  146  147  140  105  104  98.1
## pm2.5       115.0  263  264  320  372  435  505  465  388  384  355  348 344.0
## CV residual -33.4  158  153  190  232  286  360  319  241  244  250  244 245.9
##              6713 6715 6717 6718 6719 6723 6725 6727 6728 6730 6732 6733 6735
## Predicted    97.0  134  140  145  150  148  152  153  156  145  129  124  103
## cvpred       97.2  134  140  145  151  148  152  153  156  145  129  124  103
## pm2.5       330.0  252  327  365  391  458  431  387  349  348  344  369  422
## CV residual 232.8  118  187  220  240  310  279  234  193  203  215  245  319
##              6737 6741 6746 6749 6752 6753 6758 6759 6763 6765 6769 6776 6778
## Predicted    78.7  146  146  147  148  147  115  119  135  145  150  151  145
## cvpred       78.9  146  146  147  148  147  115  119  135  145  151  151  145
## pm2.5       175.0  400  290  283  311  318  350  374  449  411  434  385  397
## CV residual  96.1  254  144  136  163  171  235  255  314  266  283  234  252
##             6779 6780 6782 6783 6790 6793 6797 6802  6811 6815 6817 6818 6823
## Predicted    140  139  129  125  143  137  118  117  90.9  136  146  142  151
## cvpred       140  139  129  125  143  137  118  117  91.0  136  146  142  151
## pm2.5        392  408  420  399  394   32    4    4  13.0   21   37   30   33
## CV residual  252  269  291  274  251 -105 -114 -113 -78.0 -115 -109 -112 -118
##             6824  6828  6836  6841  6842  6845  6846  6847  6848  6849  6850
## Predicted    151  99.0 116.0 144.2 149.0 153.8 150.5 155.7 150.3 144.2 133.6
## cvpred       151  99.1 116.1 144.3 149.1 153.9 150.6 155.7 150.4 144.3 133.8
## pm2.5         48  31.0  55.0 168.0 187.0 118.0 111.0  99.0  86.0  66.0  56.0
## CV residual -103 -68.1 -61.1  23.7  37.9 -35.9 -39.6 -56.7 -64.4 -78.3 -77.8
##              6851  6852  6856 6859  6861  6862  6864  6867 6868  6869  6873
## Predicted   118.0 108.7  76.5  103 141.6 132.1 135.5  79.5  117 102.6  75.9
## cvpred      118.1 108.8  76.6  103 141.8 132.3 135.7  79.5  117 102.6  75.8
## pm2.5        55.0  63.0 107.0  114 164.0 193.0 118.0  13.0   13  10.0  22.0
## CV residual -63.1 -45.8  30.4   11  22.2  60.7 -17.7 -66.5 -104 -92.6 -53.8
##              6874  6875  6883  6884  6891  6902 6908  6913  6916  6919  6922
## Predicted    64.5  48.2  36.7  40.2  48.4  51.2 53.3 141.0 146.5 152.9  91.8
## cvpred       64.5  48.2  36.5  40.0  48.1  51.2 53.2 141.1 146.6 152.9  91.9
## pm2.5        12.0  22.0  21.0  16.0  15.0  24.0 67.0 111.0 134.0  97.0  34.0
## CV residual -52.5 -26.2 -15.5 -24.0 -33.1 -27.2 13.8 -30.1 -12.6 -55.9 -57.9
##               6924  6926  6927  6930  6934  6939  6940  6942  6945  6955  6956
## Predicted    98.24  94.5  97.8 100.6 102.9  81.8  77.3  72.0  73.8 106.7 115.2
## cvpred       98.32  94.6  97.9 100.7 102.8  81.6  77.1  71.7  73.5 106.7 115.2
## pm2.5       106.00  79.0  50.0  47.0  46.0  27.0  24.0  23.0  44.0  59.0  64.0
## CV residual   7.68 -15.6 -47.9 -53.7 -56.8 -54.6 -53.1 -48.7 -29.5 -47.7 -51.2
##              6959  6961  6975  6976  6977 6980 6981 6982 6983 6985 6987  6991
## Predicted   128.6 124.2 148.7 147.6 151.1  156  156  151  156  147  151 151.3
## cvpred      128.6 124.2 148.7 147.6 151.1  156  156  151  156  147  151 151.3
## pm2.5        80.0  81.0  79.0  75.0  68.0   47   47   41   38   42   40  61.0
## CV residual -48.6 -43.2 -69.7 -72.6 -83.1 -109 -109 -110 -118 -105 -111 -90.3
##              6994  6995 6996  6997  7000  7001  7003 7013  7015  7016 7021
## Predicted   150.5 150.3  145 140.0 140.0 135.1 144.6  146 150.5 146.1  136
## cvpred      150.6 150.4  145 140.1 140.1 135.2 144.7  146 150.6 146.2  136
## pm2.5        73.0  60.0   81  79.0  87.0  93.0  79.0   92  79.0  86.0   74
## CV residual -77.6 -90.4  -64 -61.1 -53.1 -42.2 -65.7  -54 -71.6 -60.2  -62
##              7022  7023  7025  7026  7040  7041   7044  7048  7050  7052  7053
## Predicted   135.6 135.4 140.0 139.8 149.8 144.6 139.27 138.5 133.1 142.2 148.3
## cvpred      135.7 135.5 140.1 139.9 149.9 144.7 139.37 138.6 133.3 142.3 148.4
## pm2.5        87.0  79.0  78.0  73.0 100.0 103.0 140.00 127.0 105.0 115.0 161.0
## CV residual -48.7 -56.5 -62.1 -66.9 -49.9 -41.7   0.63 -11.6 -28.3 -27.3  12.6
##             7054  7059  7062   7066  7069  7073  7077  7080  7081  7085  7087
## Predicted    144 144.0 148.8 143.90 138.5 137.8 143.1 142.0 141.6 142.7 147.5
## cvpred       144 144.1 148.9 144.01 138.6 137.9 143.3 142.2 141.7 142.8 147.7
## pm2.5        180 164.0 142.0 147.00 165.0 201.0 204.0 174.0 178.0 158.0 164.0
## CV residual   36  19.9  -6.9   2.99  26.4  63.1  60.7  31.8  36.3  15.2  16.3
##              7093 7099 7102 7106 7107 7109 7110  7111  7113  7114 7119  7122
## Predicted   136.3  146  146  146  150  149  148 147.7 144.9 140.5  125 110.9
## cvpred      136.4  146  146  146  150  149  148 147.9 145.1 140.5  124 110.8
## pm2.5       225.0  271  275  256  251  260  252 234.0 218.0  63.0    8  11.0
## CV residual  88.6  125  129  110  101  111  104  86.1  72.9 -77.5 -116 -99.8
##              7123 7128  7131  7134  7137  7141  7142  7143  7146  7149  7151
## Predicted   110.3  121  95.7  73.0  76.7  44.0  36.4 19.16 15.86 24.15  90.5
## cvpred      110.2  121  95.6  72.8  76.5  43.7  36.1 18.82 15.38 23.59  90.4
## pm2.5        13.0   15  10.0   7.0  17.0  11.0  12.0 12.00  8.00 14.00   9.0
## CV residual -97.2 -106 -85.6 -65.8 -59.5 -32.7 -24.1 -6.82 -7.38 -9.59 -81.4
##              7155  7156 7158  7164  7165  7170  7182  7185  7186  7187 7188
## Predicted    87.4  91.2  113  76.6  61.6  68.1 152.6 147.0 136.7 117.5   93
## cvpred       87.2  91.0  113  76.5  61.5  67.9 152.6 146.9 136.7 117.4   93
## pm2.5         7.0   4.0    4   9.0  10.0   8.0  76.0  92.0  82.0  69.0   73
## CV residual -80.2 -87.0 -109 -67.5 -51.5 -59.9 -76.6 -54.9 -54.7 -48.4  -20
##              7190 7193  7201  7203  7204  7207  7208  7209  7210  7212  7215
## Predicted   81.80 84.1 150.8 156.5 150.8 152.0 150.4 138.5 117.2  90.1  73.0
## cvpred      81.73 84.0 150.7 156.5 150.7 151.9 150.3 138.5 117.1  90.1  73.1
## pm2.5       89.00 97.0 176.0 174.0 107.0  89.0  82.0  76.0  83.0  67.0  37.0
## CV residual  7.27 13.0  25.3  17.5 -43.7 -62.9 -68.3 -62.5 -34.1 -23.1 -36.1
##              7216  7223  7228  7230  7232  7238  7240  7245  7246 7248 7251
## Predicted    67.8 124.2 154.4 149.2 145.3  49.7  38.0  71.2  75.2  134  142
## cvpred       67.8 124.2 154.4 149.1 145.2  49.7  37.9  71.2  75.2  134  142
## pm2.5        44.0  41.0  79.0  88.0  76.0  34.0  19.0  42.0  49.0   51   75
## CV residual -23.8 -83.2 -75.4 -61.1 -69.2 -15.7 -18.9 -29.2 -26.2  -83  -67
##              7252  7253  7258  7264  7265  7266  7267  7270  7277  7280  7282
## Predicted   136.4 136.7 108.2  40.2  53.9  69.8 122.7 133.7 137.7 136.2 102.2
## cvpred      136.4 136.6 108.2  40.2  53.9  69.8 122.8 133.8 137.6 136.1 102.2
## pm2.5        69.0  57.0  38.0   9.0  15.0  24.0  45.0  92.0 117.0  57.0  47.0
## CV residual -67.4 -79.6 -70.2 -31.2 -38.9 -45.8 -77.8 -41.8 -20.6 -79.1 -55.2
##              7284  7286 7288 7289  7290  7299  7301  7302  7303  7305  7362
## Predicted    75.9 54.42   59   45  53.4 125.2 134.5 123.7 138.8  99.7  92.3
## cvpred       75.9 54.38   59   45  53.4 125.2 134.4 123.7 138.7  99.7  92.4
## pm2.5        64.0 60.00   30   22  24.0  71.0  86.0  61.0  58.0  41.0  61.0
## CV residual -11.9  5.62  -29  -23 -29.4 -54.2 -48.4 -62.7 -80.7 -58.7 -31.4
##              7363  7364   7365  7372 7374 7375  7377  7379  7385  7386 7387
## Predicted   108.8 124.1 133.37 138.3  142  132 114.2  77.3 51.78  61.2   75
## cvpred      108.9 124.1 133.39 138.2  142  132 114.1  77.2 51.79  61.2   75
## pm2.5        75.0 109.0 143.00  51.0   85   53  55.0  41.0 44.00  39.0   43
## CV residual -33.9 -15.1   9.61 -87.2  -57  -79 -59.1 -36.2 -7.79 -22.2  -32
##               7394  7395  7396  7399 7402  7404  7405  7413  7415  7416  7421
## Predicted   143.41 149.1 149.6 138.5  111  74.9  72.9 137.4 137.6 142.5 147.9
## cvpred      143.39 149.1 149.6 138.5  111  74.8  73.0 137.4 137.7 142.5 147.9
## pm2.5       148.00 130.0  98.0  79.0   54  49.0  51.0 154.0 187.0 232.0 122.0
## CV residual   4.61 -19.1 -51.6 -59.5  -57 -25.8 -22.0  16.6  49.3  89.5 -25.9
##             7423 7438 7439 7442 7443  7448  7450  7452  7454  7455  7457  7458
## Predicted    155  146  151  145  144 111.9  80.5  60.1  58.9  51.2  45.0  47.9
## cvpred       155  146  151  145  144 111.9  80.4  60.0  58.7  50.9  44.7  47.5
## pm2.5        147  419  463  479  343  14.0  11.0  16.0  11.0  15.0  13.0  16.0
## CV residual   -8  273  312  334  199 -97.9 -69.4 -44.0 -47.7 -35.9 -31.7 -31.5
##              7461  7462  7465  7470  7472  7474  7477  7485 7489  7506  7509
## Predicted    48.3  47.0  49.3  58.2  45.5 101.7  54.2  86.8  145  98.7 138.0
## cvpred       47.9  46.6  48.8  57.7  44.9 101.6  54.1  86.6  144  98.6 137.9
## pm2.5         9.0  10.0  18.0   7.0   9.0   7.0  10.0  21.0   21  66.0 111.0
## CV residual -38.9 -36.6 -30.8 -50.7 -35.9 -94.6 -44.1 -65.6 -123 -32.6 -26.9
##              7523  7524  7529   7530  7537  7538   7542  7545  7547  7549  7550
## Predicted   116.7 101.8  99.5 114.61 130.9 125.5 134.99 101.9  96.5  91.1  88.4
## cvpred      116.7 101.8  99.4 114.57 130.8 125.5 134.98 101.8  96.4  91.0  88.2
## pm2.5        59.0  77.0 122.0 118.00 213.0 193.0 138.00 153.0  17.0  10.0  12.0
## CV residual -57.7 -24.8  22.6   3.43  82.2  67.5   3.02  51.2 -79.4 -81.0 -76.2
##              7557  7564  7565  7566  7567  7569   7578  7580  7581  7586  7587
## Predicted   105.5 102.1 101.6 101.1 110.4 104.3 114.20  59.2  56.7  45.2  42.7
## cvpred      105.1 101.6 101.1 100.6 109.9 103.8 114.09  59.0  56.5  44.9  42.4
## pm2.5        11.0   9.0  12.0  30.0  37.0  43.0 120.00 115.0 125.0  16.0  12.0
## CV residual -94.1 -92.6 -89.1 -70.6 -72.9 -60.8   5.91  56.0  68.5 -28.9 -30.4
##              7589  7596  7598  7600  7603  7605  7608  7613  7614  7616  7617
## Predicted    48.3  46.1  44.4  42.7  54.7  80.4  79.0  76.5  76.0  75.0  74.6
## cvpred       47.9  45.6  43.8  42.1  54.2  79.9  78.4  75.9  75.4  74.4  74.0
## pm2.5        10.0   8.0  15.0  14.0  10.0  31.0  29.0  21.0  41.0  27.0  22.0
## CV residual -37.9 -37.6 -28.8 -28.1 -44.2 -48.9 -49.4 -54.9 -34.4 -47.4 -52.0
##              7620  7621  7622  7632  7636  7640  7642  7645  7646  7650  7654
## Predicted    73.1  72.6  72.1  67.2  65.2  63.3  62.3  60.8 60.32  81.0  79.1
## cvpred       72.5  72.0  71.5  66.5  64.5  62.6  61.6  60.1 59.58  80.3  78.3
## pm2.5        44.0  25.0  24.0  12.0  17.0  20.0  21.0  45.0 50.00  68.0 124.0
## CV residual -28.5 -47.0 -47.5 -54.5 -47.5 -42.6 -40.6 -15.1 -9.58 -12.3  45.7
##              7656  7658  7660  7661  7663  7664 7665 7667  7668 7669 7672  7673
## Predicted    78.1  77.1  76.1  75.6  74.6  74.1 73.7 72.7  72.2 71.7 70.2 69.73
## cvpred       77.3  76.3  75.4  74.9  73.9  73.4 72.9 71.9  71.4 70.9 69.4 68.91
## pm2.5       152.0 213.0 208.0 191.0 124.0 108.0 94.0 94.0 105.0 90.0 66.0 77.00
## CV residual  74.7 136.7 132.6 116.1  50.1  34.6 21.1 22.1  33.6 19.1 -3.4  8.09
##              7674  7676  7678  7682  7683  7684  7689  7691  7692 7695 7696
## Predicted    69.2  68.3  67.3  65.3  70.0  69.7 152.7 132.4 117.5  101  105
## cvpred       68.4  67.4  66.4  64.4  69.1  68.8 152.5 132.3 117.4  101  105
## pm2.5       116.0 135.0 196.0 276.0 275.0 255.0 133.0 154.0 197.0  331  400
## CV residual  47.6  67.6 129.6 211.6 205.9 186.2 -19.5  21.7  79.6  230  295
##             7705 7707 7708 7714 7716 7717 7719 7727 7728 7731 7733 7735 7736
## Predicted    153  152  151  142  121  120  122  148  149  155  154  158  153
## cvpred       153  152  151  142  121  120  122  148  149  155  154  158  153
## pm2.5        521  391  354  325  346  299  304  480  482  562  488  453  466
## CV residual  368  239  203  183  225  179  182  332  333  407  334  295  313
##             7739 7740 7741  7743  7745  7746  7747 7751 7752 7753 7757 7760
## Predicted    138  119  113  83.7 109.6 115.5 135.7  139  150  156  151  149
## cvpred       138  119  113  83.7 109.6 115.4 135.7  139  150  156  151  149
## pm2.5        559  557  540 230.0 135.0  95.0 106.0  277  371  454  296  271
## CV residual  421  438  427 146.3  25.4 -20.4 -29.7  138  221  298  145  122
##             7761  7764  7765 7766  7768 7775 7778 7780 7783 7784  7785  7787
## Predicted    137  99.1  95.4   90  84.4  149  155  150  141  105  70.9  48.1
## cvpred       137  99.0  95.4   90  84.4  149  155  149  141  105  70.8  47.9
## pm2.5        262 202.0 219.0  214 207.0  432  462  398  287  210 139.0  28.0
## CV residual  125 103.0 123.6  124 122.6  283  307  249  146  105  68.2 -19.9
##              7790  7792  7793  7798 7802  7804  7811  7815  7824  7825 7827
## Predicted    32.6  26.4  23.4  50.8  136 141.0  84.9  47.9 135.4 145.6  131
## cvpred       32.2  26.0  22.9  50.3  136 140.8  84.8  47.8 135.2 145.5  131
## pm2.5        14.0   8.0  10.0  19.0   25  49.0  46.0  24.0 223.0 228.0  236
## CV residual -18.2 -18.0 -12.9 -31.3 -111 -91.8 -38.8 -23.8  87.8  82.5  105
##              7828  7829  7834  7838 7842 7843 7848 7850  7855  7856  7860  7861
## Predicted   126.1 135.4 114.8  89.7  109  128  117  137 143.0  84.3  47.8  44.7
## cvpred      125.9 135.2 114.7  89.6  109  128  117  137 142.9  84.2  47.5  44.4
## pm2.5       218.0 222.0 203.0 213.0  217  258  264  238  88.0  27.0  17.0  18.0
## CV residual  92.1  86.8  88.3 123.4  108  130  147  101 -54.9 -57.2 -30.5 -26.4
##              7862  7865  7870  7872 7873  7883  7884  7885  7889   7894  7902
## Predicted    37.4  35.4  64.6 118.7  123 107.1  92.9  82.1  64.6 136.37 147.9
## cvpred       37.1  35.0  64.1 118.5  123 106.9  92.7  82.0  64.4 136.19 147.7
## pm2.5        17.0  13.0  22.0  23.0   16  80.0  55.0  49.0  52.0 146.00  62.0
## CV residual -20.1 -22.0 -42.1 -95.5 -107 -26.9 -37.7 -33.0 -12.4   9.81 -85.7
##              7906  7907  7910  7911  7914 7921  7925  7929  7938  7940  7942
## Predicted   139.9 129.5  92.6  87.8  92.6 25.5  41.9  40.3  71.9  95.2 103.7
## cvpred      139.7 129.3  92.5  87.6  92.5 25.2  41.4  39.7  71.6  94.9 103.4
## pm2.5        93.0  96.0 137.0 127.0 127.0 43.0  30.0  19.0  18.0  43.0  35.0
## CV residual -46.7 -33.3  44.5  39.4  34.5 17.8 -11.4 -20.7 -53.6 -51.9 -68.4
##              7943  7956  7957  7958  7961 7962 7965 7966 7969 7970 7971 7973
## Predicted   107.6  94.1  84.1  78.8  87.0  103  137  132  147  152  132  142
## cvpred      107.3  94.0  83.9  78.6  86.9  103  136  132  146  152  132  142
## pm2.5        45.0 173.0 136.0 141.0 202.0  229  316  354  443  418  376  248
## CV residual -62.3  79.0  52.1  62.4 115.1  126  180  222  297  266  244  106
##              7980 7984  7986  7989  7991  7992  7996  7999  8004 8005  8008
## Predicted   132.4  136 145.8 156.8 157.5 156.3 155.5 159.5 156.3  155 145.5
## cvpred      132.3  136 145.7 156.7 157.4 156.2 155.3 159.4 156.2  155 145.5
## pm2.5       121.0   98 130.0 173.0 172.0 213.0 236.0 159.0 240.0  256 242.0
## CV residual -11.3  -38 -15.7  16.3  14.6  56.8  80.7  -0.4  83.8  101  96.5
##              8015 8018  8019  8020  8023  8026 8028 8030 8038 8039 8040 8041
## Predicted   150.4  156 155.3 150.7 151.1 156.3  156  151  151  150  153  148
## cvpred      150.4  155 155.2 150.6 151.1 156.2  156  151  151  150  153  148
## pm2.5       249.0  256 252.0 248.0 239.0 233.0  258  261  288  284  275  270
## CV residual  98.6  101  96.8  97.4  87.9  76.8  102  110  137  134  122  122
##              8043  8045  8046  8051  8057  8058  8062 8069 8070 8073   8078
## Predicted   146.3 143.5  81.2 46.04  28.2  26.2 104.8  115  123  144 73.002
## cvpred      146.1 143.4  81.0 45.66  27.6  25.6 104.6  114  123  144 72.822
## pm2.5       240.0 235.0 142.0 39.00  12.0  14.0  17.0   11   13   41 73.000
## CV residual  93.9  91.6  61.0 -6.66 -15.6 -11.6 -87.6 -103 -110 -103  0.178
##              8079  8081  8086  8087  8089  8090   8091   8093   8094  8100
## Predicted   66.77  92.6 122.9 133.0 141.6 135.6 140.28 138.93 128.17 101.4
## cvpred      66.58  92.5 122.8 132.8 141.4 135.4 140.07 138.71 127.96 101.3
## pm2.5       65.00  71.0 174.0 193.0 193.0 167.0 145.00 129.00 122.00 139.0
## CV residual -1.58 -21.5  51.2  60.2  51.6  31.6   4.93  -9.71  -5.96  37.7
##              8101  8102 8112   8121  8123  8124  8125  8127  8130  8133  8135
## Predicted    86.8  81.6  146 107.96  83.2  63.4  62.3  54.8  63.1  64.6  56.6
## cvpred       86.6  81.5  145 107.77  83.1  63.3  62.2  54.7  62.9  64.3  56.2
## pm2.5       120.0 116.0  309 113.00  22.0  16.0  18.0  16.0   9.0  11.0   8.0
## CV residual  33.4  34.5  164   5.23 -61.1 -47.3 -44.2 -38.7 -53.9 -53.3 -48.2
##              8139  8141  8145  8150  8155  8156  8157  8161  8164  8165  8170
## Predicted    47.3  50.4  44.9 -15.0 -18.9  51.8  60.2  71.4  76.2  75.4  87.4
## cvpred       46.7  49.8  44.2 -15.8 -19.8  51.6  60.0  71.2  76.0  75.1  87.2
## pm2.5         9.0  10.0  15.0  13.0  16.0  20.0  32.0  61.0  43.0  43.0  68.0
## CV residual -37.7 -39.8 -29.2  28.8  35.8 -31.6 -28.0 -10.2 -33.0 -32.1 -19.2
##              8172  8175  8177  8184  8187  8190  8191 8193  8197  8198  8200
## Predicted    55.3 48.48 50.91 123.5 116.5 103.2  92.5  131  74.5  72.1  61.4
## cvpred       55.1 48.27 50.67 123.3 116.3 103.1  92.3  131  74.4  72.0  61.2
## pm2.5        27.0 41.00 46.00  67.0  73.0  62.0  29.0   19  27.0  21.0  13.0
## CV residual -28.1 -7.27 -4.67 -56.3 -43.3 -41.1 -63.3 -112 -47.4 -51.0 -48.2
##              8203  8205  8206   8210  8218  8219 8223 8227 8232  8236  8240
## Predicted    64.2  83.8  94.4 127.33 135.4 125.6  100  125  128 134.9 145.6
## cvpred       64.0  83.5  94.2 127.17 135.2 125.5  100  125  128 134.8 145.5
## pm2.5        13.0  29.0  61.0 126.00 146.0 159.0  211  243  241 212.0 231.0
## CV residual -51.0 -54.5 -33.2  -1.17  10.8  33.5  111  118  113  77.2  85.5
##              8241  8251 8261  8264 8266  8267  8268  8269  8271  8273 8280
## Predicted   123.0  34.0  116 118.0  118  98.1  77.1  70.6  67.6  69.8  133
## cvpred      122.9  33.3  116 117.7  118  97.8  76.8  70.3  67.3  69.5  133
## pm2.5       221.0  13.0   16  19.0   35  47.0  40.0  41.0  49.0  46.0  119
## CV residual  98.1 -20.3 -100 -98.7  -83 -50.8 -36.8 -29.3 -18.3 -23.5  -14
##              8282  8285  8286  8287  8289   8301  8302  8304  8305  8307  8308
## Predicted   142.7 138.3 143.4 141.8 139.3 135.98 129.9 102.6 105.7  98.7  92.8
## cvpred      142.6 138.2 143.2 141.6 139.1 135.83 129.7 102.4 105.5  98.4  92.5
## pm2.5       131.0 102.0 105.0 100.0 107.0 139.00 140.0 171.0 140.0  11.0   8.0
## CV residual -11.6 -36.2 -38.2 -41.6 -32.1   3.17  10.3  68.6  34.5 -87.4 -84.5
##              8311  8316  8317  8319  8322  8323 8336  8342  8346  8349  8354
## Predicted    87.7  57.4  55.5  42.3  49.0  95.8  116  66.5  57.6  67.4  60.1
## cvpred       87.3  56.9  54.9  41.7  48.3  95.4  115  66.1  57.0  66.8  59.4
## pm2.5        10.0  18.0  17.0  15.0   9.0  17.0   15  16.0  16.0  16.0  12.0
## CV residual -77.3 -38.9 -37.9 -26.7 -39.3 -78.4 -100 -50.1 -41.0 -50.8 -47.4
##              8356  8364 8367  8370  8373  8384  8385  8386  8388 8389 8390 8391
## Predicted    52.1 28.02 19.2  8.51  93.3  98.9 113.5 107.4 59.82 48.7 41.6 34.9
## cvpred       51.3 27.09 18.2  7.50  93.0  98.6 113.2 107.1 59.52 48.4 41.3 34.5
## pm2.5        13.0 22.00 17.0 13.00  43.0  41.0  39.0  40.0 56.00 63.0 58.0 50.0
## CV residual -38.3 -5.09 -1.2  5.50 -50.0 -57.6 -74.2 -67.1 -3.52 14.6 16.7 15.5
##             8393  8396 8400  8404  8408  8409  8411  8412 8416 8417  8418  8420
## Predicted   62.6  77.8 81.4  78.3 117.2 135.7  89.0 55.47 35.9 54.1  63.9 119.3
## cvpred      62.3  77.5 81.1  78.0 116.9 135.5  88.8 55.24 35.6 53.8  63.6 119.1
## pm2.5       81.0  60.0 95.0  36.0  40.0  71.0  64.0 65.00 93.0 87.0 136.0 145.0
## CV residual 18.7 -17.5 13.9 -42.0 -76.9 -64.5 -24.8  9.76 57.4 33.2  72.4  25.9
##              8421 8422 8425  8430  8433 8434  8435  8436 8446 8447 8448 8449
## Predicted   124.4  124  134 149.5 145.0  138 121.5 108.3  143  142  138  138
## cvpred      124.2  124  134 149.3 144.7  138 121.3 108.1  143  142  138  138
## pm2.5       205.0  282  374 231.0 242.0  249 211.0 201.0  290  308  454  528
## CV residual  80.8  158  240  81.7  97.3  111  89.7  92.9  147  166  316  390
##             8451   8455  8456  8460  8471  8472  8474 8475  8477  8478 8483
## Predicted    133 123.45  52.6 46.06  67.3  84.1 122.9  133 138.1 138.6  101
## cvpred       133 123.26  52.4 45.81  67.1  83.9 122.8  133 137.9 138.4  101
## pm2.5        489 133.00 105.0 49.00 126.0 144.0 187.0  200 233.0 221.0  352
## CV residual  356   9.74  52.6  3.19  58.9  60.1  64.2   67  95.1  82.6  251
##              8484  8485  8487  8488  8489  8490  8491 8494 8503  8506 8507 8509
## Predicted    85.4  62.6  32.9  36.5  54.9  54.8  54.3  127  132 136.8  120  118
## cvpred       85.3  62.5  32.8  36.3  54.7  54.6  54.1  127  132 136.7  120  118
## pm2.5       227.0 175.0 129.0 196.0 117.0 104.0 115.0  237  346 206.0  224  441
## CV residual 141.7 112.5  96.2 159.7  62.3  49.4  60.9  110  214  69.3  104  323
##             8510 8511 8512 8518 8522 8524  8533  8539  8540  8542  8543 8548
## Predicted    109  108  108  144  155  150  49.1  62.1  55.6  58.8  58.0  113
## cvpred       109  108  108  144  154  150  48.8  61.8  55.3  58.5  57.6  113
## pm2.5        425  439  427  611  573  397  23.0  17.0  27.0  24.0  18.0   12
## CV residual  316  331  319  467  419  247 -25.8 -44.8 -28.3 -34.5 -39.6 -101
##              8552  8554  8557  8561  8562  8566  8571  8572  8573  8574  8577
## Predicted    66.3  65.4  52.1  68.3  82.5  92.8 102.5 106.8 105.7 109.7 111.7
## cvpred       65.8  64.9  51.5  67.9  82.1  92.4 102.1 106.4 105.3 109.3 111.3
## pm2.5        17.0  17.0  24.0  24.0  21.0  52.0  26.0  27.0  28.0  19.0  21.0
## CV residual -48.8 -47.9 -27.5 -43.9 -61.1 -40.4 -76.1 -79.4 -77.3 -90.3 -90.3
##              8580  8586  8590    8591  8597  8603  8610 8616  8620  8622  8627
## Predicted    83.0  86.0 126.2 117.042  87.2  99.3  99.4  124 117.1 113.6  91.5
## cvpred       82.5  85.6 125.8 116.663  86.8  98.9  99.1  124 116.8 113.3  91.1
## pm2.5        34.0  51.0 103.0 116.000  18.0  25.0  89.0  135  26.0  22.0  32.0
## CV residual -48.5 -34.6 -22.8  -0.663 -68.8 -73.9 -10.1   11 -90.8 -91.3 -59.1
##              8632  8633  8634  8639  8642    8643  8644   8645  8651  8653
## Predicted   47.34  71.6  75.9 121.3 135.9 130.981 130.5 142.84 110.1  85.9
## cvpred      46.91  71.4  75.6 121.1 135.6 130.685 130.2 142.55 109.8  85.7
## pm2.5       55.00  43.0  34.0  58.0  92.0 130.000 161.0 151.00 130.0 119.0
## CV residual  8.09 -28.4 -41.6 -63.1 -43.6  -0.685  30.8   8.45  20.2  33.3
##              8657  8661  8662  8668  8671  8672  8673  8674  8675  8678  8679
## Predicted    56.4  40.2  57.0  62.8  58.1  57.0  54.6  48.4  40.5 10.85  9.50
## cvpred       56.0  39.7  56.5  62.2  57.4  56.3  53.9  47.7  39.8 10.09  8.73
## pm2.5        31.0  20.0  29.0  16.0  16.0  19.0  14.0  15.0  18.0 19.00 17.00
## CV residual -25.0 -19.7 -27.5 -46.2 -41.4 -37.3 -39.9 -32.7 -21.8  8.91  8.27
##              8682 8688  8693  8694  8696  8700  8703  8706  8707  8712  8713
## Predicted    82.7  132 126.7 125.7 126.4 107.3  88.0  68.1  74.6  69.7  68.5
## cvpred       82.5  132 126.4 125.5 126.2 107.1  87.7  67.7  74.1  69.1  67.8
## pm2.5        20.0   67  34.0  34.0  42.0  56.0  30.0  15.0  13.0  18.0  17.0
## CV residual -62.5  -65 -92.4 -91.5 -84.2 -51.1 -57.7 -52.7 -61.1 -51.1 -50.8
##              8714  8717  8718  8719  8722  8725  8729  8739  8743  8744  8752
## Predicted    72.3  62.4  59.3  53.6  46.7 22.45 14.45  3.13 -4.95 -2.53 -48.0
## cvpred       71.6  61.6  58.5  52.8  45.8 21.54 13.44  1.83 -6.35 -3.94 -49.5
## pm2.5        17.0  14.0  14.0  15.0  18.0 13.00 19.00 20.00 14.00 16.00  19.0
## CV residual -54.6 -47.6 -44.5 -37.8 -27.8 -8.54  5.56 18.17 20.35 19.94  68.5
##              8756  8759  8760  8785 8788  8790  8796  8798  8804  8811   8812
## Predicted   -47.5 -48.5 -50.1 102.0  122 116.0  96.3  91.3 116.4 130.6 135.48
## cvpred      -49.2 -50.3 -51.9 101.5  122 115.7  96.0  91.0 116.2 130.3 135.22
## pm2.5        27.0  16.0  22.0  36.0   19  17.0  24.0  37.0  63.0  85.0 143.00
## CV residual  76.2  66.3  73.9 -65.5 -103 -98.7 -72.0 -54.0 -53.2 -45.3   7.78
##             8813  8820  8821  8822  8825  8826 8829  8830  8833 8836 8837  8840
## Predicted    136 124.4 119.3 113.9 105.4 110.4  140 136.3 146.0  140  150 151.6
## cvpred       136 124.2 119.1 113.7 105.2 110.2  140 136.1 145.7  140  150 151.3
## pm2.5        181  87.0  93.0 134.0 184.0 175.0  286 225.0 233.0  121   77  67.0
## CV residual   45 -37.2 -26.1  20.3  78.8  64.8  146  88.9  87.3  -19  -73 -84.3
##              8841  8842  8843  8847  8848  8851  8852  8853  8854  8858  8861
## Predicted   147.0 145.5 129.6 88.65 82.67  87.4  81.1  85.0  82.8  80.1  78.4
## cvpred      146.7 145.2 129.4 88.45 82.45  87.1  80.8  84.6  82.4  79.6  77.8
## pm2.5        59.0  74.0  89.0 84.00 90.00  73.0  68.0  58.0  53.0  31.0  27.0
## CV residual -87.7 -71.2 -40.4 -4.45  7.55 -14.1 -12.8 -26.6 -29.4 -48.6 -50.8
##              8862  8866  8870  8871  8872  8873  8875  8876  8878  8880 8881
## Predicted    71.3  62.5  31.9  28.9 26.47 23.77  33.8  31.6  32.3  28.1   31
## cvpred       70.7  61.8  31.1  28.1 25.67 22.94  32.9  30.7  31.3  27.1   30
## pm2.5        23.0  21.0  19.0  16.0 18.00 18.00  10.0  16.0  17.0  12.0   13
## CV residual -47.7 -40.8 -12.1 -12.1 -7.67 -4.94 -22.9 -14.7 -14.3 -15.1  -17
##              8885  8887  8899  8900  8903  8908 8909 8910 8911  8914  8917
## Predicted    30.2  27.5 -19.1 -15.5 -8.09  6.93  118  133  132 103.1  85.0
## cvpred       29.1  26.4 -20.4 -16.9 -9.45  5.49  118  133  132 102.8  84.7
## pm2.5        13.0   9.0  21.0  22.0 28.00 27.00   17   13   23  24.0  43.0
## CV residual -16.1 -17.4  41.4  38.9 37.45 21.51 -101 -120 -109 -78.8 -41.7
##              8919  8921   8926  8934  8995  8999 9001  9002  9003  9005  9006
## Predicted    76.4  80.9 101.88 124.6  88.0  89.0  113  86.8 101.7 108.2  96.2
## cvpred       76.1  80.6 101.58 124.3  87.7  88.6  113  86.5 101.4 107.9  95.9
## pm2.5        48.0  56.0  92.00 181.0  70.0 115.0  105  76.0  33.0  26.0  19.0
## CV residual -28.1 -24.6  -9.58  56.7 -17.7  26.4   -8 -10.5 -68.4 -81.9 -76.9
##              9008  9009  9011  9013  9016  9017  9019  9020  9024  9025  9026
## Predicted    93.7  97.3  77.5  68.2  56.4  54.2  52.7  46.4 100.9  95.0 109.2
## cvpred       93.4  96.9  77.1  67.7  55.9  53.7  52.2  45.8 100.5  94.7 108.8
## pm2.5        13.0  14.0  18.0  21.0  18.0  12.0  19.0  21.0  54.0  45.0  24.0
## CV residual -80.4 -82.9 -59.1 -46.7 -37.9 -41.7 -33.2 -24.8 -46.5 -49.7 -84.8
##              9029 9032  9035  9038 9041  9042  9047    9048  9049  9052  9053
## Predicted   119.6  133 107.7  77.4 70.6  85.6 123.1 123.565 128.9 138.1 136.9
## cvpred      119.2  133 107.4  77.1 70.4  85.2 122.8 123.259 128.6 137.8 136.5
## pm2.5        34.0   62  61.0  56.0 89.0  45.0 100.0 124.000 144.0 204.0 166.0
## CV residual -85.2  -71 -46.4 -21.1 18.6 -40.2 -22.8   0.741  15.4  66.2  29.5
##              9054  9055   9070  9072  9074  9087  9088  9090  9095  9096  9101
## Predicted   136.6 126.6 117.07 91.64  93.8  56.6  45.2  32.7  47.5  45.5  37.7
## cvpred      136.3 126.3 116.78 91.38  93.5  56.1  44.6  32.1  46.7  44.7  36.7
## pm2.5       138.0 149.0 120.00 95.00  25.0  18.0  20.0  16.0  13.0  12.0  12.0
## CV residual   1.7  22.7   3.22  3.62 -68.5 -38.1 -24.6 -16.1 -33.7 -32.7 -24.7
##              9107  9111  9116  9118  9121  9122 9124 9128  9133  9136  9139
## Predicted   13.67 -12.0  8.42  92.1 115.8 104.7  117  122  88.0  78.9 102.8
## cvpred      12.61 -13.2  7.22  91.8 115.4 104.3  116  122  87.7  78.6 102.5
## pm2.5       22.00  17.0 21.00  17.0  29.0  24.0   14   19  31.0  40.0  60.0
## CV residual  9.39  30.2 13.78 -74.8 -86.4 -80.3 -102 -103 -56.7 -38.6 -42.5
##              9143  9146  9148  9149  9150  9157  9158  9159  9160  9168 9169
## Predicted   123.8 118.0 116.5 120.5 119.7  73.3  71.3  63.7  61.5  74.2  116
## cvpred      123.5 117.6 116.1 120.1 119.3  72.9  70.9  63.3  61.1  73.6  115
## pm2.5        73.0 130.0  50.0  41.0  40.0  18.0  20.0  23.0  14.0  10.0   12
## CV residual -50.5  12.4 -66.1 -79.1 -79.3 -54.9 -50.9 -40.3 -47.1 -63.6 -103
##             9170  9171  9172  9184  9185  9187  9189  9190  9193  9202  9206
## Predicted    115 110.5 110.5  63.5  61.6  67.9  66.0  75.1  82.9 104.4  67.4
## cvpred       115 110.2 110.2  63.1  61.1  67.4  65.4  74.6  82.3 104.1  67.0
## pm2.5         12  12.0  13.0  19.0  19.0  17.0  28.0  25.0  22.0  21.0  21.0
## CV residual -103 -98.2 -97.2 -44.1 -42.1 -50.4 -37.4 -49.6 -60.3 -83.1 -46.0
##              9209  9214  9217 9218  9220 9222 9223 9224  9227  9231  9233  9234
## Predicted    57.1  94.4 105.3  120 112.0  131  128  133  94.6  61.1  69.3  79.1
## cvpred       56.7  94.1 104.9  119 111.6  130  128  132  94.3  60.8  69.0  78.8
## pm2.5        13.0  16.0  17.0   15  13.0   17   20   20  25.0  19.0  47.0  58.0
## CV residual -43.7 -78.1 -87.9 -104 -98.6 -113 -108 -112 -69.3 -41.8 -22.0 -20.8
##              9236   9242 9245  9247 9249  9252  9253  9254  9256  9257  9259
## Predicted    94.4 114.30  117 110.3  119  86.4  77.7  71.7  58.6  61.9  87.6
## cvpred       94.1 113.97  117 109.9  119  86.1  77.5  71.5  58.3  61.6  87.4
## pm2.5        70.0 120.00   34  27.0   31  42.0  29.0  24.0  35.0  37.0 102.0
## CV residual -24.1   6.03  -83 -82.9  -88 -44.1 -48.5 -47.5 -23.3 -24.6  14.6
##              9262  9264   9266  9268  9273  9276  9279  9286  9287  9295  9298
## Predicted   117.9 118.4 126.23 133.4 129.4 100.7  86.3  66.5  79.2  76.3  64.7
## cvpred      117.6 118.1 125.92 133.2 129.1 100.4  86.1  66.0  78.7  75.7  64.0
## pm2.5       154.0 187.0 130.00  51.0  88.0  49.0  44.0  11.0  12.0  10.0  14.0
## CV residual  36.4  68.9   4.08 -82.2 -41.1 -51.4 -42.1 -55.0 -66.7 -65.7 -50.0
##              9299  9300  9301 9312  9314  9315 9319 9320  9321  9323  9324
## Predicted    57.3  50.0  42.4   40  43.2  46.7  130  139 132.8 103.4  93.1
## cvpred       56.6  49.3  41.7   39  42.2  45.7  130  139 132.4 103.1  92.8
## pm2.5        15.0  14.0  13.0   15  11.0  11.0   27   27  43.0  27.0  27.0
## CV residual -41.6 -35.3 -28.7  -24 -31.2 -34.7 -103 -112 -89.4 -76.1 -65.8
##              9327  9330  9335  9345  9347  9352  9353  9356  9357 9361  9363
## Predicted    82.1  81.3 127.7  96.7  73.5  52.1  44.6  89.5  89.0  114 113.7
## cvpred       81.9  81.0 127.4  96.3  73.0  51.7  44.0  89.2  88.7  114 113.3
## pm2.5        71.0  47.0  87.0  11.0  13.0  13.0  17.0  12.0  25.0   34  29.0
## CV residual -10.9 -34.0 -40.4 -85.3 -60.0 -38.7 -27.0 -77.2 -63.7  -80 -84.3
##              9368  9369  9370  9371  9373  9379   9383  9387  9392  9393  9394
## Predicted   131.0 128.7 123.0 107.2  93.0 102.8 128.33 119.3 113.5 107.8  96.9
## cvpred      130.6 128.3 122.7 106.8  92.7 102.5 128.01 118.9 113.1 107.5  96.6
## pm2.5        41.0  82.0  58.0  56.0  54.0  93.0 137.00  89.0  19.0  18.0  19.0
## CV residual -89.6 -46.3 -64.7 -50.8 -38.7  -9.5   8.99 -29.9 -94.1 -89.5 -77.6
##              9396  9397  9403  9406 9408  9409  9411  9414 9417  9423  9425
## Predicted    88.4  82.4  81.7  87.9  102 101.5 100.1 112.7  124  68.2  55.2
## cvpred       88.0  82.0  81.3  87.6  102 101.1  99.8 112.3  124  67.8  54.8
## pm2.5         8.0  11.0  12.0  19.0   32  32.0  13.0  20.0   27  14.0  12.0
## CV residual -80.0 -71.0 -69.3 -68.6  -70 -69.1 -86.8 -92.3  -97 -53.8 -42.8
##              9426  9429  9431  9442  9443  9444  9445  9452  9454  9455  9456
## Predicted    58.2  74.9  72.3 101.3  94.5  94.6  82.2  81.0  72.2  65.6  75.0
## cvpred       57.7  74.4  71.8 100.9  94.2  94.3  81.8  80.6  71.7  65.1  74.5
## pm2.5        12.0  16.0  10.0   9.0  16.0  27.0  19.0  12.0   9.0  10.0   9.0
## CV residual -45.7 -58.4 -61.8 -91.9 -78.2 -67.3 -62.8 -68.6 -62.7 -55.1 -65.5
##              9457  9460  9464  9465  9466  9471  9480  9483 9488  9490  9492
## Predicted    67.8  68.2  72.0  65.5  53.7  6.73  97.9 100.0  127  89.7  47.7
## cvpred       67.3  67.6  71.4  64.9  53.1  6.01  97.6  99.6  127  89.4  47.4
## pm2.5        21.0  19.0   9.0  17.0  19.0 16.00  45.0  12.0   25  23.0  19.0
## CV residual -46.3 -48.6 -62.4 -47.9 -34.1  9.99 -52.6 -87.6 -102 -66.4 -28.4
##              9493  9494  9495 9496 9500 9503  9505  9506  9508  9509  9517 9520
## Predicted   31.05 28.34 25.63 24.0 35.3 47.1  85.0  89.0  87.0  90.3  41.8 12.4
## cvpred      30.74 28.03 25.31 23.7 34.9 46.7  84.5  88.5  86.5  89.8  41.6 12.1
## pm2.5       23.00 23.00 17.00 21.0 46.0 68.0  33.0  43.0  34.0  29.0  29.0 23.0
## CV residual -7.74 -5.03 -8.31 -2.7 11.1 21.3 -51.5 -45.5 -52.5 -60.8 -12.6 10.9
##              9523 9529  9532  9533  9538 9540  9545 9550  9551  9553 9555  9561
## Predicted   23.72 66.9 106.9  98.9  87.5 41.8  49.5 50.4 53.89 77.60 64.9 115.8
## cvpred      23.37 66.5 106.6  98.6  87.2 41.5  49.2 49.9 53.41 77.07 64.3 115.6
## pm2.5       29.00 84.0  95.0  71.0  42.0 60.0  34.0 89.0 61.00 75.00 79.0  39.0
## CV residual  5.63 17.5 -11.6 -27.6 -45.2 18.5 -15.2 39.1  7.59 -2.07 14.7 -76.6
##              9566  9571 9575 9579 9580  9582  9589  9590  9591  9598  9604
## Predicted    51.9  58.0  110  126  126 109.7  85.4  74.8  67.0 117.1 153.7
## cvpred       51.7  57.8  110  125  126 109.4  85.3  74.6  66.8 116.8 153.5
## pm2.5        28.0 146.0  288  270  263 171.0  40.0  37.0  33.0 149.0  55.0
## CV residual -23.7  88.2  178  145  137  61.6 -45.3 -37.6 -33.8  32.2 -98.5
##              9609  9610  9615 9616  9617  9619   9627 9629 9630 9631  9640
## Predicted   138.3 137.6 109.2  111 110.9 126.3 147.62  131  132  126  59.9
## cvpred      138.2 137.4 109.1  111 110.8 126.2 147.43  131  131  126  59.8
## pm2.5        90.0  92.0 130.0  145 147.0 178.0 144.00   17   19   22  25.0
## CV residual -48.2 -45.4  20.9   34  36.2  51.8  -3.43 -114 -112 -104 -34.8
##              9642  9645  9646   9653  9656  9657  9658  9661  9666  9669 9670
## Predicted    64.0 102.4  91.8 131.10 131.6 131.3 125.6 110.2  87.6 132.5  133
## cvpred       63.9 102.3  91.6 130.94 131.4 131.2 125.5 110.1  87.4 132.3  132
## pm2.5        21.0  35.0  41.0 122.00 117.0 118.0 110.0 151.0 108.0 200.0  288
## CV residual -42.9 -67.3 -50.6  -8.94 -14.4 -13.2 -15.5  40.9  20.6  67.7  156
##              9674  9675  9676  9677  9681   9682  9691  9695  9701  9703 9706
## Predicted   148.0 153.0 143.7 148.0 127.9 115.57  69.5 123.5 152.3 161.8  155
## cvpred      147.8 152.8 143.5 147.8 127.7 115.35  69.3 123.3 152.1 161.6  155
## pm2.5       176.0 121.0 133.0 128.0 119.0 118.00  17.0 148.0 171.0 199.0  211
## CV residual  28.2 -31.8 -10.5 -19.8  -8.7   2.65 -52.3  24.7  18.9  37.4   56
##              9710  9713  9716  9717 9721 9723 9724  9726  9732  9739  9742
## Predicted   117.4 110.9 117.6 121.4  147  150  150 143.6 143.9 134.9 158.5
## cvpred      117.3 110.7 117.4 121.2  147  150  149 143.3 143.6 134.5 158.4
## pm2.5       151.0  68.0  82.0  43.0   31   28   30  55.0  74.0  83.0  98.0
## CV residual  33.7 -42.7 -35.4 -78.2 -116 -122 -119 -88.3 -69.6 -51.5 -60.4
##              9743  9747  9750  9752  9758  9761 9768  9773 9775 9776  9781
## Predicted   158.8 160.0 158.8 158.0  84.6  71.0  113 110.1  134  123 100.6
## cvpred      158.7 159.9 158.6 157.8  84.2  70.5  113 109.8  134  123 100.3
## pm2.5        98.0 105.0 104.0 111.0  13.0  12.0    9  12.0   10   12  23.0
## CV residual -60.7 -54.9 -54.6 -46.8 -71.2 -58.5 -104 -97.8 -124 -111 -77.3
##              9782  9784  9785  9786  9787  9789  9791  9792 9793  9799  9800
## Predicted    92.3  95.5 104.2 103.3 107.6 105.9 131.0 144.4  153 161.0 160.8
## cvpred       92.0  95.3 103.9 103.1 107.3 105.6 130.7 144.2  152 160.9 160.6
## pm2.5        27.0  49.0  41.0  48.0  43.0  39.0  47.0  58.0   50  61.0  69.0
## CV residual -65.0 -46.3 -62.9 -55.1 -64.3 -66.6 -83.7 -86.2 -102 -99.9 -91.6
##              9801  9804  9814 9815 9816 9817 9818 9820 9822 9823 9827  9833
## Predicted   160.3 154.9 145.8  128  118  114  128  123  124  133  105  76.1
## cvpred      160.1 154.8 145.6  127  117  113  128  122  124  132  105  75.9
## pm2.5        72.0  85.0 115.0   12   13   11    6    8   10   11   37  53.0
## CV residual -88.1 -69.8 -30.6 -115 -104 -102 -122 -114 -114 -121  -68 -22.9
##              9834   9843   9844  9846 9853 9854 9856 9861 9862 9864 9866 9869
## Predicted    97.9 150.62 150.37 161.1  131  121  116  146  155  152  151  159
## cvpred       97.7 150.36 150.11 160.9  131  121  116  146  155  152  151  158
## pm2.5        56.0 154.00 153.00 113.0  233  252  248  301  298  328  312  277
## CV residual -41.7   3.64   2.89 -47.9  102  131  132  155  143  176  161  119
##             9870 9872 9874 9877 9878 9879 9880 9881  9885 9888 9893 9896  9900
## Predicted    158  159  146  126  120  115  109  124 142.9  149  160  146 114.8
## cvpred       158  159  146  125  120  115  109  124 142.8  149  160  146 114.7
## pm2.5        281  269  263  281  292  289  272  234 240.0  279  315  226 195.0
## CV residual  123  110  117  156  172  174  163  110  97.2  130  155   80  80.3
##              9902  9907 9910 9912 9916  9925  9927  9930 9931 9933 9934 9936
## Predicted    93.9 104.4  107  140  158  69.2  62.2  97.0  101  109  129  145
## cvpred       93.8 104.3  106  140  157  69.0  62.1  96.8  100  109  129  145
## pm2.5        75.0  53.0  288  422  399  50.0 101.0 206.0  226  240  258  260
## CV residual -18.8 -51.3  182  282  242 -19.0  38.9 109.2  126  131  129  115
##             9937 9939 9941    9942  9944  9947  9951  9953  9954 9958 9960 9962
## Predicted    146  152  135 140.645 138.7  89.9  60.3  60.0  69.5  100  140  150
## cvpred       145  152  135 140.444 138.5  89.7  60.3  59.9  69.4  100  140  150
## pm2.5        264  253  259 140.000 154.0 138.0 127.0 131.0 153.0  273  268  297
## CV residual  119  101  124  -0.444  15.5  48.3  66.7  71.1  83.6  173  128  147
##             9964  9968  9970 9978 9979 9984 9986 9989 9993 9996 10000 10001
## Predicted    151 156.8 130.2  102  111  148  154  149  160  137   112   107
## cvpred       151 156.6 130.1  102  111  148  154  149  160  137   112   107
## pm2.5        355 108.0 126.0  492  472  480  486  595  515  508   489   477
## CV residual  204 -48.6  -4.1  390  361  332  332  446  355  371   377   370
##             10003 10007 10009 10010 10015 10017 10019 10026 10028 10029 10033
## Predicted     124   153   155   154   154   152   133   103   128   134   143
## cvpred        124   153   155   154   154   152   133   103   128   134   142
## pm2.5         407   476   499   489   423   434   347   354   394   397   399
## CV residual   283   323   344   335   269   282   214   251   266   263   257
##             10034 10036 10038 10045 10046 10047 10049 10056 10060 10061 10063
## Predicted     154   155   149   117   110   104   102   128   131   146 138.7
## cvpred        154   154   149   117   110   104   102   127   131   146 138.5
## pm2.5         373   461   415   403   406   469   397   411   404   397 215.0
## CV residual   219   307   266   286   296   365   295   284   273   251  76.5
##             10065 10067 10069 10077 10086 10088 10092 10097 10104 10105 10107
## Predicted    97.4  61.7  48.1 130.4 155.9 155.6 100.9  83.3  89.1  87.7 109.1
## cvpred       97.2  61.6  47.9 130.3 155.7 155.5 100.8  83.2  88.8  87.5 108.8
## pm2.5       119.0  16.0  17.0  52.0  75.0 106.0  79.0  53.0  52.0  42.0  39.0
## CV residual  21.8 -45.6 -30.9 -78.3 -80.7 -49.5 -21.8 -30.2 -36.8 -45.5 -69.8
##             10108 10110 10112 10113 10115 10117 10122 10125 10131 10134 10136
## Predicted   117.3   163   162   162 155.8 158.0 148.3 158.1 152.6 145.3 142.8
## cvpred      117.1   163   162   162 155.7 157.9 148.2 158.1 152.6 145.2 142.7
## pm2.5        35.0    30    52    58  79.0  71.0 108.0 115.0 127.0 105.0  66.0
## CV residual -82.1  -133  -110  -104 -76.7 -86.9 -40.2 -43.1 -25.6 -40.2 -76.7
##             10137 10141 10142 10146 10148 10149 10151 10152 10153 10154 10155
## Predicted   155.6   144   138 109.1 107.9 111.5   141   141   131   136 121.3
## cvpred      155.5   144   138 108.9 107.6 111.2   140   141   131   136 121.2
## pm2.5        59.0    26    31  26.0  29.0  29.0    32    29    25    31  29.0
## CV residual -96.5  -118  -107 -82.9 -78.6 -82.2  -108  -112  -106  -105 -92.2
##             10159 10164 10169 10170 10171 10174 10176 10188 10189 10190 10192
## Predicted     126  85.2  62.4  62.1  65.1  76.7  79.1  69.6  53.3  52.5  32.9
## cvpred        125  84.9  62.1  61.7  64.8  76.3  78.7  69.3  53.0  52.1  32.5
## pm2.5          20  20.0  15.0  20.0  16.0   8.0   8.0  28.0  16.0  16.0  19.0
## CV residual  -105 -64.9 -47.1 -41.7 -48.8 -68.3 -70.7 -41.3 -37.0 -36.1 -13.5
##             10194 10195 10202 10204 10207 10209 10211 10212 10214 10215 10217
## Predicted    37.8  41.3  62.8 110.7   115 123.5  80.5  69.4  52.9  41.8 36.11
## cvpred       37.4  40.9  62.2 110.4   115 123.3  80.3  69.2  52.6  41.5 35.83
## pm2.5        15.0  14.0  11.0  11.0    29  33.0  27.0  26.0  27.0  10.0 32.00
## CV residual -22.4 -26.9 -51.2 -99.4   -86 -90.3 -53.3 -43.2 -25.6 -31.5 -3.83
##             10219 10221 10223 10224 10225 10230 10231 10233 10235 10237 10238
## Predicted    60.6  64.8  57.5  65.4  63.4  79.6  78.5  56.0 32.70 14.12  7.03
## cvpred       60.3  64.4  57.1  65.0  63.0  79.1  78.0  55.5 32.15 13.54  6.43
## pm2.5        40.0  42.0  20.0  16.0   9.0   8.0   9.0  13.0 26.00 19.00 18.00
## CV residual -20.3 -22.4 -37.1 -49.0 -54.0 -71.1 -69.0 -42.5 -6.15  5.46 11.57
##             10241  10244 10247 10249 10255 10258 10262 10266 10267 10268 10271
## Predicted   -4.37 10.128  77.6  87.0 142.7  96.5 56.96  44.4 63.06 76.47  89.0
## cvpred      -4.99  9.473  77.5  86.9 142.6  96.4 56.84  44.2 62.89 76.31  88.9
## pm2.5       12.00  9.000  36.0  43.0  69.0  51.0 55.00  55.0 58.00 68.00  59.0
## CV residual 16.99 -0.473 -41.5 -43.9 -73.6 -45.4 -1.84  10.8 -4.89 -8.31 -29.9
##             10276  10282 10286 10288 10299 10301 10303 10312 10314 10315 10316
## Predicted    91.8 90.770  85.9  74.9  63.5  68.4  77.5  31.3  32.8  38.5  51.5
## cvpred       91.6 90.543  85.9  74.9  63.4  68.2  77.3  31.2  32.6  38.3  51.3
## pm2.5        62.0 91.000 109.0 133.0  15.0  12.0  24.0  12.0  14.0  10.0   7.0
## CV residual -29.6  0.457  23.1  58.1 -48.4 -56.2 -53.3 -19.2 -18.6 -28.3 -44.3
##             10332 10335 10343 10349 10352  10354 10358 10359 10360 10361 10365
## Predicted    47.9  26.1  33.1  33.4  38.4 18.826  40.3  39.9  49.1  43.5  39.7
## cvpred       47.7  25.8  32.6  32.8  37.8 18.174  40.1  39.7  48.9  43.3  39.5
## pm2.5        15.0  12.0  35.0  13.0  16.0 19.000  19.0  16.0  21.0  24.0  18.0
## CV residual -32.7 -13.8   2.4 -19.8 -21.8  0.826 -21.1 -23.7 -27.9 -19.3 -21.5
##             10366 10367 10368 10370 10371 10373 10378 10379 10382 10385 10386
## Predicted    53.5  51.4  54.3  60.5  64.1  66.0  69.2  59.2  25.1  4.35  6.29
## cvpred       53.3  51.2  54.1  60.2  63.8  65.7  69.0  59.0  24.9  4.06  5.98
## pm2.5        14.0  10.0   7.0   6.0   7.0   9.0  34.0  21.0  17.0 17.00 12.00
## CV residual -39.3 -41.2 -47.1 -54.2 -56.8 -56.7 -35.0 -38.0  -7.9 12.94  6.02
##             10389 10390 10393 10396 10400 10405   10406 10413 10415 10416 10419
## Predicted    48.1  47.2  78.0 117.8 122.9  31.9 27.0446 35.04 39.93  64.1  94.1
## cvpred       47.9  47.0  77.8 117.6 122.8  31.8 26.9148 34.86 39.74  63.9  94.0
## pm2.5        34.0  35.0  66.0  79.0  83.0  36.0 27.0000 25.00 43.00  48.0  40.0
## CV residual -13.9 -12.0 -11.8 -38.6 -39.8   4.2  0.0852 -9.86  3.26 -15.9 -54.0
##             10421 10423 10427 10429 10430 10434 10435 10438 10439 10440 10442
## Predicted   108.3 122.0  57.1  45.1  34.7  56.6  78.9 108.7 112.6   109   124
## cvpred      108.1 121.8  57.0  45.0  34.6  56.5  78.8 108.6 112.5   109   124
## pm2.5        44.0  26.0  99.0  92.0  80.0 110.0 108.0 166.0 196.0   209   248
## CV residual -64.1 -95.8  42.0  47.0  45.4  53.5  29.2  57.4  83.5   100   124
##             10447 10449 10450 10453 10462 10463 10465 10470 10472 10475 10483
## Predicted     134   127   108  76.4   121   121   127   136   131  77.2  55.2
## cvpred        134   127   108  76.4   121   121   127   136   131  77.2  55.1
## pm2.5         274   271   250 241.0   416   415   379   339   339 267.0  16.0
## CV residual   140   144   142 164.6   295   294   252   203   208 189.8 -39.1
##             10484 10485 10486 10488 10491 10494 10507 10508 10513 10515 10516
## Predicted    54.0  59.9  64.8  49.3  67.8  68.8  5.14  8.18  8.98 19.22  21.6
## cvpred       53.8  59.7  64.6  49.1  67.6  68.6  4.64  7.68  8.33 18.52  20.9
## pm2.5        16.0  17.0  13.0   9.0   7.0   8.0 12.00 16.00 16.00  9.00   9.0
## CV residual -37.8 -42.7 -51.6 -40.1 -60.6 -60.6  7.36  8.32  7.67 -9.52 -11.9
##             10519  10521 10530 10534 10538 10543 10553  10561 10562 10563
## Predicted    5.90  0.992 -52.2 -27.9  90.0 109.0  43.0 103.16 110.9 118.8
## cvpred       5.09  0.135 -53.2 -28.9  89.8 108.9  42.9 102.99 110.8 118.7
## pm2.5       14.00 12.000  19.0  14.0  17.0  23.0  27.0 105.00 125.0 138.0
## CV residual  8.91 11.865  72.2  42.9 -72.8 -85.9 -15.9   2.01  14.2  19.3
##              10564 10568  10569 10573 10575 10576 10673 10681 10683 10689 10690
## Predicted   120.70 130.0 111.18  82.3  55.9  40.9 -15.9 -3.25 -2.04  47.3  35.2
## cvpred      120.57 129.8 111.05  82.2  55.8  40.8 -16.4 -3.95 -2.78  47.0  34.9
## pm2.5       128.00 104.0 107.00 132.0 123.0 112.0  13.0 17.00 12.00  13.0  12.0
## CV residual   7.43 -25.8  -4.05  49.8  67.2  71.2  29.4 20.95 14.78 -34.0 -22.9
##             10702 10710 10712 10713 10714 10717 10718 10726 10727 10728 10731
## Predicted    29.1  40.5  32.6  16.4  9.63 -8.71 -5.19  58.3  56.7  33.6  23.8
## cvpred       28.7  39.9  32.1  15.8  9.09 -9.26 -5.74  58.1  56.5  33.3  23.4
## pm2.5        41.0  20.0  20.0  30.0 25.00 16.00 19.00  23.0  24.0  15.0  13.0
## CV residual  12.3 -19.9 -12.1  14.2 15.91 25.26 24.74 -35.1 -32.5 -18.3 -10.4
##             10732 10733 10735 10745 10750 10752 10758 10760 10762 10764 10766
## Predicted    31.9  29.7  34.3 -26.0 -20.2 -18.1  65.0  71.8  42.6  29.8  31.9
## cvpred       31.5  29.2  33.8 -26.6 -21.0 -18.8  64.8  71.6  42.3  29.6  31.8
## pm2.5        10.0   8.0   8.0  15.0   4.0   4.0  23.0  18.0  31.0  17.0  16.0
## CV residual -21.5 -21.2 -25.8  41.6  25.0  22.8 -41.8 -53.6 -11.3 -12.6 -15.8
##             10767 10772 10774 10776 10782 10783 10785 10793 10796 10799 10802
## Predicted   20.07  54.4  72.8  71.8   111 119.7 104.3 25.56  40.1  29.3  34.3
## cvpred      19.93  54.2  72.7  71.7   111 119.6 104.2 25.44  40.0  29.0  34.0
## pm2.5       15.00  22.0  21.0  37.0    76  85.0 145.0 29.00  12.0  13.0   6.0
## CV residual -4.93 -32.2 -51.7 -34.7   -35 -34.6  40.8  3.56 -28.0 -16.0 -28.0
##               10812 10815 10817 10819 10820 10821 10823 10824  10840 10841
## Predicted    0.0749  10.9  10.9  30.7  31.0  29.3  91.7  82.3 38.833 38.34
## cvpred      -0.3274  10.8  10.8  30.6  30.8  29.2  91.6  82.2 38.748 38.25
## pm2.5       27.0000  16.0  21.0  13.0  17.0  50.0  22.0  69.0 38.000 43.00
## CV residual 27.3274   5.2  10.2 -17.6 -13.8  20.8 -69.6 -13.2 -0.748  4.75
##             10845 10852 10853 10856 10859 10860 10867 10871 10875 10880 10883
## Predicted    98.2   133 137.6 147.0 94.21  85.9  15.8  36.6 113.8   103  67.1
## cvpred       98.2   133 137.5 146.9 94.17  85.9  15.8  36.5 113.7   103  67.1
## pm2.5        60.0    64  79.0 110.0 99.00 107.0  51.0  67.0  96.0    87 136.0
## CV residual -38.2   -69 -58.5 -36.9  4.83  21.1  35.2  30.5 -17.7   -16  68.9
##             10885 10886 10887 10890 10892 10913 10915 10925 10929 10930 10931
## Predicted    44.9  25.9  10.4  1.90  35.4  65.6  76.5  62.4  51.2  44.6  38.0
## cvpred       44.9  25.9  10.4  1.79  35.2  65.7  76.6  62.3  51.0  44.3  37.7
## pm2.5       152.0 132.0 104.0 50.00  77.0 179.0 168.0  23.0  18.0  25.0  17.0
## CV residual 107.1 106.1  93.6 48.21  41.8 113.3  91.4 -39.3 -33.0 -19.3 -20.7
##             10939 10944 10949 10950 10953 10954 10958 10960 10965 10969 10970
## Predicted   111.2   149 145.2 144.4 135.9 107.0  39.5  38.1  96.9 120.3 140.4
## cvpred      111.2   149 145.2 144.3 135.9 106.9  39.3  38.0  96.8 120.3 140.4
## pm2.5        19.0    23  56.0  46.0  89.0  79.0 178.0 108.0  24.0  79.0 124.0
## CV residual -92.2  -126 -89.2 -98.3 -46.9 -27.9 138.7  70.0 -72.8 -41.3 -16.4
##              10971 10972 10973 10975 10986 10995 11001 11004 11011 11018 11020
## Predicted   135.99 145.6 135.6 136.5  6.27 116.8  68.4  33.4  7.43  63.4  77.1
## cvpred      135.96 145.6 135.6 136.4  6.16 116.8  68.3  33.4  7.27  63.2  76.9
## pm2.5       143.00 186.0 167.0 172.0 89.00  80.0 132.0 177.0 52.00 154.0 164.0
## CV residual   7.04  40.4  31.4  35.6 82.84 -36.8  63.7 143.6 44.73  90.8  87.1
##             11021 11023 11029 11030 11035 11042 11049 11105 11113 11124 11125
## Predicted    81.7 123.6  44.2  38.5  39.9  76.6   113  3.11  46.4    50  29.3
## cvpred       81.5 123.5  44.2  38.4  39.8  76.4   113  2.96  46.2    50  29.3
## pm2.5       191.0 160.0 218.0 264.0 166.0 190.0   158 39.00  69.0   105 103.0
## CV residual 109.5  36.5 173.8 225.6 126.2 113.6    45 36.04  22.8    55  73.7
##              11129 11132 11135 11136 11138 11142 11145 11146 11154 11155  11157
## Predicted    -2.90  16.3  42.9  37.8  71.1  37.8  20.1  8.63 -26.1 -27.8 -0.409
## cvpred       -2.94  16.3  42.9  37.7  71.0  37.7  19.9  8.40 -26.3 -28.0 -0.699
## pm2.5       102.00 109.0  80.0  82.0  50.0  14.0  17.0 15.00  10.0  10.0 17.000
## CV residual 104.94  92.7  37.1  44.3 -21.0 -23.7  -2.9  6.60  36.3  38.0 17.699
##             11158 11160 11162 11165 11166 11169 11170 11172 11173 11175 11182
## Predicted    9.00 11.93 15.34  7.15  68.5 22.66 12.04  6.88   1.5 -8.52  16.5
## cvpred       8.69 11.59 14.99  6.77  68.3 22.52 11.88  6.77   1.4 -8.61  16.3
## pm2.5       91.00 16.00 12.00 14.00  16.0 24.00 19.00 17.00  13.0 10.00  45.0
## CV residual 82.31  4.41 -2.99  7.23 -52.3  1.48  7.12 10.23  11.6 18.61  28.7
##             11183 11194 11197  11199  11201 11202 11203 11206 11209 11212 11213
## Predicted    14.9  66.1  15.9   7.83  0.133  2.92  16.2  62.7  98.6 122.5 117.6
## cvpred       14.7  66.1  15.9   7.84  0.101  2.89  16.2  62.7  98.6 122.5 117.6
## pm2.5        49.0 101.0  99.0 101.00 73.000 94.00  88.0 171.0 196.0 188.0 189.0
## CV residual  34.3  34.9  83.1  93.16 72.899 91.11  71.8 108.3  97.4  65.5  71.4
##             11214 11215 11222 11227 11230 11231 11240 11270 11271 11272 11296
## Predicted   122.7   123  66.9  72.0  91.6  99.2 133.6  4.20  11.4  4.90  16.8
## cvpred      122.8   123  67.1  72.1  91.7  99.3 133.7  4.16  11.3  4.86  16.8
## pm2.5       201.0   231 125.0 157.0 172.0 155.0 174.0 28.00  26.0 27.00  76.0
## CV residual  78.2   108  57.9  84.9  80.3  55.7  40.3 23.84  14.7 22.14  59.2
##             11308 11318 11325 11326 11332 11334 11335 11338 11343 11345 11350
## Predicted    61.2  22.3 -12.7 -14.7 -6.49  89.7  65.7  29.7  3.53  7.54  66.1
## cvpred       61.2  22.1 -13.2 -15.2 -7.14  89.6  65.6  29.5  3.46  7.49  66.1
## pm2.5        41.0  76.0  97.0  14.0  9.00   4.0   6.0   3.0 11.00 10.00  43.0
## CV residual -20.2  53.9 110.2  29.2 16.14 -85.6 -59.6 -26.5  7.54  2.51 -23.1
##             11356 11359 11360    11361  11362 11363 11364 11367 11370 11371
## Predicted   129.1 134.2 123.2 102.9511 78.291  58.8  52.5    15  34.4  33.6
## cvpred      129.1 134.2 123.3 102.9779 78.307  58.8  52.5    15  34.3  33.5
## pm2.5        53.0  59.0  93.0 103.0000 79.000  80.0  84.0    44  86.0  99.0
## CV residual -76.1 -75.2 -30.3   0.0221  0.693  21.2  31.5    29  51.7  65.5
##             11373 11374 11375 11376 11377 11378  11384 11392 11393 11396 11403
## Predicted    45.5  64.8  69.4  78.5 87.48 87.37 117.59  71.0  70.1  88.4 109.2
## cvpred       45.4  64.7  69.3  78.4 87.39 87.25 117.64  71.1  70.2  88.5 109.3
## pm2.5        93.0 120.0 115.0  91.0 82.00 84.00 121.00 270.0 141.0 157.0 161.0
## CV residual  47.6  55.3  45.7  12.6 -5.39 -3.25   3.36 198.9  70.8  68.5  51.7
##             11404 11405 11436 11438 11440 11441 11466 11468 11470 11471 11472
## Predicted   123.4 108.2  90.7  62.0 102.4  95.7  66.5  64.7  60.6  67.0  69.5
## cvpred      123.5 108.3  90.8  62.1 102.4  95.8  66.6  64.7  60.5  66.9  69.3
## pm2.5       167.0 171.0  39.0  34.0  36.0  28.0  10.0  16.0  13.0  12.0  12.0
## CV residual  43.5  62.7 -51.8 -28.1 -66.4 -67.8 -56.6 -48.7 -47.5 -54.9 -57.3
##             11476 11477 11478 11479 11480 11481 11482 11485  11486 11488 11490
## Predicted    76.9  75.5  69.5  72.3  60.5  43.6  36.3 10.11 -0.864  21.8 21.88
## cvpred       76.7  75.3  69.3  72.1  60.2  43.3  36.0  9.77 -1.251  21.8 21.86
## pm2.5        11.0  15.0  16.0  17.0  23.0  17.0  19.0 13.00 14.000  10.0 14.00
## CV residual -65.7 -60.3 -53.3 -55.1 -37.2 -26.3 -17.0  3.23 15.251 -11.8 -7.86
##             11492 11494 11495 11498 11501 11502 11508 11516 11517  11524 11525
## Predicted      69  78.7  87.3 119.1 122.7 117.7  99.8 105.8 110.6 128.50 136.7
## cvpred         69  78.7  87.3 119.1 122.8 117.8  99.9 105.8 110.7 128.46 136.8
## pm2.5          13  32.0  37.0  99.0  78.0  96.0 162.0  90.0  93.0 126.00 101.0
## CV residual   -56 -46.7 -50.3 -20.1 -44.8 -21.8  62.1 -15.8 -17.7  -2.46 -35.8
##             11526 11527 11530 11534 11535 11536 11537 11538 11539 11541 11542
## Predicted     146 141.0 108.4  59.2 108.0 109.0 102.6  91.5  90.4   122 132.2
## cvpred        146 141.1 108.5  59.2 108.1 109.1 102.7  91.6  90.4   122 132.3
## pm2.5         104 116.0 149.0  31.0  26.0  20.0  15.0  13.0  16.0    22  63.0
## CV residual   -42 -25.1  40.5 -28.2 -82.1 -89.1 -87.7 -78.6 -74.4  -100 -69.3
##             11543 11547 11551 11563 11564 11571 11574 11577 11581 11601 11605
## Predicted   126.9 142.2 134.0  67.4  81.2 104.8 126.9 110.5  66.3 127.5  99.6
## cvpred      126.9 142.2 133.9  67.4  81.2 104.8 126.9 110.5  66.3 127.6  99.8
## pm2.5        68.0  46.0  42.0  47.0  62.0  59.0  64.0  93.0  99.0 166.0 172.0
## CV residual -58.9 -96.2 -91.9 -20.4 -19.2 -45.8 -62.9 -17.5  32.7  38.4  72.2
##             11610 11613 11616 11618 11620 11631 11632 11633 11635 11636 11637
## Predicted   110.3 131.7 146.8 147.0 146.0 61.85  49.0 36.70  36.6  42.5  39.5
## cvpred      110.5 131.8 146.9 147.2 146.2 61.82  48.9 36.57  36.4  42.3  39.2
## pm2.5       162.0 170.0 168.0 170.0 186.0 53.00  36.0 41.00 120.0 201.0 214.0
## CV residual  51.5  38.2  21.1  22.8  39.8 -8.82 -12.9  4.43  83.6 158.7 174.8
##             11641 11651 11658 11663 11665 11668 11670 11674 11678 11679 11681
## Predicted    22.5 -22.8 -59.9  47.7  70.9  90.5   118 26.13 -19.2 -31.3 -37.7
## cvpred       22.1 -23.3 -60.5  47.8  71.0  90.5   118 26.14 -19.3 -31.5 -37.9
## pm2.5       164.0  86.0  31.0  37.0  38.0  15.0    17 20.00  16.0  27.0  41.0
## CV residual 141.9 109.3  91.5 -10.8 -33.0 -75.5  -101 -6.14  35.3  58.5  78.9
##             11686 11687 11691 11693 11695 11697 11698 11705 11709 11711 11712
## Predicted   -6.85 -2.95  37.7  43.9  70.9  49.6  44.5 37.46  49.9  66.5  74.4
## cvpred      -7.22 -3.32  37.7  43.8  70.8  49.6  44.5 37.54  49.9  66.5  74.4
## pm2.5       34.00 21.00  12.0   7.0   8.0  13.0  14.0 36.00  27.0  45.0  57.0
## CV residual 41.22 24.32 -25.7 -36.8 -62.8 -36.6 -30.5 -1.54 -22.9 -21.5 -17.4
##             11713 11715 11716 11724 11725 11727 11730 11737 11738 11739 11742
## Predicted    82.8  91.8  91.3  92.2  81.8  93.5 100.8 138.8 129.0 142.7 148.0
## cvpred       82.9  91.7  91.2  92.1  81.7  93.4 100.7 138.9 129.1 142.8 148.2
## pm2.5        68.0  65.0  70.0  42.0  39.0  48.0  54.0  98.0 110.0 113.0 123.0
## CV residual -14.9 -26.7 -21.2 -50.1 -42.7 -45.4 -46.7 -40.9 -19.1 -29.8 -25.2
##             11744 11748 11749 11758 11759 11760 11761 11768 11777 11779 11784
## Predicted   147.3 121.6 116.2 87.18  67.7  89.0 116.6 111.7 -19.4 14.91  95.7
## cvpred      147.4 121.8 116.4 87.22  67.7  89.1 116.7 111.8 -19.5 14.76  95.8
## pm2.5       136.0 201.0 188.0 95.00  79.0  75.0  97.0  60.0  30.0 23.00  31.0
## CV residual -11.4  79.2  71.6  7.78  11.3 -14.1 -19.7 -51.8  49.5  8.24 -64.8
##             11786 11788 11790 11792 11804 11805 11811 11816 11818 11819 11829
## Predicted   115.8 119.5 108.3  94.9 51.57  65.4 104.2 114.1 87.84  77.1 151.7
## cvpred      115.9 119.6 108.3  95.0 51.65  65.4 104.2 114.2 87.95  77.2 151.8
## pm2.5        46.0  27.0  17.0  15.0 47.00  39.0  88.0  79.0 80.00  63.0  58.0
## CV residual -69.9 -92.6 -91.3 -80.0 -4.65 -26.4 -16.2 -35.2 -7.95 -14.2 -93.8
##             11832 11833 11836 11838 11846 11848 11849 11856 11859 11861 11865
## Predicted   146.5 146.8 150.9 145.8  71.8  77.2  49.5  61.2  72.9 114.3  82.2
## cvpred      146.7 146.9 151.1 145.9  72.0  77.3  49.6  61.2  72.9 114.5  82.3
## pm2.5        61.0  76.0  78.0  79.0  38.0  19.0  23.0  28.0  22.0  20.0  44.0
## CV residual -85.7 -70.9 -73.1 -66.9 -34.0 -58.3 -26.6 -33.2 -50.9 -94.5 -38.3
##             11870 11871 11874 11878  11891 11892 11893   11894  11896 11900
## Predicted    43.6  42.8  48.7   102 109.35  93.5  52.4   0.200  -4.95 -15.4
## cvpred       43.8  42.9  48.8   102 109.58  93.7  52.6   0.263  -4.93 -15.6
## pm2.5        28.0  32.0  29.0    35 102.00  99.0 184.0 202.000 159.00  33.0
## CV residual -15.8 -10.9 -19.8   -67  -7.58   5.3 131.4 201.737 163.93  48.6
##             11908 11911 11913 11914 11916 11922 11929 11940 11945 11947 11948
## Predicted   -18.9  5.59 -23.4 -26.7 -1.15 -37.7 -23.8  2.65 -25.0 -25.1 -32.2
## cvpred      -19.4  5.14 -23.8 -27.2 -1.62 -38.2 -24.4  2.58 -25.3 -25.5 -32.6
## pm2.5        77.0 63.00  60.0  56.0 24.00  63.0  27.0 27.00  24.0  31.0  35.0
## CV residual  96.4 57.86  83.8  83.2 25.62 101.2  51.4 24.42  49.3  56.5  67.6
##             11950 11955 11956 11962 11963 11966 11967 11969 11975 11977 11981
## Predicted   -21.1 -26.6  73.6  10.5  7.80   -24 -21.6  4.34 35.54  80.9 115.8
## cvpred      -21.5 -27.1  73.7  10.5  7.86   -24 -21.6  4.41 35.49  81.0 115.9
## pm2.5        40.0  31.0  29.0  26.0 30.00    20  16.0 22.00 39.00  53.0  63.0
## CV residual  61.5  58.1 -44.7  15.5 22.14    44  37.6 17.59  3.51 -28.0 -52.9
##             11985 11988 11989  11993 11997 12000 12002 12005 12007 12008 12010
## Predicted    39.3  10.8  5.35 27.571  57.1  84.3 113.2 122.7 130.9 100.3  76.5
## cvpred       39.3  10.8  5.30 27.646  57.1  84.3 113.2 122.8 130.9 100.4  76.6
## pm2.5        16.0  83.0 21.00 27.000  45.0  53.0  42.0  43.0  55.0  65.0  64.0
## CV residual -23.3  72.2 15.70 -0.646 -12.1 -31.3 -71.2 -79.8 -75.9 -35.4 -12.6
##             12013 12015 12017 12019 12022 12023 12026 12027 12029 12032 12033
## Predicted    39.2  14.0  1.64  22.5 49.00 46.90  64.4    73 114.3 117.2 110.5
## cvpred       39.4  14.1  1.69  22.5 48.97 46.88  64.3    73 114.5 117.4 110.7
## pm2.5        75.0  70.0 19.00  40.0 41.00 40.00  52.0    57  80.0 105.0 140.0
## CV residual  35.6  55.9 17.31  17.5 -7.97 -6.88 -12.3   -16 -34.5 -12.4  29.3
##             12036 12040 12044 12045 12046 12047 12051 12054 12057 12060 12063
## Predicted    91.4  96.1   113 123.0   123   128   119 129.6   118   102   101
## cvpred       91.6  96.3   113 123.3   123   128   119 129.8   118   102   101
## pm2.5       138.0 158.0   206 217.0   236   237   255 213.0   212   215   226
## CV residual  46.4  61.7    93  93.7   113   109   136  83.2    94   113   125
##             12064 12071 12072 12073 12077 12080 12082 12085 12094 12096 12098
## Predicted    90.6  57.4  65.0  63.4  68.1  44.4  25.9  47.0  80.2  78.5  88.3
## cvpred       90.9  57.4  64.9  63.3  68.0  44.2  25.6  47.1  80.3  78.5  88.4
## pm2.5       236.0  23.0  19.0   7.0   6.0  10.0  11.0   9.0  29.0  27.0  33.0
## CV residual 145.1 -34.4 -45.9 -56.3 -62.0 -34.2 -14.6 -38.1 -51.3 -51.5 -55.4
##             12099 12102 12106 12108 12109 12112 12113 12117 12118 12123 12128
## Predicted    91.3  35.0  38.5  33.8  27.1  44.7  45.1  81.8  81.3 117.6  71.5
## cvpred       91.5  34.9  38.3  33.6  26.8  44.7  45.1  81.8  81.3 117.6  71.4
## pm2.5        35.0  23.0  18.0  10.0  11.0  19.0 180.0  51.0  32.0  39.0  41.0
## CV residual -56.5 -11.9 -20.3 -23.6 -15.8 -25.7 134.9 -30.8 -49.3 -78.6 -30.4
##             12130 12131 12133 12134 12136 12139 12141 12143 12144 12149 12152
## Predicted    35.6  23.9  4.96 -10.4 -14.4 -6.81 44.79  60.5 59.41 137.4 105.1
## cvpred       35.6  23.8  4.86 -10.6 -14.5 -6.83 44.82  60.5 59.41 137.4 105.2
## pm2.5        52.0  55.0 91.00  25.0  34.0  9.00 51.00  29.0 56.00  53.0 122.0
## CV residual  16.4  31.2 86.14  35.6  48.5 15.83  6.18 -31.5 -3.41 -84.4  16.8
##             12153 12168 12169 12173 12179 12185 12189 12191 12194 12196 12198
## Predicted    94.8  47.6  56.6 110.2 100.6  44.9  46.1  58.6  78.2  91.3 104.9
## cvpred       94.9  47.5  56.5 110.3 100.8  45.0  46.2  58.6  78.2  91.2 104.9
## pm2.5       115.0  83.0  73.0  78.0 168.0 120.0  61.0  46.0  49.0  57.0  63.0
## CV residual  20.1  35.5  16.5 -32.3  67.2  75.0  14.8 -12.6 -29.2 -34.2 -41.9
##             12201 12203 12205 12206 12207 12208 12209 12210 12211 12213 12219
## Predicted   91.32  74.6  38.9  33.2  22.1  20.9  18.2  17.3  26.2  33.5  65.2
## cvpred      91.31  74.6  38.9  33.1  22.0  20.7  18.0  17.2  26.1  33.3  65.0
## pm2.5       86.00 106.0 102.0 107.0  77.0  57.0  63.0  50.0  46.0  67.0  45.0
## CV residual -5.31  31.4  63.1  73.9  55.0  36.3  45.0  32.8  19.9  33.7 -20.0
##             12221 12225 12227 12230 12231 12232 12233 12239 12241  12247 12250
## Predicted    69.0  49.2  31.1 -13.0 -14.9 -12.8 -14.2  96.7 108.9 110.72  85.6
## cvpred       68.8  48.9  30.8 -13.3 -15.3 -13.2 -14.6  96.9 109.1 110.84  85.8
## pm2.5        58.0  72.0  79.0  66.0  62.0  66.0  61.0  62.0  88.0 112.00 116.0
## CV residual -10.8  23.1  48.2  79.3  77.3  79.2  75.6 -34.9 -21.1   1.16  30.2
##             12251 12282 12283 12284 12285 12287 12289 12290 12294 12296 12302
## Predicted    75.0  68.4 67.79  85.7  89.8   103 121.6 120.8 138.7 132.5  43.7
## cvpred       75.1  68.6 67.98  85.9  89.9   103 121.8 120.9 138.9 132.8  43.9
## pm2.5       110.0  82.0 73.00  96.0 107.0   137 153.0 160.0 195.0 184.0 122.0
## CV residual  34.9  13.4  5.02  10.1  17.1    34  31.2  39.1  56.1  51.2  78.1
##              12314 12317 12318 12319  12323 12325 12330 12340 12348 12349 12351
## Predicted    96.01   132 131.3 125.7 101.72  96.6  95.8   117 73.17  68.0  59.3
## cvpred       96.11   132 131.5 125.9 102.01  96.9  96.1   117 73.44  68.3  59.5
## pm2.5       101.00    97 100.0  95.0 112.00 116.0 117.0    71 72.00  85.0  44.0
## CV residual   4.89   -35 -31.5 -30.9   9.99  19.1  20.9   -46 -1.44  16.7 -15.5
##             12352 12354 12359 12360 12362 12363 12366 12367 12372 12374 12376
## Predicted    13.6  44.9  44.9  64.3  64.9  68.2  71.4  64.1  41.8  33.4  58.2
## cvpred       13.7  45.1  45.0  64.4  65.0  68.3  71.5  64.2  41.8  33.4  58.2
## pm2.5        67.0  26.0  12.0  18.0  13.0  14.0  10.0  10.0   8.0  11.0  14.0
## CV residual  53.3 -19.1 -33.0 -46.4 -52.0 -54.3 -61.5 -54.2 -33.8 -22.4 -44.2
##             12379 12380 12382 12385 12389 12390 12393 12394 12395 12396 12398
## Predicted    50.7  39.8  42.2  48.7  33.5  32.4 18.31 17.21 -3.44 -9.43  22.7
## cvpred       50.6  39.6  42.0  48.4  33.2  32.1 18.01 16.89 -3.75 -9.75  22.9
## pm2.5        10.0  24.0  14.0  12.0   8.0  11.0 16.00 15.00 15.00 13.00   9.0
## CV residual -40.6 -15.6 -28.0 -36.4 -25.2 -21.1 -2.01 -1.89 18.75 22.75 -13.9
##              12402 12407 12408 12412 12416 12417 12419 12421 12423  12424 12426
## Predicted   17.588  81.9  81.4 113.9 109.9 99.58  75.4  44.6  19.3   8.23  6.06
## cvpred      17.741  82.0  81.5 114.1 110.1 99.81  75.6  44.9  19.6   8.44  6.19
## pm2.5       18.000  33.0  29.0  36.0  81.0 98.00 143.0  83.0 128.0 127.00 60.00
## CV residual  0.259 -49.0 -52.5 -78.1 -29.1 -1.81  67.4  38.1 108.4 118.56 53.81
##             12429 12430 12431 12433 12435 12437 12438 12440  12441 12442 12443
## Predicted    29.3  32.9 60.15  84.5  80.7  76.6  65.8  43.4 34.745  42.3  7.26
## cvpred       29.4  33.0 60.36  84.6  80.9  76.7  65.9  43.4 34.828  42.4  7.31
## pm2.5       116.0  74.0 64.00  69.0  37.0  32.0  23.0  25.0 34.000   9.0 12.00
## CV residual  86.6  41.0  3.64 -15.6 -43.9 -44.7 -42.9 -18.4 -0.828 -33.4  4.69
##             12450 12453 12460 12461 12474 12478 12480 12483  12487 12493 12494
## Predicted    33.0 38.48 107.2 111.7 35.83    58   102 116.5 114.76  43.4  31.5
## cvpred       33.1 38.63 107.4 111.9 36.01    58   102 116.7 114.94  43.6  31.8
## pm2.5        56.0 48.00  48.0  58.0 45.00    27    22  63.0 124.00 109.0  43.0
## CV residual  22.9  9.37 -59.4 -53.9  8.99   -31   -80 -53.7   9.06  65.4  11.2
##             12498 12504 12510   12512 12522 12523 12526 12532 12536 12538 12542
## Predicted    25.0  83.4 118.6 103.222 84.49 95.47 121.0 132.3 116.9   101  54.6
## cvpred       25.2  83.7 118.9 103.474 84.75 95.77 121.3 132.5 117.1   101  54.9
## pm2.5        60.0  67.0  74.0 103.000 91.00 99.00 145.0 201.0 206.0   237 152.0
## CV residual  34.8 -16.7 -44.9  -0.474  6.25  3.23  23.7  68.5  88.9   136  97.1
##             12544 12546 12550 12556 12563 12565 12568 12574 12576 12580 12581
## Predicted    42.8  40.9 135.4   125  80.4  54.5 51.16 103.9 111.7 136.9 142.3
## cvpred       43.1  41.1 135.7   125  80.6  54.7 51.44 104.1 111.9 137.2 142.5
## pm2.5        66.0  69.0  55.0     9  27.0  14.0 49.00  29.0  47.0 210.0 188.0
## CV residual  22.9  27.9 -80.7  -116 -53.6 -40.7 -2.44 -75.1 -64.9  72.8  45.5
##             12583 12590 12593 12607 12609 12613 12616 12618 12619 12620 12622
## Predicted   136.4  70.6  58.2 119.9 106.6  66.5  28.6  35.7  38.7  96.6 113.6
## cvpred      136.7  70.9  58.5 120.2 106.9  66.8  28.8  35.8  38.9  96.9 113.8
## pm2.5       184.0 111.0  76.0 199.0 173.0 132.0  83.0  80.0  92.0  80.0  64.0
## CV residual  47.3  40.1  17.5  78.8  66.1  65.2  54.2  44.2  53.1 -16.9 -49.8
##             12625 12627 12628 12631 12633 12635 12636 12644 12646 12648 12651
## Predicted   130.3 134.1   139 136.9 126.6 105.1  99.7 113.5 123.0 108.5   130
## cvpred      130.6 134.3   139 137.2 126.9 105.4 100.0 113.7 123.3 108.7   130
## pm2.5        96.0  53.0    52  95.0  96.0  82.0  73.0  27.0  43.0  48.0    18
## CV residual -34.6 -81.3   -87 -42.2 -30.9 -23.4 -27.0 -86.7 -80.3 -60.7  -112
##             12660 12661 12662 12663 12664 12666 12667 12675 12677  12682  12683
## Predicted    46.8  31.3  30.2 30.34 19.59  34.7 52.91 127.6 137.7 100.74 100.97
## cvpred       47.0  31.5  30.4 30.57 19.82  35.0 53.15 127.9 137.9 101.02 101.27
## pm2.5        10.0  11.0  13.0 22.00 15.00  17.0 46.00  79.0  95.0 103.00  98.00
## CV residual -37.0 -20.5 -17.4 -8.57 -4.82 -18.0 -7.15 -48.9 -42.9   1.98  -3.27
##             12685 12698  12700 12701 12709 12715 12718  12719  12726 12727
## Predicted    85.1 108.2 118.12 117.9  74.6  47.6 129.4 124.17 136.40 140.5
## cvpred       85.4 108.4 118.37 118.1  74.9  47.8 129.7 124.45 136.69 140.8
## pm2.5        98.0 147.0 125.00 100.0 205.0 146.0 142.0 123.00 135.00 167.0
## CV residual  12.6  38.6   6.63 -18.1 130.1  98.2  12.3  -1.45  -1.69  26.2
##             12730 12733 12735 12737 12741 12743 12747 12751 12754 12760  12761
## Predicted   119.1  95.3  87.7  90.2 131.2 122.3 120.6   143 132.3 113.8 118.07
## cvpred      119.5  95.6  88.0  90.4 131.4 122.5 120.8   143 132.5 114.1 118.32
## pm2.5       170.0 175.0 153.0 158.0 165.0 195.0 177.0    91  69.0 140.0 123.00
## CV residual  50.5  79.4  65.0  67.6  33.6  72.5  56.2   -52 -63.5  25.9   4.68
##             12765 12769  12771 12773 12777 12785 12790 12792 12799 12805 12806
## Predicted   121.5 126.2 124.81 127.4 112.2  76.8 117.2 121.6   141  89.2  79.3
## cvpred      121.8 126.4 125.05 127.6 112.5  77.1 117.5 121.9   142  89.6  79.7
## pm2.5       137.0 115.0 134.00 106.0 102.0  66.0 104.0 142.0   244 132.0 106.0
## CV residual  15.2 -11.4   8.95 -21.6 -10.5 -11.1 -13.5  20.1   102  42.4  26.3
##             12812 12814 12818 12820 12821 12822 12823 12825 12828 12829 12833
## Predicted    84.9   107 125.1 124.5 141.5   141 140.8 130.3 114.1  99.5  87.2
## cvpred       85.2   107 125.3 124.7 141.8   142 141.1 130.6 114.5  99.8  87.6
## pm2.5       147.0   285 221.0 195.0 205.0   242 235.0 199.0 207.0 201.0 167.0
## CV residual  61.8   178  95.7  70.3  63.2   100  93.9  68.4  92.5 101.2  79.4
##             12835 12836 12841 12843 12849 12853 12855 12864 12869 12871 12872
## Predicted    80.9  90.1   112 111.5 124.9  89.7  87.6  97.8  99.6 108.1 101.7
## cvpred       81.2  90.3   113 111.6 125.2  90.0  88.0  98.0  99.8 108.3 101.9
## pm2.5       149.0 158.0   222 207.0 192.0 173.0 165.0 183.0 161.0 176.0 176.0
## CV residual  67.8  67.7   109  95.4  66.8  83.0  77.0  85.0  61.2  67.7  74.1
##             12882 12883 12884 12885 12886 12887 12890 12894 12896 12899 12909
## Predicted    43.2  47.2  51.2  55.9  64.5  68.8  85.3  96.9   115 113.2   115
## cvpred       43.4  47.4  51.4  56.1  64.7  69.0  85.4  97.0   115 113.5   115
## pm2.5       137.0  91.0  91.0 101.0 116.0 145.0 156.0 146.0   231 194.0   399
## CV residual  93.6  43.6  39.6  44.9  51.3  76.0  70.6  49.0   116  80.5   284
##             12911 12914 12918 12927 12932 12933 12938 12944 12946 12949 12951
## Predicted   118.1 133.4 138.6 119.3 140.9 140.9 140.7   137   124  93.0  77.0
## cvpred      118.4 133.7 138.9 119.6 141.2 141.2 140.9   137   124  93.2  77.2
## pm2.5        99.0 145.0 185.0 182.0  51.0  44.0  54.0     9    11  18.0  20.0
## CV residual -19.4  11.3  46.1  62.4 -90.2 -97.2 -86.9  -128  -113 -75.2 -57.2
##             12954 12957 12958 12961 12963 12966 12969 12970 12971 12972 12973
## Predicted    83.4  91.2  95.5 126.5 135.4   133 107.2  96.5  87.8  77.6  68.4
## cvpred       83.7  91.5  95.7 126.8 135.7   134 107.5  96.7  88.1  77.8  68.7
## pm2.5        27.0  35.0  45.0  51.0  50.0    31  22.0  29.0  23.0  29.0  30.0
## CV residual -56.7 -56.5 -50.7 -75.8 -85.7  -103 -85.5 -67.7 -65.1 -48.8 -38.7
##             12974 12976 12981 12985 12987 12991 12994 12997 13002 13004 13006
## Predicted    59.5  59.3  93.2 120.5 132.5 120.4  81.2  66.3  62.0  65.5 102.0
## cvpred       59.8  59.5  93.5 120.8 132.8 120.6  81.4  66.6  62.3  65.7 102.3
## pm2.5        27.0  19.0  40.0 102.0  91.0  56.0  41.0  16.0  21.0  23.0  75.0
## CV residual -32.8 -40.5 -53.5 -18.8 -41.8 -64.6 -40.4 -50.6 -41.3 -42.7 -27.3
##             13007 13008 13009 13012 13013 13022 13034  13035   13039 13042
## Predicted    98.1   107 111.0 123.0 137.2  58.0 112.7 117.32 126.885 115.6
## cvpred       98.3   107 111.3 123.3 137.4  58.3 112.9 117.51 127.163 115.9
## pm2.5        64.0    62  72.0  47.0  57.0  30.0  94.0 112.00 127.000 127.0
## CV residual -34.3   -45 -39.3 -76.3 -80.4 -28.3 -18.9  -5.51  -0.163  11.1
##             13043 13046 13047 13050 13051 13056 13058 13059 13060 13061 13065
## Predicted   105.4  94.0  83.7  72.2  76.5 107.0 120.8 126.1   126   135   130
## cvpred      105.7  94.3  84.1  72.5  76.8 107.3 121.1 126.4   126   136   130
## pm2.5       205.0 173.0 202.0 152.0 137.0 141.0 199.0 226.0   229   242   259
## CV residual  99.3  78.7 117.9  79.5  60.2  33.7  77.9  99.6   103   106   129
##             13069 13070 13078 13079 13080 13082 13086 13087 13092 13093 13095
## Predicted     111   105 110.1 129.0   128   127 139.0 138.2   134 124.4 109.0
## cvpred        111   105 110.4 129.4   129   128 139.4 138.5   134 124.7 109.3
## pm2.5         232   208 206.0 226.0   256   242 231.0 219.0    33  48.0  47.0
## CV residual   121   103  95.6  96.6   127   114  91.6  80.5  -101 -76.7 -62.3
##             13098 13109 13110 13112 13113 13123 13124 13125 13128  13129 13132
## Predicted     113 133.9 134.2 133.4 132.3 128.3 128.0   133 133.2 138.54 138.3
## cvpred        113 134.2 134.5 133.8 132.6 128.6 128.4   133 133.5 138.88 138.6
## pm2.5          75 222.0 230.0 221.0 206.0  91.0 117.0   121 118.0 133.00 170.0
## CV residual   -38  87.8  95.5  87.2  73.4 -37.6 -11.4   -12 -15.5  -5.88  31.4
##             13135 13137 13141 13144 13152 13153 13158 13162 13164 13165 13168
## Predicted   138.5 137.8 123.1 121.2 138.3 138.0 139.0 101.2  71.1  66.2  47.5
## cvpred      138.9 138.2 123.5 121.5 138.6 138.4 139.4 101.5  71.4  66.5  47.8
## pm2.5       153.0 165.0 144.0 133.0 198.0 202.0 224.0 140.0  47.0  30.0  19.0
## CV residual  14.1  26.8  20.5  11.5  59.4  63.6  84.6  38.5 -24.4 -36.5 -28.8
##             13172 13173 13174 13176 13177 13178 13180 13181 13188 13189 13199
## Predicted    79.6  74.1  77.1  85.2 110.5 125.4 134.9 130.5  71.7  61.6  79.2
## cvpred       79.9  74.4  77.4  85.4 110.8 125.7 135.2 130.8  72.0  62.0  79.5
## pm2.5        44.0  46.0  44.0  56.0  72.0  96.0 104.0  74.0  42.0  36.0  61.0
## CV residual -35.9 -28.4 -33.4 -29.4 -38.8 -29.7 -31.2 -56.8 -30.0 -26.0 -18.5
##             13200 13201 13203 13207 13210 13211 13212 13215 13218 13220 13221
## Predicted    78.1  86.5  89.7  92.1  88.8  88.3  87.1 104.0 104.1 103.1 119.5
## cvpred       78.3  86.8  89.9  92.3  89.0  88.5  87.2 104.3 104.4 103.4 119.8
## pm2.5        57.0  65.0  86.0  95.0 119.0 134.0 133.0 153.0 139.0 160.0 145.0
## CV residual -21.3 -21.8  -3.9   2.7  30.0  45.5  45.8  48.7  34.6  56.6  25.2
##              13222 13227 13228 13230 13231 13232 13235 13239 13241 13244 13252
## Predicted   124.64 124.8 134.9   135 134.4 129.0 103.4  92.0  89.5  96.2 125.4
## cvpred      124.97 125.1 135.2   135 134.7 129.4 103.7  92.3  89.9  96.5 125.7
## pm2.5       132.00 199.0 193.0   185 184.0 178.0 158.0 181.0 171.0 174.0  87.0
## CV residual   7.03  73.9  57.8    50  49.3  48.6  54.3  88.7  81.1  77.5 -38.7
##             13256 13258 13262 13263 13264 13266 13267 13269 13271 13274 13275
## Predicted     136   101  55.8  50.6  49.6  50.1  68.9  91.5  80.6   128   133
## cvpred        136   101  56.0  50.8  49.9  50.4  69.2  91.7  80.8   128   134
## pm2.5          31    10   9.0  16.0  17.0  12.0  21.0  22.0  23.0    22    31
## CV residual  -105   -91 -47.0 -34.8 -32.9 -38.4 -48.2 -69.7 -57.8  -106  -103
##             13280 13285 13288 13293 13299 13301 13303 13304 13311 13312 13314
## Predicted   122.5  60.7  45.3  72.5 123.4 114.5   127 110.4  47.5  42.4  54.6
## cvpred      122.8  61.0  45.5  72.6 123.6 114.7   127 110.6  47.8  42.7  54.8
## pm2.5        40.0  18.0  12.0  16.0  34.0  21.0    25  19.0  14.0  23.0  19.0
## CV residual -82.8 -43.0 -33.5 -56.6 -89.6 -93.7  -102 -91.6 -33.8 -19.7 -35.8
##             13319 13320 13321 13322 13325 13326 13328  13334 13335 13337 13341
## Predicted    91.7 101.0 107.1 111.2 121.0 120.4 114.7 88.961 79.69  91.9 104.5
## cvpred       91.9 101.2 107.4 111.5 121.3 120.7 114.9 89.305 80.03  92.2 104.7
## pm2.5        29.0  28.0  42.0  53.0  80.0 100.0  82.0 90.000 79.00  87.0  72.0
## CV residual -62.9 -73.2 -65.4 -58.5 -41.3 -20.7 -32.9  0.695 -1.03  -5.2 -32.7
##             13344 13348 13351 13353 13354 13359 13362  13368 13371 13384 13386
## Predicted   109.0   139   144   134   132  91.1  78.8 104.21 120.4  97.0  95.3
## cvpred      109.3   140   144   134   132  91.5  79.1 104.43 120.6  97.3  95.6
## pm2.5       125.0   296   298   281   280 154.0 125.0 113.00 107.0 112.0 109.0
## CV residual  15.7   156   154   147   148  62.5  45.9   8.57 -13.6  14.7  13.4
##              13390  13391 13395 13403 13404 13408 13410 13413 13415 13416 13418
## Predicted   114.37 118.14   130 108.6 108.2  87.6 90.26 108.6 116.1 120.4 119.8
## cvpred      114.71 118.48   130 108.8 108.6  88.0 90.61 108.9 116.4 120.7 120.1
## pm2.5       117.00 117.00    87  91.0  95.0 101.0 87.00  91.0  93.0  81.0  77.0
## CV residual   2.29  -1.48   -43 -17.8 -13.6  13.0 -3.61 -17.9 -23.4 -39.7 -43.1
##             13419 13420 13422  13427 13435 13438 13444 13446 13447 13448 13449
## Predicted   129.8 129.5 129.5 121.42 112.3 104.0 135.5 132.8 135.4 139.3 134.9
## cvpred      130.1 129.8 129.8 121.76 112.6 104.3 135.8 133.1 135.7 139.6 135.2
## pm2.5        80.0  82.0  78.0 125.00 141.0  83.0  58.0  57.0  59.0  52.0  64.0
## CV residual -50.1 -47.8 -51.8   3.24  28.4 -21.3 -77.8 -76.1 -76.7 -87.6 -71.2
##             13451 13457 13458 13459 13462 13463 13467 13469 13470 13476 13477
## Predicted   119.5 104.4   109 103.5 111.3   111 119.5 117.8 122.4  93.9  93.0
## cvpred      119.8 104.8   109 103.8 111.5   111 119.7 117.9 122.6  94.2  93.3
## pm2.5        66.0  91.0    90  88.0  94.0    74  80.0  86.0 108.0  55.0  69.0
## CV residual -53.8 -13.8   -19 -15.8 -17.5   -37 -39.7 -31.9 -14.6 -39.2 -24.3
##             13480 13481 13482 13486 13489 13490  13498 13500 13505 13509 13511
## Predicted   77.60 90.65 94.68 113.7 140.2 139.8 129.77 118.8 128.2 120.4   135
## cvpred      77.92 90.98 94.99 113.9 140.5 140.1 130.09 119.1 128.5 120.6   135
## pm2.5       75.00 84.00 91.00  84.0  48.0  63.0 121.00 147.0  75.0  75.0    93
## CV residual -2.92 -6.98 -3.99 -29.9 -92.5 -77.1  -9.09  27.9 -53.5 -45.6   -42
##             13517 13519 13521 13523 13525 13530 13532 13536 13538 13539  13541
## Predicted     134   133 126.2 124.4 118.3 109.0 112.2 133.9 122.9 127.8 129.77
## cvpred        134   133 126.5 124.7 118.6 109.3 112.5 134.2 123.2 128.1 130.09
## pm2.5          54    62  74.0  69.0 101.0 144.0 134.0 157.0 181.0 174.0 126.00
## CV residual   -80   -71 -52.5 -55.7 -17.6  34.7  21.5  22.8  57.8  45.9  -4.09
##             13550 13551 13552 13555 13557 13558 13559 13560 13564 13566 13567
## Predicted   106.5 108.5 113.0   117 125.0 125.2 134.2 133.9   143   145   145
## cvpred      106.9 108.8 113.4   117 125.3 125.5 134.5 134.2   143   145   145
## pm2.5        62.0  68.0  75.0    65  83.0  50.0  44.0  45.0    27    28    16
## CV residual -44.9 -40.8 -38.4   -52 -42.3 -75.5 -90.5 -89.2  -116  -117  -129
##             13569 13574 13576 13578 13584 13587 13592 13603 13606 13607 13610
## Predicted     143   128 130.8 119.6 139.3 139.0 138.3 117.4 125.1 124.6 127.9
## cvpred        144   128 131.2 119.9 139.6 139.4 138.6 117.7 125.3 124.8 128.1
## pm2.5          13    21  47.0  61.0 116.0  86.0  65.0  86.0  91.0  91.0 118.0
## CV residual  -131  -107 -84.2 -58.9 -23.6 -53.4 -73.6 -31.7 -34.3 -33.8 -10.1
##              13611 13612  13613 13625 13630 13631 13633 13641 13642 13643 13646
## Predicted   127.01 126.2 126.04 125.2   132   131   137   137   136   131   121
## cvpred      127.25 126.4 126.25 125.6   132   132   137   137   137   131   121
## pm2.5       129.00 116.0 119.00 203.0   291   271   261   330   334   334   308
## CV residual   1.75 -10.4  -7.25  77.4   159   139   124   193   197   203   187
##             13647 13651 13655 13661 13665 13666 13669 13670 13672 13673 13676
## Predicted     120 124.3   128   130   131   130   120   118 110.2   125 131.4
## cvpred        120 124.7   129   131   131   130   120   119 110.5   125 131.7
## pm2.5         299 223.0   277   321   375   390   375   337 127.0    38  59.0
## CV residual   179  98.3   148   190   244   260   255   218  16.5   -87 -72.7
##             13679 13682 13683 13685 13689 13690 13692 13695 13699 13707 13710
## Predicted     142   143   142 138.3   143 137.3 137.5 126.0 121.4 142.9 143.9
## cvpred        143   143   143 138.6   143 137.7 137.9 126.4 121.8 143.3 144.2
## pm2.5          23    32    31  41.0    57  58.0  56.0  27.0  40.0 102.0  47.0
## CV residual  -120  -111  -112 -97.6   -86 -79.7 -81.9 -99.4 -81.8 -41.3 -97.2
##             13718 13719 13720 13721 13723 13727 13728 13738 13739 13740 13741
## Predicted    88.5  87.7  86.8  85.7  93.3 115.5 114.1   123 127.3   122 120.8
## cvpred       88.8  88.1  87.2  86.1  93.7 115.8 114.3   123 127.6   122 121.2
## pm2.5        30.0  36.0  45.0  42.0  35.0  56.0  70.0    51  68.0    77  88.0
## CV residual -58.8 -52.1 -42.2 -44.1 -58.7 -59.8 -44.3   -72 -59.6   -45 -33.2
##             13743 13744 13746 13747 13748 13750 13751 13752  13753 13755 13760
## Predicted   118.1 112.6 110.9 105.4   110   119 118.5 122.6 117.35 121.1 123.4
## cvpred      118.4 112.9 111.2 105.7   110   119 118.7 122.9 117.63 121.4 123.7
## pm2.5        65.0  67.0  62.0  73.0    84   102  93.0  99.0 116.00 171.0 209.0
## CV residual -53.4 -45.9 -49.2 -32.7   -26   -17 -25.7 -23.9  -1.63  49.6  85.3
##             13764 13771 13772 13777 13780 13782 13785 13787 13788 13790 13796
## Predicted     126 121.7 121.2   136   137   137   141 136.5 133.3 132.3 130.0
## cvpred        126 122.1 121.6   136   137   137   141 136.8 133.6 132.6 130.3
## pm2.5         201 186.0 187.0   286   307   300   264  50.0  49.0  43.0  43.0
## CV residual    75  63.9  65.4   150   170   163   123 -86.8 -84.6 -89.6 -87.3
##             13798 13802 13807 13809 13810 13815 13816 13817 13818 13823 13824
## Predicted   132.9   145   140   133 121.4  93.3  97.5  98.0 101.9 122.8 121.6
## cvpred      133.2   145   140   133 121.8  93.7  97.8  98.3 102.2 123.1 121.9
## pm2.5        49.0    36    39    27  35.0  30.0  37.0  51.0  54.0  62.0  58.0
## CV residual -84.2  -109  -101  -106 -86.8 -63.7 -60.8 -47.3 -48.2 -61.1 -63.9
##             13825 13834 13836 13842 13844 13845 13912 13918 13920 13925   13931
## Predicted   133.4 119.5  98.3  91.7   101 114.2  89.4 104.4 107.6 124.6 113.130
## cvpred      133.8 119.8  98.6  92.1   101 114.5  89.7 104.7 107.8 124.8 113.481
## pm2.5        61.0  64.0  29.0  47.0    88 104.0  46.0  75.0  70.0  98.0 113.000
## CV residual -72.8 -55.8 -69.6 -45.1   -13 -10.5 -43.7 -29.7 -37.8 -26.8  -0.481
##              13932  13934 13943 13949 13950 13957 13958 13959 13962 13963 13965
## Predicted   112.62 106.74 129.0 136.6 141.5 115.5 105.2 104.3 101.2 101.1 114.1
## cvpred      112.99 107.13 129.4 136.9 141.8 115.9 105.5 104.6 101.6 101.4 114.3
## pm2.5       114.00 103.00 101.0 146.0 154.0 134.0 144.0 142.0 143.0 144.0 154.0
## CV residual   1.01  -4.13 -28.4   9.1  12.2  18.1  38.5  37.4  41.4  42.6  39.7
##              13967 14024 14025 14031 14036 14042 14043 14046 14048 14049 14053
## Predicted   113.09 131.4 120.1 82.08 109.3 126.1 130.8 137.8 136.8 131.2   116
## cvpred      113.34 131.8 120.4 82.46 109.7 126.5 131.1 138.2 137.2 131.5   116
## pm2.5       119.00 107.0 135.0 87.00  97.0 194.0 209.0 201.0 214.0 212.0   230
## CV residual   5.66 -24.8  14.6  4.54 -12.7  67.5  77.9  62.8  76.8  80.5   114
##             14056 14057 14060 14062 14086 14087 14092 14097 14098  14101 14102
## Predicted    99.3  94.0 130.2   139 117.2 121.9 138.5 127.5 117.0 86.957 101.1
## cvpred       99.7  94.4 130.5   139 117.6 122.2 138.9 127.9 117.4 87.354 101.5
## pm2.5       221.0 201.0  34.0    36  58.0  54.0 119.0  61.0  83.0 87.000  91.0
## CV residual 121.3 106.6 -96.5  -103 -59.6 -68.2 -19.9 -66.9 -34.4 -0.354 -10.5
##             14105 14106  14107 14110 14112  14114 14117 14118  14123 14128
## Predicted    84.6  88.2 102.33 120.3 120.0 124.19 137.8 137.5 107.49  93.9
## cvpred       85.0  88.5 102.68 120.6 120.3 124.48 138.2 137.9 107.87  94.3
## pm2.5       103.0 101.0 111.00 130.0 161.0 115.00 111.0 103.0 112.00 151.0
## CV residual  18.0  12.5   8.32   9.4  40.7  -9.48 -27.2 -34.9   4.13  56.7
##             14130 14132 14133 14142 14144  14145 14147 14148 14155 14156 14158
## Predicted    98.1 115.4 119.4 134.4 128.6 122.63 120.9 114.5 108.5 108.0 112.2
## cvpred       98.4 115.7 119.7 134.7 128.9 122.93 121.2 114.8 108.8 108.3 112.4
## pm2.5       148.0 171.0 174.0  96.0  99.0 116.00 132.0 137.0 141.0 142.0 123.0
## CV residual  49.6  55.3  54.3 -38.7 -29.9  -6.93  10.8  22.2  32.2  33.7  10.6
##             14162 14164 14169 14176 14177 14179 14182 14183 14185 14187 14188
## Predicted   110.5   142 137.5 124.1 136.3 140.8 142.2 141.6 137.5 141.8 141.0
## cvpred      110.7   143 137.9 124.4 136.7 141.2 142.5 141.9 137.9 142.2 141.3
## pm2.5       138.0    31  40.0 100.0  97.0 122.0 206.0 221.0 165.0 175.0 158.0
## CV residual  27.3  -112 -97.9 -24.4 -39.7 -19.2  63.5  79.1  27.1  32.8  16.7
##              14189  14190  14191  14192 14199 14200 14203 14205 14207 14210
## Predicted   135.33 134.84 133.98 133.49 138.3 137.8 137.5 137.5 128.2   139
## cvpred      135.67 135.18 134.31 133.82 138.6 138.2 137.9 137.9 128.5   140
## pm2.5       137.00 128.00 126.00 124.00 109.0 109.0 100.0 107.0 107.0     7
## CV residual   1.33  -7.18  -8.31  -9.82 -29.6 -29.2 -37.9 -30.9 -21.5  -133
##             14212 14216 14219 14222 14223 14224 14230 14235 14238 14239 14240
## Predicted     139   126 102.5  78.7  72.5  70.6 109.1 139.3 144.4 144.4   144
## cvpred        140   126 102.8  79.0  72.8  70.9 109.4 139.6 144.7 144.7   144
## pm2.5           9    21  13.0  11.0   7.0   4.0  32.0  67.0  63.0  74.0    74
## CV residual  -131  -105 -89.8 -68.0 -65.8 -66.9 -77.4 -72.6 -81.7 -70.7   -70
##             14242 14243 14246 14248 14250 14251 14254 14260 14263 14264 14265
## Predicted   127.8 117.8 128.0 116.8 115.6 105.2   117   126   142   136   116
## cvpred      128.1 118.1 128.4 117.1 115.9 105.5   117   126   142   136   116
## pm2.5        59.0  69.0  67.0  37.0  22.0  16.0    25     7     5    10    12
## CV residual -69.1 -49.1 -61.4 -80.1 -93.9 -89.5   -92  -119  -137  -126  -104
##             14273 14276 14278 14280 14290 14292 14293 14299 14300 14303 14305
## Predicted    82.6 108.0 116.3 124.1 128.5 103.5   108  93.2 102.6 121.1 124.5
## cvpred       82.9 108.3 116.5 124.3 128.9 103.8   108  93.5 102.9 121.3 124.7
## pm2.5        23.0  37.0  49.0  47.0  77.0  87.0    81  34.0  48.0  51.0  67.0
## CV residual -59.9 -71.3 -67.5 -77.3 -51.9 -16.8   -27 -59.5 -54.9 -70.3 -57.7
##             14310 14312 14315 14317 14318 14333 14334 14336 14337 14338 14340
## Predicted   145.9 145.2 118.8  98.7 88.71 141.5 146.7 140.0 133.9 128.8 113.4
## cvpred      146.2 145.5 119.1  99.1 89.06 141.8 146.9 140.3 134.2 129.1 113.7
## pm2.5        82.0  89.0 106.0  85.0 92.00  92.0 105.0 110.0 118.0 107.0  85.0
## CV residual -64.2 -56.5 -13.1 -14.1  2.94 -49.8 -41.9 -30.3 -16.2 -22.1 -28.7
##             14344 14347 14353 14354  14357  14359 14364 14367 14369 14370 14371
## Predicted    77.0  84.2 139.8 140.5 145.92 141.05 95.09  84.5  78.6 82.64 91.30
## cvpred       77.3  84.5 140.1 140.8 146.21 141.32 95.42  84.8  78.9 82.91 91.57
## pm2.5        48.0  71.0 104.0 106.0 145.00 139.00 99.00 114.0  74.0 81.00 98.00
## CV residual -29.3 -13.5 -36.1 -34.8  -1.21  -2.32  3.58  29.2  -4.9 -1.91  6.43
##              14374 14377 14412  14416 14420 14424 14426 14433 14436 14437 14445
## Predicted   104.74 139.8 118.5 93.618 124.0 140.8 140.8   135 121.1   111 140.5
## cvpred      105.05 140.1 118.9 93.929 124.3 141.1 141.1   135 121.4   111 140.8
## pm2.5       104.00 130.0 132.0 93.000  70.0  96.0  93.0   117  91.0    80  96.0
## CV residual  -1.05 -10.1  13.1 -0.929 -54.3 -45.1 -48.1   -18 -30.4   -31 -44.8
##             14446 14450 14454 14457 14458 14459 14460 14461 14464 14467 14468
## Predicted   140.8   145 144.6   140   139   139 137.2   130   112 109.9 109.4
## cvpred      141.1   145 144.9   140   140   139 137.5   130   112 110.2 109.7
## pm2.5        92.0   108 116.0    35    32    31  57.0    69    75  80.0  95.0
## CV residual -49.1   -37 -28.9  -105  -108  -108 -80.5   -61   -37 -30.2 -14.7
##             14471 14472 14473 14475 14477  14484 14489 14490 14492 14508 14510
## Predicted   139.8 140.3 145.2   145 145.9 118.77 100.6 104.6 118.7 105.6  95.5
## cvpred      140.1 140.6 145.5   145 146.2 119.09 100.8 104.8 118.9 105.9  95.8
## pm2.5       118.0 111.0 118.0   111  92.0 110.00  87.0  58.0  56.0  84.0  83.0
## CV residual -22.1 -29.6 -27.5   -34 -54.2  -9.09 -13.8 -46.8 -62.9 -21.9 -12.8
##             14513 14517 14520 14521 14522 14524 14525 14527 14535 14539  14542
## Predicted    99.0 106.2 140.3 140.8 140.8 141.2 140.9 141.5 102.1   110 129.77
## cvpred       99.3 106.5 140.6 141.1 141.1 141.4 141.2 141.8 102.5   110 130.09
## pm2.5        84.0  75.0  69.0  65.0  76.0 114.0 124.0 129.0  90.0   100 135.00
## CV residual -15.3 -31.5 -71.6 -76.1 -65.1 -27.4 -17.2 -12.8 -12.5   -10   4.91
##             14543 14546 14551 14552 14554 14558 14559 14563 14567 14568 14570
## Predicted   134.9 139.5 139.3 139.3 133.2 102.0 102.4 105.4 129.0 138.5 138.8
## cvpred      135.2 139.9 139.6 139.6 133.5 102.4 102.7 105.8 129.4 138.9 139.1
## pm2.5       179.0 184.0 171.0 171.0 172.0 143.0 141.0 147.0 155.0 172.0 205.0
## CV residual  43.8  44.1  31.4  31.4  38.5  40.6  38.3  41.2  25.6  33.1  65.9
##             14573 14577 14583 14585 14590 14591 14592 14595 14596 14597 14598
## Predicted   139.3 142.4   102   103   137   136   130 124.3 134.0 134.2   133
## cvpred      139.6 142.8   102   103   137   137   131 124.6 134.4 134.5   133
## pm2.5       204.0 204.0   233   266   309   300   341  36.0  41.0  52.0    25
## CV residual  64.4  61.2   131   163   172   163   210 -88.6 -93.4 -82.5  -108
##             14600 14601 14603 14604 14605 14607 14611 14612 14614 14615 14616
## Predicted     132   126 112.0 116.0   102  76.8  79.1  87.2 109.4   104 127.7
## cvpred        133   127 112.3 116.3   102  77.1  79.2  87.4 109.6   104 127.9
## pm2.5          13    14  27.0  22.0    27  19.0  20.0  24.0  32.0    32  31.0
## CV residual  -120  -113 -85.3 -94.3   -75 -58.1 -59.2 -63.4 -77.6   -72 -96.9
##             14617 14618 14621 14623 14631 14635 14641 14645 14646 14647 14651
## Predicted   132.6   132   144 142.5  75.5 104.0 140.8 141.3 141.5 141.5 114.8
## cvpred      132.8   133   144 142.8  75.7 104.3 141.1 141.6 141.8 141.8 115.1
## pm2.5        39.0    32    43  82.0  37.0  49.0  47.0  82.0  78.0  79.0  99.0
## CV residual -93.8  -101  -101 -60.8 -38.7 -55.3 -94.1 -59.6 -63.8 -62.8 -16.1
##              14652 14653 14662 14663 14666 14668 14678 14680 14682 14683 14686
## Predicted   108.77 106.9   136 135.8 146.7 147.4  86.2  81.2  72.1  85.6  98.4
## cvpred      109.06 107.2   136 136.1 146.9 147.7  86.5  81.5  72.3  85.9  98.7
## pm2.5       107.00  89.0   102 121.0 191.0 189.0  63.0  56.0  58.0  52.0  39.0
## CV residual  -2.06 -18.2   -34 -15.1  44.1  41.3 -23.5 -25.5 -14.3 -33.9 -59.7
##             14688 14691 14695 14696 14699 14704 14706 14707 14709 14713 14716
## Predicted     133 143.0 148.2 146.7 115.1  80.7  84.6  89.6 103.7 132.4 128.1
## cvpred        133 143.3 148.4 146.9 115.4  80.9  84.8  89.8 103.8 132.7 128.4
## pm2.5          48  90.0  78.0  85.0 163.0  92.0  96.0  51.0  58.0  49.0  60.0
## CV residual   -85 -53.3 -70.4 -61.9  47.6  11.1  11.2 -38.8 -45.8 -83.7 -68.4
##             14718 14730 14731 14733 14736 14738 14740 14747 14754 14755 14757
## Predicted   137.9  84.8  98.6 117.1 115.2 128.9 127.9   130  97.7   127 122.4
## cvpred      138.1  85.1  98.9 117.3 115.4 129.1 128.1   130  98.0   127 122.6
## pm2.5        86.0 125.0 155.0 160.0 194.0 206.0 217.0   256  30.0    43  70.0
## CV residual -52.1  39.9  56.1  42.7  78.6  76.9  88.9   126 -68.0   -84 -52.6
##             14759 14760 14762 14766 14768 14775 14779 14780 14781 14784 14785
## Predicted   137.2 136.9 135.8   114   139 123.0   130 138.7 138.7   148   148
## cvpred      137.4 137.2 136.1   115   139 123.2   130 138.9 138.9   148   148
## pm2.5        79.0  76.0  69.0    13    10  51.0    57  58.0  58.0    48    43
## CV residual -58.4 -61.2 -67.1  -102  -129 -72.2   -73 -80.9 -80.9  -100  -105
##             14786 14787 14795 14805 14814 14815 14826 14827 14829 14830 14831
## Predicted   147.4 148.2  66.3 126.2   138   142   145   146   150   150   150
## cvpred      147.7 148.4  66.4 126.4   139   143   145   146   150   150   150
## pm2.5        58.0  54.0   7.0  32.0    22    11    17    15    27    31    31
## CV residual -89.7 -94.4 -59.4 -94.4  -117  -132  -128  -131  -123  -119  -119
##             14833 14843 14844 14847 14848 14850 14858 14859 14863 14864 14866
## Predicted     150 124.5 119.4 107.9 109.1 117.6 149.9 150.4 151.9   146   144
## cvpred        150 124.7 119.6 108.1 109.3 117.9 150.1 150.6 152.1   146   144
## pm2.5          35  36.0  37.0  58.0  67.0  61.0  71.0  75.0 100.0    94   124
## CV residual  -115 -88.7 -82.6 -50.1 -42.3 -56.9 -79.1 -75.6 -52.1   -52   -20
##              14868 14880 14883 14887   14891 14894 14896 14899  14902  14903
## Predicted   133.27 129.3 127.5 147.4 134.697   128 120.9 124.2 137.15 136.91
## cvpred      133.51 129.5 127.6 147.7 134.942   128 121.1 124.4 137.42 137.17
## pm2.5       131.00 102.0 116.0 117.0 134.000   117 132.0 102.0 134.00 136.00
## CV residual  -2.51 -27.5 -11.6 -30.7  -0.942   -11  10.9 -22.4  -3.42  -1.17
##             14907 14910 14912 14916  14926 14929 14931 14932 14935 14936 14937
## Predicted   142.0 147.4 142.3 126.3 143.04 143.0 147.4   143 148.9 148.2 141.8
## cvpred      142.3 147.7 142.5 126.5 143.28 143.3 147.7   143 149.1 148.4 142.1
## pm2.5       164.0 172.0 178.0 186.0 146.00 204.0 180.0   186 203.0 173.0 183.0
## CV residual  21.7  24.3  35.5  59.5   2.72  60.7  32.3    43  53.9  24.6  40.9
##             14940 14943 14947 14948 14950 14952 14954 14960 14961 14962 14966
## Predicted   120.8 110.2 118.9 128.2 126.3 134.0   138   142   136 115.9  86.4
## cvpred      121.1 110.6 119.2 128.5 126.5 134.2   138   142   137 116.1  86.6
## pm2.5       168.0 164.0 102.0 105.0 108.0  92.0    31    28    33  26.0  12.0
## CV residual  46.9  53.4 -17.2 -23.5 -18.5 -42.2  -107  -114  -104 -90.1 -74.6
##             14970 14972 14978 14979 14982 14989 14993 14994 14995 14999 15001
## Predicted   102.6 105.8   141   131  86.7  51.6  67.0  80.7  72.1 115.1 129.6
## cvpred      102.7 105.9   141   131  86.7  51.7  67.1  80.8  72.2 115.2 129.7
## pm2.5        16.0  25.0    26    24   5.0  11.0   7.0   7.0  21.0  47.0  49.0
## CV residual -86.7 -80.9  -115  -107 -81.7 -40.7 -60.1 -73.8 -51.2 -68.2 -80.7
##             15002 15003 15007 15010 15012 15015 15019 15021 15022 15027 15028
## Predicted     134   133   132  86.7  65.4  62.2  66.3  68.7  68.6 144.3   144
## cvpred        134   133   132  86.7  65.5  62.3  66.3  68.7  68.6 144.4   144
## pm2.5          35    28    31  14.0  17.0  11.0   8.0  26.0  28.0  64.0    41
## CV residual   -99  -105  -101 -72.7 -48.5 -51.3 -58.3 -42.7 -40.6 -80.4  -103
##             15030 15031 15033 15039 15041 15045 15046 15049 15051 15055 15056
## Predicted     142   142 108.1  35.3  56.1  75.7  69.3   144 144.5   143   136
## cvpred        142   142 108.1  35.3  56.2  75.7  69.4   144 144.6   143   136
## pm2.5          25    28  29.0  11.0  22.0  22.0  29.0    64  78.0    25    27
## CV residual  -117  -114 -79.1 -24.3 -34.2 -53.7 -40.4   -80 -66.6  -118  -109
##             15063 15070 15072 15074 15079 15083 15084 15086 15087 15089 15091
## Predicted    27.5 106.5   139 144.0   133  70.0  58.9  40.0  39.1  44.7  63.9
## cvpred       27.5 106.6   139 144.1   133  70.1  59.0  40.1  39.2  44.9  64.0
## pm2.5        16.0  49.0    24  47.0    57  38.0  31.0  14.0  18.0  18.0  28.0
## CV residual -11.5 -57.6  -115 -97.1   -76 -32.1 -28.0 -26.1 -21.2 -26.9 -36.0
##             15095 15098 15101 15103 15108  15113 15121 15127 15138 15140  15141
## Predicted   137.8 147.7 137.2 130.8 38.07 21.306   132 136.4  70.3 126.2 115.37
## cvpred      137.9 147.8 137.3 130.9 38.12 21.423   132 136.5  70.4 126.4 115.56
## pm2.5        50.0  87.0  40.0  36.0 40.00 21.000   164  57.0 113.0 115.0 120.00
## CV residual -87.9 -60.8 -97.3 -94.9  1.88 -0.423    32 -79.5  42.6 -11.4   4.44
##             15142 15145 15146  15148 15152 15156 15162 15166 15167 15168 15169
## Predicted   124.4 137.6 146.5 151.17 150.2 104.0  75.9 130.4 129.9 140.1 139.9
## cvpred      124.6 137.7 146.7 151.34 150.3 104.2  76.1 130.6 130.1 140.4 140.1
## pm2.5       179.0 227.0 197.0 152.00 139.0 150.0 141.0 163.0 176.0 177.0 181.0
## CV residual  54.4  89.3  50.3   0.66 -11.3  45.8  64.9  32.4  45.9  36.6  40.9
##             15173 15176 15180 15182 15185 15186 15188 15191 15192 15194 15198
## Predicted     151 151.3   113  97.2  89.5   104   134   142   143   144   146
## cvpred        151 151.5   113  97.5  89.7   104   134   143   143   144   146
## pm2.5         253 240.0   271 280.0 256.0   256   259   316   301   307   316
## CV residual   102  88.5   158 182.5 166.3   152   125   173   158   163   170
##             15199 15201 15204 15211 15222 15227 15228 15229 15231 15233 15235
## Predicted     150   145   108  83.5   146   128   118  98.3  89.3  82.7 106.3
## cvpred        150   145   108  83.6   146   128   118  98.6  89.6  82.9 106.5
## pm2.5         279   256   309 130.0   251   294   288 281.0 199.0 130.0 155.0
## CV residual   129   111   201  46.4   105   166   170 182.4 109.4  47.1  48.5
##             15240 15242 15243 15250 15252 15253 15254 15256 15258 15260 15261
## Predicted   135.0 140.1 144.3   133   127   132   126   127   127   143   143
## cvpred      135.2 140.4 144.5   134   127   132   127   128   127   143   143
## pm2.5       178.0 204.0 221.0   273   282   291   302   288   326   349   346
## CV residual  42.8  63.6  76.5   139   155   159   175   160   199   206   203
##             15269 15274 15277 15278 15279 15280 15285 15290 15294 15295 15297
## Predicted    90.4  44.0 32.99  30.6  14.4 13.05  52.0  87.3  80.3  84.1  71.3
## cvpred       90.5  43.9 32.87  30.5  14.3 12.91  51.8  87.3  80.2  84.0  71.2
## pm2.5        28.0  15.0 26.00  19.0  25.0 19.00  24.0  20.0  20.0  16.0  19.0
## CV residual -62.5 -28.9 -6.87 -11.5  10.7  6.09 -27.8 -67.3 -60.2 -68.0 -52.2
##             15301 15303 15305 15306 15307 15323 15325 15327 15328 15331 15334
## Predicted    59.1    50  53.5  61.7  70.3  54.9  22.5  29.3  44.1  77.7  63.9
## cvpred       59.1    50  53.5  61.7  70.3  54.9  22.4  29.3  44.1  77.7  63.9
## pm2.5        18.0    18  28.0  35.0  37.0  10.0   4.0  11.0  18.0  26.0  79.0
## CV residual -41.1   -32 -25.5 -26.7 -33.3 -44.9 -18.4 -18.3 -26.1 -51.7  15.1
##             15335 15336 15344 15345 15347 15348 15349 15352 15358 15360 15362
## Predicted    73.7  78.3   121 100.2  59.1  44.9  41.2    50 101.5 128.4 137.9
## cvpred       73.7  78.3   121 100.3  59.1  44.8  41.2    50 101.5 128.4 137.9
## pm2.5        51.0  24.0    19   8.0  18.0  19.0  22.0    11  35.0  55.0  67.0
## CV residual -22.7 -54.3  -102 -92.3 -41.1 -25.8 -19.2   -39 -66.5 -73.4 -70.9
##             15366 15371 15372 15473 15476 15477 15479  15491 15507 15508 15509
## Predicted     136  60.9  54.4  88.1 131.5 131.0 138.0 112.32   139   140   140
## cvpred        136  60.9  54.4  88.3 131.6 131.1 138.2 112.44   139   140   140
## pm2.5          36  24.0  26.0 162.0 144.0 146.0 168.0 110.00   314   349   341
## CV residual  -100 -36.9 -28.4  73.7  12.4  14.9  29.8  -2.44   175   209   201
##             15513 15522 15523 15524 15528 15529 15531 15534 15536 15549 15550
## Predicted     139   116   125   130   119   127 132.1 136.3 126.8 113.8   114
## cvpred        140   116   125   130   119   127 132.3 136.4 126.9 113.9   114
## pm2.5         284   335   340   435   453   283 105.0  63.0  69.0  64.0    65
## CV residual   144   219   215   305   334   156 -27.3 -73.4 -57.9 -49.9   -49
##             15551 15552 15554 15559 15564 15566 15573 15574 15575 15583 15586
## Predicted   118.0 118.2 122.4 136.0 101.3 100.7 135.0 134.8 140.1 141.6   136
## cvpred      118.1 118.4 122.5 136.2 101.5 100.9 135.2 134.9 140.4 141.8   136
## pm2.5        65.0  59.0  38.0  90.0  87.0 109.0 188.0 198.0 197.0 205.0   216
## CV residual -53.1 -59.4 -84.5 -46.2 -14.5   8.1  52.8  63.1  56.6  63.2    80
##             15588 15589 15592 15594 15600 15603 15604 15609 15610 15612 15615
## Predicted     124   124   119 100.0 134.5   143   142   139   138 107.0   102
## cvpred        124   124   119 100.2 134.7   143   142   139   138 107.1   102
## pm2.5         238   266   296 186.0 225.0   248   259    36     8  13.0    26
## CV residual   114   142   177  85.8  90.3   105   117  -103  -130 -94.1   -76
##             15617 15619 15621 15626 15627 15628 15630 15632 15636 15637 15639
## Predicted    95.0 107.4 115.4  98.7  93.5 102.7   135 100.6  50.2  38.2  33.3
## cvpred       95.1 107.6 115.6  98.8  93.6 102.7   135 100.6  50.1  38.1  33.2
## pm2.5        43.0  40.0  46.0  23.0  32.0  21.0    15   6.0   9.0   5.0  13.0
## CV residual -52.1 -67.6 -69.6 -75.8 -61.6 -81.7  -120 -94.6 -41.1 -33.1 -20.2
##             15642 15644 15645 15646 15652 15654 15655 15656 15660 15666 15671
## Predicted    78.8  86.7 101.3  91.8   124  96.4 100.2 113.6  57.9  51.2  49.0
## cvpred       78.8  86.7 101.4  91.9   123  96.4 100.1 113.5  57.8  51.0  48.7
## pm2.5        11.0  17.0  16.0  17.0    16  21.0  23.0  16.0  11.0   9.0  11.0
## CV residual -67.8 -69.7 -85.4 -74.9  -107 -75.4 -77.1 -97.5 -46.8 -42.0 -37.7
##             15672 15674 15676 15679 15681 15685 15687 15690 15691 15694 15696
## Predicted    38.1  90.6   127   131  81.8  43.3  28.6  38.3  46.2  77.9 103.4
## cvpred       37.8  90.6   127   131  81.9  43.3  28.6  38.2  46.1  77.9 103.5
## pm2.5        20.0  16.0     9    22  20.0   8.0   7.0   3.0   6.0  54.0  14.0
## CV residual -17.8 -74.6  -118  -109 -61.9 -35.3 -21.6 -35.2 -40.1 -23.9 -89.5
##             15701 15704 15708 15710 15713 15716 15717 15718 15720 15723 15726
## Predicted     149   134  54.7  58.7  61.5   122 136.5 136.6 142.5 150.3 157.2
## cvpred        149   134  54.8  58.8  61.6   122 136.6 136.7 142.5 150.4 157.2
## pm2.5          28    23  18.0  22.0  21.0    43  65.0  76.0  78.0  96.0 102.0
## CV residual  -121  -111 -36.8 -36.8 -40.6   -79 -71.6 -60.7 -64.5 -54.4 -55.2
##             15728 15740 15742 15743  15747 15749 15754  15756 15757 15758 15762
## Predicted   151.4 133.6 144.6 149.5 149.66 150.3 135.7 109.80 121.2 119.6 131.2
## cvpred      151.4 133.8 144.7 149.6 149.75 150.4 135.8 109.89 121.4 119.8 131.4
## pm2.5        78.0  98.0 122.0 123.0 154.00 100.0  99.0 103.00 133.0 157.0 209.0
## CV residual -73.4 -35.8 -22.7 -26.6   4.25 -50.4 -36.8  -6.89  11.6  37.2  77.6
##             15768 15773 15774 15775 15781 15783 15786 15789 15790 15791 15795
## Predicted     147   148   147   152   135   124   136   152   152   147   153
## cvpred        147   148   147   152   135   124   136   152   153   147   154
## pm2.5         294   258   269   263   332   293   302   299   300   308   285
## CV residual   147   110   122   111   197   169   166   147   147   161   131
##             15796 15797 15798 15801 15802 15805 15812 15815 15817 15818 15821
## Predicted     154   150   154   148   146 115.2   147   148   148   148   153
## cvpred        154   150   154   148   146 115.4   147   148   149   148   153
## pm2.5         282   273   275   251   249 175.0   269   306   318   311   248
## CV residual   128   123   121   103   103  59.6   122   158   169   163    95
##             15825 15826 15827 15833 15839 15841 15842 15844 15850 15854 15863
## Predicted   150.2   151   131   130   151   147   147   147   143   137   131
## cvpred      150.3   151   131   130   151   147   147   147   143   137   131
## pm2.5       239.0   259   270   370   395   430   414   408   390    12    16
## CV residual  88.7   108   139   240   244   283   267   261   247  -125  -115
##             15865 15866 15870 15872 15878 15881 15886 15888 15890 15896 15906
## Predicted     150   155   156   138  58.1    66  87.2 108.7   126 132.0  67.2
## cvpred        150   155   156   138  58.1    66  87.1 108.6   126 131.9  67.1
## pm2.5           7     6    15    12   7.0     9  38.0   9.0     8  35.0  55.0
## CV residual  -143  -149  -141  -126 -51.1   -57 -49.1 -99.6  -118 -96.9 -12.1
##             15914  15917 15919 15923 15924 15927 15949 15960 15964 15965 15966
## Predicted   144.8 143.76 153.8   132 127.1 121.7 114.6   152 151.7 153.5 147.8
## cvpred      144.7 143.77 153.8   132 127.2 121.8 114.7   152 151.7 153.5 147.8
## pm2.5       131.0 138.00 102.0    80 101.0 110.0 199.0   273 186.0 187.0 180.0
## CV residual -13.7  -5.77 -51.8   -52 -26.2 -11.8  84.3   121  34.3  33.5  32.2
##             15968  15973 15977 15978 15979 15980 15981 15984 15985 15988 15990
## Predicted     154 91.435  90.4 110.0 136.0 146.1 150.3   153   153   157 158.0
## cvpred        154 91.508  90.5 110.1 136.1 146.2 150.4   153   153   157 158.1
## pm2.5         141 92.000 129.0 146.0 162.0 214.0 227.0   301   336   285 148.0
## CV residual   -13  0.492  38.5  35.9  25.9  67.8  76.6   148   183   128 -10.1
##             15991 15994 15997 15998 16000 16001 16007 16016 16019 16021 16023
## Predicted   153.5   151   123   118   115 109.5   149   156   156   149   137
## cvpred      153.5   151   123   118   115 109.6   149   156   156   149   137
## pm2.5       139.0   161   283   302   226 207.0   267   275   291   387   460
## CV residual -14.5    10   160   184   111  97.4   118   119   135   238   323
##             16029 16033 16038 16041 16044 16046 16049 16050 16053 16054 16055
## Predicted   138.7   137   148   148   141 134.8 136.0 141.6   146   146   146
## cvpred      138.8   137   148   148   141 134.9 136.2 141.8   146   146   146
## pm2.5       217.0   257   257   264   269 214.0 208.0 214.0   252   248   248
## CV residual  78.2   120   109   116   128  79.1  71.8  72.2   106   102   102
##             16057 16058 16059 16060 16066 16067 16077 16079 16081 16084 16087
## Predicted     146   147 144.9 146.8   147   141 133.5   138   142   140   133
## cvpred        146   147 145.1 146.9   147   141 133.6   138   142   140   133
## pm2.5         266   253 245.0 246.0   284   297  44.0    32    38    34    29
## CV residual   120   106  99.9  99.1   137   156 -89.6  -106  -104  -106  -104
##             16091 16092 16106 16110 16113 16114 16118 16123 16124 16128 16130
## Predicted    79.9  69.9   135 145.4 130.4 115.5  96.1 130.0 134.4 139.6 139.0
## cvpred       79.9  69.9   135 145.5 130.5 115.6  96.1 130.1 134.5 139.7 139.1
## pm2.5        25.0  26.0    24  59.0  72.0  79.0  62.0  80.0  81.0 123.0  89.0
## CV residual -54.9 -43.9  -111 -86.5 -58.5 -36.6 -34.1 -50.1 -53.5 -16.7 -50.1
##             16133 16140  16143 16153 16154 16156 16158 16160 16162 16167 16168
## Predicted   142.7 114.6 104.34 115.3 105.5  93.5 100.3 111.8 125.5 124.1 111.8
## cvpred      142.8 114.7 104.44 115.4 105.5  93.5 100.3 111.7 125.6 124.2 111.9
## pm2.5       108.0  87.0 103.00  38.0  14.0  24.0  23.0  15.0  31.0  33.0  28.0
## CV residual -34.8 -27.7  -1.44 -77.4 -91.5 -69.5 -77.3 -96.7 -94.6 -91.2 -83.9
##             16171 16172 16174 16176 16181 16182 16183 16188 16191 16194 16196
## Predicted     126   121   136 149.4 156.2 150.0 138.1 102.8  86.7 103.2 122.5
## cvpred        126   121   136 149.5 156.2 150.1 138.2 102.8  86.7 103.2 122.5
## pm2.5          23    28    37  61.0  76.0  78.0  49.0  36.0  47.0  46.0  79.0
## CV residual  -103   -93   -99 -88.5 -80.2 -72.1 -89.2 -66.8 -39.7 -57.2 -43.5
##             16197 16198 16199 16200 16205 16206 16208 16209 16215 16216 16217
## Predicted     133   138 147.8   138   143   147   140 128.0  79.3  83.2  93.2
## cvpred        133   138 147.8   138   143   147   140 127.9  79.3  83.2  93.2
## pm2.5          97   114 102.0   121    43    44    39  34.0  37.0  37.0  46.0
## CV residual   -36   -24 -45.8   -17  -100  -103  -101 -93.9 -42.3 -46.2 -47.2
##             16224 16225 16226 16228 16229 16230 16231 16233 16234 16236 16237
## Predicted   133.1 137.4 141.9 131.1 135.8 116.3 120.5 107.3 101.1  93.2    88
## cvpred      133.1 137.4 141.9 131.2 135.8 116.3 120.5 107.3 101.1  93.2    88
## pm2.5        94.0 127.0 122.0 144.0  91.0  68.0  56.0  47.0  33.0  27.0    25
## CV residual -39.1 -10.4 -19.9  12.8 -44.8 -48.3 -64.5 -60.3 -68.1 -66.2   -63
##             16238 16239 16241 16244 16249 16250 16251 16252 16253 16255 16257
## Predicted    74.4  73.9  88.0 127.9 147.9 148.2 148.6   143   142   135 106.7
## cvpred       74.4  73.9  88.1 127.9 147.9 148.2 148.5   143   142   135 106.7
## pm2.5         8.0  16.0  17.0  31.0  65.0  61.0  54.0    33    33    22  32.0
## CV residual -66.4 -57.9 -71.1 -96.9 -82.9 -87.2 -94.5  -110  -109  -113 -74.7
##             16259 16261 16262 16265 16266 16268 16269 16270 16275 16282 16283
## Predicted    70.6  64.2  59.3  71.5  96.4 134.2 120.6 125.7 150.4  85.9  70.4
## cvpred       70.6  64.1  59.2  71.5  96.4 134.2 120.6 125.7 150.4  85.8  70.3
## pm2.5        21.0  23.0  24.0  21.0  25.0  44.0  43.0  66.0 113.0  44.0  43.0
## CV residual -49.6 -41.1 -35.2 -50.5 -71.4 -90.2 -77.6 -59.7 -37.4 -41.8 -27.3
##             16284 16285 16290 16291 16292 16293 16295 16296 16297 16298  16300
## Predicted    64.8  67.1  74.4  87.5 101.3   125 149.9 144.5   146 150.8 156.03
## cvpred       64.7  67.1  74.4  87.4 101.2   125 149.9 144.5   146 150.7 155.97
## pm2.5        50.0  47.0  54.0  55.0  63.0    84 113.0 139.0   135 161.0 154.00
## CV residual -14.7 -20.1 -20.4 -32.4 -38.2   -41 -36.9  -5.5   -11  10.3  -1.97
##             16305 16306 16307 16310 16315 16316 16319 16324 16325 16332 16334
## Predicted   140.5 134.1 114.7 93.43 127.9   137 136.4 101.6 105.2 38.07  23.2
## cvpred      140.5 134.1 114.7 93.45 127.9   137 136.4 101.6 105.1 37.95  23.0
## pm2.5       102.0  78.0  83.0 96.00 208.0   255 228.0  43.0  19.0 43.00  42.0
## CV residual -38.5 -56.1 -31.7  2.55  80.1   118  91.6 -58.6 -86.1  5.05  19.0
##             16338 16347 16348 16349 16351 16356 16361 16373  16377 16379 16380
## Predicted    20.8  67.1  81.4  85.4  88.4  35.2  57.7 120.5 124.09  89.9  80.1
## cvpred       20.6  66.9  81.2  85.2  88.1  34.9  57.6 120.3 123.99  89.8  80.0
## pm2.5        45.0   7.0   6.0   6.0   8.0  12.0  17.0 144.0 114.00  88.0 118.0
## CV residual  24.4 -59.9 -75.2 -79.2 -80.1 -22.9 -40.6  23.7  -9.99  -1.8  38.0
##             16381 16382 16385 16392 16394 16397 16399 16400 16401 16412 16417
## Predicted    78.9  69.1  97.7 142.4   149 152.9 157.7   154 147.0   144 152.5
## cvpred       78.8  69.0  97.6 142.3   148 152.8 157.6   154 146.9   144 152.6
## pm2.5       113.0 110.0 128.0 204.0   333 225.0 190.0   185 188.0   206 206.0
## CV residual  34.2  41.0  30.4  61.7   185  72.2  32.4    31  41.1    62  53.4
##             16418 16421  16426 16427 16434 16437  16439  16441 16443 16444
## Predicted   147.9   153 142.51   132   141   140 125.89 125.66 137.9 152.3
## cvpred      147.9   153 142.55   132   141   140 125.92 125.66 137.9 152.3
## pm2.5       187.0   184 149.00   154   342   336 132.00 127.00  93.0 103.0
## CV residual  39.1    31   6.45    22   201   196   6.08   1.34 -44.9 -49.3
##             16447 16448 16455 16456 16459 16460 16469 16470 16472 16473 16475
## Predicted   150.7 154.2 154.7 149.0 148.3   153 147.7   151 144.5 134.1 110.6
## cvpred      150.7 154.2 154.8 149.1 148.4   153 147.7   151 144.5 134.2 110.7
## pm2.5       111.0 113.0 114.0 119.0 109.0   112 127.0    95  97.0  89.0  54.0
## CV residual -39.7 -41.2 -40.8 -30.1 -39.4   -41 -20.7   -56 -47.5 -45.2 -56.7
##             16478 16480 16483 16484 16487 16493 16494 16497 16499 16501 16509
## Predicted    86.8  83.7 136.7 140.5 139.9 129.1   110  84.0  63.8  48.2  55.7
## cvpred       86.9  83.7 136.7 140.5 139.9 129.1   110  83.8  63.5  47.8  55.2
## pm2.5        59.0  40.0  55.0  70.0  91.0  34.0    13   9.0  15.0  16.0  18.0
## CV residual -27.9 -43.7 -81.7 -70.5 -48.9 -95.1   -97 -74.8 -48.5 -31.8 -37.2
##             16516 16519 16521 16524 16527 16528 16530 16532 16533 16536 16537
## Predicted     122   132   125  84.2  85.2  88.7  97.6 143.4 130.2 153.6 138.9
## cvpred        122   132   125  84.0  85.0  88.6  97.4 143.3 130.1 153.5 138.8
## pm2.5          16    20    19  42.0  55.0  55.0  48.0  52.0  77.0 249.0 226.0
## CV residual  -106  -112  -106 -42.0 -30.0 -33.6 -49.4 -91.3 -53.1  95.5  87.2
##             16542 16543 16544 16548 16552 16556 16558 16559 16561 16570 16574
## Predicted   153.0 156.9 152.4 108.9 101.2 146.8 141.1   146   137 140.4  66.9
## cvpred      152.9 156.8 152.3 108.9 101.1 146.7 141.1   146   137 140.4  66.8
## pm2.5       102.0  80.0  71.0  89.0 132.0 172.0 196.0   210   380 194.0 208.0
## CV residual -50.9 -76.8 -81.3 -19.9  30.9  25.3  54.9    64   243  53.6 141.2
##             16581 16582 16584 16585 16588 16591 16592 16604 16606 16614 16619
## Predicted    62.5  54.0  53.1  55.2  51.2  54.1  47.8 117.8  97.7 152.3 130.7
## cvpred       62.1  53.5  52.6  54.6  50.6  53.4  47.0 117.6  97.5 152.1 130.6
## pm2.5        10.0   7.0  19.0   6.0  10.0   8.0   9.0  28.0  48.0 135.0  96.0
## CV residual -52.1 -46.5 -33.6 -48.6 -40.6 -45.4 -38.0 -89.6 -49.5 -17.1 -34.6
##             16620 16627 16628 16630 16632 16633 16634 16635 16636 16640 16641
## Predicted   125.8   144   144   154   150   150   149   143 143.7 150.6 144.2
## cvpred      125.7   144   144   154   150   149   149   143 143.5 150.4 144.1
## pm2.5       114.0   266   273   290   333   305   280   260 207.0 105.0 120.0
## CV residual -11.7   122   129   136   183   156   131   117  63.5 -45.4 -24.1
##             16642 16647 16652 16654 16655 16659 16663 16668 16669 16678 16679
## Predicted     144   118   138   153   153   158 150.4   110   105   122   137
## cvpred        144   118   138   153   153   158 150.3   110   105   122   137
## pm2.5         121   227   256   274   332   292 222.0   223   209   292   305
## CV residual   -23   109   118   121   179   134  71.7   113   104   170   168
##             16680 16682 16685 16686  16688 16696 16700 16707 16709  16712 16716
## Predicted     143   147   153 146.9 151.07 103.5   146   151 144.5 142.85  85.2
## cvpred        143   147   153 146.8 150.93 103.4   146   151 144.5 142.73  85.1
## pm2.5         322   326   302 237.0 143.00 140.0   277   257 177.0 140.00 138.0
## CV residual   179   179   149  90.2  -7.93  36.6   131   106  32.5  -2.73  52.9
##             16720 16725 16726 16730 16731 16738 16743 16748 16753 16754 16759
## Predicted   120.4   119 127.2 122.7   125 110.2  89.8 115.2 144.7 148.9 150.9
## cvpred      120.4   119 127.2 122.6   125 110.1  89.6 115.1 144.6 148.8 150.7
## pm2.5       180.0    48  50.0  48.0    47  31.0  51.0  97.0 127.0 112.0 208.0
## CV residual  59.6   -71 -77.2 -74.6   -78 -79.1 -38.6 -18.1 -17.6 -36.8  57.3
##             16760 16765 16769 16771 16772 16779 16781 16788 16794 16800 16801
## Predicted   145.3  62.6  65.4 102.9 78.64 156.6   157   115   130 158.3 152.7
## cvpred      145.1  62.4  65.2 102.7 78.44 156.5   157   115   130 158.2 152.5
## pm2.5       163.0  20.0  31.0  40.0 70.00 174.0   215    69   301 219.0 243.0
## CV residual  17.9 -42.4 -34.2 -62.7 -8.44  17.5    58   -46   171  60.8  90.5
##             16802 16803 16807 16810 16811 16815 16818 16826 16828 16830 16831
## Predicted     154   153   158   157   157   156   156   163   163   152   156
## cvpred        154   153   158   157   157   156   155   163   163   151   156
## pm2.5         287   303   296   301   265   279   295   477   288    17    26
## CV residual   133   150   138   144   108   123   140   314   125  -134  -130
##             16833 16835 16836 16837 16838 16843 16846 16849 16850 16852 16854
## Predicted     138   129 117.7 110.3  91.2   111 149.3 149.8 154.4 153.9   155
## cvpred        138   129 117.6 110.2  91.0   111 149.1 149.6 154.3 153.8   155
## pm2.5          36    34  27.0  29.0  29.0    99 177.0 193.0 187.0 206.0   276
## CV residual  -102   -95 -90.6 -81.2 -62.0   -12  27.9  43.4  32.7  52.2   121
##             16855 16859 16864 16866 16868 16869 16870 16871 16878 16883 16891
## Predicted   155.9 143.9 141.9   156   160   160   159   159   162   157   157
## cvpred      155.7 143.8 141.8   156   160   159   159   158   161   157   156
## pm2.5       250.0  54.0 221.0   472   522   469   412   372   416   282   332
## CV residual  94.3 -89.8  79.2   316   362   310   253   214   255   125   176
##             16892 16896 16898 16907 16910 16913 16915 16917 16918 16921 16923
## Predicted     157   161 160.2 155.8 149.9 150.6 155.5 160.4   162   161   161
## cvpred        156   161 160.1 155.7 149.9 150.6 155.5 160.3   162   161   161
## pm2.5         335   266 252.0 210.0 215.0 193.0 187.0 232.0   279   340   286
## CV residual   179   105  91.9  54.3  65.1  42.4  31.5  71.7   117   179   125
##              16931 16932 16933 16937 16941 16942 16943 16944 16946 16949 16951
## Predicted   144.40 102.0  94.6  76.7  74.0  71.5  69.5  72.4  67.8  62.4  62.6
## cvpred      144.36 101.8  94.5  76.4  73.6  71.0  69.0  71.9  67.2  61.7  61.9
## pm2.5       146.00  27.0  28.0  18.0  12.0  11.0  12.0  11.0  11.0  11.0   8.0
## CV residual   1.64 -74.8 -66.5 -58.4 -61.6 -60.0 -57.0 -60.9 -56.2 -50.7 -53.9
##             16954 16955 16956 16957 16959 16960 16962 16966 16975 16982 16986
## Predicted   110.4 103.7 101.9  89.6  71.3  73.4  78.5  74.1   127  75.4  80.2
## cvpred      110.2 103.4 101.6  89.4  71.0  73.0  78.1  73.5   127  75.1  79.8
## pm2.5        16.0  12.0  11.0  11.0   9.0  10.0  14.0   7.0    14  19.0  18.0
## CV residual -94.2 -91.4 -90.6 -78.4 -62.0 -63.0 -64.1 -66.5  -113 -56.1 -61.8
##             16987 16989 17002 17007 17011 17012 17013 17017 17020  17023 17025
## Predicted    79.6  80.5  55.8  30.4  87.4  91.2  94.7   132 147.4 152.75 150.5
## cvpred       79.2  80.1  55.2  29.8  87.2  91.0  94.5   132 147.2 152.56 150.4
## pm2.5        18.0  29.0  21.0  16.0  74.0  77.0  80.0    73 100.0 148.00 187.0
## CV residual -61.2 -51.1 -34.2 -13.8 -13.2 -14.0 -14.5   -59 -47.2  -4.56  36.6
##             17029 17031 17040 17041 17043 17045 17048 17050 17051 17053 17056
## Predicted    64.0  59.6 125.6 125.3 134.3   137 115.5 103.0  92.6  90.4  85.0
## cvpred       63.9  59.4 125.5 125.2 134.1   137 115.3 102.8  92.4  90.3  84.9
## pm2.5        46.0  24.0  48.0  50.0  61.0    35  16.0  25.0  29.0  43.0  61.0
## CV residual -17.9 -35.4 -77.5 -75.2 -73.1  -102 -99.3 -77.8 -63.4 -47.3 -23.9
##             17058 17060 17062 17063 17067 17068 17070 17074 17075 17079 17080
## Predicted   103.7 134.9 138.7 142.2 148.5 148.5 147.8 149.7 146.3 140.6 140.4
## cvpred      103.6 134.8 138.6 142.1 148.4 148.4 147.7 149.6 146.2 140.6 140.3
## pm2.5        57.0  91.0  62.0  62.0  90.0 100.0  79.0  93.0 121.0 186.0 200.0
## CV residual -46.6 -43.8 -76.6 -80.1 -58.4 -48.4 -68.7 -56.6 -25.2  45.4  59.7
##             17082 17083 17084 17091 17098 17100 17103 17105 17108 17109 17113
## Predicted   152.1   157   150  89.2  75.9  48.3  36.3  32.6  50.4  48.2  51.0
## cvpred      152.1   157   150  88.9  75.4  47.8  35.7  32.0  49.7  47.5  50.2
## pm2.5       238.0   247   279  14.0  13.0  18.0  17.0  11.0  17.0  20.0  16.0
## CV residual  85.9    90   129 -74.9 -62.4 -29.8 -18.7 -21.0 -32.7 -27.5 -34.2
##             17114 17116 17123 17125 17129 17145 17147 17148 17153 17158 17160
## Predicted    54.8  63.2  85.1  76.2  68.9  37.0 21.84  9.12 -5.95 131.8 142.8
## cvpred       54.0  62.4  84.8  75.9  68.4  36.1 20.93  8.19 -6.96 131.6 142.6
## pm2.5        16.0  16.0  19.0  19.0   7.0  14.0 13.00 12.00 17.00  49.0  85.0
## CV residual -38.0 -46.4 -65.8 -56.9 -61.4 -22.1 -7.93  3.81 23.96 -82.6 -57.6
##             17161 17162 17170 17171 17175 17180  17185 17187 17190 17193 17194
## Predicted   142.6 144.1 117.6 101.0  66.1 126.1 114.22 127.7 105.5 101.9  95.7
## cvpred      142.3 143.8 117.3 100.7  65.9 125.8 113.95 127.4 105.2 101.6  95.3
## pm2.5        96.0 123.0  58.0  57.0  77.0 109.0 111.00  39.0  13.0  15.0  22.0
## CV residual -46.3 -20.8 -59.3 -43.7  11.1 -16.8  -2.95 -88.4 -92.2 -86.6 -73.3
##             17202  17204  17205 17209 17214 17217 17219 17221 17224 17230 17231
## Predicted    92.3 116.43 105.67  92.5 107.8 100.7  80.5  53.2  44.4 125.7 125.7
## cvpred       92.0 116.18 105.43  92.2 107.5 100.4  80.3  52.9  44.1 125.5 125.5
## pm2.5        67.0 111.00 107.00  64.0  18.0  18.0  30.0  38.0  34.0 161.0 153.0
## CV residual -25.0  -5.18   1.57 -28.2 -89.5 -82.4 -50.3 -14.9 -10.1  35.5  27.5
##             17233 17241 17246 17249 17252 17266 17267 17268 17271 17274 17279
## Predicted   135.5 119.8  75.1  79.5   108  83.1  76.3  69.5  39.0  34.4  98.9
## cvpred      135.2 119.5  74.9  79.3   108  82.8  76.1  69.2  38.6  33.9  98.6
## pm2.5       185.0  31.0  62.0 112.0    62  12.0  18.0  17.0  19.0  13.0  14.0
## CV residual  49.8 -88.5 -12.9  32.7   -46 -70.8 -58.1 -52.2 -19.6 -20.9 -84.6
##             17280 17282 17290 17294 17295 17296 17305 17312 17315 17316 17318
## Predicted    92.4   100  80.7  40.2  43.7  42.4 136.0   146 112.3  82.2  70.2
## cvpred       92.1   100  80.4  39.7  43.3  41.9 135.7   146 112.1  82.0  70.0
## pm2.5        16.0    13  24.0  14.0  16.0  15.0  95.0    76  90.0  70.0  33.0
## CV residual -76.1   -87 -56.4 -25.7 -27.3 -26.9 -40.7   -70 -22.1 -12.0 -37.0
##             17319 17323 17329 17337 17341 17345 17347 17349 17350  17351 17352
## Predicted    54.3  59.1  94.5   132  68.5  61.4  69.6 120.6 130.0 135.22 115.0
## cvpred       54.1  58.7  94.2   132  68.3  61.1  69.3 120.3 129.7 134.98 114.8
## pm2.5        15.0   8.0  11.0    20  22.0  22.0  53.0 102.0  90.0 126.00 131.0
## CV residual -39.1 -50.7 -83.2  -112 -46.3 -39.1 -16.3 -18.3 -39.7  -8.98  16.2
##             17356 17364 17365 17366 17367 17369 17375 17383 17384 17385 17387
## Predicted   140.3  89.8  79.5 74.61  74.4  84.6 130.1   154 145.7 149.5 119.1
## cvpred      140.1  89.6  79.3 74.42  74.2  84.4 129.8   154 145.5 149.3 118.9
## pm2.5        79.0  48.0  66.0 65.00  63.0  61.0 214.0   134  95.0  79.0  49.0
## CV residual -61.1 -41.6 -13.3 -9.42 -11.2 -23.4  84.2   -20 -50.5 -70.3 -69.9
##             17389  17393 17398 17399 17412 17413 17415 17416 17417 17424 17427
## Predicted    94.4 112.45   141   147   111 107.5 106.1 105.8 126.6   152 150.7
## cvpred       94.2 112.26   141   146   111 107.4 105.9 105.7 126.4   152 150.5
## pm2.5        56.0 121.00   307   302   142 146.0 157.0 162.0 161.0   356 199.0
## CV residual -38.2   8.74   166   156    31  38.6  51.1  56.3  34.6   204  48.5
##             17438 17439  17440 17443 17444 17446 17451 17454 17464 17465 17468
## Predicted    78.0  85.7 98.463   135   139 149.0   157   137 124.5 124.0 122.5
## cvpred       77.8  85.5 98.318   135   139 148.8   157   137 124.2 123.7 122.3
## pm2.5       101.0  63.0 99.000   316   437 104.0    47    42  73.0  78.0  87.0
## CV residual  23.2 -22.5  0.682   181   298 -44.8  -110   -95 -51.2 -45.7 -35.3
##             17473 17474 17475 17476 17479 17481 17482   17486 17488 17489 17491
## Predicted   124.5 133.7 142.0 151.5 142.5 142.0 142.0 140.746   136 135.9 146.4
## cvpred      124.2 133.4 141.8 151.3 142.3 141.8 141.8 140.593   136 135.7 146.2
## pm2.5        71.0  67.0  64.0  64.0  79.0  81.0  91.0 141.000   170 190.0 211.0
## CV residual -53.2 -66.4 -77.8 -87.3 -63.3 -60.8 -50.8   0.407    34  54.3  64.8
##             17492 17493 17494 17495 17496 17498 17502 17503 17506 17510 17513
## Predicted   142.0 146.4 146.4 151.6 156.7 154.8   153 152.7 143.5  74.0  84.9
## cvpred      141.8 146.2 146.2 151.5 156.4 154.6   153 152.5 143.3  73.8  84.7
## pm2.5       218.0 222.0 207.0 208.0 195.0 196.0   128 135.0 155.0  82.0  72.0
## CV residual  76.2  75.8  60.8  56.5  38.6  41.4   -25 -17.5  11.7   8.2 -12.7
##             17515 17516 17518 17523 17524 17525 17529 17532 17533 17537 17538
## Predicted   118.3   123 139.1 149.4 148.5 123.3 109.9  80.5  70.6  90.8  81.7
## cvpred      118.1   123 138.9 149.1 148.3 123.1 109.6  80.1  70.2  90.5  81.5
## pm2.5       209.0   209 223.0 215.0 222.0  85.0  14.0  22.0  22.0  39.0  42.0
## CV residual  90.9    86  84.1  65.9  73.7 -38.1 -95.6 -58.1 -48.2 -51.5 -39.5
##             17541 17546 17547 17552 17558 17562 17566 17567 17568 17573 17574
## Predicted   120.8 134.5 138.4 158.3  79.0  72.3  71.5  63.6  65.6  61.9  65.5
## cvpred      120.6 134.3 138.2 158.1  78.8  71.9  71.0  63.0  65.1  61.3  64.8
## pm2.5        72.0  97.0  79.0 100.0  39.0  13.0  10.0  27.0  18.0  11.0  12.0
## CV residual -48.6 -37.3 -59.2 -58.1 -39.8 -58.9 -61.0 -36.0 -47.1 -50.3 -52.8
##             17584 17585 17586 17588 17596 17598 17601 17603 17604 17611 17612
## Predicted    9.92 11.75 13.81 12.32 20.70   119 111.7  83.5  81.9  86.3  86.3
## cvpred       9.02 10.81 12.84 11.28 19.47   119 111.4  83.2  81.5  86.0  86.0
## pm2.5       23.00 13.00 11.00 19.00 11.00    13  20.0  16.0  17.0  42.0  55.0
## CV residual 13.98  2.19 -1.84  7.72 -8.47  -106 -91.4 -67.2 -64.5 -44.0 -31.0
##             17616 17617 17618 17620 17623 17624 17626 17628 17629 17632 17636
## Predicted     132 137.7 142.6 143.0 146.4 151.0 113.7  91.1 72.33 57.33   111
## cvpred        132 137.4 142.3 142.7 146.1 150.7 113.4  90.8 72.02 57.08   111
## pm2.5          87  90.0  89.0  99.0 130.0 102.0  72.0  70.0 76.00 53.00   179
## CV residual   -45 -47.4 -53.3 -43.7 -16.1 -48.7 -41.4 -20.8  3.98 -4.08    68
##             17639 17640 17641 17646 17647 17648 17649 17651 17652 17662 17663
## Predicted   126.7 137.5 131.5 141.8 140.6 140.1 150.9   118 113.0 120.6 120.1
## cvpred      126.4 137.2 131.2 141.6 140.3 139.8 150.6   118 112.7 120.3 119.8
## pm2.5       189.0 161.0 189.0 183.0 172.0 170.0 179.0   183 150.0  51.0  52.0
## CV residual  62.6  23.8  57.8  41.4  31.7  30.2  28.4    65  37.3 -69.3 -67.8
##             17664 17666 17667 17668 17669 17676 17678 17681 17684 17685 17690
## Predicted   124.0 123.0 126.9 126.1 125.6 160.0 164.7 158.3 159.3   155 160.3
## cvpred      123.7 122.7 126.6 125.8 125.3 159.9 164.5 158.2 159.2   155 160.1
## pm2.5        45.0  49.0  47.0  40.0  46.0  83.0 175.0 169.0 172.0   166 184.0
## CV residual -78.7 -73.7 -79.6 -85.8 -79.3 -76.9  10.5  10.8  12.8    11  23.9
##              17692 17697  17700 17703 17707 17708 17710 17712 17719 17721 17722
## Predicted   159.65 153.3 134.61 120.2 142.0 151.6 156.5   158 159.2 147.6 144.1
## cvpred      159.51 153.1 134.48 120.1 141.8 151.5 156.3   158 158.9 147.3 143.8
## pm2.5       169.00 109.0 125.00 153.0 181.0 197.0 211.0   275  63.0 126.0 100.0
## CV residual   9.49 -44.1  -9.48  32.9  39.2  45.5  54.7   117 -95.9 -21.3 -43.8
##             17724 17726 17729 17736 17740 17742 17746 17754 17755 17758 17761
## Predicted   117.8 88.77 105.3   148   162   166   162  58.5  69.7  79.3 105.9
## cvpred      117.6 88.58 105.2   148   162   166   162  58.1  69.3  78.9 105.7
## pm2.5        74.0 85.00 177.0   335   433   534   502  13.0  15.0  12.0  17.0
## CV residual -43.6 -3.58  71.8   187   271   368   340 -45.1 -54.3 -66.9 -88.7
##             17762 17763 17764 17765 17771 17773 17774 17775 17776 17779 17782
## Predicted     115   123   128   133 104.8 100.5  95.0  93.9  92.6  99.5 106.5
## cvpred        115   123   128   133 104.5 100.3  94.8  93.7  92.3  99.2 106.2
## pm2.5          14    17    13    14  31.0  47.0  57.0  47.0  46.0  68.0 120.0
## CV residual  -101  -106  -115  -119 -73.5 -53.3 -37.8 -46.7 -46.3 -31.2  13.8
##             17784  17785  17790 17791  17794 17806 17807 17808 17812 17815
## Predicted     136 141.10 152.12 152.4 133.13 124.9   124 118.0   135 132.9
## cvpred        136 140.84 151.83 152.1 132.88 124.7   124 117.7   135 132.5
## pm2.5         123 138.00 148.00 137.0 123.00 156.0   230 182.0    52  47.0
## CV residual   -13  -2.84  -3.83 -15.1  -9.88  31.3   106  64.3   -83 -85.5
##             17817 17821 17828 17830  17834  17837 17919 17924 17927 17928 17934
## Predicted   124.9  66.2  95.6 129.6 139.00 133.61   125   151   159   159   158
## cvpred      124.6  65.9  95.4 129.4 138.74 133.38   125   151   159   158   157
## pm2.5        37.0  45.0  72.0  73.0 133.00 125.00   301   338   385   348   394
## CV residual -87.6 -20.9 -23.4 -56.4  -5.74  -8.38   176   187   226   190   237
##             17938 17941 17944 17945 17946 17953 17958 17959 17960 17964 17968
## Predicted     151   136   129   134   140   150   145   144   144   134   129
## cvpred        151   136   129   134   140   149   145   144   143   134   129
## pm2.5         384   345   412   440   436   437   441   388   351   380   378
## CV residual   233   209   283   306   296   288   296   244   208   246   249
##             17971 17973 17974 17976 17978 17982 17984 17986 17990 17991 17994
## Predicted     150   154   155   155   148  95.0  88.7  91.1  61.2  65.0  56.2
## cvpred        150   154   155   155   148  94.7  88.3  90.7  60.7  64.5  55.7
## pm2.5         419   436   459   522   315  47.0  17.0  24.0  22.0  21.0  13.0
## CV residual   269   282   304   367   167 -47.7 -71.3 -66.7 -38.7 -43.5 -42.7
##             17998 17999 18000 18001 18002 18004 18005 18007 18017 18018 18021
## Predicted    55.4  58.6  57.4  56.6  59.7  60.9  60.1  56.5  75.8  79.9  85.9
## cvpred       54.8  58.0  56.7  55.9  59.0  60.2  59.3  55.7  75.4  79.5  85.5
## pm2.5        17.0  21.0  18.0  17.0  10.0  11.0  11.0   7.0  13.0  20.0  22.0
## CV residual -37.8 -37.0 -38.7 -38.9 -49.0 -49.2 -48.3 -48.7 -62.4 -59.5 -63.5
##             18022 18029 18032 18035 18040 18043 18050 18057 18065 18066 18078
## Predicted    89.9 108.7   123  88.8  56.3  83.0   116 147.1  53.2  57.0  94.3
## cvpred       89.5 108.2   123  88.4  55.9  82.7   116 146.7  52.8  56.5  93.9
## pm2.5        28.0  11.0    16  21.0  23.0  54.0   994 141.0  24.0  13.0   6.0
## CV residual -61.5 -97.2  -107 -67.4 -32.9 -28.7   878  -5.7 -28.8 -43.5 -87.9
##             18092 18097 18103 18107 18108 18115 18127 18135  18141 18142 18145
## Predicted    91.3 126.6 140.6  98.9  92.8  81.1 147.8 65.85 116.06 126.8 100.7
## cvpred       90.9 126.2 140.2  98.6  92.5  80.9 147.4 65.62 115.81 126.6 100.4
## pm2.5        18.0  33.0  42.0  50.0  52.0  60.0  80.0 67.00 125.00 158.0 113.0
## CV residual -72.9 -93.2 -98.2 -48.6 -40.5 -20.9 -67.4  1.38   9.19  31.4  12.6
##             18147 18148 18154 18160 18163  18165 18171 18172 18174 18176 18177
## Predicted    95.0   103  87.2 80.52  98.0 121.78 144.0 138.4 143.6   143 143.5
## cvpred       94.6   103  86.8 80.26  97.7 121.49 143.8 138.1 143.4   143 143.3
## pm2.5        25.0    18  21.0 76.00  93.0 128.00  58.0  59.0  67.0    63  60.0
## CV residual -69.6   -85 -65.8 -4.26  -4.7   6.51 -85.8 -79.1 -76.4   -80 -83.3
##             18178 18179 18187 18188 18190 18196 18199 18200 18204 18205 18206
## Predicted   142.5 137.6 140.9 146.5 146.9   127 107.1   111  77.1  74.0  73.7
## cvpred      142.3 137.4 140.7 146.3 146.7   127 106.7   111  76.8  73.7  73.4
## pm2.5        72.0  75.0  96.0 103.0 132.0    44  14.0    14  19.0  18.0  20.0
## CV residual -70.3 -62.4 -44.7 -43.3 -14.7   -83 -92.7   -97 -57.8 -55.7 -53.4
##             18207 18211 18216 18219 18226 18227 18230 18231 18232 18233
## Predicted    68.1  97.7 116.8 139.1 143.9 148.4 149.8 155.9   146 145.9
## cvpred       67.8  97.4 116.5 138.8 143.6 148.2 149.6 155.7   146 145.7
## pm2.5        20.0  38.0  87.0  77.0  99.0 112.0 133.0 129.0   134 135.0
## CV residual -47.8 -59.4 -29.5 -61.8 -44.6 -36.2 -16.6 -26.7   -12 -10.7
##                18236  18239 18246    18247  18249 18254 18256 18265 18267 18272
## Predicted   157.1397 150.28   155 154.3281 141.87  56.5  49.9  70.6  97.9  93.5
## cvpred      156.9567 150.11   155 154.0957 141.68  56.1  49.5  70.0  97.5  93.0
## pm2.5       157.0000 152.00   144 154.0000 147.00  19.0  23.0  15.0  13.0  13.0
## CV residual   0.0433   1.89   -11  -0.0957   5.32 -37.1 -26.5 -55.0 -84.5 -80.0
##             18275 18277 18279 18284 18288 18292 18295 18297 18300 18301 18302
## Predicted    73.2  76.9  78.5 106.3  97.8 101.5  92.5  89.8  50.5  48.6  51.4
## cvpred       72.8  76.5  78.2 105.9  97.4 101.1  92.0  89.3  50.0  48.0  50.8
## pm2.5        14.0  14.0  13.0  25.0  24.0  10.0   6.0  11.0  16.0  14.0  17.0
## CV residual -58.8 -62.5 -65.2 -80.9 -73.4 -91.1 -86.0 -78.3 -34.0 -34.0 -33.8
##             18309 18314 18317 18319 18323 18324 18325 18326 18328 18334 18335
## Predicted    85.0 126.7 128.9 123.1  82.0  71.3  50.3 43.81  24.1  99.4  84.7
## cvpred       84.7 126.3 128.5 122.7  81.6  70.9  50.0 43.52  23.8  99.1  84.4
## pm2.5        69.0  61.0  68.0  63.0  49.0  59.0  60.0 52.00  76.0 147.0 114.0
## CV residual -15.7 -65.3 -60.5 -59.7 -32.6 -11.9  10.0  8.48  52.2  47.9  29.6
##             18339 18340 18344 18348 18349 18352 18359 18360 18361 18363  18365
## Predicted    76.5  86.6  93.1  57.5  50.3 45.17   103 102.8   102 120.6 124.57
## cvpred       76.1  86.3  92.7  57.1  50.0 44.87   103 102.5   102 120.3 124.36
## pm2.5         9.0   9.0   9.0  19.0  20.0 40.00    82 100.0   118 140.0 119.00
## CV residual -67.1 -77.3 -83.7 -38.1 -30.0 -4.87   -21  -2.5    16  19.7  -5.36
##             18372 18376 18379 18381 18382 18396 18397 18401  18404 18410 18413
## Predicted     103  78.7  91.1 125.0   128  51.1  38.2  16.9 27.085 19.82  22.1
## cvpred        103  78.6  90.9 124.8   128  50.5  37.7  16.1 26.228 18.79  21.0
## pm2.5          82 108.0 132.0 132.0   201  10.0  12.0  13.0 27.000 17.00   7.0
## CV residual   -21  29.4  41.1   7.2    73 -40.5 -25.7  -3.1  0.772 -1.79 -14.0
##             18414 18415 18416 18419 18422 18425 18431 18432 18434 18437 18439
## Predicted   13.55 16.72  25.9  83.6  60.5  44.5  71.5  69.9  60.8  62.2  71.1
## cvpred      12.41 15.55  24.7  83.2  60.1  44.0  70.9  69.3  60.2  61.5  70.4
## pm2.5        9.00  9.00   7.0  22.0  18.0  12.0   9.0   9.0   9.0  11.0   8.0
## CV residual -3.41 -6.55 -17.7 -61.2 -42.1 -32.0 -61.9 -60.3 -51.2 -50.5 -62.4
##             18441 18450 18454 18459 18464 18470 18479 18490 18491 18493 18504
## Predicted    95.8  32.5  93.9 119.5 129.7  62.5 100.9  83.2  68.2  58.1 76.22
## cvpred       95.4  32.1  93.6 119.2 129.4  62.2 100.6  83.0  67.9  57.8 75.85
## pm2.5        12.0  17.0  26.0  36.0  38.0  40.0  57.0  29.0  19.0  23.0 82.00
## CV residual -83.4 -15.1 -67.6 -83.2 -91.4 -22.2 -43.6 -54.0 -48.9 -34.8  6.15
##             18506  18507  18509 18511 18515 18520 18526 18529 18533 18534 18544
## Predicted   85.51  96.03 128.70 137.7  89.1  32.7 96.41 142.8   144 149.4 121.4
## cvpred      85.11  95.61 128.38 137.4  88.8  32.4 96.14 142.6   144 149.1 121.3
## pm2.5       95.00 102.00 121.00 112.0 121.0  39.0 87.00 175.0    74  78.0 106.0
## CV residual  9.89   6.39  -7.38 -25.4  32.2   6.6 -9.14  32.4   -70 -71.1 -15.3
##             18545 18548  18549  18550 18556  18557 18559 18562 18566 18567
## Predicted   121.2 131.0 141.98 141.23   143 147.88 146.4 128.4 100.7  95.9
## cvpred      121.1 130.8 141.82 141.09   143 147.67 146.2 128.2 100.5  95.8
## pm2.5       105.0 120.0 134.00 143.00   154 145.00 163.0 182.0 165.0 192.0
## CV residual -16.1 -10.8  -7.82   1.91    11  -2.67  16.8  53.8  64.5  96.2
##             18569 18571 18575 18576 18587 18589 18591 18594   18603 18604 18612
## Predicted     104   116   142   136  71.4  37.4  39.4  39.5 149.795 148.9 131.5
## cvpred        104   116   142   136  71.1  37.2  39.1  39.2 149.597 148.7 131.3
## pm2.5         221   228   332   352  16.0  15.0  25.0  24.0 149.000 132.0  96.0
## CV residual   117   112   190   216 -55.1 -22.2 -14.1 -15.2  -0.597 -16.7 -35.3
##              18613 18614  18620   18621 18625 18630 18631 18634 18635 18638
## Predicted   116.33 111.7 131.47 132.968  83.4  94.6  93.0  68.1  52.3  29.0
## cvpred      116.17 111.5 131.31 132.779  83.0  94.2  92.6  67.7  51.8  28.5
## pm2.5       113.00 138.0 126.00 133.000   4.0  10.0  11.0  17.0  15.0  11.0
## CV residual  -3.17  26.5  -5.31   0.221 -79.0 -84.2 -81.6 -50.7 -36.8 -17.5
##             18639 18640 18643 18644 18652 18654 18656 18658 18660 18663 18669
## Predicted    27.1  30.3  58.1  57.2  68.2  56.2  52.3  30.7  9.14 -19.8  5.23
## cvpred       26.6  29.8  57.5  56.7  67.5  55.5  51.5  29.8  8.26 -20.8  4.16
## pm2.5        15.0  18.0  14.0  16.0  11.0  11.0  10.0  17.0 18.00  16.0 11.00
## CV residual -11.6 -11.8 -43.5 -40.7 -56.5 -44.5 -41.5 -12.8  9.74  36.8  6.84
##             18671  18673  18674 18677 18678 18679 18680 18683 18685 18687 18690
## Predicted    5.57  1.907  0.313   109 104.3   113 111.6  83.4  52.0  42.6  32.9
## cvpred       4.47  0.747 -0.861   109 103.9   112 111.2  83.1  51.7  42.2  32.5
## pm2.5       18.00 14.000 16.000     8  10.0     8  17.0  27.0  27.0  26.0  52.0
## CV residual 13.53 13.253 16.861  -101 -93.9  -104 -94.2 -56.1 -24.7 -16.2  19.5
##             18691 18697 18699 18700 18703 18704 18705  18707 18710 18712 18714
## Predicted   53.33  97.1 108.4 114.0 123.8 128.1 120.2 87.125  37.0 31.68 31.69
## cvpred      53.04  96.9 108.1 113.7 123.5 127.8 119.9 86.875  36.8 31.42 31.42
## pm2.5       50.00 109.0  98.0  91.0  91.0  87.0  84.0 87.000  52.0 33.00 25.00
## CV residual -3.04  12.1 -10.1 -22.7 -32.5 -40.8 -35.9  0.125  15.2  1.58 -6.42
##             18716 18717 18718 18719 18722 18723 18724 18726  18727 18729 18730
## Predicted    51.4 49.77  93.0  97.1   113   123 127.9 126.8 125.98 128.6 95.89
## cvpred       51.1 49.45  92.7  96.9   113   123 127.7 126.5 125.67 128.3 95.67
## pm2.5        41.0 52.00  64.0  64.0    81   113 163.0 152.0 129.00  99.0 94.00
## CV residual -10.1  2.55 -28.7 -32.9   -32   -10  35.3  25.5   3.33 -29.3 -1.67
##             18731 18732 18735 18737 18739 18741 18742 18743 18744 18745 18746
## Predicted    72.0  61.2  31.9  44.1  77.8   116   123 121.0 111.7 118.6 118.4
## cvpred       71.7  61.0  31.7  43.9  77.6   116   123 120.9 111.5 118.4 118.3
## pm2.5        85.0 110.0 127.0 135.0 184.0   254   260 216.0 160.0  93.0  75.0
## CV residual  13.3  49.0  95.3  91.1 106.4   138   137  95.1  48.5 -25.4 -43.3
##             18748 18751 18754 18757 18758 18759 18761 18765 18769  18773 18776
## Predicted   134.1 134.5 116.6  92.4  91.9  91.4  98.5   127   155 152.64 152.9
## cvpred      133.9 134.2 116.4  92.2  91.8  91.3  98.3   127   155 152.56 152.8
## pm2.5        68.0  83.0 125.0 123.0 117.0 140.0 143.0   138   141 153.00 174.0
## CV residual -65.9 -51.2   8.6  30.8  25.2  48.7  44.7    11   -14   0.44  21.2
##             18777 18779 18782 18783 18785 18786 18787 18789 18790 18793 18795
## Predicted   152.1   143 137.2 131.9   117   128   132  81.7  76.4 103.4 109.5
## cvpred      152.1   143 137.2 131.8   117   128   131  81.5  76.2 103.2 109.3
## pm2.5       183.0   193 203.0 208.0   235   240   241 154.0  25.0  16.0  11.0
## CV residual  30.9    50  65.8  76.2   118   112   110  72.5 -51.2 -87.2 -98.3
##             18799 18802 18803 18804 18808 18809 18813 18818 18821 18823 18824
## Predicted   108.1  93.5  73.1  67.2  41.7  41.6  81.2 120.5 127.8 126.4 142.0
## cvpred      107.8  93.3  72.8  66.8  41.4  41.3  81.0 120.2 127.5 126.2 141.8
## pm2.5        11.0  15.0  20.0  20.0  20.0  20.0  33.0  78.0  99.0 108.0 103.0
## CV residual -96.8 -78.3 -52.8 -46.8 -21.4 -21.3 -48.0 -42.2 -28.5 -18.2 -38.8
##             18829 18830 18834 18837 18843 18845 18847 18850 18854 18856 18857
## Predicted   111.7  97.0  82.4  88.2  97.6  86.8  95.4  75.9  32.7  36.5  53.2
## cvpred      111.5  96.9  82.2  88.0  97.3  86.5  95.0  75.5  32.3  36.0  52.9
## pm2.5       126.0 122.0 142.0  48.0  10.0  17.0  13.0  21.0  21.0  18.0  20.0
## CV residual  14.5  25.1  59.8 -40.0 -87.3 -69.5 -82.0 -54.5 -11.3 -18.0 -32.9
##             18863 18864 18866 18869 18871 18877 18878 18879 18880 18882 18883
## Predicted    69.7  69.5 107.7 124.5 116.2  55.6  51.7  46.1  45.6 55.71  75.0
## cvpred       69.4  69.2 107.4 124.2 115.9  55.4  51.5  45.8  45.3 55.49  74.8
## pm2.5        44.0  49.0  70.0 139.0  34.0  24.0  25.0  22.0  33.0 47.00  46.0
## CV residual -25.4 -20.2 -37.4  14.8 -81.9 -31.4 -26.5 -23.8 -12.3 -8.49 -28.8
##             18884 18890 18897 18900 18907 18909 18911 18912 18913 18916 18918
## Predicted    79.6 118.2 155.6   132  94.0 107.9   112   121   130   137   152
## cvpred       79.4 117.9 155.5   132  93.8 107.7   112   121   130   137   152
## pm2.5        42.0 161.0 191.0   233 176.0 190.0   278   286   267   287   274
## CV residual -37.4  43.1  35.5   101  82.2  82.3   166   165   137   150   122
##             18921 18924 18925 18928 18931 18935 18937 18938 18946 18959 18960
## Predicted     146   110  98.9  79.7  87.8 105.9 113.4   127   125   138   145
## cvpred        146   110  98.8  79.6  87.6 105.7 113.2   127   125   138   145
## pm2.5         259   308 281.0 140.0  99.0 129.0 175.0   173   176   318   324
## CV residual   113   198 182.2  60.4  11.4  23.3  61.8    46    51   180   179
##             18967 18969 18976  18986  18987 18993 19006  19008 19009 19014
## Predicted     142   144   132 157.09 151.85 148.3 152.1 157.39 161.5 131.7
## cvpred        142   144   132 157.04 151.77 148.2 152.1 157.32 161.5 131.5
## pm2.5         227   222   268 165.00 154.00 136.0 132.0 151.00 130.0  77.0
## CV residual    85    78   136   7.96   2.23 -12.2 -20.1  -6.32 -31.5 -54.5
##             19018  19022    19025 19031 19036 19042 19049  19051  19054 19055
## Predicted   142.9 105.25 108.1761 115.8 136.2 134.4 90.42 106.05 135.35 140.5
## cvpred      142.7 105.06 107.9574 115.5 136.1 134.2 90.28 105.92 135.23 140.4
## pm2.5       101.0  98.00 108.0000 104.0 113.0 114.0 93.00 104.00 143.00 170.0
## CV residual -41.7  -7.06   0.0426 -11.5 -23.1 -20.2  2.72  -1.92   7.77  29.6
##             19057 19059 19066 19068 19070 19072 19077 19083 19089 19090 19092
## Predicted   145.4   155 138.7 119.7 113.2 116.3 129.5  95.6  62.2  48.9  37.5
## cvpred      145.2   155 138.6 119.6 113.1 116.1 129.4  95.3  61.8  48.4  37.0
## pm2.5       201.0   220 182.0 176.0 166.0 130.0 162.0  19.0  15.0  20.0  17.0
## CV residual  55.8    65  43.4  56.4  52.9  13.9  32.6 -76.3 -46.8 -28.4 -20.0
##             19093 19095 19097 19100 19104 19108 19115 19120 19121 19126 19128
## Predicted    25.5  6.17 -2.77  8.22  89.4  98.8  65.6 19.22 12.14  32.6  38.7
## cvpred       25.0  5.64 -3.33  7.60  89.2  98.6  65.4 18.89 11.78  32.1  38.2
## pm2.5        13.0 13.00 18.00 18.00  50.0  38.0  18.0 23.00 17.00  13.0  11.0
## CV residual -12.0  7.36 21.33 10.40 -39.2 -60.6 -47.4  4.11  5.22 -19.1 -27.2
##             19130 19134 19139 19142 19143 19146 19147 19151 19156 19158 19160
## Predicted    63.7  87.9  72.1  43.8  48.9  50.8  54.2  96.6 123.0 156.4 161.8
## cvpred       63.2  87.5  71.8  43.5  48.6  50.4  53.9  96.4 122.8 156.2 161.6
## pm2.5        13.0  12.0  21.0  18.0  19.0  16.0  17.0  37.0 112.0  89.0 120.0
## CV residual -50.2 -75.5 -50.8 -25.5 -29.6 -34.4 -36.9 -59.4 -10.8 -67.2 -41.6
##             19169 19174 19183 19186 19187 19190 19192 19194 19195 19198 19204
## Predicted   71.98  78.6   145  60.2  57.0 30.74 11.72 10.98 18.55  35.4  37.4
## cvpred      71.78  78.3   145  59.9  56.7 30.37 11.23 10.41 17.94  34.7  36.6
## pm2.5       77.00  67.0    85  26.0  24.0 27.00 20.00 20.00 10.00   7.0   7.0
## CV residual  5.22 -11.3   -60 -33.9 -32.7 -3.37  8.77  9.59 -7.94 -27.7 -29.6
##             19205 19206 19209 19210 19211 19218 19220 19228 19231  19233 19235
## Predicted   22.26  29.8  28.8  16.6  9.22   -47 37.08 121.3 125.0 101.96  61.2
## cvpred      21.43  29.0  27.9  15.7  8.34   -48 36.78 121.1 124.7 101.73  61.0
## pm2.5       17.00  12.0  12.0  29.0 18.00    18 30.00  81.0  79.0  95.00  46.0
## CV residual -4.43 -17.0 -15.9  13.3  9.66    66 -6.78 -40.1 -45.7  -6.73 -15.0
##             19236 19238 19240 19243 19247  19250  19251 19254 19255 19256 19259
## Predicted   42.18 31.42  29.7  50.5 99.53 102.68 121.23   138 133.7 142.2  85.8
## cvpred      41.94 31.19  29.5  50.3 99.33 102.48 121.04   138 133.5 142.1  85.6
## pm2.5       47.00 33.00  79.0  86.0 96.00 111.00 123.00   175 175.0 172.0 160.0
## CV residual  5.06  1.81  49.5  35.7 -3.33   8.52   1.96    37  41.5  29.9  74.4
##             19260 19267 19270 19272 19273 19276 19278 19280 19283 19288 19293
## Predicted    71.4  28.1 71.90  64.5  63.1  54.4  60.9  68.0 30.87 18.67  73.9
## cvpred       71.2  27.9 71.71  64.3  62.9  54.1  60.7  67.7 30.57 18.48  73.7
## pm2.5       157.0  63.0 75.00  13.0  10.0  11.0   7.0   9.0 24.00 23.00  72.0
## CV residual  85.8  35.1  3.29 -51.3 -52.9 -43.1 -53.7 -58.7 -6.57  4.52  -1.7
##             19298 19301 19302 19309 19314 19317 19320 19321 19322 19323 19324
## Predicted   113.0 137.6 142.2  66.5  83.5 115.5 147.2 146.3 149.8 154.1 153.3
## cvpred      112.7 137.4 142.1  66.3  83.4 115.4 147.2 146.3 149.8 154.1 153.2
## pm2.5        62.0  46.0  54.0  85.0 137.0 165.0 176.0 180.0 187.0 180.0 181.0
## CV residual -50.7 -91.4 -88.1  18.7  53.6  49.6  28.8  33.7  37.2  25.9  27.8
##             19328 19330 19334 19336 19338 19339 19340 19343 19344 19349 19354
## Predicted   157.9   158   128   117   125   129   134   154   154 157.9 157.0
## cvpred      157.9   158   128   117   125   129   134   154   154 157.9 156.9
## pm2.5       222.0   263   335   360   272   315   318   302   310 214.0 175.0
## CV residual  64.1   105   207   243   147   186   184   148   156  56.1  18.1
##             19361  19367 19368 19370 19373 19378 19379 19382 19383 19384 19388
## Predicted   143.3 145.44 160.9 159.6   143   120 108.7 122.6 118.2 112.7 121.0
## cvpred      143.3 145.28 160.9 159.5   143   119 108.4 122.5 118.1 112.6 120.9
## pm2.5       195.0 137.00 120.0 107.0    18    16  15.0  26.0  26.0  39.0  76.0
## CV residual  51.7  -8.28 -40.9 -52.5  -125  -103 -93.4 -96.5 -92.1 -73.6 -44.9
##             19394 19398 19401 19404 19405 19407  19408  19409 19410 19414 19417
## Predicted   146.8 151.9 137.0  98.7   102 121.0 120.12 123.40 122.3 131.0 152.1
## cvpred      146.7 151.8 136.9  98.6   102 120.9 120.06 123.34 122.2 130.9 152.1
## pm2.5        64.0 100.0  76.0 114.0   150 154.0 128.00 114.00 101.0 100.0 125.0
## CV residual -82.7 -51.8 -60.9  15.4    48  33.1   7.94  -9.34 -21.2 -30.9 -27.1
##             19418 19422  19423 19426 19429 19436 19441 19446 19447 19448 19449
## Predicted   157.3 157.3 157.53 132.7  82.5 110.8 128.2 136.8 157.4 156.3 154.8
## cvpred      157.2 157.2 157.44 132.6  82.4 110.7 128.1 136.6 157.3 156.2 154.8
## pm2.5       137.0 166.0 164.00 155.0 107.0  82.0 187.0 180.0 193.0 217.0 252.0
## CV residual -20.2   8.8   6.56  22.4  24.6 -28.7  58.9  43.4  35.7  60.8  97.2
##             19454 19456 19457 19460 19466  19475 19478 19482  19483 19484 19486
## Predicted     118   112   117   128   133 108.24 81.41  74.7 100.42 103.5  97.4
## cvpred        118   112   118   128   133 108.21 81.36  74.6 100.35 103.4  97.2
## pm2.5         327   259   241   347   378 116.00 77.00 107.0 106.00  91.0  57.0
## CV residual   209   147   123   219   245   7.79 -4.36  32.4   5.65 -12.4 -40.2
##             19488 19492 19493 19495 19496 19497 19500 19503 19508 19511 19513
## Predicted   101.5 119.4 128.5 137.0 159.9   154  66.1 22.92 13.08   115   115
## cvpred      101.4 119.3 128.3 136.8 159.9   154  66.0 22.64 12.58   115   114
## pm2.5        39.0  40.0  50.0  56.0  67.0    81  22.0 15.00  9.00    20    14
## CV residual -62.4 -79.3 -78.3 -80.8 -92.9   -73 -44.0 -7.64 -3.58   -95  -100
##             19518 19522 19528 19532 19535 19541 19542 19543 19544 19545 19554
## Predicted    61.6  42.7 -5.61  56.1  76.7  90.9  92.9  92.7   115  76.5 39.92
## cvpred       61.3  42.4 -6.07  56.0  76.6  90.8  92.7  92.5   115  76.4 39.79
## pm2.5        16.0  13.0 12.00  11.0  46.0  15.0  13.0  16.0    25  22.0 37.00
## CV residual -45.3 -29.4 18.07 -45.0 -30.6 -75.8 -79.7 -76.5   -90 -54.4 -2.79
##             19555 19557 19558 19560  19566 19575 19579 19580 19583 19587 19589
## Predicted    48.3  62.0  80.5 108.2 127.74  46.7  68.2  82.6   121   130   119
## cvpred       48.2  61.9  80.4 108.1 127.64  46.7  68.2  82.6   121   130   119
## pm2.5        50.0  83.0  93.0 124.0 136.00 144.0 134.0 146.0   237   250   235
## CV residual   1.8  21.1  12.6  15.9   8.36  97.3  65.8  63.4   116   120   116
##             19591 19595 19598 19600 19602 19605 19609 19614 19615 19616 19618
## Predicted   128.7  39.5 -20.7 -24.8 -1.25  46.2  42.6  74.6 104.4   102  61.7
## cvpred      128.6  39.4 -20.8 -24.9 -1.29  46.2  42.5  74.5 104.3   102  61.7
## pm2.5       139.0  87.0  27.0  32.0 34.00  56.0 117.0   5.0  40.0    78  96.0
## CV residual  10.4  47.6  47.8  56.9 35.29   9.8  74.5 -69.5 -64.3   -24  34.3
##             19621 19623 19626 19628 19633 19635 19640 19646 19649  19656 19659
## Predicted      33  39.1  44.2  52.3  91.3  95.9 105.7  5.52 -16.6 18.304 15.37
## cvpred         33  39.0  44.1  52.1  91.3  95.9 105.7  5.47 -16.8 17.871 14.81
## pm2.5          58  59.0  48.0  37.0  47.0  66.0  77.0 50.00  23.0 18.000  7.00
## CV residual    25  20.0   3.9 -15.1 -44.3 -29.9 -28.7 44.53  39.8  0.129 -7.81
##             19661 19662 19663 19670 19676 19677 19678 19685 19686 19690 19698
## Predicted    15.1  22.4  25.6 -45.7 -60.7 -61.5  65.7  48.0  50.6  55.7 34.12
## cvpred       14.5  21.8  24.9 -46.5 -61.7 -62.5  65.6  47.7  50.4  55.4 33.95
## pm2.5         7.0   5.0   7.0  13.0  20.0  30.0  32.0  11.0  10.0  17.0 26.00
## CV residual  -7.5 -16.8 -17.9  59.5  81.7  92.5 -33.6 -36.7 -40.4 -38.4 -7.95
##             19706 19707  19718 19720 19723 19733 19736 19737 19738 19740 19746
## Predicted    94.5  98.8 62.237  64.2  69.2  99.5 107.7 111.6   103  78.6  84.8
## cvpred       94.3  98.6 62.122  64.0  69.0  99.4 107.6 111.5   103  78.6  84.7
## pm2.5        57.0  55.0 63.000  49.0  38.0  45.0  35.0  38.0    49  60.0  58.0
## CV residual -37.3 -43.6  0.878 -15.0 -31.0 -54.4 -72.6 -73.5   -54 -18.6 -26.7
##             19748 19749 19750 19753 19754 19755 19756 19757 19759 19761 19762
## Predicted    95.8 105.1 102.7  68.6  62.5  57.3  50.0  58.7  88.5  43.6  47.6
## cvpred       95.8 105.1 102.6  68.5  62.3  57.0  49.7  58.3  88.3  43.4  47.4
## pm2.5        61.0  63.0  12.0  11.0  10.0   8.0   7.0   8.0  17.0  20.0  24.0
## CV residual -34.8 -42.1 -90.6 -57.5 -52.3 -49.0 -42.7 -50.3 -71.3 -23.4 -23.4
##             19763 19764 19765 19767 19768 19776 19777 19781  19783 19787 19788
## Predicted   31.33 24.61  21.4  4.17  1.82  9.37  52.3  53.3 19.964  9.12 -2.61
## cvpred      31.17 24.43  21.3  4.06  1.72  9.22  52.2  53.2 19.798  8.95 -2.81
## pm2.5       26.00 28.00  34.0 39.00 35.00 25.00  18.0   9.0 19.000 22.00 21.00
## CV residual -5.17  3.57  12.7 34.94 33.28 15.78 -34.2 -44.2 -0.798 13.05 23.81
##             19791 19794 19795 19796 19800 19802 19804 19806 19811 19816 19819
## Predicted   -28.4 -35.2 -17.9 -14.2  30.6 19.50  39.7  51.2  4.63 -21.6 -15.3
## cvpred      -28.7 -35.6 -18.3 -14.7  30.4 19.28  39.5  50.9  4.33 -22.0 -15.8
## pm2.5        18.0  10.0  11.0  11.0  11.0 22.00  11.0  11.0 13.00  13.0  13.0
## CV residual  46.7  45.6  29.3  25.7 -19.4  2.72 -28.5 -39.9  8.67  35.0  28.8
##             19820 19823 19824 19828 19830 19831 19832 19834 19836 19839 19843
## Predicted   -13.2 -3.72  8.22  88.4 103.2 113.3 106.7 48.83  26.9  9.94  73.9
## cvpred      -13.7 -4.28  7.66  88.3 103.1 113.2 106.7 48.78  26.9  9.92  73.9
## pm2.5        16.0 27.00 15.00  17.0  36.0  37.0  38.0 51.00  37.0 28.00  32.0
## CV residual  29.7 31.28  7.34 -71.3 -67.1 -76.2 -68.7  2.22  10.1 18.08 -41.9
##             19845 19850 19851 19854 19857 19859 19862 19864 19870 19876 19877
## Predicted    91.9 110.4 110.4 115.6  83.3  64.5  51.6  37.1  84.4  71.3  36.3
## cvpred       91.8 110.3 110.3 115.4  83.2  64.4  51.6  37.1  84.4  71.2  36.1
## pm2.5        28.0  14.0  27.0  53.0  53.0  53.0  80.0  81.0 171.0  93.0  92.0
## CV residual -63.8 -96.3 -83.3 -62.4 -30.2 -11.4  28.4  43.9  86.6  21.8  55.9
##             19881 19883 19884 19887 19890 19895 19901 19903 19906 19911 19912
## Predicted   -7.67 -21.5 -23.8 -44.5 -50.4  31.1  84.5  97.5  78.5  35.3  42.7
## cvpred      -7.91 -21.8 -24.1 -44.8 -50.7  31.0  84.5  97.4  78.6  35.4  42.8
## pm2.5       33.00  91.0  42.0  23.0  66.0  47.0 111.0 150.0 181.0 163.0 138.0
## CV residual 40.91 112.8  66.1  67.8 116.7  16.0  26.5  52.6 102.4 127.6  95.2
##             19913 19915  19921  19924 19932 19933 19936 19942 19945 19946 19949
## Predicted    30.5  41.9 81.773 102.61  77.6  74.9 63.78   141  96.1  88.1  73.2
## cvpred       30.6  41.9 81.745 102.72  77.7  75.0 63.77   142  96.1  88.1  73.1
## pm2.5       119.0 108.0 81.000 101.00  50.0  62.0 56.00    32  37.0  38.0   9.0
## CV residual  88.4  66.1 -0.745  -1.72 -27.7 -13.0 -7.77  -110 -59.1 -50.1 -64.1
##             19950 19952   19959 19966 19967   19970 19972 19973 19977 19978
## Predicted    82.7  56.4 -0.0651  61.0  65.0 52.0028 37.13  31.9  11.8  8.87
## cvpred       82.6  56.3 -0.2691  60.9  64.9 51.9279 37.01  31.7  11.7  8.70
## pm2.5         6.0   8.0 14.0000  32.0  40.0 52.0000 33.00  49.0  47.0 13.00
## CV residual -76.6 -48.3 14.2691 -28.9 -24.9  0.0721 -4.01  17.3  35.3  4.30
##              19981 19987 19990 19994 19995 19996 19997 20000 20003 20007 20015
## Predicted    0.612 20.30  61.3 103.2   114   114 128.4   116  60.6  3.01 28.59
## cvpred       0.432 20.32  61.3 103.2   114   114 128.4   116  60.7  3.03 28.49
## pm2.5       16.000 17.00  29.0  56.0    84    80  77.0    90  86.0 29.00 34.00
## CV residual 15.568 -3.32 -32.3 -47.2   -30   -34 -51.4   -26  25.3 25.97  5.51
##             20017 20021 20026 20029 20033 20035 20037 20040 20043 20047 20050
## Predicted    34.8 117.5  70.6  1.44   -19 -13.1  12.5  46.3 76.88 135.1  69.6
## cvpred       34.7 117.5  70.8  1.49   -19 -13.2  12.4  46.2 76.79 135.2  69.6
## pm2.5        50.0  63.0 112.0 51.00    36  22.0  34.0  69.0 84.00 114.0 112.0
## CV residual  15.3 -54.5  41.2 49.51    55  35.2  21.6  22.8  7.21 -21.2  42.4
##             20056 20058 20059 20060 20067 20072 20073 20080 20082  20085 20086
## Predicted    52.6  65.8  65.2  74.2 104.4 103.4  48.1  2.29  17.3 55.547  64.0
## cvpred       52.8  65.9  65.3  74.2 104.5 103.5  48.0  2.23  17.2 55.488  63.9
## pm2.5        28.0  16.0 115.0  93.0  20.0  17.0  15.0 23.00  47.0 56.000  56.0
## CV residual -24.8 -49.9  49.7  18.8 -84.5 -86.5 -33.0 20.77  29.8  0.512  -7.9
##             20089 20093 20097 20100 20101 20103 20104 20112 20116 20119 20123
## Predicted   74.80  99.9  87.3  75.5  69.3  51.2  44.7  90.5 106.7 113.7  91.2
## cvpred      74.72  99.8  87.2  75.6  69.4  51.3  44.8  90.6 106.8 113.7  91.2
## pm2.5       70.00  86.0 101.0 127.0 128.0 121.0 235.0 108.0 136.0 141.0 145.0
## CV residual -4.72 -13.8  13.8  51.4  58.6  69.7 190.2  17.4  29.2  27.3  53.8
##             20128 20130 20131 20132 20133 20136 20139 20140 20142 20145 20153
## Predicted    76.3   101   110 120.9 126.2 138.1   146   146 150.9   128 123.1
## cvpred       76.2   101   110 121.1 126.4 138.2   146   146 151.1   128 123.3
## pm2.5       202.0   222   219 221.0 225.0  51.0    70    59  69.0    97 154.0
## CV residual 125.8   121   109  99.9  98.6 -87.2   -76   -87 -82.1   -31  30.7
##             20158 20159 20160 20163 20166 20168 20173 20177 20181 20184 20185
## Predicted   130.4   133 123.1 136.0 137.0 140.9 136.3 137.5 151.9 150.6 151.9
## cvpred      130.5   133 123.3 136.2 137.2 141.1 136.4 137.5 152.1 150.7 152.1
## pm2.5       151.0   157 159.0 174.0 176.0 185.0 194.0  90.0 118.0 100.0 129.0
## CV residual  20.5    24  35.7  37.8  38.8  43.9  57.6 -47.5 -34.1 -50.7 -23.1
##             20186  20187   20189 20195 20196 20205 20207 20208 20209   20211
## Predicted   146.5 146.79 146.305 132.2 133.6 134.9 133.6 128.7 137.0 142.398
## cvpred      146.7 146.93 146.439 132.3 133.8 135.1 133.7 128.8 137.2 142.549
## pm2.5       142.0 148.00 147.000 168.0 155.0 200.0 161.0 147.0 150.0 143.000
## CV residual  -4.7   1.07   0.561  35.7  21.2  64.9  27.3  18.2  12.8   0.451
##             20212 20214 20216 20219 20220 20222 20224 20234 20237 20238 20240
## Predicted   142.2 132.0 126.7 122.6 112.1 105.7 100.0   128 130.3 129.8   128
## cvpred      142.3 132.1 126.8 122.8 112.3 105.9 100.2   128 130.4 129.9   129
## pm2.5       131.0 115.0 113.0 144.0 160.0 167.0 172.0   199 188.0 190.0   235
## CV residual -11.3 -17.1 -13.8  21.2  47.7  61.1  71.8    71  57.6  60.1   106
##             20242 20244 20246 20250 20259 20266 20267 20273 20275 20278 20280
## Predicted     131   124   116   108 135.0 143.4 147.6 135.5 132.5 125.1   119
## cvpred        131   124   117   108 135.2 143.6 147.8 135.6 132.6 125.1   119
## pm2.5         248   266   279   277 208.0 132.0  60.0  38.0  45.0  46.0    14
## CV residual   117   142   162   169  72.8 -11.6 -87.8 -97.6 -87.6 -79.1  -105
##             20282 20284 20285 20286 20289 20296 20301 20306 20312 20314 20315
## Predicted   109.8  85.2  89.9  89.6  40.6 -22.0  9.40 133.5 123.5  97.3  96.8
## cvpred      109.7  85.0  89.7  89.3  40.3 -22.4  8.85 133.5 123.5  97.4  96.9
## pm2.5        11.0   9.0  12.0  11.0  10.0  15.0  6.00  34.0  50.0  48.0  53.0
## CV residual -98.7 -76.0 -77.7 -78.3 -30.3  37.4 -2.85 -99.5 -73.5 -49.4 -43.9
##             20318 20320 20322 20330 20332 20336 20339 20346 20348 20353 20355
## Predicted   84.68  49.6 47.19 122.0 133.4 127.0  21.4 -36.9 -26.2  26.8  38.5
## cvpred      84.79  49.7 47.25 122.1 133.5 127.2  21.4 -37.2 -26.6  26.7  38.4
## pm2.5       83.00  76.0 53.00 152.0 148.0 114.0  99.0  27.0  27.0  41.0  72.0
## CV residual -1.79  26.3  5.75  29.9  14.5 -13.2  77.6  64.2  53.6  14.3  33.6
##             20357 20360 20362 20366 20369 20371 20373 20374 20376 20379 20380
## Predicted    27.5  77.1  40.1  30.8  32.4  44.3  71.2  71.1  84.4 102.2 123.2
## cvpred       27.3  77.1  40.0  30.8  32.4  44.3  71.1  71.0  84.3 102.1 123.3
## pm2.5       141.0 108.0  90.0  90.0 114.0  97.0 160.0 188.0 182.0 195.0 190.0
## CV residual 113.7  30.9  50.0  59.2  81.6  52.7  88.9 117.0  97.7  92.9  66.7
##             20385 20386 20395 20398 20399 20403 20406  20408 20409 20410 20414
## Predicted   105.7  81.8  62.7  90.6  90.3 138.5 153.4 151.67 146.0   136 114.8
## cvpred      105.8  81.8  62.8  90.6  90.3 138.5 153.5 151.82 146.2   136 114.9
## pm2.5       198.0 205.0 120.0 162.0 170.0 107.0 115.0 144.00 166.0   312 184.0
## CV residual  92.2 123.2  57.2  71.4  79.7 -31.5 -38.5  -7.82  19.8   176  69.1
##             20417 20419 20422 20423 20425 20434 20440 20447 20449 20452 20453
## Predicted   104.6 120.4   135   135   141 115.7 102.4  90.2 113.1   133   133
## cvpred      104.8 120.6   135   135   141 115.9 102.5  90.2 113.2   133   133
## pm2.5       155.0 189.0   247   256   267 173.0 199.0  78.0  74.0    78    91
## CV residual  50.2  68.4   112   121   126  57.1  96.5 -12.2 -39.2   -55   -42
##             20454 20458 20462 20464 20467 20470  20476 20480 20482 20485
## Predicted     143 101.1  32.6  27.2  47.8  96.2 141.65 105.0  53.5  6.15
## cvpred        143 101.3  32.8  27.4  48.0  96.4 141.82 105.2  53.6  6.29
## pm2.5         100 119.0  91.0 106.0  68.0  98.0 140.00  58.0  70.0 57.00
## CV residual   -43  17.7  58.2  78.6  20.0   1.6  -1.82 -47.2  16.4 50.71
##               20486 20487 20490 20491 20494 20498  20499  20501  20502 20504
## Predicted   -0.2215 -4.36  26.1  43.9  96.9 131.1 127.00 141.65 136.77 124.0
## cvpred      -0.0685 -4.22  26.3  44.1  97.1 131.3 127.16 141.82 136.93 124.2
## pm2.5       60.0000 46.00   9.0  18.0  49.0 106.0 123.00 132.00 128.00  84.0
## CV residual 60.0685 50.22 -17.3 -26.1 -48.1 -25.3  -4.16  -9.82  -8.93 -40.2
##             20505 20511 20512 20516 20517 20520 20523 20525 20527 20529  20531
## Predicted   109.3  48.0  46.9  55.1  62.8  69.6 104.1 118.7 123.1  53.0   9.38
## cvpred      109.6  48.3  47.2  55.3  63.0  69.8 104.2 118.9 123.3  53.1   9.40
## pm2.5        82.0 137.0 126.0  98.0 116.0  45.0 150.0  69.0  94.0 108.0 107.00
## CV residual -27.6  88.7  78.8  42.7  53.0 -24.8  45.8 -49.9 -29.3  54.9  97.60
##             20536  20538  20539 20548 20549 20550 20555 20559 20564 20568 20574
## Predicted    5.43   5.81   9.59 127.7 128.0 123.1  71.8  57.1  77.3 49.12   124
## cvpred       5.53   5.90   9.66 127.9 128.1 123.3  72.0  57.3  77.5 49.09   124
## pm2.5       47.00 286.00 205.00  70.0  80.0  79.0 118.0  96.0 136.0 58.00    98
## CV residual 41.47 280.10 195.34 -57.9 -48.1 -44.3  46.0  38.7  58.5  8.91   -26
##             20575 20576 20577 20578 20586 20591 20594 20598 20599 20600 20602
## Predicted     114 109.2  98.6 87.21  55.8  74.2  93.5 121.1 114.3 112.4  71.8
## cvpred        114 109.3  98.7 87.34  55.9  74.3  93.6 121.2 114.5 112.5  71.9
## pm2.5          76  78.0  84.0 84.00  96.0  98.0  65.0  76.0  99.0  91.0 120.0
## CV residual   -38 -31.3 -14.7 -3.34  40.1  23.7 -28.6 -45.2 -15.5 -21.5  48.1
##             20615 20617  20618 20620 20621 20622 20629 20630 20631 20632 20635
## Predicted   88.40 78.53 101.09 119.0 124.6   134  55.8  40.5  44.1  33.0  47.9
## cvpred      88.51 78.61 101.18 119.1 124.7   134  56.0  40.7  44.2  33.1  48.0
## pm2.5       84.00 71.00  95.00 105.0  99.0   105 146.0  99.0  75.0  65.0  79.0
## CV residual -4.51 -7.61  -6.18 -14.1 -25.7   -29  90.0  58.3  30.8  31.9  31.0
##             20638 20643 20644 20646 20647 20651 20652 20654 20659 20664 20665
## Predicted   91.42 127.0 127.0 132.1   132  84.4  79.3  73.1  77.5  91.6  96.5
## cvpred      91.47 127.2 127.2 132.3   132  84.7  79.5  73.3  77.8  91.8  96.6
## pm2.5       96.00 153.0 163.0 184.0   312 164.0 160.0 177.0 161.0 228.0 247.0
## CV residual  4.53  25.8  35.8  51.7   180  79.3  80.5 103.7  83.2 136.2 150.4
##             20666 20669 20671  20677 20683  20688 20690 20695 20696 20699 20701
## Predicted     101 125.6 105.6 119.49 131.3 134.02 135.3 144.7 145.3 139.2 100.3
## cvpred        101 125.8 105.7 119.71 131.5 134.24 135.5 144.9 145.5 139.4 100.5
## pm2.5         265 153.0 141.0 123.00 152.0 138.00 152.0 131.0 128.0 153.0  56.0
## CV residual   164  27.2  35.3   3.29  20.5   3.76  16.5 -13.9 -17.5  13.6 -44.5
##             20702 20705 20708 20720 20721 20723 20724 20725 20727 20728 20733
## Predicted    77.2  88.6  95.6 127.1 126.0 112.8  95.8  94.2  81.2  65.2 118.4
## cvpred       77.3  88.8  95.7 127.2 126.1 112.8  95.8  94.2  81.1  65.1 118.6
## pm2.5        51.0  29.0  80.0 186.0 185.0 212.0 191.0 194.0 103.0 100.0  84.0
## CV residual -26.3 -59.8 -15.7  58.8  58.9  99.2  95.2  99.8  21.9  34.9 -34.6
##             20734 20735 20736 20737 20745 20747 20754  20757 20763 20765 20767
## Predicted   124.1 124.9 128.9 123.4  63.1  6.41 -17.9 16.116    80  84.2 117.3
## cvpred      124.3 125.1 129.1 123.6  63.2  6.39 -18.0 15.968    80  84.2 117.4
## pm2.5       164.0  94.0  99.0  96.0  31.0 52.00  16.0 15.000    36  46.0  51.0
## CV residual  39.7 -31.1 -30.1 -27.6 -32.2 45.61  34.0 -0.968   -44 -38.2 -66.4
##             20773 20775 20778 20781 20784 20791 20792 20793 20796 20797 20800
## Predicted   -4.79 -1.17 -13.8  36.9  56.6  66.8  49.7  46.2  7.97 -10.0 -15.0
## cvpred      -4.85 -1.25 -13.9  36.7  56.7  66.8  49.6  46.2  7.84 -10.2 -15.1
## pm2.5       27.00 37.00  22.0  12.0  31.0  15.0  15.0  19.0 22.00  18.0  30.0
## CV residual 31.85 38.25  35.9 -24.7 -25.7 -51.8 -34.6 -27.2 14.16  28.2  45.1
##             20801 20803 20813 20819 20824 20825 20826 20835 20837 20838 20847
## Predicted   -22.0 -21.0 103.1 77.66  41.8  40.7 48.90   124 133.6 133.6  68.4
## cvpred      -22.3 -21.2 103.2 77.83  42.0  40.9 49.04   124 133.8 133.8  68.7
## pm2.5        28.0  25.0  58.0 87.00  67.0  85.0 54.00    28  45.0  52.0 134.0
## CV residual  50.3  46.2 -45.2  9.17  25.0  44.1  4.96   -96 -88.8 -81.8  65.3
##             20848 20853 20857 20858  20860 20866 20867 20869 20922 20923 20924
## Predicted    61.7  77.9 103.2   114 118.62 108.7 103.0  90.7 105.6 104.5 104.4
## cvpred       61.9  78.2 103.5   114 118.86 108.9 103.3  90.9 105.9 104.8 104.6
## pm2.5       127.0 138.0 146.0   137 123.00 156.0 159.0 164.0 136.0 123.0 116.0
## CV residual  65.1  59.8  42.5    23   4.14  47.1  55.7  73.1  30.1  18.2  11.4
##             20927 20928 20929 20930 20934 20952 20959 20960 20961 20962 20964
## Predicted   111.0 110.1 121.9 122.3 127.4  88.1  71.9  66.4  50.6  35.1 23.65
## cvpred      111.2 110.3 122.1 122.5 127.6  88.3  72.0  66.5  50.7  35.2 23.69
## pm2.5       155.0 168.0 170.0 145.0  90.0 129.0  17.0  13.0  13.0  12.0 15.00
## CV residual  43.8  57.7  47.9  22.5 -37.6  40.7 -55.0 -53.5 -37.7 -23.2 -8.69
##             20970 20971 20974 20983 20987 20991 20993 20996 21000  21002 21004
## Predicted   16.08 24.25  60.6  88.2  12.9 14.28 13.29  41.1  91.9 90.686 108.5
## cvpred      16.15 24.31  60.7  88.3  13.0 14.35 13.37  41.2  92.0 90.775 108.6
## pm2.5       19.00 23.00  35.0  52.0  33.0  6.00  6.00  17.0  56.0 91.000  70.0
## CV residual  2.85 -1.31 -25.7 -36.3  20.0 -8.35 -7.37 -24.2 -36.0  0.225 -38.6
##             21008 21009 21011 21013 21014 21017 21018 21029  21031 21033 21039
## Predicted    73.9  69.6  48.9  31.8  35.0  47.5 34.60 141.4 146.03 114.7  18.3
## cvpred       74.0  69.8  49.0  31.9  35.2  47.7 34.72 141.6 146.21 114.9  18.4
## pm2.5        15.0  22.0  39.0  49.0  72.0  63.0 27.00  95.0 144.00 156.0  46.0
## CV residual -59.0 -47.8 -10.0  17.1  36.8  15.3 -7.72 -46.6  -2.21  41.1  27.6
##               21042 21044 21050 21053 21056 21058 21059 21065 21068 21069 21070
## Predicted   -0.1633  7.67  88.1 118.2  95.9  92.4  76.6  67.2  74.8  84.0  88.0
## cvpred      -0.0683  7.70  88.1 118.4  96.1  92.6  76.8  67.4  75.0  84.1  88.1
## pm2.5       32.0000 31.00  53.0  77.0  84.0 104.0 105.0 144.0 140.0 138.0 152.0
## CV residual 32.0683 23.30 -35.1 -41.4 -12.1  11.4  28.2  76.6  65.0  53.9  63.9
##             21073  21074 21078 21088 21093 21095 21098  21099 21100 21101 21104
## Predicted   110.1 114.98 116.7  62.1  58.6  93.2 97.10 101.75 106.4 110.7 97.58
## cvpred      110.3 115.19 116.9  62.4  58.8  93.5 97.35 101.98 106.6 110.9 97.78
## pm2.5       124.0 120.00 137.0 144.0 125.0 150.0 89.00  97.00  94.0  96.0 94.00
## CV residual  13.7   4.81  20.1  81.6  66.2  56.5 -8.35  -4.98 -12.6 -14.9 -3.78
##             21106 21107 21110 21115 21116 21117 21119 21123 21124 21125 21126
## Predicted   85.85  70.4  57.3 113.6  98.4 110.9 114.8   118   122   132   138
## cvpred      86.02  70.5  57.4 113.8  98.5 111.1 114.9   118   122   132   138
## pm2.5       96.00  99.0  93.0  18.0  15.0  15.0  26.0    16    12    18    14
## CV residual  9.98  28.5  35.6 -95.8 -83.5 -96.1 -88.9  -102  -110  -114  -124
##             21127 21128 21129 21130 21131 21134 21135 21137 21138 21139 21144
## Predicted     107 105.8  91.7  71.1  59.6  43.1  39.0  30.1  34.8  30.8 114.5
## cvpred        107 105.9  91.9  71.2  59.7  43.3  39.1  30.2  35.0  30.9 114.6
## pm2.5          14   9.0   6.0   5.0   5.0   8.0  11.0  12.0  14.0  15.0  43.0
## CV residual   -93 -96.9 -85.9 -66.2 -54.7 -35.3 -28.1 -18.2 -21.0 -15.9 -71.6
##             21145  21152 21154 21155 21157 21158 21164 21166 21169 21180 21182
## Predicted   114.2  98.95 105.5  94.5  60.9 55.17 131.0 139.9 138.3 109.6  95.1
## cvpred      114.3  99.08 105.7  94.7  61.1 55.34 131.1 140.1 138.5 109.8  95.3
## pm2.5        68.0 103.00  88.0  80.0  68.0 53.00  46.0  48.0  50.0  55.0  55.0
## CV residual -46.3   3.92 -17.7 -14.7   6.9 -2.34 -85.1 -92.1 -88.5 -54.8 -40.3
##             21186   21187    21190  21192  21199 21200 21203 21205 21210 21216
## Predicted   104.3 108.351 137.6548 142.05 148.17   143 115.4  94.3  50.2  98.3
## cvpred      104.5 108.522 137.9033 142.29 148.41   143 115.6  94.5  50.3  98.4
## pm2.5        83.0 108.000 138.0000 151.00 155.00   189 168.0 143.0  63.0 146.0
## CV residual -21.5  -0.522   0.0967   8.71   6.59    46  52.4  48.5  12.7  47.6
##             21217 21218 21225 21227 21231 21237 21242  21245  21246  21247
## Predicted   101.8 102.1   136   136   135 140.8 148.2 144.05 148.17 148.17
## cvpred      101.9 102.1   136   136   135 141.1 148.4 144.25 148.41 148.41
## pm2.5       159.0 168.0   237   242   216  63.0 120.0 139.00 141.00 146.00
## CV residual  57.1  65.9   101   106    81 -78.1 -28.4  -5.25  -7.41  -2.41
##             21253 21257 21260 21265 21266 21276 21286 21288 21292 21293 21304
## Predicted    95.5  57.0  49.6 117.9 127.6  27.2  86.2 104.3  98.3  97.5  77.7
## cvpred       95.8  57.2  49.7 118.1 127.9  27.3  86.4 104.5  98.4  97.6  78.0
## pm2.5       141.0  75.0  74.0  69.0  70.0  13.0  57.0 166.0 148.0 141.0 204.0
## CV residual  45.2  17.8  24.3 -49.1 -57.9 -14.3 -29.4  61.5  49.6  43.4 126.0
##             21306 21308 21313 21329 21330 21332 21333 21334 21336 21338 21340
## Predicted    76.1  93.1 106.5  62.1  66.2 79.45  96.8 110.5  84.9 103.4 116.7
## cvpred       76.3  93.3 106.7  62.4  66.4 79.69  97.1 110.8  85.2 103.6 116.9
## pm2.5       168.0  49.0  48.0  91.0 101.0 87.00  80.0 108.0  29.0  23.0  99.0
## CV residual  91.7 -44.3 -58.7  28.6  34.6  7.31 -17.1  -2.8 -56.2 -80.6 -17.9
##             21342 21343 21345 21355 21358 21362 21364 21366 21369 21370 21374
## Predicted   123.0 123.3 117.4  53.4  71.5 102.3 119.6 136.4 125.4 120.0  79.6
## cvpred      123.3 123.5 117.6  53.7  71.7 102.4 119.7 136.7 125.7 120.3  79.9
## pm2.5        90.0  81.0 103.0  36.0  74.0  82.0  93.0 161.0 186.0 192.0 178.0
## CV residual -33.3 -42.5 -14.6 -17.7   2.3 -20.4 -26.7  24.3  60.3  71.7  98.1
##             21384 21385 21386 21387 21394 21397 21398  21400 21405 21406 21409
## Predicted     141 142.3   142   137  61.8  35.2  44.4 10.071  31.0  57.7  58.1
## cvpred        142 142.5   142   137  61.9  35.3  44.5 10.166  31.1  57.8  58.2
## pm2.5          34  47.0    33    24  13.0   6.0   7.0 10.000  18.0  18.0  26.0
## CV residual  -108 -95.5  -109  -113 -48.9 -29.3 -37.5 -0.166 -13.1 -39.8 -32.2
##             21410 21418 21422   21427 21433 21442 21447 21450 21458 21459 21460
## Predicted    61.3  77.2  4.05 -0.0867   111  57.5  37.3  41.7   111   115 115.2
## cvpred       61.4  77.3  4.19  0.0440   111  57.6  37.5  41.9   112   115 115.4
## pm2.5        27.0  38.0 15.00 12.0000    60  11.0   6.0   5.0    10    15  29.0
## CV residual -34.4 -39.3 10.81 11.9560   -51 -46.6 -31.5 -36.9  -102  -100 -86.4
##             21461  21464 21469 21473 21476 21479 21488 21489 21492 21495 21498
## Predicted   120.4 114.24 88.20  89.3  94.1 119.7   115   114  83.8  64.8  75.0
## cvpred      120.6 114.46 88.45  89.5  94.3 119.9   116   115  84.1  65.0  75.3
## pm2.5        58.0 112.00 80.00  65.0  48.0  36.0    10    14   6.0   8.0   5.0
## CV residual -62.6  -2.46 -8.45 -24.5 -46.3 -83.9  -106  -101 -78.1 -57.0 -70.3
##             21503 21504 21505 21507 21515 21517 21518 21521 21522 21529 21531
## Predicted     129   133   123   139  70.5  65.9  54.8  53.9  67.7 108.3   122
## cvpred        129   133   123   140  70.7  66.1  55.0  54.1  67.9 108.4   122
## pm2.5           7     7    11    21   6.0  12.0  16.0   6.0   9.0  16.0    31
## CV residual  -122  -126  -112  -119 -64.7 -54.1 -39.0 -48.1 -58.9 -92.4   -91
##             21532 21535 21539 21543  21544 21547 21552 21557 21563  21569 21570
## Predicted   121.8 112.6  59.6  24.5 15.312  78.3 102.4 128.1  77.6   4.03  8.31
## cvpred      121.9 112.7  59.9  24.7 15.561  78.6 102.6 128.4  77.8   4.25  8.52
## pm2.5        34.0  37.0  15.0  12.0 16.000  21.0  30.0  43.0  65.0 103.00 96.00
## CV residual -87.9 -75.7 -44.9 -12.7  0.439 -57.6 -72.6 -85.4 -12.8  98.75 87.48
##             21573 21575 21580 21581 21582 21583 21586 21587 21594 21595 21598
## Predicted    10.9 83.44  81.6  95.8 107.2 107.2  87.1  85.5  81.4  90.7   112
## cvpred       11.0 83.69  81.8  96.0 107.5 107.5  87.4  85.8  81.7  91.0   112
## pm2.5        96.0 79.00 118.0 116.0 126.0 133.0 145.0 151.0 216.0 232.0   257
## CV residual  85.0 -4.69  36.2  20.0  18.5  25.5  57.6  65.2 134.3 141.0   145
##             21599 21602 21605  21608 21609 21610 21619 21627 21628 21636 21639
## Predicted     111   116 114.4 126.89 116.4 111.5  98.7   136   136  90.1  89.6
## cvpred        112   116 114.6 127.16 116.7 111.8  99.0   136   137  90.4  89.9
## pm2.5         305   236 164.0 132.00 140.0 150.0 225.0   287   338  72.0 101.0
## CV residual   193   120  49.4   4.84  23.3  38.2 126.0   151   201 -18.4  11.1
##             21640 21643 21645 21648 21650 21653 21657 21658 21663 21674 21676
## Predicted    84.1  85.9  98.6 111.4 125.0 140.3 115.6 114.9  79.9 132.5   146
## cvpred       84.4  86.2  98.9 111.7 125.2 140.6 115.9 115.2  80.3 132.7   146
## pm2.5       113.0 306.0 175.0 202.0 209.0 191.0 193.0 183.0 153.0  65.0    83
## CV residual  28.6 219.8  76.1  90.3  83.8  50.4  77.1  67.8  72.7 -67.7   -63
##             21677 21678 21679 21680 21681   21696 21700 21703 21705 21706 21707
## Predicted   140.4 141.5 140.3   136 129.9 111.544 135.2 135.4 128.2 123.3 122.4
## cvpred      140.7 141.8 140.6   136 130.2 111.704 135.5 135.7 128.5 123.6 122.7
## pm2.5        84.0  88.0  86.0    87  85.0 111.000 164.0 187.0 159.0 140.0 136.0
## CV residual -56.7 -53.8 -54.6   -49 -45.2  -0.704  28.5  51.3  30.5  16.4  13.3
##             21711 21716 21717 21722 21724 21726 21727 21730 21735 21738 21740
## Predicted   114.0   124 123.9   139   134 132.4 131.3 122.7 139.3 138.3 132.2
## cvpred      114.3   124 124.2   140   134 132.7 131.6 122.9 139.6 138.6 132.5
## pm2.5       165.0   189 205.0   249   238 215.0 170.0 145.0 168.0 162.0 143.0
## CV residual  50.7    65  80.8   109   104  82.3  38.4  22.1  28.4  23.4  10.5
##               21741 21743 21744 21745 21749 21750 21759  21760 21763 21764
## Predicted   139.289 139.3 140.0 144.9 144.8   146 115.3 114.48 111.7 115.9
## cvpred      139.617 139.6 140.3 145.2 145.1   146 115.6 114.76 111.9 116.2
## pm2.5       140.000 144.0  69.0  75.0  73.0    75 101.0 118.00 131.0 128.0
## CV residual   0.383   4.4 -71.3 -70.2 -72.1   -71 -14.6   3.24  19.1  11.8
##             21769 21771  21775 21780 21782  21783 21784 21785 21788 21792 21795
## Predicted   117.1 115.7 135.41 117.4 121.2 118.51 118.1 107.5   121 127.9   133
## cvpred      117.3 115.9 135.71 117.7 121.5 118.86 118.5 107.8   121 128.2   133
## pm2.5        64.0 138.0 127.00 107.0 118.0 121.00 150.0 149.0   100  44.0    66
## CV residual -53.3  22.1  -8.71 -10.7  -3.5   2.14  31.5  41.2   -21 -84.2   -67
##              21801 21810 21811 21813 21819 21820 21824 21827 21828 21832 21833
## Predicted   120.26  98.9 103.2   107   124 123.3 140.8 139.6 139.1 130.3 134.2
## cvpred      120.56  99.2 103.4   107   124 123.5 141.1 139.8 139.3 130.6 134.5
## pm2.5       111.00  46.0  31.0    39    51  59.0  63.0  86.0  89.0 174.0 208.0
## CV residual  -9.56 -53.2 -72.4   -68   -73 -64.5 -78.1 -53.8 -50.3  43.4  73.5
##             21834 21836 21838 21839 21841 21843 21846 21849 21852 21855 21861
## Predicted     135 144.3 139.8 140.0   145 144.9 144.9 140.8 143.9 129.8   123
## cvpred        135 144.6 140.1 140.3   145 145.2 145.2 141.1 144.2 130.1   123
## pm2.5         194 202.0 174.0 175.0   129 109.0 105.0  72.0  63.0  59.0    81
## CV residual    59  57.4  33.9  34.7   -16 -36.2 -40.2 -69.1 -81.2 -71.1   -42
##             21862 21865 21866 21871 21873 21877 21879 21883 21887 21888 21890
## Predicted   134.9 140.0 139.8 140.0 127.9  75.3  56.3  82.0 103.0 110.7 113.8
## cvpred      135.2 140.3 140.1 140.3 128.2  75.6  56.6  82.3 103.3 110.9 114.1
## pm2.5        83.0 110.0  98.0 128.0 100.0  36.0  24.0  40.0  69.0  69.0  77.0
## CV residual -52.2 -30.3 -42.1 -12.3 -28.2 -39.6 -32.6 -42.3 -34.3 -41.9 -37.1
##             21891 21892  21897 21899 21900 21902 21907  21915 21922 21924 21925
## Predicted   123.6 134.2 130.46 118.5 107.3  90.2  81.5 100.25  58.8  62.2  43.1
## cvpred      123.8 134.5 130.78 118.8 107.7  90.6  81.9 100.52  59.0  62.4  43.4
## pm2.5        90.0 104.0 135.00 138.0 140.0 129.0 122.0 104.00  19.0   9.0  13.0
## CV residual -33.8 -30.5   4.22  19.2  32.3  38.4  40.1   3.48 -40.0 -53.4 -30.4
##             21926 21930 21932 21936 21942 21945 21952 21955 21957 21961 21963
## Predicted    34.0  42.0  50.3  62.6 134.9  90.7  51.1  55.3  73.4  84.8  93.4
## cvpred       34.2  42.3  50.6  62.9 135.2  91.0  51.5  55.6  73.6  85.1  93.6
## pm2.5        13.0  16.0  21.0  23.0  48.0  29.0  26.0  24.0  24.0 115.0  45.0
## CV residual -21.2 -26.3 -29.6 -39.9 -87.2 -62.0 -25.5 -31.6 -49.6  29.9 -48.6
##             21966 21967  21970 21972 21974 21976 21985 21986 21987 21988 21992
## Predicted   116.6 120.8 95.837 85.20 83.10  84.2 109.5 108.6 130.3 129.4 139.0
## cvpred      116.9 121.1 96.145 85.52 83.42  84.5 109.7 108.8 130.6 129.7 139.4
## pm2.5        87.0  91.0 97.000 81.00 88.00  95.0  77.0  75.0  78.0  86.0  77.0
## CV residual -29.9 -30.1  0.855 -4.52  4.58  10.5 -32.7 -33.8 -52.6 -43.7 -62.4
##             21994 21998 22004  22006 22009 22015 22017  22021 22022 22026 22033
## Predicted   133.9 114.1 114.2 118.38   139 139.3 134.9 123.64 128.8 133.2 138.1
## cvpred      134.2 114.5 114.5 118.65   139 139.6 135.2 123.99 129.1 133.5 138.4
## pm2.5       105.0  92.0 149.0 124.00    34  52.0  59.0 133.00 155.0 179.0 184.0
## CV residual -29.2 -22.5  34.5   5.35  -105 -87.6 -76.2   9.01  25.9  45.5  45.6
##             22038 22039 22042 22043  22050 22053 22056 22057 22062 22063 22065
## Predicted     144 143.4 132.0 126.4 104.64   107 101.5 123.9 133.4 133.2 128.0
## cvpred        144 143.8 132.4 126.8 104.96   107 101.7 124.2 133.8 133.5 128.4
## pm2.5         187 177.0 173.0 175.0 103.00   210 163.0 171.0 169.0 177.0 186.0
## CV residual    43  33.2  40.6  48.2  -1.96   103  61.3  46.8  35.2  43.5  57.6
##             22066 22071  22074  22075   22077  22078 22080 22084 22086 22089
## Predicted   132.4 102.4 115.80 119.58 122.371 127.01   126 128.5 138.5 137.5
## cvpred      132.8 102.7 116.14 119.91 122.696 127.33   126 128.7 138.9 137.9
## pm2.5       185.0 120.0 113.00 113.00 122.000 125.00   109  95.0  92.0 127.0
## CV residual  52.2  17.3  -3.14  -6.91  -0.696  -2.33   -17 -33.7 -46.9 -10.9
##             22095 22096 22097 22099 22101 22103 22104 22105 22106 22107 22108
## Predicted   119.9 119.1 123.1 126.3 129.8 133.4 138.3 137.8 137.3 136.8 138.5
## cvpred      120.3 119.4 123.4 126.6 130.1 133.8 138.6 138.1 137.6 137.1 138.9
## pm2.5       106.0  89.0  96.0  92.0  73.0  47.0  60.0  62.0  66.0  73.0  61.0
## CV residual -14.3 -30.4 -27.4 -34.6 -57.1 -86.8 -78.6 -76.1 -71.6 -64.1 -77.9
##             22115 22127 22128 22132 22136 22141 22142 22149 22150 22151 22155
## Predicted   117.3   138 140.0 139.8 139.8 117.4 111.0 136.8 126.4   139   135
## cvpred      117.6   138 140.3 140.1 140.1 117.8 111.4 137.2 126.8   139   135
## pm2.5        35.0    33  43.0  54.0  79.0  87.0  65.0  47.0  29.0    24    19
## CV residual -82.6  -105 -97.3 -86.1 -61.1 -30.8 -46.4 -90.2 -97.8  -115  -116
##             22159 22160 22161 22163 22165 22167 22172 22180 22181 22188 22189
## Predicted     138   132   123 108.2  93.6 103.5 105.0   130   135  88.7  90.2
## cvpred        139   132   124 108.6  93.9 103.8 105.3   131   135  89.0  90.5
## pm2.5          19    24    20  55.0  35.0  20.0  14.0    17    31   8.0   7.0
## CV residual  -120  -108  -104 -53.6 -58.9 -83.8 -91.3  -114  -104 -81.0 -83.5
##             22190 22196 22197 22201 22202 22204 22205 22206 22208 22210 22212
## Predicted    90.0  92.8 106.9 133.9 138.6 139.8 139.8 130.5 120.5  95.1  86.3
## cvpred       90.3  93.1 107.2 134.2 138.9 140.1 140.1 130.8 120.8  95.4  86.6
## pm2.5        11.0  36.0  38.0  46.0  47.0  57.0  54.0  48.0  25.0  21.0  17.0
## CV residual -79.3 -57.1 -69.2 -88.2 -91.9 -83.1 -86.1 -82.8 -95.8 -74.4 -69.6
##             22213 22217 22218 22219 22220 22222 22223 22226 22228 22229 22233
## Predicted    81.6  80.8  81.1  80.6  89.2 108.3 112.9 135.4 136.4 141.3   106
## cvpred       81.9  81.1  81.4  80.9  89.5 108.6 113.2 135.7 136.7 141.6   106
## pm2.5        16.0  19.0  15.0  19.0  33.0  31.0  39.0  60.0  59.0  48.0    32
## CV residual -65.9 -62.1 -66.4 -61.9 -56.5 -77.6 -74.2 -75.7 -77.7 -93.6   -74
##             22235 22236 22238 22240 22241 22248 22249 22250 22255  22256 22259
## Predicted    93.6  82.9  75.6  56.3  57.0  86.3 105.2   109   130 124.39  94.1
## cvpred       93.9  83.2  75.9  56.6  57.3  86.6 105.5   109   130 124.72  94.4
## pm2.5        31.0  29.0  29.0  25.0  26.0  58.0  60.0    84    99 130.00 112.0
## CV residual -62.9 -54.2 -46.9 -31.6 -31.3 -28.6 -45.5   -25   -31   5.28  17.6
##             22262 22268 22272 22279 22280 22282 22283 22284 22287 22294 22295
## Predicted    61.4  71.0  88.9 130.6 125.0 113.0 101.9 91.49 78.40  96.6   101
## cvpred       61.7  71.3  89.1 130.9 125.3 113.3 102.2 91.77 78.67  96.8   101
## pm2.5        76.0  46.0  53.0 110.0  94.0  95.0  92.0 85.00 76.00  64.0    72
## CV residual  14.3 -25.3 -36.1 -20.9 -31.3 -18.3 -10.2 -6.77 -2.67 -32.8   -29
##             22296 22301 22308  22310 22320 22321 22325 22331  22334 22336 22337
## Predicted   105.1 116.2 109.0 103.37 115.7 115.2 133.9 119.9 108.21 106.5  96.5
## cvpred      105.3 116.3 109.3 103.71 115.9 115.4 134.2 120.3 108.53 106.8  96.8
## pm2.5        80.0  79.0  90.0  99.00  80.0  82.0 120.0 136.0 116.00 120.0 126.0
## CV residual -25.3 -37.3 -19.3  -4.71 -35.9 -33.4 -14.2  15.7   7.47  13.2  29.2
##             22340  22341 22345 22352 22364 22368 22369 22372 22374 22376 22377
## Predicted   109.3 118.01   126 132.4   105   117   117   126 124.6   118   117
## cvpred      109.6 118.37   126 132.8   105   118   117   126 124.9   118   118
## pm2.5       133.0 124.00   160 202.0   192   219   240   227 174.0   192   233
## CV residual  23.4   5.63    34  69.2    87   101   123   101  49.1    74   115
##             22378 22380 22382 22386 22387 22388 22389 22395 22398 22399 22400
## Predicted     111   110   131 133.8 137.3   141   143   142   140   138   138
## cvpred        112   110   132 134.1 137.6   142   143   142   141   139   138
## pm2.5         256   283   318  46.0  95.0    23    29    13    12    12    24
## CV residual   144   173   186 -88.1 -42.6  -119  -114  -129  -129  -127  -114
##             22404 22407 22408 22412 22415 22419 22420 22421 22423 22429 22430
## Predicted    75.4  39.3  41.4 112.4 115.3   121   131   130   131  88.5  92.8
## cvpred       75.7  39.4  41.6 112.7 115.6   121   131   130   131  88.8  93.2
## pm2.5         9.0   9.0   9.0  15.0  27.0    17    12    20    12  30.0  25.0
## CV residual -66.7 -30.4 -32.6 -97.7 -88.6  -104  -119  -110  -119 -58.8 -68.2
##             22431 22433 22434 22436 22437 22439 22446 22450 22452 22453 22456
## Predicted   101.9  91.0 104.5 104.3 103.2   108   135 123.4 118.8 113.4  93.8
## cvpred      102.2  91.4 104.9 104.6 103.5   108   135 123.7 119.1 113.7  94.2
## pm2.5        41.0  69.0  90.0  56.0  51.0    28    55  70.0  76.0  71.0  63.0
## CV residual -61.2 -22.4 -14.9 -48.6 -52.5   -80   -80 -53.7 -43.1 -42.7 -31.2
##             22457 22462 22465 22466 22469 22479 22480 22490 22491 22492 22503
## Predicted    93.2 119.6 124.0 123.5 127.1 116.8 119.5 131.3 130.8 141.9   132
## cvpred       93.6 119.9 124.3 123.8 127.4 117.1 119.9 131.6 131.1 142.3   132
## pm2.5        75.0  81.0 109.0 103.0  60.0  70.0  60.0  70.0  77.0  75.0    40
## CV residual -18.6 -38.9 -15.3 -20.8 -67.4 -47.1 -59.9 -61.6 -54.1 -67.3   -92
##             22507 22509 22511 22515 22517 22521 22523 22525 22528 22529 22530
## Predicted   123.6 127.4 137.5 133.4 137.8   133 127.3 136.5 126.5 130.4 129.6
## cvpred      123.9 127.6 137.9 133.8 138.2   133 127.6 136.9 126.9 130.8 129.9
## pm2.5        48.0  48.0  51.0  53.0  54.0    80 101.0  91.0  89.0  86.0  90.0
## CV residual -75.9 -79.6 -86.9 -80.8 -84.2   -53 -26.6 -45.9 -37.9 -44.8 -39.9
##             22532 22533 22541 22543 22544  22547 22549  22551  22552 22598
## Predicted   136.0 131.9 141.4 135.3 134.2 131.64 123.3 106.19 104.59   102
## cvpred      136.4 132.3 141.8 135.7 134.6 131.97 123.6 106.52 104.91   102
## pm2.5        93.0 105.0  89.0  96.0  94.0 126.00 111.0 103.00 110.00    35
## CV residual -43.4 -27.3 -52.8 -39.7 -40.6  -5.97 -12.6  -3.52   5.09   -67
##             22602 22606 22607 22609 22610 22611 22621 22622 22624 22629 22631
## Predicted   137.0 139.2 139.0   143   144   146   145   141   141   141   140
## cvpred      137.4 139.5 139.4   143   144   146   145   142   141   141   140
## pm2.5        49.0  66.0  67.0    38    38    37    14    17    22    27    26
## CV residual -88.4 -73.5 -72.4  -105  -106  -109  -131  -125  -119  -114  -114
##             22633 22634 22635 22638 22642 22644 22648 22650 22651 22653 22658
## Predicted     138   137   136   146   145   145   135   129   129   127   140
## cvpred        138   137   136   146   145   145   135   130   129   127   141
## pm2.5           9    14     9    11    18     8    10     7     9     9    16
## CV residual  -129  -123  -127  -135  -127  -137  -125  -123  -120  -118  -125
##             22663 22665 22669 22670 22678 22690 22700 22701 22702 22703 22705
## Predicted     141   122  99.7  98.7   139 126.8 112.2 116.3 120.9 124.9   125
## cvpred        141   122 100.1  99.1   139 127.2 112.6 116.6 121.2 125.2   125
## pm2.5          15     9  14.0   9.0    33  93.0  51.0  49.0  33.0  31.0    28
## CV residual  -126  -113 -86.1 -90.1  -106 -34.2 -61.6 -67.6 -88.2 -94.2   -97
##             22707 22713 22714 22715 22716 22719 22722 22723 22727 22737 22739
## Predicted     134 111.4 103.5 101.4  90.8  92.5  99.4  99.1 115.8 136.8 112.1
## cvpred        134 111.7 103.8 101.7  91.1  92.8  99.8  99.4 116.1 137.2 112.5
## pm2.5          30  30.0  19.0  16.0  18.0   6.0  24.0  20.0  44.0  49.0  56.0
## CV residual  -104 -81.7 -84.8 -85.7 -73.1 -86.8 -75.8 -79.4 -72.1 -88.2 -56.5
##             22740 22741 22742 22754 22757 22762 22763 22764 22772 22776 22779
## Predicted    98.0 107.5 102.0 137.8 137.8 116.3 111.1  97.5 106.7 119.4 137.8
## cvpred       98.3 107.9 102.4 138.2 138.2 116.7 111.5  97.9 107.1 119.7 138.2
## pm2.5        53.0  28.0  22.0  67.0  83.0  81.0  78.0  73.0  44.0  45.0  59.0
## CV residual -45.3 -79.9 -80.4 -71.2 -55.2 -35.7 -33.5 -24.9 -63.1 -74.7 -79.2
##             22780 22782 22784 22791 22792 22793 22794 22798 22799 22804 22805
## Predicted     143 138.5 136.8 106.1 105.0 108.3 107.5 115.9 126.8 129.3 128.8
## cvpred        143 138.9 137.2 106.5 105.4 108.7 107.8 116.2 127.2 129.7 129.2
## pm2.5          67  75.0  79.0  63.0  58.0  57.0  55.0  85.0  79.0 106.0 119.0
## CV residual   -76 -63.9 -58.2 -43.5 -47.4 -51.7 -52.8 -31.2 -48.2 -23.7 -10.2
##             22807  22808 22813 22818 22824 22829 22830 22834 22843 22847 22852
## Predicted   137.0 137.04 114.8  98.6 132.4   140   141 117.0  86.1   109 138.5
## cvpred      137.4 137.42 115.2  98.9 132.8   140   141 117.4  86.5   109 138.9
## pm2.5       127.0 136.00  75.0  25.0  33.0    15    10  46.0  39.0    34  57.0
## CV residual -10.4  -1.42 -40.2 -73.9 -99.8  -125  -131 -71.4 -47.5   -75 -81.9
##             22856 22857 22861 22864 22865 22866 22870 22871 22875 22877 22879
## Predicted   142.9 132.4  93.8  87.5  86.6  86.1 99.59 103.9 133.4 139.3 138.6
## cvpred      143.3 132.8  94.2  87.8  87.0  86.5 99.85 104.1 133.7 139.6 138.9
## pm2.5        94.0 100.0  89.0  55.0  58.0  52.0 97.00  94.0  89.0 108.0 116.0
## CV residual -49.3 -32.8  -5.2 -32.8 -29.0 -34.5 -2.85 -10.1 -44.7 -31.6 -22.9
##              22882 22886 22888 22932 22933 22935 22942 22947 22950 22952 22954
## Predicted   128.28 109.0 114.1  86.7  67.6  64.4   132 141.3 142.3 141.0 135.4
## cvpred      128.62 109.3 114.5  87.0  67.8  64.6   132 141.6 142.5 141.3 135.7
## pm2.5       124.00 127.0  79.0  13.0  13.0  14.0    38  67.0  68.0  71.0  84.0
## CV residual  -4.62  17.7 -35.5 -74.0 -54.8 -50.6   -94 -74.6 -74.5 -70.3 -51.7
##             22960 22961 22962 22964 22966 22969 22973 22976 22980 22986 22990
## Predicted    92.0  95.8  98.8 102.5 110.6 118.7 148.2 146.7 104.9  70.9 108.5
## cvpred       92.1  95.9  98.9 102.6 110.7 118.8 148.4 146.9 105.2  71.2 108.8
## pm2.5        37.0  42.0  52.0  27.0  33.0  48.0  69.0  71.0  59.0  20.0  80.0
## CV residual -55.1 -53.9 -46.9 -75.6 -77.7 -70.8 -79.4 -75.9 -46.2 -51.2 -28.8
##             22992 22993 22998 22999 23003 23005 23011 23013 23017 23021 23022
## Predicted   121.8 130.9 141.5   146   114 107.8  88.5 101.9 104.2 120.0 119.5
## cvpred      122.1 131.1 141.8   146   114 108.1  88.7 102.1 104.4 120.1 119.6
## pm2.5        89.0  91.0  65.0    83   102  60.0  64.0  64.0  70.0  78.0  96.0
## CV residual -33.1 -40.1 -76.8   -63   -12 -48.1 -24.7 -38.1 -34.4 -42.1 -23.6
##              23023  23026 23027 23030 23033 23042 23043 23044 23127 23140 23141
## Predicted   118.97 133.42 127.8 120.1 107.2 122.7 121.6 121.1  54.8   141   136
## cvpred      119.12 133.74 128.1 120.4 107.5 122.9 121.8 121.3  55.0   141   136
## pm2.5       112.00 129.00 143.0 139.0 130.0 192.0 202.0 198.0   5.0    10     9
## CV residual  -7.12  -4.74  14.9  18.6  22.5  69.1  80.2  76.7 -50.0  -131  -127
##             23143 23144 23146 23148 23152 23153 23154 23155 23156 23162 23168
## Predicted     141   110  68.4  48.9  28.8 23.11  40.3  48.7  62.3 129.4   135
## cvpred        141   110  68.6  49.0  29.0 23.22  40.4  48.8  62.4 129.6   135
## pm2.5          15    21  13.0   9.0  17.0 22.00  24.0  22.0  23.0  47.0    84
## CV residual  -126   -89 -55.6 -40.0 -12.0 -1.22 -16.4 -26.8 -39.4 -82.6   -51
##             23169  23171 23174 23179 23183 23188  23193 23196 23197 23203 23206
## Predicted   124.3 103.47 87.07  86.9 114.9   143 132.02  91.5 59.40  67.7 123.3
## cvpred      124.5 103.72 87.35  87.2 115.1   143 132.29  91.7 59.63  67.9 123.5
## pm2.5        91.0 100.00 97.00  76.0  62.0    81 124.00 125.0 65.00  50.0  80.0
## CV residual -33.5  -3.72  9.65 -11.2 -53.1   -62  -8.29  33.3  5.37 -17.9 -43.5
##             23212 23213 23214  23216 23217 23219 23222 23223 23230  23235 23236
## Predicted   135.2 134.7   144 137.90 127.4   111  91.5  76.9 105.6 131.77 137.2
## cvpred      135.4 134.9   144 138.15 127.6   111  91.7  77.2 105.8 132.04 137.4
## pm2.5       102.0 108.0   117 143.00 149.0   154 126.0 128.0 121.0 140.00 151.0
## CV residual -33.4 -26.9   -27   4.85  21.4    43  34.3  50.8  15.2   7.96  13.6
##             23240 23241 23252 23265 23267 23272 23274 23277 23278 23283 23284
## Predicted   136.2 125.9 102.3 138.6 129.0 105.9 104.9 122.3 126.9 139.0 139.0
## cvpred      136.4 126.2 102.5 138.9 129.4 106.2 105.2 122.5 127.2 139.4 139.4
## pm2.5       185.0 180.0 172.0  80.0  56.0  44.0  59.0  43.0  49.0  68.0  72.0
## CV residual  48.6  53.8  69.5 -58.9 -73.4 -62.2 -46.2 -79.5 -78.2 -71.4 -67.4
##             23286 23290 23293 23294 23302 23304  23308 23310 23312 23313 23315
## Predicted   145.2 123.3  93.6  88.5 128.3 132.8 139.04   134   137   111  80.1
## cvpred      145.5 123.6  93.9  88.8 128.6 133.1 139.37   134   137   111  80.4
## pm2.5        83.0  83.0  80.0  78.0 118.0 145.0 143.00   149    64    61  41.0
## CV residual -62.5 -40.6 -13.9 -10.8 -10.6  11.9   3.63    15   -73   -50 -39.4
##             23317 23325 23328 23331 23333 23342 23344 23348 23349 23351 23353
## Predicted    58.9 122.4   123   134   139  96.7  85.3   107   123 132.4 137.1
## cvpred       59.3 122.8   123   134   140  97.1  85.6   107   123 132.8 137.4
## pm2.5        29.0 160.0   229   268   281 239.0 197.0   213   224 215.0 194.0
## CV residual -30.3  37.2   106   134   141 141.9 111.4   106   101  82.2  56.6
##             23354 23363 23365 23366 23374 23376 23377 23389 23390 23392 23394
## Predicted   131.4   117 100.9  90.3 128.3 122.0 128.3 105.2 104.3 128.8 138.3
## cvpred      131.8   118 101.3  90.6 128.6 122.4 128.6 105.5 104.6 129.1 138.6
## pm2.5       188.0   230 159.0 142.0 169.0 188.0 196.0 173.0 166.0 114.0 126.0
## CV residual  56.2   112  57.7  51.4  40.4  65.6  67.4  67.5  61.4 -15.1 -12.6
##             23396 23398 23400 23403 23404 23408 23410 23411 23412 23415 23416
## Predicted     138 139.3 133.9   144   144   131   126   125   122   121   125
## cvpred        138 139.6 134.2   144   144   131   126   125   122   121   125
## pm2.5         113 106.0 108.0   124   127     6     8     9     9    14    12
## CV residual   -25 -33.6 -26.2   -20   -17  -125  -118  -116  -113  -107  -113
##             23419 23422 23432 23436 23437 23438 23440 23442 23446 23447 23450
## Predicted     127   125 100.2  84.0  77.7  57.6  49.3  49.5  95.9  75.1 101.7
## cvpred        127   126 100.3  84.2  77.9  57.8  49.4  49.6  95.9  75.0 101.6
## pm2.5          15    16   8.0   9.0  10.0  12.0  10.0  12.0   9.0  11.0  12.0
## CV residual  -112  -110 -92.3 -75.2 -67.9 -45.8 -39.4 -37.6 -86.9 -64.0 -89.6
##             23451 23452 23453 23454 23458 23459 23462 23464 23466 23471 23473
## Predicted     133   138   133   137  78.3  53.2  49.1  39.4  65.7   126 131.4
## cvpred        133   138   133   138  78.4  53.3  49.3  39.5  65.8   126 131.6
## pm2.5          14     8     9    12  15.0   6.0   9.0  13.0  10.0    26  34.0
## CV residual  -119  -130  -124  -126 -63.4 -47.3 -40.3 -26.5 -55.8  -100 -97.6
##             23479 23480 23481 23482 23487 23488 23494 23495 23503 23508 23509
## Predicted     146   141   120 105.7 59.66  53.7 114.0 114.2 150.9 108.6 107.6
## cvpred        146   141   120 105.9 59.87  53.9 114.1 114.3 151.1 108.8 107.9
## pm2.5          21    21    19  24.0 50.00  35.0  41.0  42.0  74.0  84.0  90.0
## CV residual  -125  -120  -101 -81.9 -9.87 -18.9 -73.1 -72.3 -77.1 -24.8 -17.9
##             23511  23512 23513 23515  23519  23525 23527  23528  23530 23537
## Predicted   107.5 106.63 110.9 114.7 143.04 146.68 145.9 140.32 121.01 117.6
## cvpred      107.7 106.87 111.1 114.9 143.28 146.93 146.2 140.57 121.29 117.8
## pm2.5        97.0  98.00  86.0 126.0 152.00 139.00 135.0 134.00 129.00  29.0
## CV residual -10.7  -8.87 -25.1  11.1   8.72  -7.93 -11.2  -6.57   7.71 -88.8
##             23539 23540 23546 23548 23552 23556 23559 23569 23571 23573 23576
## Predicted   121.5   133 136.9   142   133 107.1  95.6 142.0 143.0   143 142.0
## cvpred      121.7   133 137.2   142   133 107.4  95.9 142.3 143.3   143 142.3
## pm2.5        27.0    23  53.0    40    40  36.0  48.0  84.0  87.0   113 125.0
## CV residual -94.7  -110 -84.2  -102   -93 -71.4 -47.9 -58.3 -56.3   -30 -17.3
##             23577  23578 23579 23580 23582 23592 23595  23596 23598 23599 23600
## Predicted   141.5 136.40 131.0 119.8 105.4 141.5 146.2 146.67 145.9 146.7 146.4
## cvpred      141.8 136.69 131.3 120.1 105.7 141.8 146.5 146.94 146.2 146.9 146.7
## pm2.5       130.0 145.00 153.0 138.0 134.0 126.0 129.0 145.00 145.0 160.0 159.0
## CV residual -11.8   8.31  21.7  17.9  28.3 -15.8 -17.5  -1.94  -1.2  13.1  12.3
##             23610 23611 23613 23614 23619 23631 23633 23634 23636 23639 23643
## Predicted   104.0 108.7 127.5   136 136.2 112.2   110   114 117.2   142 142.9
## cvpred      104.3 108.9 127.7   136 136.4 112.4   110   114 117.4   142 143.2
## pm2.5        99.0  91.0  80.0    86 123.0  79.0    83    78  92.0    34  68.0
## CV residual  -5.3 -17.9 -47.7   -50 -13.4 -33.4   -27   -36 -25.4  -108 -75.2
##             23644 23648 23654 23656 23659 23660 23662 23663 23665 23666 23668
## Predicted   143.2 104.7  40.9  57.7  69.1  78.5   127 112.0   112   124   139
## cvpred      143.4 104.8  40.8  57.8  69.2  78.6   127 112.1   112   124   139
## pm2.5        70.0   7.0   9.0   7.0  16.0  13.0    21  16.0    10     6    10
## CV residual -73.4 -97.8 -31.8 -50.8 -53.2 -65.6  -106 -96.1  -102  -118  -129
##             23672 23675 23677 23678 23679 23680 23681 23690 23692 23693 23695
## Predicted     137  74.0  54.1  58.3  56.9  80.7  75.9   141   145   145   143
## cvpred        137  74.2  54.3  58.4  57.1  80.9  76.1   141   145   145   143
## pm2.5          30  15.0  10.0  13.0  13.0  15.0  15.0    13    14    26    20
## CV residual  -107 -59.2 -44.3 -45.4 -44.1 -65.9 -61.1  -128  -131  -119  -123
##             23701 23704 23705 23707 23708 23712 23714 23716 23718 23719 23720
## Predicted    58.1  36.0  40.3  82.6 126.2   142 150.7 146.9   146   145   133
## cvpred       58.3  36.1  40.5  82.7 126.4   142 150.8 147.1   146   145   133
## pm2.5        12.0   7.0  10.0   7.0  27.0    30  53.0  56.0    20    24    20
## CV residual -46.3 -29.1 -30.5 -75.7 -99.4  -112 -97.8 -91.1  -126  -121  -113
##             23723 23725 23728 23729 23732 23735 23741 23743 23750 23751 23754
## Predicted    84.5  66.9  48.4  53.1  70.7 136.3 146.8   151  74.9 56.15  65.1
## cvpred       84.6  67.1  48.5  53.3  70.8 136.4 146.9   151  75.1 56.33  65.2
## pm2.5        29.0  26.0  32.0  26.0  28.0  45.0  77.0    41  62.0 66.00  37.0
## CV residual -55.6 -41.1 -16.5 -27.3 -42.8 -91.4 -69.9  -110 -13.1  9.67 -28.2
##             23756 23757 23758 23759 23761 23763 23764 23767 23774 23776 23777
## Predicted    67.8 107.0 130.6 140.9 146.8 146.3 146.2 143.6  44.0  52.3  52.7
## cvpred       67.9 107.1 130.8 141.1 146.9 146.4 146.3 143.7  44.1  52.4  52.9
## pm2.5        46.0  45.0  47.0  42.0  64.0  61.0  60.0  55.0  15.0  15.0  16.0
## CV residual -21.9 -62.1 -83.8 -99.1 -82.9 -85.4 -86.3 -88.7 -29.1 -37.4 -36.9
##             23782 23789 23791 23793 23801 23807 23809 23810 23813 23815 23816
## Predicted    80.7 135.4 139.6 101.0 19.33  70.0 127.0   137   142   147   141
## cvpred       80.9 135.6 139.7 101.1 19.45  70.1 127.2   137   142   147   142
## pm2.5        61.0  38.0  45.0  27.0 11.00  34.0  29.0    32    36    19    31
## CV residual -19.9 -97.6 -94.7 -74.1 -8.45 -36.1 -98.2  -105  -106  -128  -111
##             23819 23822 23827 23828 23829 23830 23831 23833 23838 23840 23841
## Predicted    80.3  34.0  63.2 96.41   125   135 139.4 140.1 145.3 140.7 129.3
## cvpred       80.5  34.1  63.4 96.58   125   135 139.6 140.4 145.5 140.8 129.5
## pm2.5        26.0  17.0  77.0 89.00    93   124 125.0 159.0  69.0  57.0  65.0
## CV residual -54.5 -17.1  13.6 -7.58   -32   -11 -14.6  18.6 -76.5 -83.8 -64.5
##             23846  23851 23852 23858 23859 23860 23862 23863 23865 23867 23873
## Predicted    96.6 96.626 120.6 134.3 134.0 139.4 134.0 139.4 133.5 126.4  75.4
## cvpred       96.9 96.847 120.8 134.5 134.2 139.6 134.2 139.6 133.8 126.7  75.6
## pm2.5       137.0 96.000 101.0 174.0 166.0 168.0 174.0 183.0 205.0 226.0 101.0
## CV residual  40.1 -0.847 -19.8  39.5  31.8  28.4  39.8  43.4  71.2  99.3  25.4
##             23874 23881 23885  23886 23887 23889 23890 23891 23894 23897 23898
## Predicted   97.95 129.1 143.0 143.04 143.0   133 122.3 116.6  93.0  92.8  96.7
## cvpred      98.15 129.4 143.3 143.28 143.3   133 122.5 116.9  93.2  93.1  97.0
## pm2.5       92.00  50.0  53.0 136.00 164.0   157 154.0 180.0 116.0  78.0  70.0
## CV residual -6.15 -79.4 -90.3  -7.28  20.7    24  31.5  63.1  22.8 -15.1 -27.0
##             23901  23906 23907 23910 23911 23914 23918  23924 23929 23931 23932
## Predicted   128.4 143.54 139.4 144.3 144.5 116.0 83.19 122.26 128.5 139.0 140.3
## cvpred      128.6 143.76 139.6 144.5 144.7 116.3 83.45 122.52 128.7 139.2 140.5
## pm2.5        89.0 137.00 129.0 143.0 125.0  88.0 93.00 119.00  58.0  71.0  52.0
## CV residual -39.6  -6.76 -10.6  -1.5 -19.7 -28.3  9.55  -3.52 -70.7 -68.2 -88.5
##             23933 23937 23939 23941 23945 23946 23951 23954 23962 23965 23966
## Predicted   134.9 128.6 108.4 112.4   107 101.9 112.5   121 116.9 109.5 131.2
## cvpred      135.1 128.9 108.6 112.6   107 102.1 112.7   121 117.1 109.7 131.4
## pm2.5        40.0  40.0  56.0  79.0    93  81.0  49.0    55  89.0  88.0 109.0
## CV residual -95.1 -88.9 -52.6 -33.6   -14 -21.1 -63.7   -66 -28.1 -21.7 -22.4
##             23967 23972 23977 23983 23989 23997 23998 24004 24005 24017 24020
## Predicted   130.3   139   140   150  99.2 120.1 129.9 145.9 146.8   126 101.8
## cvpred      130.6   139   140   150  99.4 120.3 130.1 146.1 146.9   126 101.9
## pm2.5        99.0    23    18    19  27.0  41.0  59.0  72.0  57.0     8  16.0
## CV residual -31.6  -116  -122  -131 -72.4 -79.3 -71.1 -74.1 -89.9  -118 -85.9
##             24027 24029 24031 24037 24041 24044 24045 24048 24049 24052 24058
## Predicted    71.0  62.2  53.4 -26.5 -52.5 -19.9 -26.2 -16.6 -8.44    74  67.1
## cvpred       70.9  62.0  53.2 -26.9 -53.1 -20.4 -26.8 -17.2 -9.06    74  67.2
## pm2.5         3.0   5.0   2.0   4.0   1.0   3.0   5.0   3.0  2.00     7  14.0
## CV residual -67.9 -57.0 -51.2  30.9  54.1  23.4  31.8  20.2 11.06   -67 -53.2
##             24062 24063 24075 24079 24080 24081 24083 24084 24088 24093 24104
## Predicted    30.1    19   130   144   132   115  61.2  50.8  32.3  92.6   148
## cvpred       30.2    19   130   144   132   115  61.3  50.9  32.4  92.7   148
## pm2.5         7.0     6     2    17    29    12  11.0   8.0   4.0  32.0    28
## CV residual -23.2   -13  -128  -127  -103  -103 -50.3 -42.9 -28.4 -60.7  -120
##             24105 24107 24108 24111 24112 24119 24121 24126 24131 24133 24134
## Predicted     130  84.3  79.4  54.2  49.1 141.6 147.5 148.2 121.1 100.1  95.2
## cvpred        130  84.4  79.5  54.4  49.3 141.8 147.7 148.3 121.3 100.3  95.4
## pm2.5          25  26.0  23.0  37.0  37.0 104.0  97.0  79.0 142.0 145.0 145.0
## CV residual  -105 -58.4 -56.5 -17.4 -12.3 -37.8 -50.7 -69.3  20.7  44.7  49.6
##             24138 24142 24144 24145 24149 24153 24156 24159 24162 24163 24167
## Predicted    96.9   145   135   145   146   128  40.2  20.6  51.6   108   114
## cvpred       97.1   145   135   145   146   128  40.2  20.5  51.7   108   114
## pm2.5       165.0   248   289   269   252    13   9.0   9.0  10.0    15    10
## CV residual  67.9   103   154   124   106  -115 -31.2 -11.5 -41.7   -93  -104
##             24169 24172 24174 24175 24177 24180 24185 24186 24187 24199 24204
## Predicted     115   126   145   150   113  53.5  41.2  50.7  56.1   145  60.0
## cvpred        115   126   145   150   113  53.6  41.3  50.8  56.2   145  60.1
## pm2.5           9     8    11    11    13  10.0  13.0  19.0  19.0    17  23.0
## CV residual  -106  -118  -134  -139  -100 -43.6 -28.3 -31.8 -37.2  -128 -37.1
##             24205 24208 24210 24213  24214 24215 24216 24218 24219 24225 24228
## Predicted    59.8  58.3  71.2 113.7 132.13 142.2 136.5 146.9 147.3 129.4  60.4
## cvpred       59.9  58.4  71.3 113.8 132.29 142.3 136.7 147.1 147.4 129.6  60.5
## pm2.5        18.0  16.0  43.0  90.0 126.00 151.0 161.0 196.0 193.0  68.0  28.0
## CV residual -41.9 -42.4 -28.3 -23.8  -6.29   8.7  24.3  48.9  45.6 -61.6 -32.5
##             24231 24232 24237 24238  24240 24244 24247 24248 24251  24253 24254
## Predicted   36.46 31.95  94.1 133.5 142.40 148.4 148.4 146.8   122 105.47  99.8
## cvpred      36.56 32.04  94.3 133.6 142.55 148.5 148.5 146.9   122 105.67 100.1
## pm2.5       29.00 28.00 110.0 114.0 138.00 130.0  95.0  89.0    85 110.00 137.0
## CV residual -7.56 -4.04  15.7 -19.6  -4.55 -18.5 -53.5 -57.9   -37   4.33  36.9
##             24256  24258 24264 24268 24271 24273 24277 24282 24283 24284 24290
## Predicted    90.1 100.84 141.6 152.7 152.2 151.0   109   102   112   131   134
## cvpred       90.3 101.03 141.8 152.8 152.3 151.2   109   102   112   132   134
## pm2.5       147.0 104.00 189.0 220.0 235.0 206.0   220   235   276   308   436
## CV residual  56.7   2.97  47.2  67.2  82.7  54.8   111   133   164   176   302
##             24291 24292 24293 24300 24301 24304 24307 24308 24313 24314 24315
## Predicted     135   139   132  69.0  57.2  35.4  28.4  34.1  40.2  43.9  52.1
## cvpred        135   139   132  69.1  57.2  35.4  28.1  33.8  39.8  43.6  51.7
## pm2.5         407   390   331  14.0   9.0   9.0   6.0  10.0   2.0   9.0   7.0
## CV residual   272   251   199 -55.1 -48.2 -26.4 -22.1 -23.8 -37.8 -34.6 -44.7
##             24317 24318 24319 24324 24330 24334 24338 24342 24344 24351 24352
## Predicted    94.9   128   133  56.9  22.9  76.7 141.5 152.8 151.5    46  49.3
## cvpred       94.9   128   133  56.9  22.8  76.7 141.6 152.8 151.6    46  49.3
## pm2.5         7.0    12    12  14.0  10.0  43.0 111.0  98.0  73.0   130 131.0
## CV residual -87.9  -116  -121 -42.9 -12.8 -33.7 -30.6 -54.8 -78.6    84  81.7
##             24354 24355  24356 24358 24359 24362 24363 24366 24368 24371  24373
## Predicted    63.1 105.3 124.11   125 130.0 130.5 130.3 129.5 129.0 128.3 127.81
## cvpred       63.1 105.3 124.23   125 130.1 130.6 130.3 129.6 129.1 128.4 127.87
## pm2.5       121.0 118.0 131.00   168 176.0 146.0 143.0 182.0 145.0 146.0 137.00
## CV residual  57.9  12.7   6.77    43  45.9  15.4  12.7  52.4  15.9  17.6   9.13
##             24377 24379 24386 24390 24397 24399 24401 24404 24412 24416 24417
## Predicted   126.8 126.3 124.6   124   122   121   121   120 107.3 106.3   106
## cvpred      126.9 126.4 124.7   124   122   121   121   120 107.3 106.3   106
## pm2.5       149.0 172.0 220.0     7    11     6    11    13  35.0  21.0     9
## CV residual  22.1  45.6  95.3  -117  -111  -115  -110  -107 -72.3 -85.3   -97
##             24419 24423  24430  24431 24436  24438 24442  24446 24447  24449
## Predicted   105.6 104.6 102.88 102.64 101.4 100.93 100.0 98.974 98.73  98.24
## cvpred      105.5 104.6 102.84 102.59 101.4 100.87  99.9 98.894 98.65  98.15
## pm2.5        18.0  34.0  93.00 105.00 133.0  99.00  77.0 98.000 97.00 103.00
## CV residual -87.5 -70.6  -9.84   2.41  31.6  -1.87 -22.9 -0.894 -1.65   4.85
##              24450 24453 24454 24455 24458 24461 24465 24470 24471 24474 24483
## Predicted    98.00  97.3  97.0  96.8 143.1 142.3 144.9  67.2  55.4  32.1   131
## cvpred       97.91  97.2  96.9  96.7 143.3 142.4 145.1  67.2  55.3  31.9   131
## pm2.5       101.00 113.0 113.0 111.0  95.0  88.0  77.0  25.0  12.0   7.0     6
## CV residual   3.09  15.8  16.1  14.3 -48.3 -54.4 -68.1 -42.2 -43.3 -24.9  -125
##             24484 24492 24496 24500 24502 24507 24508 24509 24510 24512 24515
## Predicted     150  33.2  3.75 49.90  67.0   154 154.4 154.3 154.8 148.2  88.4
## cvpred        150  33.1  3.56 49.83  66.9   154 154.4 154.3 154.8 148.2  88.5
## pm2.5           4  16.0 14.00 45.00  55.0    90  82.0  90.0  90.0  56.0  47.0
## CV residual  -146 -17.1 10.44 -4.83 -11.9   -64 -72.4 -64.3 -64.8 -92.2 -41.5
##             24516 24518 24524 24527 24532 24535 24542 24543 24544 24547 24548
## Predicted    63.9 25.34  91.6 145.2 152.3   157  85.8  80.9  71.5 134.5   139
## cvpred       63.9 25.31  91.6 145.2 152.3   157  85.9  81.0  71.6 134.6   139
## pm2.5        46.0 27.00  48.0 110.0  87.0    47 185.0 187.0 209.0 230.0   271
## CV residual -17.9  1.69 -43.6 -35.2 -65.3  -110  99.1 106.0 137.4  95.4   132
##             24556 24563 24565 24571 24577 24586 24590 24592 24593 24595 24599
## Predicted   156.2   109  75.0   124 139.5 121.0 132.6 144.2   148   148   150
## cvpred      156.2   109  75.1   124 139.6 121.1 132.6 144.3   148   149   150
## pm2.5       245.0   215 220.0   273  40.0  53.0  56.0  49.0    44    37    39
## CV residual  88.8   106 144.9   149 -99.6 -68.1 -76.6 -95.3  -104  -112  -111
##             24604 24605 24608 24610 24611 24612 24616 24617 24620 24629 24631
## Predicted     156 116.5   118 106.3    90  68.4  36.8  39.8 127.9 152.7 153.8
## cvpred        156 116.5   118 106.4    90  68.4  36.7  39.6 127.9 152.7 153.8
## pm2.5          33  33.0    12  14.0    10   8.0  15.0  10.0  32.0  87.0  54.0
## CV residual  -123 -83.5  -106 -92.4   -80 -60.4 -21.7 -29.6 -95.9 -65.7 -99.8
##             24632 24634 24637 24643 24647 24649  24651 24652 24654 24656 24657
## Predicted     158 131.5  67.5   125 150.0 151.3 151.78 152.1 156.4 157.7 150.3
## cvpred        158 131.6  67.6   125 150.1 151.3 151.82 152.2 156.5 157.7 150.4
## pm2.5          33  46.0  56.0    57 167.0 177.0 154.00 149.0 129.0 123.0 119.0
## CV residual  -125 -85.6 -11.6   -68  16.9  25.7   2.18  -3.2 -27.5 -34.7 -31.4
##             24658 24667 24672 24674 24680 24683 24686 24687 24689 24691 24692
## Predicted   129.3  70.3 144.6 150.5   152 104.8  92.8  91.6  95.2   142   147
## cvpred      129.4  70.4 144.7 150.6   152 104.9  93.0  91.7  95.4   142   147
## pm2.5        88.0 116.0 174.0 178.0    50  67.0 230.0 275.0 220.0   331   338
## CV residual -41.4  45.6  29.3  27.4  -102 -37.9 137.0 183.3 124.6   189   191
##             24698 24703 24706 24707 24710 24716 24717 24721 24722 24723 24725
## Predicted     146 151.9   151   146   142   146   140   138   138   142   148
## cvpred        146 152.1   151   146   142   146   140   138   138   143   149
## pm2.5         249 248.0   271   283   288   329   313   304   297   281   275
## CV residual   103  95.9   120   137   146   183   173   166   159   138   126
##             24728 24729 24730 24731 24737 24738 24744 24753 24754 24755 24757
## Predicted   148.4 153.4 152.0   122 28.29  32.8  52.9  96.4  76.3  70.0  57.4
## cvpred      148.5 153.5 152.2   122 28.24  32.7  52.6  96.3  76.2  69.9  57.3
## pm2.5       241.0 239.0 250.0   248 27.00  20.0  11.0  20.0  18.0   9.0  11.0
## CV residual  92.5  85.5  97.8   126 -1.24 -12.7 -41.6 -76.3 -58.2 -60.9 -46.3
##             24759 24760 24762 24771 24783 24786 24787 24790 24791 24793 24794
## Predicted    64.7  63.5  90.1 131.5 105.3   111  85.2  89.6  68.6  42.9  51.8
## cvpred       64.6  63.5  90.1 131.5 105.4   111  85.1  89.5  68.5  42.7  51.5
## pm2.5        23.0  27.0  38.0  41.0  66.0    10  11.0   9.0   8.0   8.0  11.0
## CV residual -41.6 -36.5 -52.1 -90.5 -39.4  -101 -74.1 -80.5 -60.5 -34.7 -40.5
##             24802 24803 24808 24811 24813 24814 24815 24818 24819 24822 24823
## Predicted    89.1  55.1 45.52  73.7  66.9 113.4  46.8  50.9 100.2   138   129
## cvpred       89.1  55.0 45.36  73.5  66.8 113.3  46.6  50.7 100.1   138   129
## pm2.5        27.0  24.0 48.00  62.0  88.0  57.0  10.0   5.0   6.0    11    16
## CV residual -62.1 -31.0  2.64 -11.5  21.2 -56.3 -36.6 -45.7 -94.1  -127  -113
##             24829 24840 24841 24842 24844 24846 24847 24848 24850 24854 24856
## Predicted    40.7 146.8 150.1 151.5 151.1 156.5   156   151 118.7  60.8 55.38
## cvpred       40.6 146.7 150.1 151.5 151.1 156.5   156   151 118.7  60.7 55.35
## pm2.5        10.0  91.0 124.0 135.0 102.0  70.0    49    26  57.0  93.0 64.00
## CV residual -30.6 -55.7 -26.1 -16.5 -49.1 -86.5  -107  -125 -61.7  32.3  8.65
##             24857 24859 24864 24866  24871  24873  24876 24878 24882 24885
## Predicted      55 119.1 133.8 153.7 148.16 146.06 126.11 115.5 135.0   146
## cvpred         55 119.1 133.8 153.7 148.15 146.06 126.18 115.6 135.1   146
## pm2.5          77  90.0 172.0 141.0 139.00 148.00 134.00 170.0 176.0   196
## CV residual    22 -29.1  38.2 -12.7  -9.15   1.94   7.82  54.4  40.9    50
##             24887 24895 24896 24897 24899 24901 24903  24906 24907 24908 24909
## Predicted   151.3 150.6 150.5 149.8 137.6   136   149 150.85   141   145   137
## cvpred      151.3 150.7 150.6 149.9 137.6   136   149 150.93   141   145   137
## pm2.5       208.0 196.0 194.0 194.0 199.0   208   190 154.00    14    12     9
## CV residual  56.7  45.3  43.4  44.1  61.4    72    41   3.07  -127  -133  -128
##             24911 24916 24920 24921 24923 24924 24926 24928 24929 24931 24933
## Predicted     137   124   117   116 114.2 112.6 103.5  93.0  85.5  80.9  70.8
## cvpred        137   124   116   116 113.8 112.2 103.1  92.5  85.0  80.3  70.2
## pm2.5           7     7    11    14  27.0  22.0  29.0  26.0  23.0  25.0  27.0
## CV residual  -130  -117  -105  -102 -86.8 -90.2 -74.1 -66.5 -62.0 -55.3 -43.2
##             24934 24940 24948 24950  24951 24952 24953 24954  24956 24957 24971
## Predicted    64.0  35.9 -2.55 -11.4  -9.66 -17.3 -14.3 -11.2  -9.58 -6.40 109.5
## cvpred       63.4  35.1 -3.49 -12.3 -10.67 -18.3 -15.4 -12.2 -10.68 -7.53 109.4
## pm2.5        29.0  17.0 24.00  34.0  27.00  33.0  36.0  34.0  36.00 38.00  65.0
## CV residual -34.4 -18.1 27.49  46.3  37.67  51.3  51.4  46.2  46.68 45.53 -44.4
##             24973 24981  24982 24983 24984 24992 24994  24996 24997 25003 25009
## Predicted   100.6   144 128.74   148 143.9 155.3 126.4 65.746 54.27  49.8  73.9
## cvpred      100.5   144 128.74   148 143.9 155.2 126.4 65.657 54.15  49.6  73.6
## pm2.5        80.0   116 138.00   135 114.0  91.0  87.0 65.000 48.00  31.0  40.0
## CV residual -20.5   -28   9.26   -13 -29.9 -64.2 -39.4 -0.657 -6.15 -18.6 -33.6
##             25013 25014 25017 25018 25019 25021 25025 25026 25027 25028 25032
## Predicted   114.1 114.4 105.9  80.2  60.6  77.1  80.7 100.8 134.4 143.6   155
## cvpred      113.8 114.1 105.6  79.9  60.3  77.1  80.6 100.8 134.4 143.6   155
## pm2.5        24.0  40.0  28.0  27.0  38.0  42.0  60.0  61.0  69.0  79.0   102
## CV residual -89.8 -74.1 -77.6 -52.9 -22.3 -35.1 -20.6 -39.8 -65.4 -64.6   -53
##             25034 25037  25043 25046 25052 25055 25056 25059 25060 25064 25065
## Predicted   143.8 153.5 122.11 112.2 143.3 137.4 137.1 147.6 147.6 147.4 146.3
## cvpred      143.8 153.5 122.15 112.3 143.3 137.4 137.2 147.7 147.7 147.4 146.3
## pm2.5       114.0 107.0 128.00  95.0 105.0 160.0 127.0 160.0 122.0 112.0 121.0
## CV residual -29.8 -46.5   5.85 -17.3 -38.3  22.6 -10.2  12.3 -25.7 -35.4 -25.3
##             25067 25068 25071 25073 25078 25083 25088 25094 25095 25096 25099
## Predicted   146.6 141.1   149 142.4   127  74.1  63.9 25.26 21.95 23.26 22.65
## cvpred      146.7 141.2   149 142.3   127  73.8  63.5 24.63 21.29 22.59 21.89
## pm2.5       108.0  83.0    57  48.0    17  10.0  11.0 17.00 15.00 15.00 14.00
## CV residual -38.7 -58.2   -92 -94.3  -110 -63.8 -52.5 -7.63 -6.29 -7.59 -7.89
##             25100  25109  25111 25112 25116 25134 25135 25140 25141 25143 25152
## Predicted   19.95 13.204 10.261 18.92  66.3  39.4  51.4 11.05  8.60 -6.44 -6.38
## cvpred      19.17 12.284  9.314 17.97  66.1  38.9  50.8 10.38  7.91 -7.19 -7.36
## pm2.5       11.00 12.000 10.000 14.00  26.0  10.0   7.0 15.00 14.00 12.00 24.00
## CV residual -8.17 -0.284  0.686 -3.97 -40.1 -28.9 -43.8  4.62  6.09 19.19 31.36
##             25154 25158 25160 25162 25166 25167 25168 25169 25173 25175 25180
## Predicted   -0.31   128   120  93.3  54.0  52.4  63.0  72.0   120 144.9 154.3
## cvpred      -1.29   128   120  93.1  53.8  52.2  62.8  71.8   120 144.7 154.1
## pm2.5       17.00    13    15  26.0  18.0  18.0  26.0  19.0    55 130.0 200.0
## CV residual 18.29  -115  -105 -67.1 -35.8 -34.2 -36.8 -52.8   -65 -14.7  45.9
##              25182 25189 25193 25194 25195 25200 25201 25202 25203  25204
## Predicted   154.89 103.6  84.9 100.2 109.4 160.9 160.7 160.9 155.5 160.66
## cvpred      154.76 103.5  84.8 100.1 109.3 160.9 160.6 160.9 155.5 160.62
## pm2.5       145.00 183.0 145.0 125.0 130.0 137.0 129.0 126.0 136.0 159.00
## CV residual  -9.76  79.5  60.2  24.9  20.7 -23.9 -31.6 -34.9 -19.5  -1.62
##              25205 25206 25210 25212 25213 25214 25217 25221 25223 25225 25227
## Predicted   160.17 160.9 154.9 154.8   144   143  89.1  97.3  86.5   124 127.9
## cvpred      160.12 160.9 154.9 154.8   144   143  89.0  97.1  86.3   124 127.7
## pm2.5       159.00 180.0 176.0 252.0   263   256  13.0  20.0  23.0    17  28.0
## CV residual  -1.12  19.1  21.1  97.2   119   113 -76.0 -77.1 -63.3  -107 -99.7
##             25230 25231 25237 25239 25246 25260 25261 25263 25266 25268 25270
## Predicted     158 143.9 101.6  78.4 141.5 121.1 120.8 110.1  75.9  72.7  78.9
## cvpred        158 143.8 101.5  78.3 141.4 121.1 120.8 110.1  75.9  72.5  78.7
## pm2.5          38  56.0  58.0  62.0 114.0 164.0 170.0 156.0 152.0  13.0  12.0
## CV residual  -120 -87.8 -43.5 -16.3 -27.4  42.9  49.2  45.9  76.1 -59.5 -66.7
##             25271 25280 25283 25286 25290 25291 25313 25314    25316  25318
## Predicted    73.9   125  85.7  67.2  78.3  84.9  83.8  98.2 132.1239 141.87
## cvpred       73.6   125  85.5  67.1  78.2  84.8  83.7  98.1 132.0385 141.82
## pm2.5         8.0    14  20.0  23.0  36.0  51.0  57.0  87.0 132.0000 134.00
## CV residual -65.6  -111 -65.5 -44.1 -42.2 -33.8 -26.7 -11.1  -0.0385  -7.82
##             25322 25326 25330 25337 25338 25341 25344 25345 25347 25348 25355
## Predicted   147.3   158   141   100   121   151   157   161   157   157 133.9
## cvpred      147.2   158   141   100   121   151   156   161   157   156 133.9
## pm2.5       163.0   370   285   237   249   286   350   404   418   431 190.0
## CV residual  15.8   212   144   137   128   135   194   243   261   275  56.1
##             25361 25365 25367 25368 25371 25374 25377 25380 25382 25384 25389
## Predicted    68.8  50.8  43.7  47.2 110.4   122 113.6  73.0  61.0  54.2 90.19
## cvpred       68.6  50.4  43.3  46.8 110.2   122 113.4  72.8  60.8  53.9 90.02
## pm2.5        19.0  11.0   6.0  11.0  15.0    14  25.0  27.0  29.0  43.0 94.00
## CV residual -49.6 -39.4 -37.3 -35.8 -95.2  -108 -88.4 -45.8 -31.8 -10.9  3.98
##             25394 25397 25401 25403 25406 25407 25408 25413 25424 25426 25429
## Predicted   145.5 151.3 155.6 124.3 84.54  79.3  90.0 139.0 148.6   132  57.7
## cvpred      145.4 151.1 155.5 124.2 84.42  79.2  89.9 138.9 148.5   132  57.5
## pm2.5       116.0 155.0 121.0  90.0 83.00 121.0 141.0 221.0 248.0   247  33.0
## CV residual -29.4   3.9 -34.5 -34.2 -1.42  41.8  51.1  82.1  99.5   115 -24.5
##             25430 25442 25445 25449 25451 25453 25454 25460 25465 25468 25470
## Predicted    56.2  84.6  80.9  67.9  51.2  28.3 21.45  59.0 123.0 132.0 142.0
## cvpred       56.0  84.4  80.6  67.5  50.9  27.9 21.03  58.8 122.8 131.8 141.8
## pm2.5        20.0  11.0  16.0  14.0  16.0  20.0 17.00  34.0  98.0 130.0 171.0
## CV residual -36.0 -73.4 -64.6 -53.5 -34.9  -7.9 -4.03 -24.8 -24.8  -1.8  29.2
##             25477 25480 25487 25490 25494 25496 25498 25500 25501 25505 25507
## Predicted     118   113  20.8  38.7  56.2  71.7  50.5  31.1  23.6  26.2  28.9
## cvpred        118   113  20.5  38.3  55.8  71.2  49.9  30.6  23.0  25.6  28.2
## pm2.5         234   244  68.0  63.0  11.0   9.0  13.0  16.0  10.0  12.0  13.0
## CV residual   116   131  47.5  24.7 -44.8 -62.2 -36.9 -14.6 -13.0 -13.6 -15.2
##             25509 25511 25513 25515  25516 25520 25522 25526 25527 25528 25529
## Predicted    84.3 127.3 133.0 148.0 147.87 152.0 117.1  51.7 51.20  51.9  66.3
## cvpred       84.1 127.2 132.8 147.8 147.68 151.8 116.9  51.5 50.97  51.7  66.1
## pm2.5        23.0  36.0  44.0  65.0 145.00  97.0  72.0  40.0 42.00  41.0  46.0
## CV residual -61.1 -91.2 -88.8 -82.8  -2.68 -54.8 -44.9 -11.5 -8.97 -10.7 -20.1
##             25531 25532 25533 25536 25539 25546 25547 25553 25554 25555 25558
## Predicted    99.5 131.7 136.6 137.6 108.7  76.5  69.4  38.6  65.7  83.5 112.8
## cvpred       99.3 131.6 136.4 137.4 108.5  76.1  69.0  38.1  65.4  83.2 112.5
## pm2.5        59.0  80.0  71.0 122.0  78.0  11.0  21.0  16.0  14.0  32.0  25.0
## CV residual -40.3 -51.6 -65.4 -15.4 -30.5 -65.1 -48.0 -22.1 -51.4 -51.2 -87.5
##             25560 25561 25566 25567 25569 25570 25579 25582 25583 25584 25594
## Predicted   121.8 131.6 127.0 131.1 125.9 116.2 138.4 151.1 151.3 150.1   165
## cvpred      121.5 131.3 126.7 130.8 125.7 115.9 138.2 150.8 151.1 149.9   165
## pm2.5        51.0  41.0  77.0  53.0  78.0  84.0  93.0 105.0 112.0 119.0   232
## CV residual -70.5 -90.3 -49.7 -77.8 -47.7 -31.9 -45.2 -45.8 -39.1 -30.9    67
##             25595 25597 25599 25606 25607 25610 25612 25618 25622 25623 25628
## Predicted   160.0   154   154 159.5   155   165   162  70.8  49.4  47.5  52.2
## cvpred      159.9   154   154 159.4   155   165   161  70.5  49.0  47.0  51.7
## pm2.5       253.0   294   289 259.0   268   318   315   9.0  18.0  16.0  20.0
## CV residual  93.1   140   135  99.6   113   153   154 -61.5 -31.0 -31.0 -31.7
##             25629 25630 25632 25633 25634 25637 25639 25641  25645 25647 25648
## Predicted    56.2   125 129.5 129.3 128.5 139.8 155.0 149.4 103.91  88.8  79.0
## cvpred       55.7   125 129.2 129.1 128.2 139.6 154.8 149.1 103.72  88.6  78.8
## pm2.5        23.0    27  40.0  36.0  54.0  71.0 100.0  82.0  95.00 113.0 125.0
## CV residual -32.7   -98 -89.2 -93.1 -74.2 -68.6 -54.8 -67.1  -8.72  24.4  46.2
##             25654 25656 25668 25670 25671 25674 25675 25678 25679 25682 25683
## Predicted   128.6 120.1  49.0  42.7  40.0  48.5  51.3 104.5   114 127.5 137.7
## cvpred      128.4 119.8  48.6  42.1  39.4  47.8  50.6 104.2   114 127.2 137.4
## pm2.5        78.0  39.0  11.0  15.0  12.0   9.0  10.0  17.0    25  44.0  43.0
## CV residual -50.4 -80.8 -37.6 -27.1 -27.4 -38.8 -40.6 -87.2   -89 -83.2 -94.4
##             25685 25689 25690 25700 25701  25703 25706 25707 25708 25711 25713
## Predicted   127.9 140.3   150 121.6   131 140.49 132.5 132.4 136.2   120 118.2
## cvpred      127.7 140.1   150 121.3   131 140.22 132.3 132.1 135.9   120 117.9
## pm2.5        47.0  41.0    42 106.0   155 137.00 149.0 114.0  84.0    40  36.0
## CV residual -80.7 -99.1  -108 -15.3    24  -3.22  16.7 -18.1 -51.9   -80 -81.9
##             25717 25722 25730 25735 25738 25739 25742 25745 25748 25751 25754
## Predicted    83.5  85.7  61.3  59.8  43.3  31.5 19.76 17.28  25.6 23.44 17.81
## cvpred       83.2  85.5  60.7  59.1  42.5  30.7 18.95 16.41  24.6 22.46 16.76
## pm2.5        46.0 102.0  13.0  10.0  16.0  16.0 14.00 14.00  14.0 13.00 17.00
## CV residual -37.2  16.5 -47.7 -49.1 -26.5 -14.7 -4.95 -2.41 -10.6 -9.46  0.24
##             25757 25762 25764 25765 25766 25767 25768 25784 25785 25799 25800
## Predicted   12.66  4.67 -19.2 -30.7 -46.5 -53.6 -55.6   142   139 143.4 147.6
## cvpred      11.56  3.54 -20.3 -31.8 -47.7 -54.8 -56.8   142   139 143.2 147.4
## pm2.5       10.00 15.00  17.0  18.0  21.0  20.0  14.0    38    59 120.0 129.0
## CV residual -1.56 11.46  37.3  49.8  68.7  74.8  70.8  -104   -80 -23.2 -18.4
##             25801 25802  25805 25810 25812 25815 25816 25818  25822 25823
## Predicted   148.1 153.1 153.51 146.0 130.0   113   113 126.9 141.03   144
## cvpred      147.9 152.9 153.28 145.8 129.8   113   113 126.7 140.81   144
## pm2.5       179.0 165.0 146.00  95.0  73.0   115   111 167.0 139.00   126
## CV residual  31.1  12.1  -7.28 -50.8 -56.8     2    -2  40.3  -1.81   -18
##              25826 25827 25829 25831 25835 25842 25853 25855 25858 25861 25862
## Predicted   151.72   151   150 153.6 150.9   153 158.5   158 150.6 143.6 138.4
## cvpred      151.53   151   150 153.4 150.7   153 158.4   157 150.4 143.5 138.2
## pm2.5       142.00   140   205 184.0 121.0   277 243.0   258 214.0 185.0 186.0
## CV residual  -9.53   -11    55  30.6 -29.7   124  84.6   101  63.6  41.5  47.8
##             25864 25865 25866 25867 25869 25873 25875 25877 25878 25879 25880
## Predicted   137.4 136.9 136.0   135 133.4 143.9 146.3 144.4   143 141.9 140.6
## cvpred      137.2 136.7 135.8   135 133.2 143.7 146.1 144.1   143 141.7 140.3
## pm2.5       204.0 208.0 203.0   197 206.0 205.0 199.0 184.0   175 191.0 196.0
## CV residual  66.8  71.3  67.2    62  72.8  61.3  52.9  39.9    32  49.3  55.7
##             25881 25883 25887 25890 25892 25895 25904 25905 25906 25911 25916
## Predicted   138.5   131 126.1 124.9 151.4 160.8 154.5 161.7 155.8   145   157
## cvpred      138.2   131 125.8 124.5 151.3 160.7 154.5 161.6 155.7   145   157
## pm2.5       200.0   241 210.0 195.0 207.0 232.0 197.0 186.0 172.0   322   323
## CV residual  61.8   110  84.2  70.5  55.7  71.3  42.5  24.4  16.3   177   166
##             25924 25926 25927 25932 25936 25940 25942 25944 25946 25951 25957
## Predicted   158.7   152   156 138.5 149.0 153.6 157.8 152.2 156.7   123  85.5
## cvpred      158.6   152   156 138.3 148.9 153.5 157.7 152.1 156.6   123  85.1
## pm2.5       251.0   218   124  76.0  78.0 112.0 138.0 141.0 138.0    21  18.0
## CV residual  92.4    66   -32 -62.3 -70.9 -41.5 -19.7 -11.1 -18.6  -102 -67.1
##             25960 25962 25968 25969 25976 25977 25980 25981 25982 25988 25999
## Predicted    83.5  71.7  66.5  69.1   122   124 107.0 101.1 105.9 130.1 149.1
## cvpred       83.1  71.2  65.8  68.5   122   124 106.8 100.8 105.7 129.9 148.9
## pm2.5        19.0  20.0  23.0  17.0    21    17  31.0  25.0  29.0  62.0 174.0
## CV residual -64.1 -51.2 -42.8 -51.5  -101  -107 -75.8 -75.8 -76.7 -67.9  25.1
##             26001  26003 26010 26019 26025 26027 26035 26042 26043 26046 26048
## Predicted   142.5 141.26 147.1   154 158.0 152.0   145   160   159   165   159
## cvpred      142.3 141.07 146.9   154 157.8 151.8   145   159   159   165   159
## pm2.5       172.0 142.00 236.0   240 244.0 169.0   276   380   355   289   280
## CV residual  29.7   0.93  89.1    86  86.2  17.2   131   221   196   124   121
##             26054 26056 26057 26058 26061 26063 26064 26068 26070 26072 26082
## Predicted     101  89.1  97.0 100.6  98.8 102.5 106.5   122 119.7 112.9  84.4
## cvpred        101  88.9  96.8 100.3  98.4 102.1 106.1   122 119.4 112.6  84.1
## pm2.5          18  22.0  19.0  20.0  19.0  15.0  21.0    13  21.0  25.0  33.0
## CV residual   -83 -66.9 -77.8 -80.3 -79.4 -87.1 -85.1  -109 -98.4 -87.6 -51.1
##             26084 26085 26089 26090 26091 26222 26226 26228 26231 26235 26237
## Predicted    85.4  79.1  73.1  75.0  73.8 128.8   120   141   149 138.7 113.2
## cvpred       85.0  78.6  72.4  74.4  73.1 128.5   120   141   149 138.5 112.9
## pm2.5        23.0  24.0  12.0  10.0  15.0 205.0   270   254   249 164.0  16.0
## CV residual -62.0 -54.6 -60.4 -64.4 -58.1  76.5   150   113   100  25.5 -96.9
##             26244 26248 26250 26253 26255 26256 26258 26262 26263 26269 26274
## Predicted    81.9  57.1  66.3 109.2   102 101.4  94.6  94.6  87.9  67.8  58.1
## cvpred       81.5  56.5  65.7 108.9   102 101.1  94.3  94.2  87.5  67.3  57.5
## pm2.5        17.0  12.0   8.0  18.0    13  12.0  11.0  11.0  14.0  16.0  13.0
## CV residual -64.5 -44.5 -57.7 -90.9   -89 -89.1 -83.3 -83.2 -73.5 -51.3 -44.5
##             26278 26280 26289 26290 26291 26293 26295 26296   26299 26300 26302
## Predicted     133 137.7 150.4   143 132.5 105.9 95.16 90.51 103.694 129.6 145.5
## cvpred        133 137.4 150.1   143 132.2 105.7 94.93 90.29 103.457 129.4 145.2
## pm2.5          23  82.0  56.0    52  53.0  73.0 87.00 87.00 103.000 104.0 113.0
## CV residual  -110 -55.4 -94.1   -91 -79.2 -32.7 -7.93 -3.29  -0.457 -25.4 -32.2
##             26308 26313 26319 26321 26326 26328 26332 26340 26341 26345 26347
## Predicted     147   111  66.0  62.8  63.6  60.2  57.2 23.39 15.94  7.68 17.18
## cvpred        147   110  65.6  62.3  62.9  59.4  56.4 22.43 14.94  6.59 16.04
## pm2.5          21     7  17.0  13.0  16.0  13.0  16.0 16.00 13.00 19.00 22.00
## CV residual  -126  -103 -48.6 -49.3 -46.9 -46.4 -40.4 -6.43 -1.94 12.41  5.96
##             26350 26353 26358 26363 26367 26371 26374 26375 26376 26377 26383
## Predicted    4.95  3.22 -8.05  91.2  85.9 119.2 124.1 128.7 127.9   138 134.7
## cvpred       3.73  1.93 -9.47  90.8  85.5 118.9 123.7 128.4 127.5   137 134.3
## pm2.5       19.00 23.00 20.00  29.0  20.0  25.0  36.0  42.0  40.0    37  37.0
## CV residual 15.27 21.07 29.47 -61.8 -65.5 -93.9 -87.7 -86.4 -87.5  -100 -97.3
##             26390 26398 26400  26404 26405 26407 26410 26412 26415 26419 26420
## Predicted    89.0   143   154 135.71 138.7 114.7  94.9  69.2  66.0  93.5 114.0
## cvpred       88.7   143   154 135.34 138.4 114.3  94.6  68.9  65.7  93.2 113.7
## pm2.5        63.0   186   204 140.00  78.0  31.0  40.0  43.0  37.0  49.0  69.0
## CV residual -25.7    43    50   4.66 -60.4 -83.3 -54.6 -25.9 -28.7 -44.2 -44.7
##             26425 26427 26428 26433 26434 26435 26436 26439 26440 26442 26446
## Predicted   128.7   128   137 131.7 114.7  99.2  83.7 82.00  82.1  84.8   131
## cvpred      128.4   128   136 131.4 114.4  98.8  83.3 81.74  81.9  84.5   131
## pm2.5        72.0    48    34  41.0  45.0  61.0  50.0 78.00 108.0 193.0   392
## CV residual -56.4   -80  -102 -90.4 -69.4 -37.8 -33.3 -3.74  26.1 108.5   261
##             26449  26452 26454 26455 26460 26464 26466 26473 26474 26475 26477
## Predicted     151 150.40 149.4 154.4 116.4  72.5 105.8   151   151   144   150
## cvpred        151 150.09 149.1 154.1 116.2  72.2 105.6   150   151   144   150
## pm2.5         285 159.00  99.0  89.0  78.0 134.0 133.0   333   357   390   402
## CV residual   134   8.91 -50.1 -65.1 -38.2  61.8  27.4   183   206   246   252
##             26479 26486 26493 26495 26500 26507 26514 26517 26518 26520 26521
## Predicted   160.0  79.0  96.5  85.1   128 108.2  86.3 112.6 135.5 151.6   157
## cvpred      159.8  78.7  96.0  84.5   127 107.9  86.0 112.4 135.2 151.3   156
## pm2.5       257.0  18.0  21.0  17.0    18  35.0  67.0  38.0  41.0 234.0   305
## CV residual  97.2 -60.7 -75.0 -67.5  -109 -72.9 -19.0 -74.4 -94.2  82.7   149
##             26528 26531 26532 26533 26537 26543 26544 26547 26548 26555 26557
## Predicted   149.6 131.1 125.7 119.6   131   161   161   155   156   150   138
## cvpred      149.2 130.8 125.5 119.3   131   161   161   155   155   150   138
## pm2.5       114.0  63.0  79.0  84.0   279   486   488   418   416   377   361
## CV residual -35.2 -67.8 -46.5 -35.3   148   325   327   263   261   227   223
##             26560 26561 26566 26568 26570 26573 26584 26596 26599 26601 26604
## Predicted     125   116   152   151   164   165   134   160   155   148 140.7
## cvpred        125   115   152   151   164   165   133   160   154   148 140.5
## pm2.5         353   340   292   369   391   442   802   684   584   341 236.0
## CV residual   228   225   140   218   227   277   669   524   430   193  95.5
##             26606 26608 26609 26612 26614 26616 26619 26622 26627 26630 26635
## Predicted     139   133   133   150   145   163   164   156   151   134   139
## cvpred        139   133   133   150   145   162   164   156   150   134   139
## pm2.5         419   323   326   343   311   301   362   447   257   345   278
## CV residual   280   190   193   193   166   139   198   291   107   211   139
##             26636 26637 26638 26639 26644 26647 26649  26659  26660 26665 26670
## Predicted     139   148 142.9 146.9 139.1 141.8 140.8 151.01 156.63 162.5   114
## cvpred        139   147 142.7 146.7 138.8 141.5 140.5 150.85 156.47 162.3   114
## pm2.5         285   282 217.0 169.0  61.0  79.0  71.0 155.00 166.00 177.0    38
## CV residual   146   135  74.3  22.3 -77.8 -62.5 -69.5   4.15   9.53  14.7   -76
##             26675 26678 26679 26686 26687 26696 26701 26706 26707 26713 26716
## Predicted     152  85.8  85.0  92.5 101.9 130.7  80.2 83.66 87.94   150 149.9
## cvpred        152  85.5  84.8  92.2 101.6 130.4  80.0 83.43 87.69   150 149.6
## pm2.5         269 169.0  53.0  47.0  26.0  34.0  38.0 92.00 78.00   285 193.0
## CV residual   117  83.5 -31.8 -45.2 -75.6 -96.4 -42.0  8.57 -9.69   135  43.4
##             26718 26719 26723 26725 26726 26729 26730 26731 26739 26742 26746
## Predicted   160.5 156.0 126.9 109.7 102.9  93.6   123   132   140   149   151
## cvpred      160.3 155.7 126.7 109.5 102.7  93.5   123   132   140   149   151
## pm2.5       213.0 180.0  87.0 122.0 138.0 450.0   372   358   312   277   290
## CV residual  52.7  24.3 -39.7  12.5  35.3 356.5   249   226   172   128   139
##             26747 26748 26749  26751 26754 26756 26759 26761 26764 26766 26770
## Predicted     126   107   112 105.69 109.6 131.0 120.7   110 122.8 141.0 163.7
## cvpred        126   107   112 105.54 109.4 130.8 120.6   110 122.6 140.8 163.5
## pm2.5         371   353   227  98.00  73.0 100.0 141.0    88  59.0  57.0  88.0
## CV residual   245   246   115  -7.54 -36.4 -30.8  20.4   -22 -63.6 -83.8 -75.5
##             26773 26776 26777  26785  26786 26790 26793 26794 26796 26798 26800
## Predicted   152.6 148.3 148.0 158.52 158.52 158.6 157.5 149.7 138.4 125.6 106.0
## cvpred      152.6 148.2 147.9 158.42 158.42 158.4 157.3 149.6 138.3 125.5 105.9
## pm2.5       100.0 114.0 110.0 161.00 160.00 176.0 179.0 198.0 164.0 144.0  88.0
## CV residual -52.6 -34.2 -37.9   2.58   1.58  17.6  21.7  48.4  25.7  18.5 -17.9
##             26803 26804 26805 26812 26813 26816 26821 26825 26834 26836 26839
## Predicted   139.9 139.7 150.8   167   162   166 140.2   157   165   160   160
## cvpred      139.7 139.6 150.6   167   162   166 140.1   157   165   159   160
## pm2.5        98.0 114.0 184.0    60    45    40  46.0   382   439   437   417
## CV residual -41.7 -25.6  33.4  -107  -117  -126 -94.1   225   274   278   257
##             26840 26850 26851 26852 26857 26858 26861 26864 26865 26868 26873
## Predicted     156   153   158   167   100 103.9 108.6   135 103.6  62.8  51.6
## cvpred        156   153   158   167   100 103.7 108.3   135 103.3  62.5  51.2
## pm2.5         422   273   297   321   255  29.0  11.0    13  14.0  32.0  16.0
## CV residual   266   120   139   154   155 -74.7 -97.3  -122 -89.3 -30.5 -35.2
##             26876 26878 26879 26880 26894 26895 26899 26900 26904  26907  26910
## Predicted    86.3  97.9 108.2  94.6 100.8 100.0 129.6 139.1 154.4 156.50 161.02
## cvpred       86.0  97.6 107.9  94.3 100.5  99.8 129.4 138.9 154.1 156.22 160.73
## pm2.5        23.0  27.0  23.0  27.0  65.0  71.0  84.0 109.0 124.0 161.00 169.00
## CV residual -63.0 -70.6 -84.9 -67.3 -35.5 -28.8 -45.4 -29.9 -30.1   4.78   8.27
##             26916 26918 26924 26926 26927 26930 26931 26932 26941 26949 26955
## Predicted   127.8 116.8 146.4 151.0 150.8   152   151   153   164   154   154
## cvpred      127.7 116.7 146.2 150.8 150.6   151   151   152   164   154   154
## pm2.5        94.0 156.0 177.0 165.0 170.0   307   347   318   306   317   362
## CV residual -33.7  39.3  30.8  14.2  19.4   156   196   166   142   163   208
##             26957 26959 26962 26964 26966 26967 26968 26969 26971 26972 26973
## Predicted     154   159   154   137   129   123   123   123   147   151   145
## cvpred        154   159   154   137   129   123   123   123   147   151   145
## pm2.5         364   357   348   357   384   394   409   496   459   446   444
## CV residual   210   198   194   220   255   271   286   373   312   295   299
##             26979 26980 26984 26986 26988 26989 26991 26992 27000 27001 27002
## Predicted     166   166   160   164   158   164   158   157   148   153   152
## cvpred        165   166   160   164   158   164   158   157   148   153   152
## pm2.5         472   451   460   425   493   484   476   445   322   316   315
## CV residual   307   285   300   261   335   320   318   288   174   163   163
##             27003 27005 27008 27019 27020 27022 27024 27043  27045  27046 27048
## Predicted     152   151   159   153 153.6   152   154 155.7 153.95 153.46 157.6
## cvpred        152   151   159   153 153.5   152   154 155.6 153.87 153.37 157.5
## pm2.5         304   260   273   248 222.0   265   296 136.0 146.00 149.00 111.0
## CV residual   152   109   114    95  68.5   113   142 -19.6  -7.87  -4.37 -46.5
##             27051 27057 27059 27062 27066 27069 27072 27073 27076 27081 27082
## Predicted   162.9   133 116.5  90.2  85.8  97.6  99.7  98.8   127 131.4 119.6
## cvpred      162.8   133 116.3  90.0  85.5  97.3  99.4  98.5   127 131.1 119.3
## pm2.5       134.0    29  18.0  22.0  16.0  27.0  14.0  14.0    16  38.0  32.0
## CV residual -28.8  -104 -98.3 -68.0 -69.5 -70.3 -85.4 -84.5  -111 -93.1 -87.3
##             27089 27095 27103  27107 27108 27109 27111 27116 27117 27118 27123
## Predicted    73.5 141.2 157.7 161.93 156.3   156 157.8   157 156.2 157.2 164.0
## cvpred       73.3 141.1 157.6 161.82 156.2   156 157.7   157 156.1 157.1 163.9
## pm2.5        55.0  83.0 135.0 165.00 181.0   194 202.0   232 219.0 239.0 100.0
## CV residual -18.3 -58.1 -22.6   3.18  24.8    38  44.3    75  62.9  81.9 -63.9
##             27129 27132 27135 27136 27139 27143 27146 27154 27155 27157 27159
## Predicted     121 109.7  96.1  86.5 113.7 124.9 144.6 144.3   148 153.6 157.8
## cvpred        120 109.5  95.9  86.2 113.5 124.7 144.4 144.1   148 153.5 157.7
## pm2.5          12  18.0  19.0  21.0  29.0  29.0  77.0  89.0    85  82.0  89.0
## CV residual  -108 -91.5 -76.9 -65.2 -84.5 -95.7 -67.4 -55.1   -63 -71.5 -68.7
##             27160 27164 27167 27168 27175 27177 27180 27181 27183 27186 27188
## Predicted   148.3 151.9 166.9 162.5 164.5 163.3   129  87.2  56.0  55.5  61.9
## cvpred      148.2 151.8 166.7 162.3 164.3 163.1   129  87.0  55.7  55.0  61.3
## pm2.5        90.0 115.0 148.0 152.0 208.0 220.0    11   9.0   9.0   8.0   8.0
## CV residual -58.2 -36.8 -18.7 -10.3  43.7  56.9  -118 -78.0 -46.7 -47.0 -53.3
##             27191 27193 27194 27196 27197 27199 27200 27202 27203 27204 27210
## Predicted    69.2  56.0  68.3   113   122   114   113 101.2  97.7  86.3  83.3
## cvpred       68.5  55.3  67.6   113   122   114   113 100.8  97.2  85.9  82.9
## pm2.5         9.0   9.0   7.0     7     6     8    11   8.0  10.0  10.0  12.0
## CV residual -59.5 -46.3 -60.6  -106  -116  -106  -102 -92.8 -87.2 -75.9 -70.9
##             27214 27215 27223 27224 27226 27227 27229 27232 27233 27242 27245
## Predicted    98.6  97.2   133   133 101.6 100.4  89.4  92.4  95.9 138.9 151.6
## cvpred       98.2  96.8   133   133 101.2 100.1  89.1  92.1  95.6 138.6 151.3
## pm2.5        18.0  20.0    10    15  26.0  26.0  26.0  56.0  57.0 111.0 128.0
## CV residual -80.2 -76.8  -123  -118 -75.2 -74.1 -63.1 -36.1 -38.6 -27.6 -23.3
##              27246 27250 27259 27263 27264 27273 27276 27283 27285 27286 27287
## Predicted   161.63 145.0  93.3   100 100.1  97.6  78.9  85.5  99.6  99.1 123.2
## cvpred      161.35 144.7  93.1   100  99.8  97.3  78.6  85.3  99.3  98.8 122.8
## pm2.5       156.00 192.0 175.0   512 167.0  17.0  20.0  14.0  31.0  58.0  67.0
## CV residual  -5.35  47.3  81.9   412  67.2 -80.3 -58.6 -71.3 -68.3 -40.8 -55.8
##             27292 27295 27299 27303 27304 27305 27306 27314 27319 27324 27329
## Predicted     122 126.7 111.8 126.6 121.0 115.5   110 152.4 158.1  83.9 62.16
## cvpred        121 126.4 111.5 126.4 120.8 115.3   110 152.2 157.9  83.7 61.92
## pm2.5          20  41.0  36.0  93.0 103.0 100.0    87  68.0 130.0  38.0 71.00
## CV residual  -101 -85.4 -75.5 -33.4 -17.8 -15.3   -23 -84.2 -27.9 -45.7  9.08
##             27331 27332 27334 27337 27349 27350 27351 27352 27353 27354 27355
## Predicted    87.0  95.4 102.0 146.9   134   118   112   106   105   110   115
## cvpred       86.8  95.2 101.8 146.7   134   118   112   106   105   110   115
## pm2.5       123.0 163.0 167.0 197.0   344   365   348   330   334   320   292
## CV residual  36.2  67.8  65.2  50.3   210   247   236   224   229   210   177
##             27358 27361 27362 27363 27369 27375 27381 27382 27383 27392 27393
## Predicted     143   154   140   111  94.0  26.9 62.34  63.5  85.5   123   106
## cvpred        142   154   140   111  93.7  26.4 62.08  63.2  85.3   123   106
## pm2.5         293   392   374   208  13.0   9.0 54.00 126.0 237.0    12    16
## CV residual   151   238   234    97 -80.7 -17.4 -8.08  62.8 151.7  -111   -90
##             27396 27400 27402 27403 27404 27409 27410 27411 27412 27416 27418
## Predicted    53.9  89.3  96.9 114.8 114.3 121.6 121.1 138.3 149.4 138.1   132
## cvpred       53.7  89.1  96.7 114.6 114.1 121.3 120.8 138.2 149.1 137.9   132
## pm2.5        26.0  66.0  59.0  69.0  63.0  66.0  87.0  96.0  75.0  86.0    97
## CV residual -27.7 -23.1 -37.7 -45.6 -51.1 -55.3 -33.8 -42.2 -74.1 -51.9   -35
##             27421 27426 27430 27431 27432 27438  27447 27451 27452 27454 27457
## Predicted     125 126.3 131.6   136   143 163.2 14.614  39.6  66.5  74.6  88.2
## cvpred        125 126.1 131.5   136   143 163.1 14.269  39.2  66.2  74.4  87.9
## pm2.5         135 167.0 227.0   241   259 253.0 14.000  10.0  12.0   8.0  19.0
## CV residual    10  40.9  95.5   105   116  89.9 -0.269 -29.2 -54.2 -66.4 -68.9
##             27458 27461 27467 27474 27480 27483 27484 27488 27489 27490 27491
## Predicted    92.8   115  76.6  75.6  86.4  96.9 104.2  94.0  92.2  80.0  70.1
## cvpred       92.6   115  76.4  75.3  86.0  96.5 103.8  93.7  91.8  79.7  69.8
## pm2.5        14.0    10  15.0  41.0   9.0   5.0   8.0   9.0  11.0  13.0  24.0
## CV residual -78.6  -105 -61.4 -34.3 -77.0 -91.5 -95.8 -84.7 -80.8 -66.7 -45.8
##             27501 27505 27507 27518 27522 27523 27524  27525 27527 27534 27540
## Predicted    96.0 122.2 131.5  83.1  47.3  71.0  77.0 67.475 113.8 151.4 149.0
## cvpred       95.7 121.9 131.1  83.0  47.1  70.7  76.7 67.208 113.6 151.3 148.9
## pm2.5        62.0  77.0  73.0 126.0  12.0  42.0  58.0 67.000  68.0 147.0 191.0
## CV residual -33.7 -44.9 -58.1  43.0 -35.1 -28.7 -18.7 -0.208 -45.6  -4.3  42.1
##             27543 27546 27547 27550 27551 27555 27560 27563 27564 27575  27578
## Predicted   128.2   127   137   155   155   160 121.1  33.0  22.1 114.4 125.32
## cvpred      128.1   127   136   155   155   160 120.9  32.6  21.8 114.2 125.09
## pm2.5       222.0   264   271   285   316   321  28.0   9.0  10.0  38.0 116.00
## CV residual  93.9   137   135   130   161   161 -92.9 -23.6 -11.8 -76.2  -9.09
##             27582 27584 27585 27587 27588 27589 27591 27598 27600 27607 27612
## Predicted   138.9 138.6 116.1  84.9 69.98  54.8  43.9   122   111   137   120
## cvpred      138.6 138.4 115.9  84.7 69.78  54.6  43.8   122   111   137   120
## pm2.5        90.0  63.0  54.0  58.0 61.00  76.0  88.0   256   364   245   319
## CV residual -48.6 -75.4 -61.9 -26.7 -8.78  21.4  44.2   134   253   108   199
##             27614 27620 27621 27630 27632 27636 27637  27647 27650  27651
## Predicted     110   119   125 143.4 137.6 140.4 144.3 143.60 141.8 148.14
## cvpred        110   119   125 143.3 137.5 140.3 144.2 143.46 141.6 147.95
## pm2.5         337   313   404 200.0 176.0 111.0 118.0 148.00 153.0 153.00
## CV residual   227   194   279  56.7  38.5 -29.3 -26.2   4.54  11.4   5.05
##              27652 27656  27657 27658 27659 27674 27677  27687 27689 27691
## Predicted   152.79 151.6 148.85 132.3 120.5   154   164  0.681  4.74  28.3
## cvpred      152.58 151.3 148.63 132.1 120.3   154   164  0.501  4.58  28.1
## pm2.5       148.00 175.0 143.00 155.0 172.0   414   414 32.000 23.00 277.0
## CV residual  -4.58  23.7  -5.63  22.9  51.7   260   250 31.499 18.42 248.9
##             27693 27694 27698 27699 27700 27702 27705 27706 27709 27711 27714
## Predicted    84.6  98.8   135   138   148   150   155   159  45.4  21.5  32.6
## cvpred       84.5  98.7   135   138   148   150   155   159  45.2  21.2  32.2
## pm2.5       241.0 259.0   392   400   441   485   449   469 111.0  89.0  17.0
## CV residual 156.5 160.3   257   262   293   335   294   310  65.8  67.8 -15.2
##             27715 27720 27724 27726 27727 27728 27730 27731 27735 27736 27743
## Predicted    35.0  23.3  3.84  6.60 14.16 11.95  46.1  49.6  29.9  28.1  74.7
## cvpred       34.6  22.6  3.00  5.73 13.27 11.05  45.7  49.2  29.6  27.8  74.4
## pm2.5        13.0   9.0  6.00  8.00  9.00  9.00  10.0  11.0   9.0   9.0  27.0
## CV residual -21.6 -13.6  3.00  2.27 -4.27 -2.05 -35.7 -38.2 -20.6 -18.8 -47.4
##             27746 27749 27752 27754 27757 27759 27760  27761 27769 27771 27772
## Predicted    86.9   121   113  91.5  66.8  65.9  55.8 55.353 124.4 128.1 132.7
## cvpred       86.6   120   113  91.2  66.6  65.6  55.6 55.103 124.2 127.9 132.5
## pm2.5        11.0     9    19  18.0  33.0  39.0  42.0 56.000 157.0 145.0 113.0
## CV residual -75.6  -111   -94 -73.2 -33.6 -26.6 -13.6  0.897  32.8  17.1 -19.5
##              27775 27777 27782 27785 27786 27787 27788 27792 27794 27796 27797
## Predicted   142.26 133.5  28.5 -9.70  8.76  34.0  38.7 101.4  49.2  76.4  85.8
## cvpred      142.05 133.4  28.4 -9.89  8.60  33.9  38.5 101.3  49.0  76.2  85.5
## pm2.5       134.00 123.0 110.0 25.00 50.00  55.0 143.0  86.0  24.0   4.0   5.0
## CV residual  -8.05 -10.4  81.6 34.89 41.40  21.1 104.5 -15.3 -25.0 -72.2 -80.5
##             27798 27801 27803 27805 27815 27824   27825 27829 27831 27832 27834
## Predicted   102.9  67.1  29.7 19.64 65.37 141.2 129.468  64.0  48.6  49.0  64.0
## cvpred      102.7  67.0  29.5 19.48 65.17 141.1 129.364  63.9  48.5  48.9  63.9
## pm2.5         7.0  17.0  16.0 14.00 60.00 126.0 130.000 192.0 187.0 204.0 222.0
## CV residual -95.7 -50.0 -13.5 -5.48 -5.17 -15.1   0.636 128.1 138.5 155.1 158.1
##             27837 27841 27844 27848 27849 27865 27866 27868 27869 27873 27874
## Predicted      99   124 121.9 117.5 111.5   137 148.3 148.3   154   146   116
## cvpred         99   124 121.8 117.3 111.3   137 148.2 148.2   154   146   116
## pm2.5         235   302 207.0 202.0 203.0   242 239.0 238.0   338   331   327
## CV residual   136   178  85.2  84.7  91.7   105  90.8  89.8   184   185   211
##             27875 27880 27886 27888 27889 27891 27896 27897 27898 27902 27903
## Predicted     111  50.4   115   125   131   130   143   125  90.3  64.3  67.3
## cvpred        111  50.4   115   125   131   130   143   125  90.3  64.3  67.2
## pm2.5         306 279.0   510   469   450   365   337   323 306.0 189.0 410.0
## CV residual   195 228.6   395   344   319   235   194   198 215.7 124.7 342.8
##             27905 27907 27909 27914 27916 27917  27921 27922 27923 27925 27926
## Predicted    84.0  97.9 97.33 127.7 128.0 142.4 129.64 108.8  80.4  4.93 -11.9
## cvpred       83.9  97.8 97.18 127.7 127.9 142.3 129.58 108.7  80.4  4.70 -12.2
## pm2.5       145.0  87.0 95.00 105.0 119.0 128.0 124.00 136.0 141.0 42.00  32.0
## CV residual  61.1 -10.8 -2.18 -22.7  -8.9 -14.3  -5.58  27.3  60.6 37.30  44.2
##             27933 27936 27937 27945 27949 27953 27954 27956 27968 27971 27972
## Predicted    4.80  7.71  67.1 107.3  16.7  5.46  13.4  39.7 139.5  93.4  83.4
## cvpred       4.25  7.08  66.8 107.1  16.5  5.17  13.1  39.4 139.4  93.3  83.3
## pm2.5       12.00 12.00  12.0  27.0  32.0 37.00  42.0  67.0  94.0 155.0 150.0
## CV residual  7.75  4.92 -54.8 -80.1  15.5 31.83  28.9  27.6 -45.4  61.7  66.7
##             27974 27979 27981 27983 27984 27987 27993 27996 27997   27998
## Predicted    71.8  87.8  91.5  85.8  90.4 117.0 149.8 149.1 153.5 147.533
## cvpred       71.7  87.7  91.4  85.6  90.2 116.9 149.8 149.1 153.5 147.544
## pm2.5       134.0 148.0 164.0 117.0 108.0 131.0 127.0 164.0 167.0 148.000
## CV residual  62.3  60.3  72.6  31.4  17.8  14.1 -22.8  14.9  13.5   0.456
##              27999 28014 28015 28020 28022 28023 28028 28029 28030 28032 28033
## Predicted   146.67 111.8   120  64.8  39.8  40.9  86.4  81.5  85.4 107.5 143.0
## cvpred      146.68 111.6   120  64.6  39.5  40.7  86.2  81.4  85.3 107.3 142.9
## pm2.5       153.00  17.0    14  17.0  10.0  14.0  37.0  38.0  30.0  48.0  71.0
## CV residual   6.32 -94.6  -106 -47.6 -29.5 -26.7 -49.2 -43.4 -55.3 -59.3 -71.9
##             28038 28043 28044 28052 28058 28059 28061 28064 28071 28079 28083
## Predicted   145.8 123.3 122.6 106.7 142.4 143.4 148.0 152.6  95.1   140   137
## cvpred      145.6 123.3 122.5 106.6 142.3 143.3 147.9 152.6  95.0   140   137
## pm2.5        84.0  92.0 112.0 127.0 195.0 205.0 226.0 187.0 271.0   328   346
## CV residual -61.6 -31.3 -10.5  20.4  52.7  61.7  78.1  34.4 176.0   188   209
##             28085 28096 28100 28102 28103 28106 28110 28114 28115 28119 28122
## Predicted     140  77.6   116   120 119.9 139.1 139.8   134   128  96.3  94.1
## cvpred        140  77.6   116   120 119.8 139.1 139.7   134   128  96.4  94.2
## pm2.5         327 208.0   251   250 205.0 216.0 236.0   273   287 394.0 400.0
## CV residual   187 130.4   135   130  85.2  76.9  96.3   139   159 297.6 305.8
##             28123 28127 28131 28132 28136 28137 28141 28142 28155 28156 28158
## Predicted     114   138   141 129.3  34.3  35.6  20.4  7.74   147   156   145
## cvpred        114   138   141 129.3  33.9  35.2  20.2  7.51   147   155   145
## pm2.5         422   541   246  39.0  13.0   9.0   6.0  9.00    34    36    23
## CV residual   308   403   105 -90.3 -20.9 -26.2 -14.2  1.49  -113  -119  -122
##             28159 28160 28161 28163 28165 28167 28171 28174 28177 28181 28183
## Predicted     145   145   142 131.5 129.4 134.6   150 155.5 159.4   162   162
## cvpred        145   144   142 131.4 129.3 134.6   150 155.5 159.4   162   162
## pm2.5          22    34    34  59.0  69.0  69.0    41 100.0  75.0    45    28
## CV residual  -123  -110  -108 -72.4 -60.3 -65.6  -109 -55.5 -84.4  -117  -134
##             28184 28186 28190  28200 28202 28207 28209  28211 28212 28213 28214
## Predicted     156   154  93.2 128.90   127 129.5 137.6 127.22 127.0 116.2 111.8
## cvpred        156   154  93.1 128.76   127 129.3 137.5 127.17 126.9 116.2 111.8
## pm2.5          36    48  65.0 119.00   114 108.0 104.0 123.00 148.0 164.0 173.0
## CV residual  -120  -106 -28.1  -9.76   -13 -21.3 -33.5  -4.17  21.1  47.8  61.2
##             28215 28216 28223 28227 28228 28234 28235 28236 28238 28241 28247
## Predicted   110.6 110.8 128.9  97.5 114.0  67.7  62.6    88  80.2  70.5 106.7
## cvpred      110.6 110.8 128.8  97.3 113.8  67.6  62.5    88  80.1  70.4 106.4
## pm2.5       172.0 183.0 211.0 125.0  94.0  18.0  17.0    66  62.0  62.0  61.0
## CV residual  61.4  72.2  82.2  27.7 -19.8 -49.6 -45.5   -22 -18.1  -8.4 -45.4
##             28252 28253 28256 28262 28263 28265 28273 28275 28277 28279 28280
## Predicted   122.1 121.0 118.2 108.9 93.29  47.3  78.0  84.4 107.7 112.3  98.5
## cvpred      121.9 120.8 117.9 108.9 93.22  47.1  77.8  84.1 107.5 112.1  98.3
## pm2.5        51.0  51.0  60.0  90.0 96.00  86.0   9.0   9.0   9.0  13.0  18.0
## CV residual -70.9 -69.8 -57.9 -18.9  2.78  38.9 -68.8 -75.1 -98.5 -99.1 -80.3
##             28281 28282 28284 28285 28286 28287 28292 28296 28298 28301 28305
## Predicted    64.2  62.9  55.3  40.3  39.5  36.5  65.0 101.7 118.2 139.1   133
## cvpred       64.0  62.7  55.1  40.1  39.2  36.3  64.8 101.5 118.1 138.9   133
## pm2.5        18.0  11.0  12.0  11.0  15.0  13.0  32.0  58.0  91.0  74.0   121
## CV residual -46.0 -51.7 -43.1 -29.1 -24.2 -23.3 -32.8 -43.5 -27.1 -64.9   -12
##             28312 28314 28315 28316 28318  28319 28324 28329 28331 28332 28334
## Predicted    64.4  58.0  66.7  76.5  89.4  94.02 111.4 140.1 123.4   118  90.9
## cvpred       64.3  57.9  66.6  76.3  89.2  93.88 111.2 140.1 123.4   118  90.8
## pm2.5       137.0 115.0 117.0 135.0 127.0 102.00 153.0 196.0 217.0   229 231.0
## CV residual  72.7  57.1  50.4  58.7  37.8   8.12  41.8  55.9  93.6   111 140.2
##             28336 28339   28347  28348  28350 28351 28357 28358 28361 28364
## Predicted    74.5  84.9 133.217 142.99 142.01 140.8  92.4  41.3 12.91  2.27
## cvpred       74.5  84.8 133.201 142.96 141.97 140.7  92.5  41.3 12.79  1.95
## pm2.5       210.0 223.0 134.000 135.00 139.00 171.0 156.0  84.0 15.00 16.00
## CV residual 135.5 138.2   0.799  -7.96  -2.97  30.3  63.5  42.7  2.21 14.05
##             28369 28370 28378 28379 28383 28384 28385 28386 28388 28389 28390
## Predicted    36.5  35.9  36.7 26.67  39.3 23.76 18.78  1.86  39.2  77.5 100.5
## cvpred       36.3  35.6  36.4 26.42  39.1 23.55 18.61  1.65  39.0  77.5 100.4
## pm2.5        16.0   8.0  13.0 19.00  11.0 21.00 20.00 22.00  60.0  97.0 120.0
## CV residual -20.3 -27.6 -23.4 -7.42 -28.1 -2.55  1.39 20.35  21.0  19.5  19.6
##             28396 28397 28400 28402 28403 28405 28407 28408 28416 28417 28418
## Predicted     143 124.3 137.2 116.0  78.8  46.0  75.2  65.2 106.0 114.7   114
## cvpred        143 124.2 137.2 115.9  78.7  45.8  75.1  65.1 105.9 114.5   114
## pm2.5         100 110.0  97.0 127.0 117.0  78.0 121.0 108.0  66.0  60.0    72
## CV residual   -43 -14.2 -40.2  11.1  38.3  32.2  45.9  42.9 -39.9 -54.5   -42
##             28423 28428 28429 28432 28437 28439 28444 28451 28453 28454 28457
## Predicted   119.2  91.2 85.21  94.3 123.2 127.0   128 128.4   116   121   113
## cvpred      119.1  91.1 85.12  94.2 123.1 126.9   128 128.2   116   121   113
## pm2.5        81.0 122.0 90.00 110.0  98.0 100.0   109 193.0   230   227   243
## CV residual -38.1  30.9  4.88  15.8 -25.1 -26.9   -19  64.8   114   106   130
##             28459 28461 28468 28469 28472 28474 28479 28480 28481 28483 28486
## Predicted     137   138   138   138   143  79.7  57.4  51.3  56.2  55.4  53.9
## cvpred        137   138   138   138   143  79.7  57.4  51.2  56.2  55.3  53.7
## pm2.5         258   259   256   250   247  18.0  37.0  39.0  41.0  31.0  19.0
## CV residual   121   121   118   112   104 -61.7 -20.4 -12.2 -15.2 -24.3 -34.7
##             28489 28490 28491 28493 28494 28495  28496 28499 28504 28507 28515
## Predicted    68.5  82.8  87.8 125.2 139.6 138.7 138.24 104.9  46.3  43.0 130.6
## cvpred       68.3  82.6  87.6 125.1 139.5 138.6 138.16 104.9  46.3  42.9 130.6
## pm2.5         6.0  13.0  20.0  64.0  96.0 122.0 133.00 176.0 119.0 123.0 153.0
## CV residual -62.3 -69.6 -67.6 -61.1 -43.5 -16.6  -5.16  71.1  72.7  80.1  22.4
##             28517 28518 28522 28525 28527 28528 28530 28539 28545 28548 28549
## Predicted   141.1 141.1  89.2  64.6  56.6  59.6  47.7  77.3 91.79 82.03 81.78
## cvpred      141.1 141.1  89.2  64.6  56.6  59.5  47.6  77.1 91.75 81.99 81.74
## pm2.5       179.0 183.0 150.0 156.0 243.0 122.0  73.0  47.0 89.00 87.00 89.00
## CV residual  37.9  41.9  60.8  91.4 186.4  62.5  25.4 -30.1 -2.75  5.01  7.26
##             28550 28551 28553 28558 28563 28564 28565 28566 28570 28571 28577
## Predicted    82.3  81.2 138.2 141.7 141.7 136.8 136.0 152.0 143.3 131.7  36.6
## cvpred       82.2  81.1 138.2 141.7 141.6 136.7 135.9 152.1 143.4 131.8  36.3
## pm2.5       100.0 107.0  78.0  99.0 113.0 108.0 110.0 121.0 107.0 111.0  15.0
## CV residual  17.8  25.9 -60.2 -42.7 -28.6 -28.7 -25.9 -31.1 -36.4 -20.8 -21.3
##             28589 28594 28596 28597 28601 28605 28608 28611 28614 28618 28621
## Predicted     124  57.8  39.3  50.2  35.8  61.4  88.1  91.1   121 100.4 75.54
## cvpred        124  57.6  39.2  50.1  35.7  61.3  88.0  90.9   121 100.2 75.38
## pm2.5           6  11.0  13.0  10.0  11.0  24.0  32.0  55.0    59  67.0 77.00
## CV residual  -118 -46.6 -26.2 -40.1 -24.7 -37.3 -56.0 -35.9   -62 -33.2  1.62
##             28622 28626 28627 28628  28630 28633 28636 28647 28648 28650 28656
## Predicted    64.9  68.8  67.4  67.3 90.290 128.4   123 -5.31 -13.1 -14.4  4.84
## cvpred       64.7  68.6  67.2  67.1 90.287 128.4   123 -5.78 -13.6 -14.9  4.16
## pm2.5        80.0 126.0  97.0  83.0 90.000  54.0    22 17.00  13.0  17.0 13.00
## CV residual  15.3  57.4  29.8  15.9 -0.287 -74.4  -101 22.78  26.6  31.9  8.84
##             28658 28659 28662 28663 28664 28668 28672 28677 28680 28681 28686
## Predicted   14.08 11.38 10.75 18.92  2.92 -40.3  56.0  48.9  63.5  66.5  72.7
## cvpred      13.37 10.65  9.96 18.12  2.11 -41.2  55.9  48.7  63.2  66.3  72.4
## pm2.5       10.00  8.00  8.00  9.00  9.00  13.0  14.0  14.0  11.0  10.0   8.0
## CV residual -3.37 -2.65 -1.96 -9.12  6.89  54.2 -41.9 -34.7 -52.2 -56.3 -64.4
##             28688 28691 28698  28701 28706 28709 28710 28711 28717 28718 28721
## Predicted    64.9  23.3 -6.73 -0.633  13.9  45.8  45.4 19.09 -63.0 -74.7 -91.9
## cvpred       64.5  22.9 -7.33 -1.282  13.2  45.1  44.6 18.38 -63.9 -75.6 -92.8
## pm2.5        11.0  12.0  7.00 17.000  27.0  16.0  15.0 13.00  13.0  12.0   8.0
## CV residual -53.5 -10.9 14.33 18.282  13.8 -29.1 -29.6 -5.38  76.9  87.6 100.8
##             28724 28729 28733 28734 28735 28736 28737 28741 28744 28745 28750
## Predicted    23.8  64.3   133   119 128.9 117.7  78.9  24.7  5.55  4.20  59.5
## cvpred       23.6  64.1   133   119 128.7 117.6  78.8  24.6  5.53  4.16  59.5
## pm2.5         5.0  32.0    42    55  62.0  66.0  64.0  50.0 41.00 29.00  47.0
## CV residual -18.6 -32.1   -91   -64 -66.7 -51.6 -14.8  25.4 35.47 24.84 -12.5
##             28752 28753 28755 28759 28762 28763 28764 28772 28776 28780 28784
## Predicted    68.5 108.8  92.1 143.8  86.5  71.9  51.0  29.5  31.1  40.7  42.5
## cvpred       68.6 108.9  92.1 143.8  86.6  72.0  51.1  29.4  30.9  40.5  42.3
## pm2.5        54.0  59.0  65.0 101.0 110.0 117.0 132.0  10.0  12.0   6.0   6.0
## CV residual -14.6 -49.9 -27.1 -42.8  23.4  45.0  80.9 -19.4 -18.9 -34.5 -36.3
##             28793   28794 28795 28802 28803 28810 28812 28813 28815 28819 28821
## Predicted   41.32 45.1080  53.3 105.9 115.2    76 64.51  58.3  59.5  90.3  94.0
## cvpred      41.25 45.0165  53.2 105.9 115.2    76 64.51  58.3  59.5  90.3  93.9
## pm2.5       39.00 45.0000  42.0  53.0  42.0    62 73.00  78.0  79.0 102.0  69.0
## CV residual -2.25 -0.0165 -11.2 -52.9 -73.2   -14  8.49  19.7  19.5  11.7 -24.9
##             28823 28824 28826 28830 28833 28835 28839 28840 28850 28851 28853
## Predicted    94.1  89.2 108.7 119.1  97.9 75.20  35.1    39 112.2 111.3 124.2
## cvpred       94.0  89.1 108.7 119.1  98.0 75.23  35.1    39 112.1 111.2 124.2
## pm2.5        55.0  53.0  57.0  61.0  74.0 80.00  39.0    36  48.0  52.0  37.0
## CV residual -39.0 -36.1 -51.7 -58.1 -24.0  4.77   3.9    -3 -64.1 -59.2 -87.2
##             28855 28857 28859 28865  28869 28874 28882 28883 28887 28888 28896
## Predicted   123.1 116.6  80.5  49.2 48.290  77.9  29.3  31.7  8.77 -1.10  34.0
## cvpred      123.1 116.6  80.4  49.1 48.075  77.8  29.0  31.5  8.59 -1.31  33.9
## pm2.5        28.0  45.0  49.0  72.0 49.000  10.0   9.0   7.0  4.00  7.00  23.0
## CV residual -95.1 -71.6 -31.4  22.9  0.925 -67.8 -20.0 -24.5 -4.59  8.31 -10.9
##             28899 28901 28905 28908 28910 28913 28914 28916 28920 28921 28922
## Predicted   117.4 111.3  95.4 118.6 105.8 102.5 105.6 116.3 126.5 125.6 130.3
## cvpred      117.4 111.2  95.3 118.5 105.8 102.4 105.5 116.2 126.4 125.5 130.1
## pm2.5        56.0  63.0  51.0  43.0  35.0  59.0  57.0  57.0  73.0  67.0  64.0
## CV residual -61.4 -48.2 -44.3 -75.5 -70.8 -43.4 -48.5 -59.2 -53.4 -58.5 -66.1
##             28927 28931 28935 28942 28943 28946 28948  28952 28958 28959 28961
## Predicted   160.2 109.6  58.7 85.98  89.9 133.4   144 143.01  87.9  81.6    55
## cvpred      160.1 109.6  58.6 85.89  89.8 133.4   144 143.04  87.9  81.7    55
## pm2.5        83.0  84.0  81.0 81.00  78.0 117.0   125 136.00 147.0 134.0   140
## CV residual -77.1 -25.6  22.4 -4.89 -11.8 -16.4   -19  -7.04  59.1  52.3    85
##             28962 28963 28964 28972 28973 28977 28980 28981 28988 28990 28991
## Predicted    58.6  71.1  79.3 111.6 142.5 129.0 114.7   113 100.9   135   135
## cvpred       58.5  71.1  79.3 111.5 142.5 129.1 114.8   113 100.9   135   135
## pm2.5       142.0 149.0 137.0 123.0 128.0 160.0 195.0   201 166.0   183   197
## CV residual  83.5  77.9  57.7  11.5 -14.5  30.9  80.2    88  65.1    48    62
##             28992  28996   28997  28998 29000 29002 29003 29006 29008 29009
## Predicted   123.8 131.22 139.875 139.38 132.3   135   135   128   117   118
## cvpred      123.9 131.25 139.909 139.41 132.3   135   135   128   118   118
## pm2.5       188.0 134.00 140.000 146.00 195.0   201   214   247   258   260
## CV residual  64.1   2.75   0.091   6.59  62.7    66    79   119   140   142
##             29013 29015 29019 29020  29021  29023 29024 29026 29028 29036 29037
## Predicted   130.0 145.4 150.5 150.8 151.04 149.33 146.2 114.6  61.3  34.9  62.9
## cvpred      130.1 145.5 150.6 150.8 151.08 149.35 146.3 114.7  61.3  34.8  62.9
## pm2.5       200.0 217.0 217.0 179.0 154.00 148.00 165.0  87.0  73.0  14.0  18.0
## CV residual  69.9  71.5  66.4  28.2   2.92  -1.35  18.7 -27.7  11.7 -20.8 -44.9
##             29038 29040 29049 29055 29056 29059 29063 29064 29066 29070 29072
## Predicted    49.3  64.6  22.9 -36.1 -48.3 -62.3  72.8  16.4  82.7   125   104
## cvpred       49.2  64.6  22.6 -36.4 -48.7 -62.8  72.7  16.3  82.6   125   104
## pm2.5        14.0   4.0   9.0   8.0   9.0   7.0  52.0  40.0  40.0    83   115
## CV residual -35.2 -60.6 -13.6  44.4  57.7  69.8 -20.7  23.7 -42.6   -42    11
##             29073 29078 29079 29080 29082 29092 29093 29095 29096 29099 29101
## Predicted   79.54  41.1  39.9  38.8  51.2 108.8 108.6 123.5 107.1 47.75  39.9
## cvpred      79.54  41.2  40.0  38.8  51.3 108.9 108.6 123.5 107.1 47.78  39.9
## pm2.5       70.00  80.0  78.0  70.0  74.0  69.0  81.0  82.0  55.0 46.00  50.0
## CV residual -9.54  38.8  38.0  31.2  22.7 -39.9 -27.6 -41.5 -52.1 -1.78  10.1
##             29109  29110  29111 29113 29114 29119 29120 29121 29123 29129 29135
## Predicted    72.3 77.317 81.592  85.7  95.2 130.7 116.1 110.7 108.0 98.70  56.6
## cvpred       72.3 77.284 81.545  85.7  95.1 130.8 116.2 110.8 108.1 98.83  56.6
## pm2.5        95.0 77.000 81.000 103.0  85.0  91.0  81.0  81.0  80.0 92.00  20.0
## CV residual  22.7 -0.284 -0.545  17.3 -10.1 -39.8 -35.2 -29.8 -28.1 -6.83 -36.6
##              29136 29137 29139 29142 29145 29148 29149 29150 29151 29156 29157
## Predicted   17.811 16.22  25.6 115.5  40.5 -9.22 -16.5 -31.8 -39.4 -60.2 -48.2
## cvpred      17.743 16.13  25.5 115.4  40.5 -9.25 -16.5 -31.9 -39.5 -60.4 -48.5
## pm2.5       17.000 11.00  14.0  17.0  24.0 47.00  44.0  39.0  27.0  74.0  37.0
## CV residual -0.743 -5.13 -11.5 -98.4 -16.5 56.25  60.5  70.9  66.5 134.4  85.5
##             29169 29170  29171 29173 29176 29180 29181 29182 29186 29187 29190
## Predicted    17.1  5.70 -0.780 -28.2 -40.9 -1.01  18.5 41.71 82.21 104.9 137.4
## cvpred       17.0  5.63 -0.862 -28.2 -41.0 -1.04  18.5 41.69 82.19 104.9 137.4
## pm2.5        14.0 10.00  9.000  70.0  13.0 22.00  36.0 45.00 81.00  41.0  46.0
## CV residual  -3.0  4.37  9.862  98.2  54.0 23.04  17.5  3.31 -1.19 -63.9 -91.4
##             29195 29199 29202 29212 29214  29218 29220 29222 29224 29225 29230
## Predicted    63.1  10.4 35.14  85.5  96.7 104.08 70.03  53.8  42.5  55.3 74.02
## cvpred       63.2  10.4 35.18  85.5  96.7 104.21 70.14  53.9  42.6  55.4 74.01
## pm2.5        30.0  34.0 35.00  53.0  72.0 100.00 75.00  89.0  96.0  97.0 79.00
## CV residual -33.2  23.6 -0.18 -32.5 -24.7  -4.21  4.86  35.1  53.4  41.6  4.99
##             29233 29234 29240 29242 29245 29246 29247 29250 29252 29253 29256
## Predicted    75.4 124.0 132.6 108.7  83.6  82.3  69.3 63.55  80.9  84.4 102.3
## cvpred       75.3 124.1 132.8 108.8  83.7  82.5  69.4 63.65  81.0  84.5 102.4
## pm2.5        59.0  68.0  51.0  56.0  61.0  69.0  71.0 60.00  52.0  66.0  96.0
## CV residual -16.3 -56.1 -81.8 -52.8 -22.7 -13.5   1.6 -3.65 -29.0 -18.5  -6.4
##             29258 29259  29265 29267 29269 29275 29276 29278 29279 29287 29288
## Predicted   105.3 109.9 121.87 107.0  69.8  20.4  33.2  60.4 102.7 138.8 127.7
## cvpred      105.3 109.9 122.02 107.1  70.0  20.4  33.2  60.4 102.7 138.9 127.9
## pm2.5        71.0  67.0 124.00 139.0  83.0  54.0  65.0  75.0  80.0 167.0 157.0
## CV residual -34.3 -42.9   1.98  31.9  13.0  33.6  31.8  14.6 -22.7  28.1  29.1
##             29291 29292 29294 29298 29299 29301 29307 29308 29317 29321 29322
## Predicted    96.7  90.6  79.1  75.6  79.6   103   139   140  91.8  33.5  32.9
## cvpred       96.9  90.8  79.3  75.8  79.8   103   140   140  92.1  33.7  33.1
## pm2.5       169.0 161.0 172.0 187.0 209.0   230   314   301 265.0 103.0  82.0
## CV residual  72.1  70.2  92.7 111.2 129.2   127   174   161 172.9  69.3  48.9
##             29326 29328 29330 29332 29333 29339 29346 29349 29350 29353 29362
## Predicted    83.2 124.6 129.4 130.4 130.6   107  68.0  70.8  66.9  88.8  96.2
## cvpred       83.3 124.8 129.6 130.6 130.8   107  68.2  71.0  67.0  88.9  96.4
## pm2.5       148.0 137.0 157.0 156.0 157.0   251 143.0 182.0 164.0 196.0 135.0
## CV residual  64.7  12.2  27.4  25.4  26.2   144  74.8 111.0  97.0 107.1  38.6
##             29363 29367 29368 29369  29373 29376 29379 29381 29382 29387 29389
## Predicted    89.5  98.2  92.0  95.5  94.31  87.7 116.0 124.5 124.0 119.3 107.8
## cvpred       89.6  98.4  92.1  95.7  94.41  87.8 116.2 124.7 124.2 119.4 107.9
## pm2.5       126.0 163.0 148.0 139.0 103.00  35.0  54.0  49.0  55.0  21.0  25.0
## CV residual  36.4  64.6  55.9  43.3   8.59 -52.8 -62.2 -75.7 -69.2 -98.4 -82.9
##             29396 29400 29401 29402 29403 29404 29408 29415 29416 29417 29418
## Predicted   121.1 141.6 141.8 143.1 148.0 148.3 147.0 -10.1 -11.9 -20.8 -38.8
## cvpred      121.3 141.8 141.9 143.3 148.2 148.4 147.2 -10.0 -11.8 -20.7 -38.8
## pm2.5        66.0  65.0  73.0  76.0  93.0  97.0 116.0  12.0   9.0  14.0  13.0
## CV residual -55.3 -76.8 -68.9 -67.3 -55.2 -51.4 -31.2  22.0  20.8  34.7  51.8
##             29422 29423 29424 29429 29430 29436 29438 29441 29446 29447 29448
## Predicted    19.7  32.0 40.46 129.5 130.0 -13.3 -35.1 -86.3 35.32  17.5  77.8
## cvpred       19.8  32.1 40.52 129.6 130.1 -13.3 -35.0 -86.4 35.34  17.5  77.8
## pm2.5        33.0  43.0 46.00  70.0  89.0  58.0  27.0  25.0 38.00  48.0  31.0
## CV residual  13.2  10.9  5.48 -59.6 -41.1  71.3  62.0 111.4  2.66  30.5 -46.8
##             29449 29453 29455 29456  29460 29461 29463 29464 29465 29467 29468
## Predicted   28.43  94.7  66.4  41.2  0.884 -22.5 -23.7 -28.8 -2.09 -3.44  5.97
## cvpred      28.38  94.7  66.4  41.2  0.912 -22.5 -23.6 -28.8 -2.04 -3.40  5.99
## pm2.5       25.00 122.0  36.0  53.0 22.000  10.0  23.0  93.0 35.00 35.00 46.00
## CV residual -3.38  27.3 -30.4  11.8 21.088  32.5  46.6 121.8 37.04 38.40 40.01
##             29470 29472 29473 29478 29479 29482 29483 29485 29486 29494 29495
## Predicted    33.3 52.00  87.5 120.5 109.0  67.6  60.4  36.7  44.7   111 125.5
## cvpred       33.3 51.98  87.6 120.6 109.1  67.7  60.5  36.8  44.9   111 125.7
## pm2.5        77.0 59.00  35.0  91.0  96.0  83.0  78.0  65.0  68.0   144 179.0
## CV residual  43.7  7.02 -52.6 -29.6 -13.1  15.3  17.5  28.2  23.1    33  53.3
##             29498 29509 29510 29511 29516 29521 29522 29524  29527 29528 29530
## Predicted     136 -15.4   7.4  5.41 40.60  94.1 80.91 104.1 113.84  88.7 62.79
## cvpred        136 -15.5   7.5  5.54 40.71  94.2 81.01 104.2 113.98  88.8 62.91
## pm2.5         195  93.0 140.0 75.00 44.00  67.0 79.00  77.0 111.00 126.0 60.00
## CV residual    59 108.5 132.5 69.46  3.29 -27.2 -2.01 -27.2  -2.98  37.2 -2.91
##             29531 29539 29544 29545 29546 29549 29552 29554 29555 29563 29570
## Predicted    56.4  57.2 102.5 102.4 101.6 129.0 111.6  90.6  80.6  61.3 108.6
## cvpred       56.6  57.4 102.6 102.5 101.6 129.1 111.8  90.8  80.7  61.4 108.7
## pm2.5        99.0  39.0  39.0  40.0  47.0  53.0  59.0  70.0  56.0 108.0  71.0
## CV residual  42.4 -18.4 -63.6 -62.5 -54.6 -76.1 -52.8 -20.8 -24.7  46.6 -37.7
##             29573  29575 29579 29580 29582 29583 29603 29605 29607 29615 29618
## Predicted   121.1 121.62 109.5 108.3 104.7  89.6 109.6  92.0  84.6  99.3 129.5
## cvpred      121.3 121.79 109.7 108.4 104.9  89.8 109.8  92.1  84.8  99.3 129.7
## pm2.5        98.0 114.00 126.0 132.0 117.0 119.0 162.0 104.0  73.0  29.0  46.0
## CV residual -23.3  -7.79  16.3  23.6  12.1  29.2  52.2  11.9 -11.8 -70.3 -83.7
##             29619 29622 29623 29625 29626 29627 29628 29635 29636 29639 29641
## Predicted   124.0 130.7 129.6 126.9 120.9 120.4 129.5 -42.6 -22.2  -9.8  61.2
## cvpred      124.2 130.9 129.8 127.1 121.1 120.6 129.7 -42.8 -22.5 -10.1  61.2
## pm2.5        56.0  66.0  67.0  73.0  73.0 101.0 102.0  22.0  57.0  22.0  27.0
## CV residual -68.2 -64.9 -62.8 -54.1 -48.1 -19.6 -27.7  64.8  79.5  32.1 -34.2
##             29642 29649 29651 29652 29654 29655 29656 29660 29664 29668 29671
## Predicted    89.8  20.8 -1.92 -12.8 -21.6 -15.6 -17.8 -1.57  46.8  67.7 119.0
## cvpred       89.8  20.8 -1.94 -12.8 -21.7 -15.6 -17.8 -1.68  46.7  67.6 119.1
## pm2.5        25.0  57.0 40.00  34.0  62.0  74.0  57.0 43.00  79.0  87.0  85.0
## CV residual -64.8  36.2 41.94  46.8  83.7  89.6  74.8 44.68  32.3  19.4 -34.1
##             29672 29684 29690 29694 29695 29696 29697 29701 29704 29705 29707
## Predicted   102.3  88.6 107.0 121.5 116.7 111.7 86.55  49.3  40.6  40.3 38.56
## cvpred      102.5  88.8 107.1 121.7 116.9 111.9 86.75  49.5  40.7  40.4 38.62
## pm2.5        92.0 124.0  61.0  69.0  77.0  85.0 89.00  86.0  65.0  57.0 40.00
## CV residual -10.5  35.2 -46.1 -52.7 -39.9 -26.9  2.25  36.5  24.3  16.6  1.38
##             29708 29722 29726 29727 29729 29735 29739 29742 29746 29747 29749
## Predicted   42.59  86.7  48.4  65.0  66.7 118.1 136.9 137.9  73.4  58.2 40.84
## cvpred      42.63  86.9  48.5  65.2  66.9 118.4 137.2 138.2  73.7  58.4 41.01
## pm2.5       39.00  55.0  77.0  81.0 123.0 132.0 215.0 233.0 131.0  90.0 39.00
## CV residual -3.63 -31.9  28.5  15.8  56.1  13.6  77.8  94.8  57.3  31.6 -2.01
##             29750 29755 29756 29764 29765 29767 29771 29773 29775 29777 29780
## Predicted    49.1 108.6 113.5 129.1 129.6 135.0  61.5 55.63  49.0  51.4 77.81
## cvpred       49.3 108.8 113.7 129.4 129.8 135.2  61.7 55.85  49.2  51.7 77.99
## pm2.5        43.0  56.0  54.0  55.0  69.0  59.0  43.0 65.00  82.0  83.0 72.00
## CV residual  -6.3 -52.8 -59.7 -74.4 -60.8 -76.2 -18.7  9.15  32.8  31.3 -5.99
##             29785 29787 29789 29792 29794  29796 29800 29803 29804 29808 29810
## Predicted   121.2 137.7 132.0 126.9 116.6 117.12 109.9 126.1 135.3   132 139.2
## cvpred      121.4 137.9 132.3 127.2 116.9 117.39 110.1 126.3 135.5   132 139.4
## pm2.5        86.0 108.0 118.0 115.0 101.0 108.00 143.0  80.0  76.0    50  56.0
## CV residual -35.4 -29.9 -14.3 -12.2 -15.9  -9.39  32.9 -46.3 -59.5   -82 -83.4
##             29811 29817 29824 29825 29827 29830 29833 29835 29836 29837 29839
## Predicted   139.4 143.0 108.4   103   114 123.0 130.0 133.0 132.1 132.4   143
## cvpred      139.6 143.3 108.6   103   114 123.3 130.2 133.2 132.3 132.6   143
## pm2.5        60.0  63.0  80.0    86    91 111.0  92.0  89.0  92.0 100.0   101
## CV residual -79.6 -80.3 -28.6   -17   -23 -12.3 -38.2 -44.2 -40.3 -32.6   -42
##             29841 29844 29845 29851 29854 29857 29861 29863 29865 29866 29869
## Predicted   137.7 130.2 115.0  98.8 116.4  39.3  54.7  59.7  36.7 20.49 -17.1
## cvpred      137.9 130.4 115.3  99.0 116.6  39.3  54.7  59.7  36.7 20.41 -17.3
## pm2.5       117.0  65.0  59.0  44.0  88.0  67.0   9.0  13.0  13.0 13.00  15.0
## CV residual -20.9 -65.4 -56.3 -55.0 -28.6  27.7 -45.7 -46.7 -23.7 -7.41  32.3
##             29872 29876 29878 29882 29883 29891 29896 29897 29903 29911 29912
## Predicted   -68.0 -11.0 36.17 117.2 123.0 57.13 -51.8 -49.2  26.4 115.0 113.4
## cvpred      -68.2 -10.9 36.26 117.4 123.1 57.32 -51.8 -49.1  26.4 115.2 113.6
## pm2.5        17.0  23.0 32.00  49.0  49.0 54.00  37.0  42.0  70.0  83.0  87.0
## CV residual  85.2  33.9 -4.26 -68.4 -74.1 -3.32  88.8  91.1  43.6 -32.2 -26.6
##             29917 29922 29925 29929   29932 29934 29936 29937 29938 29940 29943
## Predicted    77.0  47.1  81.4   113 129.133 140.1 108.0  93.3  69.4 -10.9 -2.86
## cvpred       77.3  47.3  81.5   113 129.362 140.4 108.2  93.6  69.6 -10.8 -2.75
## pm2.5       105.0 105.0 108.0   105 130.000 151.0 133.0 124.0  93.0  26.0 27.00
## CV residual  27.7  57.7  26.5    -8   0.638  10.6  24.8  30.4  23.4  36.8 29.75
##             29946 29953 29957 29966 29967 29969 29970 29974 29977 29981 29986
## Predicted    2.52  93.1 125.0   110   109  97.4  96.5  99.5 122.3 139.2 100.5
## cvpred       2.63  93.2 125.2   111   109  97.6  96.7  99.6 122.5 139.4 100.8
## pm2.5       22.00  56.0  96.0   244   216 137.0 130.0 111.0 153.0 170.0 152.0
## CV residual 19.37 -37.2 -29.2   133   107  39.4  33.3  11.4  30.5  30.6  51.2
##             29988 29990 29991 29994 29996  29998 29999 30001 30006 30007 30008
## Predicted    59.3  4.04  2.43 -1.95  46.6 107.61 112.5 104.7 112.6   111 109.6
## cvpred       59.5  4.20  2.60 -1.79  46.8 107.87 112.8 104.9 112.8   111 109.8
## pm2.5       127.0 65.00 53.00 70.00  96.0 103.00 150.0 166.0 203.0   179 203.0
## CV residual  67.5 60.80 50.40 71.79  49.2  -4.87  37.2  61.1  90.2    68  93.2
##             30009 30012   30015 30018 30020 30024 30027 30028 30029 30033
## Predicted     109 107.1 142.177 133.3 132.2 131.7 142.0 142.0 147.4 147.2
## cvpred        109 107.2 142.414 133.5 132.4 131.9 142.3 142.3 147.7 147.4
## pm2.5         167 137.0 143.000  86.0  77.0  89.0  74.0  69.0  77.0 114.0
## CV residual    58  29.8   0.586 -47.5 -55.4 -42.9 -68.3 -73.3 -70.7 -33.4
##              30036 30037 30038 30041 30050 30052 30054 30058 30063 30067 30068
## Predicted   140.57 135.7 134.8   133 137.9 137.7 141.4 144.0 146.7 136.2 140.4
## cvpred      140.81 135.9 135.1   133 138.2 137.9 141.7 144.2 146.9 136.4 140.7
## pm2.5       142.00 161.0 178.0   180 163.0 165.0 166.0  99.0 165.0 207.0 200.0
## CV residual   1.19  25.1  42.9    47  24.8  27.1  24.3 -45.2  18.1  70.6  59.3
##             30069 30071  30077 30082  30085   30086 30089  30098 30106 30115
## Predicted   139.6 133.1 141.41 137.2 141.54 136.159 136.4 141.05 136.9 131.0
## cvpred      139.8 133.3 141.69 137.4 141.82 136.441 136.7 141.32 137.2 131.3
## pm2.5       166.0 158.0 145.00 117.0 136.00 136.000 161.0 139.00 161.0 191.0
## CV residual  26.2  24.7   3.31 -20.4  -5.82  -0.441  24.3  -2.32  23.8  59.7
##             30118 30120 30122 30131 30132 30134 30137 30138 30139 30140 30142
## Predicted   133.9 141.5 140.9   134 127.4   134   125   124   118   118 115.4
## cvpred      134.2 141.8 141.2   134 127.6   135   125   124   119   118 115.4
## pm2.5       194.0 182.0 169.0    13  36.0    15    16    12    17    16  24.0
## CV residual  59.8  40.2  27.8  -121 -91.6  -120  -109  -112  -102  -102 -91.4
##             30143 30146 30149 30150 30151 30152 30153 30157 30159 30160 30164
## Predicted     139   144   145   145   145   149 143.3  93.5  87.6  83.0  96.8
## cvpred        139   144   145   145   145   149 143.5  93.7  87.8  83.2  97.0
## pm2.5          27    33    31    28    38    44  45.0  29.0  22.0  18.0  35.0
## CV residual  -112  -111  -114  -117  -107  -105 -98.5 -64.7 -65.8 -65.2 -62.0
##             30167 30168 30169 30172 30173 30174 30175 30178 30179 30183 30190
## Predicted   123.5 123.0 127.6 138.4 138.4   144 138.5 117.5 117.5  92.8 102.4
## cvpred      123.7 123.2 127.8 138.6 138.6   144 138.8 117.8 117.8  93.0 102.6
## pm2.5        41.0  40.0  40.0  48.0  51.0    62  64.0  75.0  70.0 107.0  72.0
## CV residual -82.7 -83.2 -87.8 -90.6 -87.6   -82 -74.8 -42.8 -47.8  14.0 -30.6
##             30191 30192 30194 30196 30197 30198 30204 30207 30209  30216
## Predicted   121.3   130   131   141   146 141.3  98.5  84.6 87.80 108.20
## cvpred      121.5   131   131   141   146 141.4  98.7  84.9 88.02 108.34
## pm2.5        55.0    24    24    30    33  47.0  55.0  65.0 83.00 104.00
## CV residual -66.5  -107  -107  -111  -113 -94.4 -43.7 -19.9 -5.02  -4.34
##               30225  30227 30229 30230 30232 30233 30234  30237 30242 30245
## Predicted   112.627 102.10  90.5  83.7  71.8  65.8  51.5 111.48 105.9  95.0
## cvpred      112.861 102.37  90.7  84.0  72.0  66.0  51.7 111.78 106.1  95.1
## pm2.5       112.000 110.00 125.0 130.0 124.0 109.0  78.0 103.00  81.0  80.0
## CV residual  -0.861   7.63  34.3  46.0  52.0  43.0  26.3  -8.78 -25.1 -15.1
##             30246 30247 30248 30258 30261  30266 30277 30285 30287 30289 30297
## Predicted    94.1  97.6 96.01  52.7  60.6 109.85  82.9  97.4  93.2 107.8 117.8
## cvpred       94.2  97.7 96.15  52.8  60.7 110.07  83.2  97.7  93.4 108.1 118.1
## pm2.5        82.0  83.0 91.00 126.0 131.0 107.00 129.0 197.0 157.0 148.0 152.0
## CV residual -12.2 -14.7 -5.15  73.2  70.3  -3.07  45.8  99.3  63.6  39.9  33.9
##             30300 30301 30304 30305 30307 30311 30312 30313 30315 30317 30319
## Predicted   125.1 124.6 134.9 135.0   134 135.0 129.3 128.0 122.1 119.9   127
## cvpred      125.4 124.9 135.2 135.3   134 135.3 129.6 128.2 122.3 120.1   127
## pm2.5       181.0 196.0 200.0 198.0   205 190.0 189.0 163.0  50.0  43.0    17
## CV residual  55.6  71.1  64.8  62.7    71  54.7  59.4  34.8 -72.3 -77.1  -110
##             30321 30325 30326 30332 30334 30338 30340 30342 30343 30344 30350
## Predicted   111.4  88.1  81.9  79.7  91.7 116.4 126.9 131.3 130.5 115.1 44.08
## cvpred      111.6  88.3  82.2  80.0  91.9 116.7 127.2 131.6 130.8 115.4 44.32
## pm2.5        16.0  18.0  16.0  46.0  57.0  54.0  55.0  66.0  67.0  80.0 48.00
## CV residual -95.6 -70.3 -66.2 -34.0 -34.9 -62.7 -72.2 -65.6 -63.8 -35.4  3.68
##             30352 30356 30358 30359 30360 30363 30368 30370 30375 30378 30383
## Predicted    40.9 51.39  96.6  96.6 110.4 126.6 115.6  88.6 20.45 20.45 58.52
## cvpred       41.1 51.54  96.9  96.9 110.7 126.9 115.9  88.9 20.69 20.69 58.78
## pm2.5        39.0 45.00  62.0  66.0  75.0  70.0  89.0  67.0 18.00 16.00 56.00
## CV residual  -2.1 -6.54 -34.9 -30.9 -35.7 -56.9 -26.9 -21.9 -2.69 -4.69 -2.78
##             30386  30390 30393 30394 30404  30410 30412 30413 30417 30418 30419
## Predicted     102 120.76 114.4 101.0  93.0 116.37 126.6 132.0 105.6  96.1  80.8
## cvpred        102 121.05 114.7 101.3  93.3 116.66 126.9 132.3 105.9  96.4  81.1
## pm2.5          58 128.00  41.0  37.0  77.0 123.00 155.0 165.0  88.0 122.0 105.0
## CV residual   -44   6.95 -73.7 -64.3 -16.3   6.34  28.1  32.7 -17.9  25.6  23.9
##             30431 30435 30437 30441 30442 30443 30445 30448 30458 30459 30460
## Predicted    84.1  96.8 122.3 140.5 140.5   140 140.2 127.8 141.3 136.7 136.4
## cvpred       84.2  96.9 122.5 140.8 140.8   140 140.5 128.1 141.6 136.9 136.7
## pm2.5        28.0  42.0  47.0 108.0  85.0    70  54.0  56.0  85.0  91.0  90.0
## CV residual -56.2 -54.9 -75.5 -32.8 -55.8   -70 -86.5 -72.1 -56.6 -45.9 -46.7
##             30468 30471 30474 30475 30480 30481 30483 30484 30486 30487 30489
## Predicted    87.1  62.0 60.82 73.86 108.5 107.7 111.5 120.1 140.5   140   123
## cvpred       87.4  62.3 61.08 74.13 108.7 107.9 111.6 120.3 140.8   140   123
## pm2.5        40.0  33.0 59.00 65.00  86.0  88.0  46.0  50.0  67.0    66   248
## CV residual -47.4 -29.3 -2.08 -9.13 -22.7 -19.9 -65.6 -70.3 -73.8   -74   125
##             30494 30496 30497 30504 30513  30514 30519 30521 30525 30529 30531
## Predicted   105.6  93.8  93.0 136.2   136 135.41 125.1   129 139.2 137.2 139.8
## cvpred      105.9  94.1  93.3 136.4   136 135.71 125.5   129 139.5 137.5 140.1
## pm2.5       148.0 126.0 110.0  58.0   120 127.00 113.0   139 166.0 171.0 166.0
## CV residual  42.1  31.9  16.7 -78.4   -16  -8.71 -12.5    10  26.5  33.5  25.9
##             30533 30537 30538 30540 30543 30544 30546 30550 30552 30555 30556
## Predicted   136.4 139.1   135 117.9 100.3  88.9 90.37 102.0   125 125.3 136.4
## cvpred      136.7 139.4   135 118.2 100.6  89.2 90.67 102.2   125 125.6 136.7
## pm2.5       161.0 186.0   189 177.0 147.0 111.0 87.00 119.0   254 111.0  93.0
## CV residual  24.3  46.6    54  58.8  46.4  21.8 -3.67  16.8   129 -14.6 -43.7
##             30558 30563 30564 30569 30574 30575 30578 30582 30597 30598 30600
## Predicted   124.8  93.3  72.6  57.0 113.4 108.5   122   134   128   133 136.2
## cvpred      125.1  93.5  72.9  57.3 113.7 108.8   123   134   128   134 136.4
## pm2.5        58.0 145.0  54.0  42.0 103.0 124.0   248   277   448   406  37.0
## CV residual -67.1  51.5 -18.9 -15.3 -10.7  15.2   125   143   320   272 -99.4
##             30602 30603 30604 30607 30609 30610 30613 30614  30616  30618
## Predicted     141 140.5 140.5 135.4 135.4 134.9 129.2 128.3 128.77 117.65
## cvpred        141 140.8 140.8 135.7 135.7 135.2 129.5 128.6 129.11 117.99
## pm2.5          34  52.0  68.0  70.0  65.0  63.0 105.0 113.0 122.00 122.00
## CV residual  -107 -88.8 -72.8 -65.7 -70.7 -72.2 -24.5 -15.6  -7.11   4.01
##              30619  30620 30624 30629 30635 30641 30643 30646 30647 30648 30652
## Predicted   128.03 128.28 139.3 140.0   126 110.4 122.1   128 128.3 133.2 134.2
## cvpred      128.38 128.62 139.6 140.3   127 110.7 122.5   128 128.6 133.5 134.5
## pm2.5       120.00 125.00 164.0 189.0   270 155.0 149.0   215 101.0 112.0 156.0
## CV residual  -8.38  -3.62  24.4  48.7   143  44.3  26.5    87 -27.6 -21.5  21.5
##             30655 30674 30675 30677 30678 30681 30684 30690 30695 30703 30705
## Predicted   134.0   138   132   130   130  96.4  63.3 18.58  73.4 129.5 103.9
## cvpred      134.4   138   132   130   131  96.6  63.5 18.66  73.7 129.8 104.2
## pm2.5       153.0    32    19    14    11  15.0  11.0 13.00  23.0  50.0  44.0
## CV residual  18.6  -106  -113  -116  -120 -81.6 -52.5 -5.66 -50.7 -79.8 -60.2
##             30707 30712 30724 30725 30728 30736 30737 30757 30762 30763 30765
## Predicted    74.7  37.2 125.3 124.0 106.8  41.1  37.2  56.3  45.0  53.7  72.6
## cvpred       75.0  37.5 125.6 124.3 107.1  41.4  37.5  56.6  45.3  54.0  72.9
## pm2.5        30.0  24.0  27.0  27.0  19.0  13.0  17.0   9.0  19.0  24.0  25.0
## CV residual -45.0 -13.5 -98.6 -97.3 -88.1 -28.4 -20.5 -47.6 -26.3 -30.0 -47.9
##             30768 30769 30776  30777 30779 30781 30788 30789 30791 30794 30796
## Predicted    70.4  73.9   123 113.62  98.0 54.31 63.64 72.56 80.37 134.3 134.9
## cvpred       70.7  74.2   123 113.98  98.3 54.61 63.88 72.78 80.56 134.6 135.2
## pm2.5        35.0  39.0    93 117.00 112.0 48.00 60.00 65.00 77.00  37.0  42.0
## CV residual -35.7 -35.2   -30   3.02  13.7 -6.61 -3.88 -7.78 -3.56 -97.6 -93.2
##             30797 30801 30804  30809 30810 30813 30814 30817 30818 30819 30827
## Predicted   135.4 123.3 112.3  91.83  90.7 107.9 112.8 132.8 133.9 139.3 133.2
## cvpred      135.7 123.6 112.6  92.17  91.1 108.2 113.1 133.1 134.2 139.6 133.5
## pm2.5        38.0  53.0  72.0 100.00 120.0 142.0 147.0 216.0  70.0  79.0  80.0
## CV residual -97.7 -70.6 -40.6   7.83  28.9  33.8  33.9  82.9 -64.2 -60.6 -53.5
##             30829 30833 30836 30843 30844  30848 30852 30857 30860 30864 30865
## Predicted   128.3 121.2 124.1 137.5 137.1 137.67 126.8   139   134 139.0   139
## cvpred      128.6 121.5 124.4 137.9 137.4 138.03 127.1   140   134 139.4   140
## pm2.5        80.0  80.0 111.0 164.0 160.0 140.00  59.0    35    32  50.0    39
## CV residual -48.6 -41.5 -13.4  26.1  22.6   1.97 -68.1  -105  -102 -89.4  -101
##             30872 30873 30875 30878 30879 30881 30882 30884 30885 30890 30891
## Predicted     131 125.1   125 127.1 121.8 124.5   128 121.2 115.6   123 117.9
## cvpred        131 125.4   125 127.4 122.1 124.8   128 121.4 115.8   123 118.1
## pm2.5          30  36.0    34  41.0  44.0  30.0    28  25.0  35.0    36  32.0
## CV residual  -101 -89.4   -91 -86.4 -78.1 -94.8  -100 -96.4 -80.8   -87 -86.1
##             30894 30897 30902 30903 30904 30906 30911 30913 30914 30915 30918
## Predicted   126.2 114.3 104.6 105.4 105.0  99.7 113.9 122.1 132.1 140.5 140.8
## cvpred      126.4 114.5 104.9 105.7 105.3 100.0 114.2 122.4 132.4 140.8 141.1
## pm2.5        30.0  34.0  41.0  44.0  45.0  38.0  53.0  62.0  65.0  64.0  71.0
## CV residual -96.4 -80.5 -63.9 -61.7 -60.3 -62.0 -61.2 -60.4 -67.4 -76.8 -70.1
##             30924 30925 30926 30928 30929 30931 30932  30936    30937  30939
## Predicted    99.5 102.2  98.0  96.9 100.4 103.1 106.9 119.93 119.8203 118.72
## cvpred       99.8 102.6  98.3  97.2 100.8 103.4 107.2 120.21 120.0745 118.96
## pm2.5        58.0  54.0  52.0  67.0  53.0  51.0  50.0 128.00 120.0000 128.00
## CV residual -41.8 -48.6 -46.3 -30.2 -47.8 -52.4 -57.2   7.79  -0.0745   9.04
##             30941 30942 30943   30948  30950 30953 30959 30962 30963 30967
## Predicted   134.2 134.2 138.5 107.873 101.76  99.2 109.9 113.6   113 124.7
## cvpred      134.5 134.5 138.9 108.228 102.11  99.5 110.2 113.8   113 124.9
## pm2.5       112.0 121.0 128.0 108.000  96.00  67.0 140.0  94.0    92 136.0
## CV residual -22.5 -13.5 -10.9  -0.228  -6.11 -32.5  29.8 -19.8   -21  11.1
##             30971 30972 30976 30979 30985 30987 30993 30994 30995 30997 30998
## Predicted   102.2   114 103.1 102.2 138.5 138.2 135.0 133.9 127.4 129.1 128.2
## cvpred      102.4   114 103.5 102.5 138.9 138.5 135.3 134.2 127.7 129.4 128.5
## pm2.5        83.0    71  67.0  64.0  78.0  75.0  71.0  48.0  38.0  66.0  65.0
## CV residual -19.4   -43 -36.5 -38.5 -60.9 -63.5 -64.3 -86.2 -89.7 -63.4 -63.5
##             30999 31001 31002 31003 31014 31020 31021 31025 31026 31029 31030
## Predicted   127.4 125.6 132.5   128   133  61.8  50.7  48.2  57.8 109.8  91.0
## cvpred      127.6 125.9 132.9   128   133  62.0  50.9  48.5  58.1 110.1  91.2
## pm2.5        71.0  53.0  50.0    45    33   9.0  11.0  16.0  16.0  31.0  34.0
## CV residual -56.6 -72.9 -82.9   -83  -100 -53.0 -39.9 -32.5 -42.1 -79.1 -57.2
##             31034 31035 31036 31037 31040 31042 31044 31046 31052 31053 31054
## Predicted   126.6 131.5 132.0 137.2 121.5 104.6  99.7  74.4  88.6  97.0 87.38
## cvpred      126.9 131.8 132.3 137.4 121.8 104.9 100.1  74.8  88.9  97.3 87.61
## pm2.5        32.0  49.0  59.0  68.0  42.0  52.0  60.0  57.0  33.0  54.0 79.00
## CV residual -94.9 -82.8 -73.3 -69.4 -79.8 -52.9 -40.1 -17.8 -55.9 -43.3 -8.61
##             31055 31057 31060 31065 31068 31070 31072  31076 31079 31082 31085
## Predicted   100.2 107.5 120.3 127.5 120.0   118 110.4 112.00   125 125.4 129.8
## cvpred      100.4 107.7 120.5 127.9 120.3   118 110.7 112.23   125 125.7 130.1
## pm2.5        49.0  72.0 135.0 154.0 169.0   161 173.0 108.00    77 107.0 146.0
## CV residual -51.4 -35.7  14.5  26.1  48.7    43  62.3  -4.23   -48 -18.7  15.9
##              31093 31096  31100 31104 31112 31113 31114 31117 31121 31123 31126
## Predicted   107.38 108.2 104.07 128.8 132.9 118.0  95.1  57.8  34.1  85.1 109.2
## cvpred      107.73 108.6 104.39 129.1 133.3 118.4  95.4  58.1  34.4  85.4 109.6
## pm2.5       116.00 118.0 103.00 110.0 161.0 152.0 116.0  30.0  15.0  56.0 139.0
## CV residual   8.27   9.4  -1.39 -19.1  27.7  33.6  20.6 -28.1 -19.4 -29.4  29.4
##             31129 31131 31133 31134 31135 31137 31140  31141 31144 31145 31149
## Predicted   121.9   126 129.8 129.5 129.5 119.5 103.1 103.11  87.8  87.2  95.3
## cvpred      122.3   126 130.1 129.8 129.8 119.8 103.5 103.47  88.2  87.6  95.6
## pm2.5       109.0    87  65.0  65.0  83.0  85.0  90.0  94.00  75.0  66.0  42.0
## CV residual -13.3   -39 -65.1 -64.8 -46.8 -34.8 -13.5  -9.47 -13.2 -21.6 -53.6
##             31154 31156 31157 31158  31160 31162 31171 31173 31181 31188 31192
## Predicted   113.3 128.2 126.9   136 128.28 109.2 94.58 103.9   101  77.2  73.8
## cvpred      113.5 128.4 127.2   136 128.62 109.6 94.85 104.1   101  77.5  74.1
## pm2.5        73.0  92.0  92.0   104 124.00  99.0 96.00 122.0    59  18.0  26.0
## CV residual -40.5 -36.4 -35.2   -32  -4.62 -10.6  1.15  17.9   -42 -59.5 -48.1
##             31193 31195 31196 31197 31198 31201 31202 31203 31204 31205 31211
## Predicted    73.2  80.1  84.1  88.1  96.8 110.7 130.5   136 136.4 135.4  74.6
## cvpred       73.5  80.3  84.3  88.3  97.0 110.9 130.8   136 136.7 135.7  74.9
## pm2.5        31.0  33.0  41.0  40.0  46.0  58.0  64.0    70  75.0  72.0  28.0
## CV residual -42.5 -47.3 -43.3 -48.3 -51.0 -52.9 -66.8   -66 -61.7 -63.7 -46.9
##             31214 31215 31221 31223 31225 31233 31234 31246 31247 31248 31255
## Predicted   16.49 19.53  41.0 101.0 110.5  80.4  74.2 77.49  86.5  86.4 106.4
## cvpred      16.75 19.78  41.2 101.3 110.8  80.7  74.4 77.71  86.7  86.6 106.7
## pm2.5       13.00 12.00  17.0  40.0  38.0  18.0  17.0 69.00  53.0  49.0  41.0
## CV residual -3.75 -7.78 -24.2 -61.3 -72.8 -62.7 -57.4 -8.71 -33.7 -37.6 -65.7
##             31256 31258 31260 31263 31270 31271 31280 31281 31282 31286 31290
## Predicted   101.5  91.5  99.7 119.1 119.5 119.3 133.2 134.2 133.9 132.4 132.4
## cvpred      101.8  91.8 100.0 119.5 119.8 119.6 133.5 134.5 134.2 132.8 132.8
## pm2.5        55.0  54.0  56.0  56.0  62.0  71.0  90.0  88.0  80.0 103.0 112.0
## CV residual -46.8 -37.8 -44.0 -63.5 -57.8 -48.6 -43.5 -46.5 -54.2 -29.8 -20.8
##              31291 31292 31295  31299  31300  31301 31303 31305 31309 31314
## Predicted   133.41 133.2 133.2 133.54 134.16 133.54 132.6 109.0  55.9 29.02
## cvpred      133.76 133.5 133.5 133.87 134.49 133.87 132.9 109.3  56.2 29.33
## pm2.5       128.00 149.0 156.0 138.00 141.00 131.00  89.0  62.0  23.0 31.00
## CV residual  -5.76  15.5  22.5   4.13   6.51  -2.87 -43.9 -47.3 -33.2  1.67
##             31315 31321 31326 31327 31328 31331 31332 31333 31334 31336 31337
## Predicted    49.5 114.1 123.4 127.5 118.0 112.9 111.8  93.0 107.1  88.7  98.0
## cvpred       49.9 114.5 123.7 127.9 118.4 113.2 112.1  93.3 107.5  89.1  98.3
## pm2.5        25.0  36.0  72.0  69.0  70.0  81.0  87.0  78.0  69.0  55.0  54.0
## CV residual -24.9 -78.5 -51.7 -58.9 -48.4 -32.2 -25.1 -15.3 -38.5 -34.1 -44.3
##             31346  31351 31355  31356 31361 31363 31364  31366 31367 31371
## Predicted   134.2 134.90 107.7 102.36 72.58  79.6  88.8 102.11 111.1   130
## cvpred      134.5 135.22 108.1 102.74 72.93  80.0  89.1 102.41 111.4   131
## pm2.5        99.0 128.00 132.0 104.00 65.00  51.0  74.0  99.00  82.0    19
## CV residual -35.5  -7.22  23.9   1.26 -7.93 -29.0 -15.1  -3.41 -29.4  -112
##             31377 31380 31385 31397 31400 31401 31402 31403 31404 31407 31411
## Predicted   124.9  95.1  88.7 136.4 130.3 125.1 119.1 123.8 120.3 129.8 114.9
## cvpred      125.2  95.4  89.0 136.7 130.6 125.4 119.5 124.1 120.6 130.1 115.2
## pm2.5        40.0  42.0  69.0  38.0  34.0  39.0  42.0  41.0  39.0  39.0  56.0
## CV residual -85.2 -53.4 -20.0 -98.7 -96.6 -86.4 -77.5 -83.1 -81.6 -91.1 -59.2
##             31420 31423 31425 31426 31428 31431 31442 31443 31447 31451 31454
## Predicted   140.5 136.5 128.1 117.3  99.5  98.7  92.6   127 111.9  86.3  65.7
## cvpred      140.8 136.8 128.4 117.6  99.8  99.1  92.8   127 112.1  86.6  66.0
## pm2.5        90.0  63.0  55.0  65.0  74.0  81.0  32.0    26  27.0  25.0  32.0
## CV residual -50.8 -73.8 -73.4 -52.6 -25.8 -18.1 -60.8  -101 -85.1 -61.6 -34.0
##             31455 31457 31463 31464 31465 31467 31473  31474 31475  31485 31486
## Predicted    69.6  62.7 105.3  99.3 108.0 124.4 123.9 113.37  98.4 140.19   134
## cvpred       69.9  63.0 105.5  99.5 108.2 124.7 124.2 113.73  98.7 140.45   134
## pm2.5        28.0  27.0  57.0  63.0  76.0  84.0 110.0 107.00  63.0 144.00    21
## CV residual -41.9 -36.0 -48.5 -36.5 -32.2 -40.7 -14.2  -6.73 -35.7   3.55  -113
##             31487 31489 31490 31492 31494 31496 31497 31498 31499 31500 31504
## Predicted     136   131 136.2 136.2 136.7 129.8 124.2 108.3 105.4  95.3  84.1
## cvpred        136   132 136.4 136.4 136.9 130.1 124.4 108.6 105.7  95.6  84.4
## pm2.5          21    31  38.0  48.0  62.0  55.0  46.0  39.0  35.0  35.0  46.0
## CV residual  -115  -101 -98.4 -88.4 -74.9 -75.1 -78.4 -69.6 -70.7 -60.6 -38.4
##             31506 31507 31515 31525 31529 31531 31540 31543 31548 31550 31551
## Predicted    82.7  91.4 128.3 111.9 104.0 107.4 124.0 129.8 103.9 102.1   106
## cvpred       83.1  91.7 128.6 112.3 104.4 107.8 124.3 130.1 104.2 102.5   106
## pm2.5        57.0  55.0  71.0 130.0 128.0 128.0  33.0  43.0  43.0  24.0    27
## CV residual -26.1 -36.7 -57.6  17.7  23.6  20.2 -91.3 -87.1 -61.2 -78.5   -79
##             31552 31557 31559 31565 31573 31574 31577 31578 31579 31584 31586
## Predicted   105.0 114.7 103.5   126  79.3  59.2  71.8  66.1  70.6 110.4 123.8
## cvpred      105.2 114.9 103.7   126  79.7  59.5  72.2  66.4  70.9 110.7 124.1
## pm2.5        26.0  32.0  23.0    17  35.0  36.0  34.0  30.0  31.0  50.0  31.0
## CV residual -79.2 -82.9 -80.7  -109 -44.7 -23.5 -38.2 -36.4 -39.9 -60.7 -93.1
##             31597 31599 31600 31601 31605  31620 31621 31622 31632 31636 31647
## Predicted    65.4  54.7  40.9 40.50  98.7 111.63   102  96.0 126.8 125.9 102.3
## cvpred       65.7  55.0  41.2 40.83  99.0 112.02   102  96.4 127.2 126.3 102.7
## pm2.5        32.0  42.0  36.0 40.00  49.0 104.00   115 117.0  80.0 106.0 167.0
## CV residual -33.7 -13.0  -5.2 -0.83 -50.0  -8.02    13  20.6 -47.2 -20.3  64.3
##             31653 31655 31656 31657 31659 31660 31665 31666 31671 31674 31676
## Predicted   128.4 133.9 123.9 131.6 125.5   130 127.3 121.3  91.8  88.3  96.6
## cvpred      128.7 134.2 124.2 131.9 125.8   130 127.6 121.6  92.1  88.5  96.8
## pm2.5        62.0  58.0  60.0  57.0  67.0    56  51.0  50.0  53.0  49.0  50.0
## CV residual -66.7 -76.2 -64.2 -74.9 -58.8   -74 -76.6 -71.6 -39.1 -39.5 -46.8
##             31677 31680 31683 31684 31690 31691 31692 31693 31694 31697 31698
## Predicted    95.7 123.4 127.3 126.4 117.8 107.2   103 102.4  98.0 90.39  98.8
## cvpred       95.9 123.7 127.6 126.8 118.1 107.6   103 102.7  98.3 90.74  99.1
## pm2.5        57.0  77.0  90.0  82.0  76.0  69.0    64  76.0  77.0 88.00  89.0
## CV residual -38.9 -46.7 -37.6 -44.8 -42.1 -38.6   -39 -26.7 -21.3 -2.74 -10.1
##             31703 31707 31712 31714 31719 31720 31725 31728 31731 31735 31741
## Predicted   121.8 125.4 134.2 108.5  89.5  93.5 108.3 106.1 110.5 132.4 96.73
## cvpred      122.1 125.7 134.5 108.8  89.9  93.9 108.6 106.4 110.7 132.8 97.11
## pm2.5        96.0  51.0  53.0  42.0  49.0  59.0  84.0  69.0  66.0  79.0 90.00
## CV residual -26.1 -74.7 -81.5 -66.8 -40.9 -34.9 -24.6 -37.4 -44.7 -53.8 -7.11
##              31744 31746 31754 31755 31756 31763 31764 31766  31768 31772 31774
## Predicted    98.91  97.2 113.1 107.8 116.9 126.8 126.5 120.6 120.28 125.8 126.8
## cvpred       99.28  97.5 113.3 108.1 117.1 127.2 126.9 121.1 120.68 126.2 127.2
## pm2.5       105.00 115.0  55.0  60.0  65.0  96.0 111.0 102.0 127.00 143.0 148.0
## CV residual   5.72  17.5 -58.3 -48.1 -52.1 -31.2 -15.9 -19.1   6.32  16.8  20.8
##             31777 31778 31780 31781 31786 31788 31795 31797 31798 31801 31808
## Predicted   126.0 130.9 132.0 132.4  40.0  26.1  2.49  9.81  42.4 104.2   106
## cvpred      126.4 131.3 132.4 132.8  40.2  26.3  2.48  9.77  42.4 104.5   106
## pm2.5       155.0 157.0 113.0  40.0  25.0  39.0 18.00 17.00  13.0  16.0    11
## CV residual  28.6  25.7 -19.4 -92.8 -15.2  12.7 15.52  7.23 -29.4 -88.5   -95
##             31815 31816 31820 31829 31834 31835 31836 31839 31840 31849 31851
## Predicted    47.9  43.1  67.4   119  73.9  63.3  52.5  33.9  39.5 119.5   124
## cvpred       48.2  43.4  67.7   119  74.2  63.5  52.8  34.1  39.7 119.8   124
## pm2.5        10.0  16.0  20.0    29  17.0  21.0  17.0  17.0   8.0  41.0    70
## CV residual -38.2 -27.4 -47.7   -90 -57.2 -42.5 -35.8 -17.1 -31.7 -78.8   -54
##             31854 31855  31857 31867 31871 31876 31877 31878 31879 31881  31882
## Predicted   125.0 125.9 114.87 127.1 133.9 129.5 134.2 134.2   135 128.8 123.40
## cvpred      125.3 126.2 115.19 127.4 134.2 129.8 134.5 134.5   135 129.1 123.74
## pm2.5        92.0 116.0 120.00 104.0 123.0 111.0 113.0 120.0   118 117.0 118.00
## CV residual -33.3 -10.2   4.81 -23.4 -11.2 -18.8 -21.5 -14.5   -17 -12.1  -5.74
##              31885 31889 31894 31896 31898 31899  31904 31906 31909  31913
## Predicted   103.75 75.90 104.3 123.3 127.0 136.4 135.65 119.5 129.5 119.26
## cvpred      104.07 76.18 104.5 123.5 127.2 136.7 135.95 119.8 129.8 119.59
## pm2.5       112.00 69.00  90.0  90.0  97.0  98.0 140.00 108.0 115.0 127.00
## CV residual   7.93 -7.18 -14.5 -33.5 -30.2 -38.7   4.05 -11.8 -14.8   7.41
##             31914  31917 31920 31924 31926 31928 31929 31932 31933 31934 31937
## Predicted   118.4 114.87 135.0   129 127.5 120.4 110.0 49.31 39.48 33.99  31.8
## cvpred      118.7 115.19 135.3   129 127.7 120.6 110.2 49.51 39.74 34.23  32.0
## pm2.5       139.0 117.00 121.0   150  89.0  97.0  77.0 59.00 35.00 26.00  15.0
## CV residual  20.3   1.81 -14.3    21 -38.7 -23.6 -33.2  9.49 -4.74 -8.23 -17.0
##             31938 31944 31947 31955 31960 31968 31975 31976 31979 31981 31988
## Predicted    48.2 126.9 127.6  63.5  28.7 121.5   131 114.7  86.6  57.0  51.8
## cvpred       48.5 127.2 127.9  63.7  29.0 121.8   132 114.9  86.9  57.3  52.0
## pm2.5        18.0  39.0  85.0  22.0  11.0  52.0    28  31.0  27.0  27.0  37.0
## CV residual -30.5 -88.2 -42.9 -41.7 -18.0 -69.8  -104 -83.9 -59.9 -30.3 -15.0
##             31989 31994 31995 31996 31998 31999 32005 32006 32007 32008 32010
## Predicted    74.1 121.5 126.9 131.4 132.2 131.1  43.5  47.4 37.52  40.8  66.2
## cvpred       74.3 121.8 127.2 131.7 132.4 131.3  43.8  47.7 37.76  41.0  66.4
## pm2.5        45.0  53.0  62.0  65.0  74.0  57.0  13.0  16.0 30.00  30.0  75.0
## CV residual -29.3 -68.8 -65.2 -66.7 -58.4 -74.3 -30.8 -31.7 -7.76 -11.0   8.6
##             32011 32016 32017 32030 32034 32035 32042 32048 32053 32056 32064
## Predicted    92.6 107.6 107.1 115.6   113 111.8 111.0 136.2 125.4 119.5 135.2
## cvpred       92.9 107.8 107.3 115.9   113 112.1 111.1 136.4 125.7 119.8 135.5
## pm2.5       121.0  50.0  59.0  60.0    54  50.0  37.0  60.0 103.0  75.0 116.0
## CV residual  28.1 -57.8 -48.3 -55.9   -59 -62.1 -74.1 -76.4 -22.7 -44.8 -19.5
##             32065 32067 32069 32074 32075 32077 32078  32079 32093 32094 32099
## Predicted     136 135.4 141.5  47.8  40.5  24.9 12.86  9.795   120   120  61.6
## cvpred        136 135.7 141.8  47.9  40.6  25.0 12.84  9.742   120   120  61.8
## pm2.5         124 113.0 106.0  16.0  12.0  11.0  9.00 10.000     9     6  13.0
## CV residual   -12 -22.7 -35.8 -31.9 -28.6 -14.0 -3.84  0.258  -111  -114 -48.8
##             32100 32106 32107 32112 32113 32115 32122 32123 32127 32132 32133
## Predicted    46.4  39.1  58.3 106.5 126.2 126.5  76.3  52.4 19.81  76.4 105.5
## cvpred       46.5  39.3  58.4 106.7 126.4 126.7  76.5  52.6 19.96  76.6 105.7
## pm2.5        10.0  10.0  13.0  31.0  34.0  35.0  27.0  19.0 10.00  16.0  24.0
## CV residual -36.5 -29.3 -45.4 -75.7 -92.4 -91.7 -49.5 -33.6 -9.96 -60.6 -81.7
##             32136 32137 32138 32141 32142 32143 32148 32149 32151 32152 32156
## Predicted   107.9 111.9 116.0 131.4 135.9 135.0  76.5  65.1  50.5 46.11  96.4
## cvpred      108.1 112.1 116.2 131.6 136.1 135.2  76.7  65.4  50.7 46.33  96.6
## pm2.5        38.0  55.0  76.0  39.0  37.0  40.0  31.0  35.0  30.0 42.00  64.0
## CV residual -70.1 -57.1 -40.2 -92.6 -99.1 -95.2 -45.7 -30.4 -20.7 -4.33 -32.6
##             32157 32159 32160 32162 32163 32173 32174 32175 32176 32180 32182
## Predicted     117   108 118.6 129.3 120.4  79.8  74.7  69.5  69.0 105.5 123.8
## cvpred        117   108 118.9 129.5 120.6  80.0  74.9  69.8  69.3 105.8 124.1
## pm2.5          66    65  55.0  84.0  89.0  43.0  47.0  57.0  55.0  76.0  89.0
## CV residual   -51   -43 -63.9 -45.5 -31.6 -37.0 -27.9 -12.8 -14.3 -29.8 -35.1
##             32185 32188 32194 32197 32199 32200 32201  32208 32209 32214 32217
## Predicted   132.9   139 118.1  92.2 87.07  86.6  91.8 117.96 122.6   138 133.5
## cvpred      133.1   139 118.4  92.5 87.35  86.9  92.1 118.19 122.8   138 133.8
## pm2.5        82.0    96  66.0  80.0 93.00  98.0 109.0 123.00 133.0    38  58.0
## CV residual -51.1   -43 -52.4 -12.5  5.65  11.1  16.9   4.81  10.2  -100 -75.8
##             32223 32225 32228 32229 32230 32235 32239 32240 32241 32242 32246
## Predicted   126.9 121.4 130.7 132.9 137.0   130   131   130   123   109  74.9
## cvpred      127.2 121.7 130.9 133.1 137.3   130   131   130   124   109  75.1
## pm2.5        74.0  68.0  65.0  81.0  90.0    19    12    13    16    15  13.0
## CV residual -53.2 -53.7 -65.9 -52.1 -47.3  -111  -119  -117  -108   -94 -62.1
##             32249 32250 32252 32253 32255 32256 32257 32259 32260 32266 32267
## Predicted    78.6 100.6 114.1 118.1   122 135.0 129.9 129.6   134   114 113.5
## cvpred       78.8 100.9 114.3 118.3   122 135.2 130.1 129.8   134   114 113.7
## pm2.5        16.0  20.0  48.0  52.0    48  60.0  62.0  68.0    67    66  65.0
## CV residual -62.8 -80.9 -66.3 -66.3   -74 -75.2 -68.1 -61.8   -67   -48 -48.7
##             32268 32269 32271 32276  32277  32278  32282  32290  32292 32293
## Predicted     104  98.1  88.9 113.6 113.10 112.61 138.65 106.02 70.663  60.3
## cvpred        104  98.3  89.2 113.8 113.29 112.79 138.89 106.25 70.867  60.5
## pm2.5          70  69.0  74.0 103.0 111.00 117.00 140.00 101.00 70.000  39.0
## CV residual   -34 -29.3 -15.2 -10.8  -2.29   4.21   1.11  -5.25 -0.867 -21.5
##             32295 32296 32297 32299 32300 32303 32309 32313 32316 32319 32321
## Predicted    52.0  46.9  43.2  75.2 115.2 129.1 134.2 128.9   103 101.5 106.9
## cvpred       52.2  47.1  43.4  75.4 115.4 129.4 134.4 129.1   103 101.7 107.1
## pm2.5        25.0  20.0  26.0  29.0  31.0  90.0  94.0  42.0   225 126.0 119.0
## CV residual -27.2 -27.1 -17.4 -46.4 -84.4 -39.4 -40.4 -87.1   122  24.3  11.9
##             32322 32326 32328 32329 32330 32337 32338 32342 32344 32347 32349
## Predicted     111 123.3 124.0   124 133.3 137.7 132.0  91.9  90.1 106.4 115.6
## cvpred        111 123.5 124.2   124 133.5 137.9 132.3  92.1  90.4 106.6 115.8
## pm2.5         138 159.0  46.0    45  53.0 112.0 114.0  75.0  69.0  84.0  99.0
## CV residual    27  35.5 -78.2   -79 -80.5 -25.9 -18.3 -17.1 -21.4 -22.6 -16.8
##             32350 32354 32360 32363 32368 32371 32374 32377 32378 32379 32390
## Predicted   115.2 118.2 137.5  82.5  12.3 10.27 129.1 121.1 131.1 130.9 82.58
## cvpred      115.3 118.4 137.8  82.7  12.4 10.28 129.3 121.3 131.3 131.1 82.83
## pm2.5       103.0 104.0 124.0  35.0  11.0 13.00  68.0 115.0  98.0  86.0 90.00
## CV residual -12.3 -14.4 -13.8 -47.7  -1.4  2.72 -61.3  -6.3 -33.3 -45.1  7.17
##             32397 32398 32399 32401  32403  32404  32405  32406 32408 32413
## Predicted   94.51  99.2 103.8 118.7 117.72 117.98 122.62 134.77 134.3  82.8
## cvpred      94.68  99.3 103.9 118.8 117.85 118.08 122.72 134.97 134.5  83.1
## pm2.5       90.00  80.0  85.0 106.0 119.00 127.00 132.00 132.00 164.0 140.0
## CV residual -4.68 -19.3 -18.9 -12.8   1.15   8.92   9.28  -2.97  29.5  56.9
##             32415 32417 32418 32419 32421 32424 32425 32426 32427 32433 32436
## Predicted    80.1  92.2 110.9 116.6 120.6 114.6 123.5 133.5 133.3 129.6 127.0
## cvpred       80.4  92.5 111.1 116.9 120.9 114.8 123.7 133.8 133.5 129.8 127.2
## pm2.5       124.0 160.0 191.0 178.0 198.0 132.0  46.0  86.0  69.0  50.0  80.0
## CV residual  43.6  67.5  79.9  61.1  77.1  17.2 -77.7 -47.8 -64.5 -79.8 -47.2
##             32437  32440 32444 32448  32449  32451 32452 32457 32458 32461
## Predicted   126.5 124.29 132.0 136.5 136.29 136.91 136.4 129.2 123.6  87.1
## cvpred      126.7 124.49 132.3 136.8 136.55 137.17 136.7 129.5 123.8  87.4
## pm2.5        88.0 134.00 186.0 134.0 144.00 146.00 116.0 104.0  92.0  58.0
## CV residual -38.7   9.51  53.7  -2.8   7.45   8.83 -20.7 -25.5 -31.8 -29.4
##             32462 32463 32470 32471 32472 32473 32474 32475 32479 32485 32486
## Predicted    16.8 16.99 120.4 117.6 126.6 106.7   121 110.7   118  36.7 36.20
## cvpred       17.0 17.11 120.5 117.8 126.8 106.9   121 110.7   118  36.8 36.32
## pm2.5        39.0 12.00  37.0  31.0  66.0  52.0    17  20.0     8  22.0 29.00
## CV residual  22.0 -5.11 -83.5 -86.8 -60.8 -54.9  -104 -90.7  -110 -14.8 -7.32
##             32487 32489 32490 32491 32498 32502 32503 32509 32514 32516 32517
## Predicted    44.4  65.7  65.6  70.2   131 136.5 136.3  84.7  82.0 104.4 113.5
## cvpred       44.5  65.8  65.7  70.3   131 136.7 136.4  84.9  82.2 104.6 113.7
## pm2.5        28.0  28.0  29.0  28.0    26  60.0  75.0  54.0  46.0  57.0  64.0
## CV residual -16.5 -37.8 -36.7 -42.3  -105 -76.7 -61.4 -30.9 -36.2 -47.6 -49.7
##             32521 32523  32524 32526 32527 32531 32534 32536 32537 32540 32542
## Predicted   124.0 128.3 124.00 127.6 124.1 118.9 132.2 136.9 136.7 137.7 137.7
## cvpred      124.2 128.5 124.23 127.9 124.4 119.1 132.4 137.2 136.9 137.9 137.9
## pm2.5       113.0 117.0 117.00  90.0  87.0  85.0  97.0  93.0  95.0 108.0 179.0
## CV residual -11.2 -11.5  -7.23 -37.9 -37.4 -34.1 -35.4 -44.2 -41.9 -29.9  41.1
##             32545  32548 32551 32553 32554  32555 32559 32561 32567 32569 32571
## Predicted   136.9 135.68 137.2 136.7 136.2 131.02 116.6 106.0 127.0 130.4   133
## cvpred      137.2 135.93 137.4 136.9 136.4 131.31 116.9 106.3 127.3 130.7   133
## pm2.5       118.0 128.00 106.0 104.0 110.0 126.00 105.0  95.0 116.0 113.0   123
## CV residual -19.2  -7.93 -31.4 -32.9 -26.4  -5.31 -11.9 -11.3 -11.3 -17.7   -10
##              32574  32576  32582 32583  32588 32595 32596 32601 32602 32606
## Predicted   132.89 132.03 111.99 106.1 117.21 137.0 136.2 116.8  90.0  42.5
## cvpred      133.15 132.28 112.26 106.4 117.46 137.3 136.4 116.9  90.2  42.6
## pm2.5       131.00 128.00 108.00 109.0 121.00 153.0 147.0  59.0  38.0  12.0
## CV residual  -2.15  -4.28  -4.26   2.6   3.54  15.7  10.6 -57.9 -52.2 -30.6
##             32611 32612 32614 32616 32618 32622 32624 32625 32626 32630 32635
## Predicted   109.5 118.9 127.6 128.4 129.1 134.0 138.4 118.1 104.2  68.3  88.4
## cvpred      109.7 119.1 127.9 128.6 129.4 134.2 138.6 118.4 104.5  68.5  88.6
## pm2.5        29.0  49.0  75.0  94.0  77.0  53.0  42.0  41.0  39.0  56.0  61.0
## CV residual -80.7 -70.1 -52.9 -34.6 -52.4 -81.2 -96.6 -77.4 -65.5 -12.5 -27.6
##             32636 32641 32646 32649 32652  32657  32658 32660   32662 32669
## Predicted    87.8   120 134.3 133.5 113.5 118.12 118.12 127.6 132.768 136.3
## cvpred       88.0   120 134.5 133.8 113.7 118.37 118.37 127.9 133.024 136.5
## pm2.5        83.0    37  62.0  72.0  85.0 111.00 111.00 137.0 134.000 110.0
## CV residual  -5.0   -83 -72.5 -61.8 -28.7  -7.37  -7.37   9.1   0.976 -26.5
##             32670 32671 32673 32677 32679 32686 32687 32688 32691 32694 32695
## Predicted     127   117   115  94.3  67.3   139   134 138.1   137   141   142
## cvpred        127   117   115  94.2  67.2   139   134 138.1   137   141   142
## pm2.5          69    18    10  10.0  10.0    23    16  44.0    17    11    10
## CV residual   -58   -99  -105 -84.2 -57.2  -116  -118 -94.1  -120  -130  -132
##             32699 32702 32703 32707 32711 32722 32723 32726 32737 32741 32743
## Predicted    78.5  37.8  36.7  86.2   131  69.3  40.6  3.35   136   136   137
## cvpred       78.5  37.8  36.7  86.3   131  69.3  40.6  3.30   136   136   137
## pm2.5        11.0  10.0   7.0  13.0    29  20.0  16.0 10.00    47    33    30
## CV residual -67.5 -27.8 -29.7 -73.3  -102 -49.3 -24.6  6.70   -89  -103  -107
##             32746 32747 32748 32749 32750 32755 32756 32757  32760 32762 32766
## Predicted    90.9  80.2  69.0 54.65 51.36  90.7 123.4 127.7 129.24 134.0 144.4
## cvpred       91.0  80.3  69.1 54.73 51.46  90.9 123.6 127.9 129.36 134.1 144.5
## pm2.5        20.0  30.0  55.0 48.00 55.00  47.0  51.0  69.0 138.00 184.0 129.0
## CV residual -71.0 -50.3 -14.1 -6.73  3.54 -43.9 -72.6 -58.9   8.64  49.9 -15.5
##             32767 32769 32772 32774 32777 32780 32782 32783 32784 32786 32787
## Predicted   144.6 137.8  97.4  77.1  78.5   121   122   132   126   112 133.6
## cvpred      144.7 137.9  97.6  77.2  78.6   121   122   132   127   112 133.8
## pm2.5       126.0 113.0 159.0 166.0 229.0   281   298   266   250   207 209.0
## CV residual -18.7 -24.9  61.4  88.8 150.4   160   176   134   123    95  75.2
##             32796 32803 32805 32811 32816 32824 32831 32834 32835 32840 32844
## Predicted     107   126   136   136 132.5   107 129.6 134.3 134.0   134 111.5
## cvpred        107   126   136   136 132.6   107 129.8 134.5 134.2   134 111.7
## pm2.5         273   246   274   286 232.0   210 208.0 214.0 221.0   100 128.0
## CV residual   166   120   138   150  99.4   103  78.2  79.5  86.8   -34  16.3
##             32845  32846  32847 32848 32849 32851 32852 32853 32856 32861 32863
## Predicted   109.9 104.44  94.07  98.3  97.9 128.9 133.9 134.0 134.0 134.3 134.3
## cvpred      110.1 104.63  94.24  98.5  98.0 129.1 134.1 134.2 134.2 134.5 134.5
## pm2.5       125.0 114.00 102.00 103.0  84.0  93.0 114.0 164.0 188.0 147.0 145.0
## CV residual  14.9   9.37   7.76   4.5 -14.0 -36.1 -20.1  29.8  53.8  12.5  10.5
##              32864  32865 32868 32870 32871 32872 32877 32879 32883 32885 32887
## Predicted   138.04 137.55   140 113.1 100.2  89.6 130.0   135   138   140   145
## cvpred      138.26 137.77   140 113.3 100.4  89.8 130.2   135   138   140   145
## pm2.5       134.00 131.00    23  23.0  16.0  10.0  64.0    34    37    24     9
## CV residual  -4.26  -6.77  -117 -90.3 -84.4 -79.8 -66.2  -101  -101  -116  -136
##             32891 32892 32894 32895 32897 32898 32899 32900 32901 32902 32905
## Predicted    49.3  43.6  31.6  25.1  24.7  42.6  60.6  59.4 101.4 120.2 135.6
## cvpred       49.3  43.6  31.6  25.1  24.7  42.6  60.6  59.5 101.5 120.3 135.7
## pm2.5         7.0   5.0  10.0   9.0   8.0  13.0  16.0  21.0  27.0  26.0  43.0
## CV residual -42.3 -38.6 -21.6 -16.1 -16.7 -29.6 -44.6 -38.5 -74.5 -94.3 -92.7
##             32911 32912 32913 32914 32920 32921 32924 32927 32928 32929 32930
## Predicted     146   145 124.6 104.8 86.68  90.6 120.1 127.7 132.6 133.6 137.3
## cvpred        146   145 124.7 104.9 86.79  90.7 120.3 127.9 132.8 133.8 137.4
## pm2.5          36    36  45.0  48.0 81.00  71.0  58.0  55.0  42.0  40.0  47.0
## CV residual  -110  -109 -79.7 -56.9 -5.79 -19.7 -62.3 -72.9 -90.8 -93.8 -90.4
##             32931 32934 32940 32945 32947 32953 32956 32957 32963 32966 32967
## Predicted   137.4 143.1 107.2 102.8 116.7   141   142   142   116  95.0  93.1
## cvpred      137.5 143.3 107.4 102.9 116.9   142   143   142   116  95.2  93.3
## pm2.5        58.0  67.0 127.0 168.0 180.0   393   346   319   308 277.0 269.0
## CV residual -79.5 -76.3  19.6  65.1  63.1   251   203   177   192 181.8 175.7
##             32970 32971 32972 32974 32975 32982 32991 32993 32995 32997 33001
## Predicted    96.4   120   130   136   141   148 119.1 113.5 123.9 140.0 141.2
## cvpred       96.6   121   130   136   141   148 119.3 113.7 124.1 140.2 141.3
## pm2.5       242.0   255   316   337   308   251 168.0 179.0 177.0 206.0 201.0
## CV residual 145.4   134   186   201   167   103  48.7  65.3  52.9  65.8  59.7
##             33005 33009 33011 33022 33037 33038 33043 33044 33050 33055 33056
## Predicted   142.2 136.0  81.0 111.7  87.5  76.8  97.4 111.9 133.6 144.6 143.1
## cvpred      142.3 136.1  81.2 111.9  87.6  76.9  97.5 111.9 133.8 144.7 143.3
## pm2.5       185.0 160.0  66.0  55.0  65.0  60.0  69.0  73.0  98.0  99.0 102.0
## CV residual  42.7  23.9 -15.2 -56.9 -22.6 -16.9 -28.5 -38.9 -35.8 -45.7 -41.3
##              33062 33063 33070 33071 33073 33074 33077 33081 33087 33089 33091
## Predicted   115.99 111.6 132.1 137.0 136.3 135.9 137.3 135.2    43  23.4  34.8
## cvpred      116.16 111.8 132.3 137.2 136.4 136.1 137.4 135.3    43  23.2  34.6
## pm2.5       125.00 148.0 226.0 224.0 208.0 194.0 203.0 207.0    16  12.0  11.0
## CV residual   8.84  36.2  93.7  86.8  71.6  57.9  65.6  71.7   -27 -11.2 -23.6
##             33094 33097 33102 33105 33106 33108 33112 33117 33118 33123 33125
## Predicted    32.0  94.7   128 111.7  91.7  48.4  41.7 113.4 115.3 135.4 134.8
## cvpred       31.8  94.7   128 111.8  91.8  48.4  41.8 113.5 115.4 135.5 134.8
## pm2.5        10.0  22.0    21  46.0  51.0  39.0  46.0 102.0 149.0  72.0  57.0
## CV residual -21.8 -72.7  -107 -65.8 -40.8  -9.4   4.2 -11.5  33.6 -63.5 -77.8
##             33128 33129 33139 33147 33157 33159 33160 33163 33167 33170 33172
## Predicted   132.6 115.2 103.1  95.6 123.1 123.4 123.1 127.7   133 137.8 137.8
## cvpred      132.6 115.3 103.2  95.7 123.3 123.5 123.3 127.9   133 137.9 137.9
## pm2.5        70.0  63.0  59.0  48.0  57.0  61.0  63.0  70.0    72  77.0 100.0
## CV residual -62.6 -52.3 -44.2 -47.7 -66.3 -62.5 -60.3 -57.9   -61 -60.9 -37.9
##             33183 33185 33187 33188 33189 33190 33195 33196 33198 33199 33203
## Predicted    48.9  41.8  73.7 106.4   125   130   132   136 103.3   129  54.7
## cvpred       48.7  41.6  73.7 106.4   125   130   132   136 103.2   129  54.6
## pm2.5        16.0   8.0  16.0  28.0    22    27     5     7   9.0     8  17.0
## CV residual -32.7 -33.6 -57.7 -78.4  -103  -103  -127  -129 -94.2  -121 -37.6
##             33210 33213 33216 33221 33226 33233  33234 33236 33237 33244 33245
## Predicted    34.8  79.5   135   141  80.8    18 26.700 102.1 115.5 138.6 139.6
## cvpred       34.7  79.4   135   141  80.7    18 26.655 102.1 115.5 138.6 139.6
## pm2.5        18.0  49.0    60    64  50.0    30 26.000  70.0  97.0 169.0 172.0
## CV residual -16.7 -30.4   -75   -77 -30.7    12 -0.655 -32.1 -18.5  30.4  32.4
##             33251 33254 33257 33260 33264 33267 33268 33270 33272 33277 33279
## Predicted   112.2  75.3  57.9 114.2 137.4 137.9   138   143   148   101  84.4
## cvpred      112.3  75.4  57.9 114.2 137.4 137.9   138   143   148   101  84.5
## pm2.5       129.0 178.0  95.0 170.0 216.0 233.0   262   259   227   218 252.0
## CV residual  16.7 102.6  37.1  55.8  78.6  95.1   124   116    79   117 167.5
##             33280 33284 33286 33289 33291 33292 33294 33299 33307 33310 33314
## Predicted    79.2   126   135   130   130   134 133.2  52.8  45.1  45.0 115.6
## cvpred       79.3   126   135   130   130   134 133.2  52.7  44.9  44.7 115.6
## pm2.5       231.0   251   302   283   268   273 162.0  17.0  15.0  15.0  29.0
## CV residual 151.7   125   167   153   138   139  28.8 -35.7 -29.9 -29.7 -86.6
##             33315 33317 33319 33322 33323 33325 33329 33330 33337 33339 33354
## Predicted     121 110.0 102.9  70.9  61.7  45.8  50.7  64.9 128.1 143.2 74.36
## cvpred        121 109.9 102.8  70.9  61.7  45.8  50.7  64.9 128.1 143.2 74.36
## pm2.5          20  21.0  30.0  29.0  24.0  17.0  16.0  23.0  66.0  90.0 79.00
## CV residual  -101 -88.9 -72.8 -41.9 -37.7 -28.8 -34.7 -41.9 -62.1 -53.2  4.64
##             33356 33358 33359   33360 33362  33363 33366 33367 33370 33371
## Predicted     122   132   133 132.992 142.3 138.87 138.9 143.9 127.1 121.0
## cvpred        122   132   133 133.026 142.3 138.89 138.9 143.9 127.2 121.1
## pm2.5          77   122   121 134.000 149.0 143.00 187.0 193.0 182.0 187.0
## CV residual   -45   -10   -12   0.974   6.7   4.11  48.1  49.1  54.8  65.9
##             33372 33379 33381 33382 33383 33390 33396  33402 33407 33409 33411
## Predicted   109.9 114.0 139.5 135.1 141.5   125 22.63 -0.994  66.1  57.5  58.3
## cvpred      109.9 114.1 139.6 135.2 141.6   125 22.46 -1.300  65.9  57.3  58.0
## pm2.5       184.0 154.0  95.0 125.0 116.0    21 26.00 24.000  17.0  11.0  13.0
## CV residual  74.1  39.9 -44.6 -10.2 -25.6  -104  3.54 25.300 -48.9 -46.3 -45.0
##             33412 33418 33419 33422 33423 33425 33427 33428 33433 33441 33442
## Predicted    61.8  75.1  63.1  37.4  35.1  45.4  51.8  55.6  64.2  62.5 46.46
## cvpred       61.5  75.0  63.0  37.3  35.0  45.3  51.6  55.4  64.0  62.2 46.17
## pm2.5        12.0  18.0  17.0  23.0  22.0  22.0  33.0  36.0  37.0  43.0 43.00
## CV residual -49.5 -57.0 -46.0 -14.3 -13.0 -23.3 -18.6 -19.4 -27.0 -19.2 -3.17
##             33444 33448 33450 33453 33457 33463 33469 33483 33491 33502 33507
## Predicted   23.73 32.43  47.1 109.2 129.7 131.0 36.55 144.5 113.7   137   143
## cvpred      23.42 32.41  47.1 109.2 129.7 130.9 36.41 144.5 113.7   137   143
## pm2.5       31.00 25.00  31.0  84.0  52.0  41.0 44.00 178.0 155.0   335   348
## CV residual  7.58 -7.41 -16.1 -25.2 -77.7 -89.9  7.59  33.5  41.3   198   205
##             33508 33511 33514 33516 33519 33522 33526 33528  33530 33531 33532
## Predicted     143   141   126  90.3  82.4   110   130   135 141.76   143   147
## cvpred        143   141   126  90.3  82.5   110   131   135 141.82   143   147
## pm2.5         318   274   282 275.0 275.0   321   386   359 144.00    28    15
## CV residual   175   133   156 184.7 192.5   211   255   224   2.18  -115  -132
##             33533 33534 33536 33543 33544 33545 33551 33554 33555 33558 33560
## Predicted     142   144   144  38.7  28.7  39.1 131.6 140.9 141.9 147.0   147
## cvpred        142   144   144  38.6  28.6  39.0 131.6 140.8 141.8 146.9   147
## pm2.5          13    16    20  10.0  12.0  12.0  52.0 103.0 123.0  87.0    37
## CV residual  -129  -128  -124 -28.6 -16.6 -27.0 -79.6 -37.8 -18.8 -59.9  -110
##             33563 33564 33566 33573  33575 33577 33580 33583  33586 33589 33592
## Predicted   100.1  95.4 75.64 133.3 139.00   144 150.4 144.8 115.16  74.1  84.0
## cvpred      100.1  95.4 75.64 133.3 139.01   144 150.4 144.7 115.15  74.1  84.1
## pm2.5        37.0  37.0 70.00 164.0 142.00   165 192.0 121.0 118.00 127.0 141.0
## CV residual -63.1 -58.4 -5.64  30.7   2.99    21  41.6 -23.7   2.85  52.9  56.9
##             33595 33596 33597 33601 33605 33615 33616 33617 33620 33621 33625
## Predicted   116.7   128 137.3   144   149   112   106   106 127.1 131.2 142.0
## cvpred      116.8   128 137.3   144   149   112   106   106 127.2 131.3 142.1
## pm2.5       174.0   233 218.0   274   308   254   266   241 180.0 175.0 196.0
## CV residual  57.2   105  80.7   130   159   142   160   135  52.8  43.7  53.9
##             33626 33627 33633 33634 33636 33637 33643 33644 33646 33647 33651
## Predicted   141.8 140.8 149.1   147   126   121   128   132   137   140   143
## cvpred      141.8 140.8 149.1   147   126   121   128   132   137   140   143
## pm2.5       195.0 205.0 247.0   290   323   356   285   284   320   325   314
## CV residual  53.2  64.2  97.9   143   197   235   157   152   183   185   171
##             33654 33661 33663 33665 33666 33667 33673 33674 33678 33680 33682
## Predicted   105.6 20.91  7.48  12.8 11.98 19.90   127   131 106.7 132.4  85.8
## cvpred      105.6 20.78  7.28  12.6 11.72 19.64   127   131 106.6 132.3  85.8
## pm2.5        22.0 14.00 10.00   7.0  6.00 16.00     9    24  44.0  47.0  41.0
## CV residual -83.6 -6.78  2.72  -5.6 -5.72 -3.64  -118  -107 -62.6 -85.3 -44.8
##             33683 33687 33694 33699 33702  33704 33711 33712 33715 33718 33719
## Predicted    65.2 36.71 130.1   125 124.7 129.11  93.9  89.0 128.4   144   140
## cvpred       65.1 36.67 130.1   125 124.7 129.12  93.9  89.1 128.4   144   140
## pm2.5        33.0 41.00 105.0   227 152.0 135.00 182.0 163.0 221.0   286   304
## CV residual -32.1  4.33 -25.1   102  27.3   5.88  88.1  73.9  92.6   142   164
##             33721 33726 33728 33729 33730 33734 33735 33739 33740 33745 33746
## Predicted     145   149 150.4 143.1 126.9 -12.7 -15.3 -6.10 -4.78  23.7  37.5
## cvpred        145   149 150.4 143.1 126.9 -12.9 -15.6 -6.45 -5.15  23.3  37.1
## pm2.5         296   239 206.0 183.0 159.0  34.0  26.0 12.00 11.00  10.0   7.0
## CV residual   151    90  55.6  39.9  32.1  46.9  41.6 18.45 16.15 -13.3 -30.1
##             33747 33748 33749 33755 33760 33761 33764 33765  33767 33770 33772
## Predicted    26.0  34.0  38.0  51.1 22.51 25.79 108.2 113.3 118.21 133.2 134.4
## cvpred       25.6  33.5  37.5  51.0 22.34 25.62 108.1 113.2 118.13 133.1 134.2
## pm2.5         7.0   8.0   7.0  17.0 31.00 35.00  66.0  89.0 112.00 196.0 217.0
## CV residual -18.6 -25.5 -30.5 -34.0  8.66  9.38 -42.1 -24.2  -6.13  62.9  82.8
##             33773 33782 33783 33784 33786 33793 33794 33799 33804 33807 33814
## Predicted   137.5    81  70.9  75.9  95.7 129.2 125.5 130.9  90.5  47.0  41.7
## cvpred      137.4    81  70.9  75.9  95.7 129.2 125.5 130.8  90.5  46.9  41.4
## pm2.5       174.0   143 159.0 164.0 177.0 178.0 170.0 178.0 148.0 115.0  13.0
## CV residual  36.6    62  88.1  88.1  81.3  48.8  44.5  47.2  57.5  68.1 -28.4
##             33818 33822 33832 33836 33838 33840 33853 33856 33858 33862 33863
## Predicted    5.06  6.51 -58.0  25.6  66.3  79.7  25.5 29.48 41.94 115.6   124
## cvpred       4.53  5.86 -58.8  25.3  66.1  79.5  25.3 29.32 41.73 115.4   124
## pm2.5        6.00  3.00  12.0  53.0  78.0  16.0  14.0 38.00 48.00  81.0    87
## CV residual  1.47 -2.86  70.8  27.7  11.9 -63.5 -11.3  8.68  6.27 -34.4   -37
##             33872 33873 33879 33881 33883 33884 33885  33892  33894 33899 33900
## Predicted   122.0 110.5  39.8  45.2  98.7 102.6  88.2 132.35 136.74 125.5 116.2
## cvpred      121.9 110.4  39.7  45.1  98.6 102.5  88.1 132.29 136.69 125.5 116.2
## pm2.5        58.0  45.0  24.0  14.0  36.0  49.0  55.0 124.00 128.00 160.0 185.0
## CV residual -63.9 -65.4 -15.7 -31.1 -62.6 -53.5 -33.1  -8.29  -8.69  34.5  68.8
##             33902 33906 33910 33911 33914 33918 33919 33929 33934 33939 33940
## Predicted   110.8   125   140   135 130.6   134 112.6  3.80 70.37 134.6 129.2
## cvpred      110.8   125   140   135 130.5   133 112.4  3.52 70.26 134.5 129.1
## pm2.5       198.0   270   264   282 211.0    23  18.0 27.00 76.00  93.0 106.0
## CV residual  87.2   145   124   147  80.5  -110 -94.4 23.48  5.74 -41.5 -23.1
##             33946 33947 33953 33960 33961 33969 33972  33973 33977 33980 33988
## Predicted   112.6  74.3  28.1 114.8 113.8  56.4 23.43 10.599 7.144 12.61 130.7
## cvpred      112.5  74.2  28.0 114.7 113.7  56.2 23.13 10.264 6.649 12.01 130.6
## pm2.5       172.0 106.0 108.0 187.0 210.0  32.0 14.00 11.000 7.000  7.00  48.0
## CV residual  59.5  31.8  80.0  72.3  96.3 -24.2 -9.13  0.736 0.351 -5.01 -82.6
##             33994  33998 34004 34006 34008 34016 34022 34023 34026 34027 34028
## Predicted    55.9  9.636 14.58  30.9  41.6  20.7 -27.2 -39.7 -20.6 -12.5 -20.1
## cvpred       55.7  9.287 14.09  30.4  41.1  20.1 -28.0 -40.5 -21.5 -13.3 -21.0
## pm2.5         6.0  9.000 10.00  10.0  12.0   7.0  14.0  13.0   8.0   9.0  20.0
## CV residual -49.7 -0.287 -4.09 -20.4 -29.1 -13.1  42.0  53.5  29.5  22.3  41.0
##             34030 34033 34035 34036 34037 34038 34040 34042 34046 34048 34052
## Predicted    59.5  70.6  94.5  75.8  93.2  97.8 100.0  73.9  42.4 32.16  60.0
## cvpred       59.2  70.3  94.3  75.5  93.0  97.6  99.8  73.7  42.2 31.93  59.8
## pm2.5        17.0  19.0  14.0  14.0  12.0  10.0  16.0  25.0  20.0 26.00  80.0
## CV residual -42.2 -51.3 -80.3 -61.5 -81.0 -87.6 -83.8 -48.7 -22.2 -5.93  20.2
##             34053 34055  34057  34060 34062 34070 34075 34076 34082 34084 34087
## Predicted    67.9 121.5 122.20 122.47 124.9  51.2  76.0  99.9 130.7 139.5   134
## cvpred       67.7 121.3 122.04 122.26 124.7  51.1  75.9  99.8 130.6 139.4   134
## pm2.5        94.0  87.0 116.00 130.00  71.0  24.0  32.0  70.0 191.0 197.0   103
## CV residual  26.3 -34.3  -6.04   7.74 -53.7 -27.1 -43.9 -29.8  60.4  57.6   -31
##             34098 34099 34101 34103 34106 34107 34108 34115  34116 34118 34121
## Predicted   71.61  79.5 109.7 124.6   135 134.6 129.7 74.14 58.246  55.7  60.0
## cvpred      71.49  79.4 109.6 124.5   135 134.5 129.6 73.96 58.076  55.6  59.9
## pm2.5       70.00 158.0 166.0 218.0   239 230.0 165.0 68.00 59.000  74.0 203.0
## CV residual -1.49  78.6  56.4  93.5   104  95.5  35.4 -5.96  0.924  18.4 143.1
##             34122 34123 34124 34130 34135 34136 34138 34143 34144 34145 34146
## Predicted    72.8  87.3  81.7   139 137.8 140.5 113.5  28.8  28.0  27.6  62.6
## cvpred       72.7  87.2  81.6   139 137.6 140.4 113.4  28.7  27.9  27.5  62.6
## pm2.5       176.0 185.0 212.0   314 218.0 201.0 147.0 107.0 141.0 199.0 222.0
## CV residual 103.3  97.8 130.4   175  80.4  60.6  33.6  78.3 113.1 171.5 159.4
##             34149 34150 34155 34156 34157 34158 34162 34165 34166 34171 34173
## Predicted    98.4   108   128   123   105 119.0  85.9  41.1  35.1  96.3  57.1
## cvpred       98.3   108   128   123   104 118.9  85.7  40.9  34.9  96.2  56.9
## pm2.5       271.0   273   303   347   210  98.0  42.0  58.0  63.0  74.0  68.0
## CV residual 172.7   165   175   224   106 -20.9 -43.7  17.1  28.1 -22.2  11.1
##             34175 34176 34180 34182 34185 34186 34190  34195 34197 34201 34205
## Predicted    56.7  63.8  65.2  57.0  43.3 26.90 12.91  -9.67  76.1 131.6 114.9
## cvpred       56.5  63.5  64.9  56.7  42.8 26.39 12.37 -10.36  75.9 131.4 114.7
## pm2.5        38.0  23.0  19.0  18.0  17.0 19.00 13.00  14.00  96.0  67.0  51.0
## CV residual -18.5 -40.5 -45.9 -38.7 -25.8 -7.39  0.63  24.36  20.1 -64.4 -63.7
##             34207 34211 34214 34217 34219 34221 34222 34223 34225 34229 34231
## Predicted     138  52.1 26.07  5.82 -1.48  13.2  28.4  40.8  31.0  36.5  22.7
## cvpred        138  51.8 25.79  5.42 -1.97  12.6  27.8  40.3  30.4  35.8  21.9
## pm2.5          26  16.0 17.00 16.00  8.00  26.0  12.0   8.0   7.0   5.0   6.0
## CV residual  -112 -35.8 -8.79 10.58  9.97  13.4 -15.8 -32.3 -23.4 -30.8 -15.9
##             34234 34236 34237 34239 34242 34243 34245 34246 34248 34256 34259
## Predicted    8.24 -21.8 -29.4 -29.9 -36.0 -38.0 -41.2 -33.6 -42.4 -39.6 -83.7
## cvpred       7.39 -22.7 -30.3 -30.9 -37.1 -39.1 -42.3 -34.8 -43.6 -40.9 -85.0
## pm2.5        3.00   6.0  13.0  10.0  10.0   8.0   9.0   9.0   7.0  11.0  13.0
## CV residual -4.39  28.7  43.3  40.9  47.1  47.1  51.3  43.8  50.6  51.9  98.0
##             34264 34269 34274 34275 34277 34280 34282 34283 34287 34289 34291
## Predicted    -108 -80.7 -38.4 109.8 109.8 116.5 73.62  40.3  18.5  22.2  29.5
## cvpred       -109 -82.1 -39.9 109.6 109.6 116.3 73.44  40.1  18.4  22.0  29.3
## pm2.5          13  91.0  33.0  38.0  21.0  27.0 65.00  63.0  32.0  74.0 122.0
## CV residual   122 173.1  72.9 -71.6 -88.6 -89.3 -8.44  22.9  13.6  52.0  92.7
##             34292 34293 34297 34298 34299 34314 34316 34317 34321 34324 34326
## Predicted    53.0  57.6 108.1  98.3 92.54  57.1  81.0  66.6   114 124.4 119.6
## cvpred       52.8  57.4 107.9  98.1 92.35  56.8  80.8  66.4   114 124.2 119.3
## pm2.5       128.0 105.0  97.0 109.0 95.00  24.0  29.0  35.0    28  46.0  60.0
## CV residual  75.2  47.6 -10.9  10.9  2.65 -32.8 -51.8 -31.4   -86 -78.2 -59.3
##             34329 34330 34331 34337 34340 34345 34347  34349 34351 34352 34353
## Predicted   113.6  94.4  54.6  29.3  59.4   132 136.1 116.48   133   128   111
## cvpred      113.4  94.2  54.4  29.1  59.2   132 135.9 116.27   133   128   111
## pm2.5       125.0 101.0  93.0  83.0 102.0   161 202.0 107.00    97   109   140
## CV residual  11.6   6.8  38.6  53.9  42.8    29  66.1  -9.27   -36   -19    29
##             34354 34357 34360 34362 34363 34366 34379 34381 34387 34389 34390
## Predicted    95.7  39.2  38.2  73.1  92.0 117.6 47.58  27.3  22.5  38.4  47.9
## cvpred       95.5  39.0  38.0  73.0  91.9 117.4 47.43  27.2  22.3  38.3  47.8
## pm2.5        69.0  87.0  71.0 117.0 138.0 213.0 50.00  48.0  46.0 136.0 152.0
## CV residual -26.5  48.0  33.0  44.0  46.1  95.6  2.57  20.8  23.7  97.7 104.2
##             34395  34399 34400 34404 34408  34409 34410 34414 34415  34416
## Predicted   121.1 135.61 136.6  51.2  28.7 42.522 62.10 105.9 100.7 100.18
## cvpred      120.9 135.46 136.4  51.1  28.6 42.371 61.97 105.8 100.5 100.05
## pm2.5       187.0 139.00 151.0  71.0  41.0 43.000 56.00 175.0 155.0 106.00
## CV residual  66.1   3.54  14.6  19.9  12.4  0.629 -5.97  69.2  54.5   5.95
##             34420 34425 34436 34441 34442 34444 34454 34455 34456 34463 34470
## Predicted   115.3  86.9  79.5 118.3 122.5 128.1  61.4  57.0  56.7   144   146
## cvpred      115.2  86.7  79.3 118.1 122.3 127.9  61.2  56.8  56.6   144   145
## pm2.5       142.0  33.0  62.0  84.0  91.0 130.0 122.0  81.0 167.0   269   320
## CV residual  26.8 -53.7 -17.3 -34.1 -31.3   2.1  60.8  24.2 110.4   125   175
##             34476 34477 34483 34485 34489 34493 34497 34500 34502 34504 34506
## Predicted   109.4   113   143   148   141   141   142   116  86.1  58.9  47.0
## cvpred      109.3   113   143   148   141   141   142   116  86.0  58.8  46.7
## pm2.5       203.0   277   443   439   440   432   379   343 206.0  47.0  15.0
## CV residual  93.7   164   300   291   299   291   237   227 120.0 -11.8 -31.7
##             34507 34514 34516 34528 34531 34533 34534 34535 34538 34539 34540
## Predicted    49.4  52.7  73.9 -11.4  71.5 118.6 114.7 109.3 129.6 134.5 129.7
## cvpred       49.1  52.2  73.4 -12.2  71.2 118.4 114.5 109.1 129.4 134.2 129.5
## pm2.5        15.0   8.0   6.0  12.0  12.0  20.0  55.0  68.0  52.0  44.0  60.0
## CV residual -34.1 -44.2 -67.4  24.2 -59.2 -98.4 -59.5 -41.1 -77.4 -90.2 -69.5
##             34541 34542 34543 34547 34548 34550 34552 34554 34559 34562 34564
## Predicted   127.7 128.0 127.0 108.3  94.2  41.5  22.0  25.2  35.1  36.9  39.5
## cvpred      127.5 127.8 126.8 108.1  94.0  41.3  21.6  24.7  34.5  36.3  38.8
## pm2.5        64.0  44.0  38.0  41.0  53.0  16.0   8.0   8.0  14.0   8.0   6.0
## CV residual -63.5 -83.8 -88.8 -67.1 -41.0 -25.3 -13.6 -16.7 -20.5 -28.3 -32.8
##             34567 34571 34573 34574 34575 34581 34584 34585 34588 34592 34593
## Predicted     111  49.6 32.04 35.59 23.86  57.6 91.26  96.7 125.7  80.5  55.5
## cvpred        111  49.3 31.71 35.32 23.56  57.3 91.02  96.4 125.5  80.3  55.2
## pm2.5           9  16.0 35.00 33.00 33.00  75.0 89.00  60.0  61.0  23.0  10.0
## CV residual  -102 -33.3  3.29 -2.32  9.44  17.7 -2.02 -36.4 -64.5 -57.3 -45.2
##             34596 34599  34601 34602 34605 34607 34609 34610 34616 34618 34622
## Predicted    23.6 -12.8 10.080 18.39  72.6  85.9 105.5  90.3 123.6 92.88  45.9
## cvpred       23.1 -13.4  9.441 17.72  72.2  85.5 105.2  89.9 123.2 92.61  45.6
## pm2.5         9.0   6.0 10.000  8.00  23.0  16.0  49.0  45.0  88.0 85.00  58.0
## CV residual -14.1  19.4  0.559 -9.72 -49.2 -69.5 -56.2 -44.9 -35.2 -7.61  12.4
##             34624 34626 34630 34631 34636 34637 34638 34639 34640 34645 34646
## Predicted    38.8  54.9  93.8 103.8 118.6  99.9 113.5 117.8 118.5 19.93 14.44
## cvpred       38.5  54.6  93.5 103.5 118.3  99.5 113.2 117.5 118.1 19.56 14.05
## pm2.5        52.0  88.0  66.0  68.0  91.0  69.0  53.0  51.0  43.0 26.00 21.00
## CV residual  13.5  33.4 -27.5 -35.5 -27.3 -30.5 -60.2 -66.5 -75.1  6.44  6.95
##             34648 34649 34652 34655 34657 34660 34663 34665 34671 34672  34674
## Predicted    8.10 21.51  79.4  73.4  92.8 102.2  69.0  71.2  24.9 29.04 59.321
## cvpred       7.76 21.18  79.1  73.1  92.5 101.9  68.7  70.8  24.6 28.75 59.037
## pm2.5       23.00 28.00 122.0  61.0  52.0  69.0  16.0  22.0  29.0 38.00 60.000
## CV residual 15.24  6.82  42.9 -12.1 -40.5 -32.9 -52.7 -48.8   4.4  9.25  0.963
##             34675 34677 34679 34685 34690 34695 34698 34704 34708 34714 34719
## Predicted   72.98   106 116.2 126.2 134.7  70.6   100   113   117  86.5  65.9
## cvpred      72.71   106 115.9 125.9 134.5  70.4   100   113   117  86.2  65.6
## pm2.5       67.00    79  98.0 201.0  82.0 143.0   202   291   259  24.0  27.0
## CV residual -5.71   -27 -17.9  75.1 -52.5  72.6   102   178   142 -62.2 -38.6
##             34724 34725 34727 34728 34731 34733 34738 34739 34743 34770 34773
## Predicted    73.1  72.7  80.5  84.3  90.0  93.2  90.9  84.9  73.0  79.1  97.4
## cvpred       72.8  72.4  80.2  83.9  89.6  92.8  90.6  84.6  72.7  78.8  97.1
## pm2.5        30.0  27.0  13.0  11.0  10.0  13.0  19.0  18.0  13.0  30.0  80.0
## CV residual -42.8 -45.4 -67.2 -72.9 -79.6 -79.8 -71.6 -66.6 -59.7 -48.8 -17.1
##             34775 34778 34782 34788 34790 34796 34803 34804 34807 34809 34812
## Predicted     122 107.0 115.6  68.1  62.0  90.3  89.5  93.5   122   129  73.0
## cvpred        122 106.8 115.3  67.8  61.7  90.0  89.1  93.2   121   128  72.7
## pm2.5          95 117.0  25.0  34.0  17.0  50.0  22.0  22.0    19    26  42.0
## CV residual   -27  10.2 -90.3 -33.8 -44.7 -40.0 -67.1 -71.2  -102  -102 -30.7
##             34815 34817 34820 34825 34827 34829 34831 34832 34840 34841 34843
## Predicted    58.3  58.3  93.8   136   135 130.8 129.9 129.4  81.0  90.0   118
## cvpred       58.1  58.1  93.6   136   135 130.6 129.6 129.1  80.8  89.8   118
## pm2.5        34.0  89.0 158.0   267   148 165.0  96.0  70.0 138.0 130.0   315
## CV residual -24.1  30.9  64.4   131    13  34.4 -33.6 -59.1  57.2  40.2   197
##             34844 34847 34849 34850 34852 34853 34855  34857 34861 34864 34866
## Predicted     129   139   140   144   140   135 133.5 119.57  62.3 44.81  76.6
## cvpred        129   139   140   144   139   134 133.2 119.27  62.0 44.54  76.4
## pm2.5         317   336   345   332   384   240 111.0 124.00  47.0 36.00  29.0
## CV residual   188   197   205   188   245   106 -22.2   4.73 -15.0 -8.54 -47.4
##             34867 34876 34886 34887 34895 34900 34901 34903 34911 34917 34918
## Predicted    80.1   141   112   111   142   151   151   146  53.4 40.67  42.0
## cvpred       79.9   140   112   111   142   151   151   146  53.2 40.14  41.4
## pm2.5       105.0   417   283   313   302   326   305   254  84.0 32.00  21.0
## CV residual  25.1   277   171   202   160   175   154   108  30.8 -8.14 -20.4
##             34919 34922 34923 34925 34929 34931 34937 34939 34941 34942 34944
## Predicted    39.0  43.3  45.0  40.8 27.61  7.79 -37.9 -32.6 -23.1 -25.5 -13.5
## cvpred       38.3  42.6  44.3  40.1 26.74  6.90 -39.0 -33.7 -24.2 -26.7 -14.7
## pm2.5        18.0  15.0  11.0  16.0 18.00 16.00  13.0  14.0  16.0  13.0  15.0
## CV residual -20.3 -27.6 -33.3 -24.1 -8.74  9.10  52.0  47.7  40.2  39.7  29.7
##             34948 34950 34951 34952 34953 34954 34955 34962 34964 34965 34966
## Predicted   -29.4 -17.4 -18.8 -20.4 -17.9 -34.2 -35.8  54.7  83.5  93.0 102.6
## cvpred      -30.6 -18.7 -20.0 -21.6 -19.2 -35.5 -37.1  54.4  83.2  92.7 102.4
## pm2.5        18.0  16.0   9.0  14.0  18.0  24.0  25.0  27.0  54.0  64.0 126.0
## CV residual  48.6  34.7  29.0  35.6  37.2  59.5  62.1 -27.4 -29.2 -28.7  23.6
##               34967 34969 34971 34972 34975 34977 34983 34984 34985 34987 34990
## Predicted   107.412   103  93.2  96.4  83.1  79.5 14.07  2.59  5.38  3.43  9.64
## cvpred      107.139   103  92.9  96.1  82.7  79.1 13.49  1.98  4.77  2.78  8.96
## pm2.5       108.000    30  14.0  12.0  13.0  17.0 15.00 21.00 14.00 22.00 38.00
## CV residual   0.861   -73 -78.9 -84.1 -69.7 -62.1  1.51 19.02  9.23 19.22 29.04
##             34993 34994 35003 35005 35008 35029 35031 35035 35036 35037 35038
## Predicted   64.35 54.34  59.3  29.8  15.7 10.36  4.46  3.23 -2.40  42.6 57.58
## cvpred      64.03 54.01  59.0  29.5  15.4  9.88  3.96  2.64 -2.99  42.3 57.32
## pm2.5       58.00 64.00  84.0  59.0  44.0 25.00 25.00 36.00 36.00  64.0 67.00
## CV residual -6.03  9.99  25.0  29.5  28.6 15.12 21.04 33.36 38.99  21.7  9.68
##             35042 35043 35051 35054 35056 35057 35058 35059 35063  35064 35066
## Predicted    67.8  92.3  36.1  18.1 13.23  10.5  8.58  6.62  2.48 -0.235 -2.93
## cvpred       67.6  92.0  35.8  17.8 12.82  10.1  8.11  6.13  1.90 -0.811 -3.53
## pm2.5        87.0 107.0  48.0  28.0 19.00  16.0 21.00 15.00 20.00 23.000 53.00
## CV residual  19.4  15.0  12.2  10.2  6.18   5.9 12.89  8.87 18.10 23.811 56.53
##             35070 35071 35074 35075 35079 35081 35082 35083 35084 35093 35108
## Predicted    60.6  44.6 38.94  32.5  12.6  9.06 17.23 21.50 44.31 134.0 114.2
## cvpred       60.4  44.4 38.67  32.2  12.3  8.69 16.85 21.11 44.14 133.8 114.1
## pm2.5        92.0 106.0 33.00  51.0  23.0 26.00 26.00 27.00 43.00 172.0 195.0
## CV residual  31.6  61.6 -5.67  18.8  10.7 17.31  9.15  5.89 -1.14  38.2  80.9
##             35109 35115 35116 35120 35125 35128 35132 35136 35137 35138 35140
## Predicted     124 120.6 116.3 108.4  44.3  44.6  70.9 129.9   138 142.8 140.2
## cvpred        123 120.4 116.2 108.2  44.1  44.4  70.6 129.7   138 142.6 140.1
## pm2.5         239 146.0  34.0  43.0  25.0  21.0  46.0 103.0    85  86.0  77.0
## CV residual   116  25.6 -82.2 -65.2 -19.1 -23.4 -24.6 -26.7   -53 -56.6 -63.1
##             35145  35147  35148 35153 35155 35156 35157 35158 35161 35164 35165
## Predicted   145.6 139.49 143.38 119.7 134.5   139 143.8 146.4 145.6 148.4 148.3
## cvpred      145.5 139.37 143.27 119.6 134.3   139 143.6 146.2 145.5 148.2 148.1
## pm2.5        95.0 132.00 153.00 219.0 212.0   221 221.0 217.0 192.0 177.0 183.0
## CV residual -50.5  -7.37   9.73  99.4  77.7    82  77.4  70.8  46.5  28.8  34.9
##             35167  35168 35173 35174 35180 35182 35193 35194  35195 35198 35200
## Predicted   145.1 145.03  73.2  72.4 113.4 107.4 142.9 137.6 141.17 133.0 131.6
## cvpred      144.9 144.76  73.1  72.2 113.2 107.3 142.8 137.5 141.04 132.8 131.5
## pm2.5       151.0 137.00  54.0  34.0  54.0  47.0 126.0 159.0 149.00 146.0 160.0
## CV residual   6.1  -7.76 -19.1 -38.2 -59.2 -60.3 -16.8  21.5   7.96  13.2  28.5
##             35201 35204 35207 35210 35212 35214 35216 35217 35218 35220 35225
## Predicted     131 144.9 139.7 144.9 150.8 148.7 152.8 145.8 130.1  96.4  64.8
## cvpred        131 144.7 139.6 144.7 150.6 148.5 152.6 145.7 129.9  96.3  64.6
## pm2.5         148 167.0 185.0 208.0 213.0 211.0 212.0 205.0 196.0 124.0  31.0
## CV residual    17  22.3  45.4  63.3  62.4  62.5  59.4  59.3  66.1  27.7 -33.6
##             35231 35232 35233 35236 35240 35241 35244 35248 35250 35252 35253
## Predicted    46.0  83.0  72.4  83.2 102.4  98.0  73.7  39.6  41.5  48.3  62.4
## cvpred       45.7  82.6  72.0  82.8 102.1  97.7  73.4  39.2  41.1  47.9  61.9
## pm2.5        26.0  11.0  14.0  11.0  17.0  19.0  17.0  22.0  17.0  23.0  22.0
## CV residual -19.7 -71.6 -58.0 -71.8 -85.1 -78.7 -56.4 -17.2 -24.1 -24.9 -39.9
##             35257 35260 35261 35268 35271 35272 35280 35281 35282 35289 35293
## Predicted   111.4   115  98.7  38.4 -3.50 -14.2 109.9 119.4 119.2 120.9  50.8
## cvpred      111.1   115  98.3  37.9 -4.04 -14.8 109.6 119.1 118.9 120.6  50.5
## pm2.5        66.0    10  10.0  20.0 10.00  10.0  73.0  83.0  81.0  70.0  69.0
## CV residual -45.1  -105 -88.3 -17.9 14.04  24.8 -36.6 -36.1 -37.9 -50.6  18.5
##             35294 35296 35297 35298 35300  35304 35306 35312 35313 35314 35315
## Predicted    26.9  21.8  6.99  35.8  43.1 113.80 123.6 128.8 129.4 117.9 88.38
## cvpred       26.6  21.4  6.64  35.5  42.8 113.49 123.3 128.5 129.1 117.6 88.09
## pm2.5        66.0  43.0 48.00  67.0 127.0 104.00 141.0 135.0 108.0  97.0 87.00
## CV residual  39.4  21.6 41.36  31.5  84.2  -9.49  17.7   6.5 -21.1 -20.6 -1.09
##             35317 35318 35321 35322 35325 35327 35329 35336 35337 35340 35350
## Predicted    44.9  35.7  29.9  52.5   103  81.1  57.1  84.5  95.3  41.5  84.9
## cvpred       44.6  35.3  29.6  52.2   102  80.9  56.8  84.0  94.9  41.2  84.6
## pm2.5        81.0  82.0 143.0 153.0   273 227.0  20.0  12.0  17.0  20.0  56.0
## CV residual  36.4  46.7 113.4 100.8   171 146.1 -36.8 -72.0 -77.9 -21.2 -28.6
##             35354 35356 35357 35359  35362 35370 35374 35377 35380 35382 35383
## Predicted   119.2 127.9 129.0 139.2 126.95  64.5 117.7   118 115.7 123.8 119.2
## cvpred      118.9 127.7 128.6 138.9 126.67  64.2 117.4   117 115.4 123.5 118.9
## pm2.5        75.0 110.0  97.0  84.0 120.00 125.0 177.0   250 123.0  36.0  59.0
## CV residual -43.9 -17.7 -31.6 -54.9  -6.67  60.8  59.6   133   7.6 -87.5 -59.9
##             35384 35387 35390 35391 35394 35411 35415 35419 35420 35421 35423
## Predicted   127.7   117  44.9  44.4  79.8  93.6 38.05  79.1  92.9   114   123
## cvpred      127.4   117  44.6  44.1  79.5  93.3 37.78  78.9  92.7   114   123
## pm2.5        85.0   227  93.0  80.0 135.0  66.0 47.00 279.0 435.0   489   539
## CV residual -42.4   110  48.4  35.9  55.5 -27.3  9.22 200.1 342.3   375   416
##             35424 35434 35436 35438 35442 35443 35444 35449 35451 35458 35459
## Predicted     127   150   107  99.5  95.6   128   137   147   146 131.7 126.1
## cvpred        127   150   107  99.3  95.4   127   137   147   146 131.6 125.9
## pm2.5         567   479   476 327.0 310.0   332   391   351   290  77.0  81.0
## CV residual   440   329   369 227.7 214.6   205   254   204   144 -54.6 -44.9
##             35460 35464 35474 35480 35483 35484 35486 35487 35488 35489 35492
## Predicted   121.4  41.5  67.9 115.6  59.9 51.83  37.5  41.8  45.1  53.3  85.6
## cvpred      121.3  41.2  67.5 115.3  59.6 51.58  37.3  41.6  44.8  53.0  85.4
## pm2.5        95.0  13.0  19.0  22.0  40.0 43.00  57.0 153.0 108.0  89.0 111.0
## CV residual -26.3 -28.2 -48.5 -93.3 -19.6 -8.58  19.7 111.4  63.2  36.0  25.6
##             35493 35497 35498 35501 35503  35504 35507 35510 35513 35514 35516
## Predicted    89.8 127.7 131.0 140.5 145.4 140.48 144.6 115.1 104.5 114.2  40.1
## cvpred       89.6 127.5 130.8 140.4 145.2 140.35 144.5 114.9 104.3 114.1  39.8
## pm2.5       112.0 170.0 161.0 112.0 130.0 133.00 143.0 198.0 203.0 209.0  28.0
## CV residual  22.4  42.5  30.2 -28.4 -15.2  -7.35  -1.5  83.1  98.7  94.9 -11.8
##             35517 35519 35520 35522 35524 35533 35539  35541 35542  35544 35549
## Predicted    47.7  43.8  51.3  57.0  42.2 -9.00 -17.9  0.625  3.80  0.486 -1.34
## cvpred       47.4  43.4  50.9  56.6  41.6 -9.77 -18.8 -0.312  2.84 -0.505 -2.45
## pm2.5        26.0  24.0  16.0  17.0   9.0  9.00   9.0 10.000  8.00 11.000 16.00
## CV residual -21.4 -19.4 -34.9 -39.6 -32.6 18.77  27.8 10.312  5.16 11.505 18.45
##              35552 35554 35560 35563 35565 35566 35569 35574 35575 35577 35578
## Predicted    0.233  87.2  34.3 46.38  72.8  76.7 112.5 126.7 130.6 124.5 116.4
## cvpred      -0.913  86.9  34.0 46.04  72.5  76.4 112.3 126.4 130.3 124.2 116.2
## pm2.5       18.000  23.0  54.0 56.00  95.0 111.0 127.0 142.0 107.0 100.0  97.0
## CV residual 18.913 -63.9  20.0  9.96  22.5  34.6  14.7  15.6 -23.3 -24.2 -19.2
##             35580 35588 35591 35593 35594 35607 35612 35615 35616 35617 35620
## Predicted    72.1   101   112   105   121  89.3   129   133   128   127   125
## cvpred       71.8   101   112   105   121  89.1   128   133   127   127   125
## pm2.5       105.0   210   258   324   344 232.0   295   319   335   301   296
## CV residual  33.2   109   146   219   223 142.9   167   186   208   174   171
##             35626 35629 35633 35635 35638 35639 35641 35645 35647 35652 35654
## Predicted     113  66.5  5.18  3.72  38.9  39.3  67.8  91.3  70.9  35.8  28.3
## cvpred        113  66.3  4.90  3.40  38.6  39.0  67.6  91.0  70.6  35.6  28.0
## pm2.5         231 178.0 47.00 32.00  25.0  26.0  54.0  55.0  36.0  14.0  15.0
## CV residual   118 111.7 42.10 28.60 -13.6 -13.0 -13.6 -36.0 -34.6 -21.6 -13.0
##             35656 35657 35662 35663 35665 35666 35668 35670 35671 35673 35675
## Predicted   16.55  20.6 103.3 128.7 132.7   133   141   130   131   136 117.8
## cvpred      16.19  20.2 103.1 128.6 132.5   133   141   130   131   136 117.6
## pm2.5       19.00  17.0  55.0  71.0  42.0    31    39    26    25    24  28.0
## CV residual  2.81  -3.2 -48.1 -57.6 -90.5  -102  -102  -104  -106  -112 -89.6
##             35677 35681 35688 35691   35698 35700 35704 35706 35708  35709
## Predicted    95.5  77.0 137.9 147.9 142.930  97.3  64.1  77.5  2.43 -0.638
## cvpred       95.3  76.7 137.7 147.7 142.745  97.1  63.9  77.4  2.08 -1.012
## pm2.5        35.0  72.0 119.0 132.0 143.000 133.0 167.0  53.0 32.00 15.000
## CV residual -60.3  -4.7 -18.7 -15.7   0.255  35.9 103.1 -24.4 29.92 16.012
##             35710 35712 35715 35719 35720 35722 35723 35725 35727 35728 35734
## Predicted    2.79  36.0  82.5  88.8  79.6  77.4  59.1  73.2  77.2  80.3 117.8
## cvpred       2.37  35.7  82.2  88.5  79.3  77.1  58.8  72.9  77.0  80.1 117.6
## pm2.5       11.00  11.0  19.0  17.0  16.0  31.0  23.0  57.0  64.0  65.0  83.0
## CV residual  8.63 -24.7 -63.2 -71.5 -63.3 -46.1 -35.8 -15.9 -13.0 -15.1 -34.6
##             35741 35743 35744 35745 35747  35748 35753 35758 35763 35765 35773
## Predicted   147.7 153.0 153.0 152.8 140.2 129.48 105.6 135.7 137.4  99.2  4.39
## cvpred      147.6 152.8 152.8 152.6 140.1 129.35 105.4 135.6 137.2  98.9  4.06
## pm2.5        84.0  86.0  84.0  88.0 102.0 121.00 203.0 225.0 218.0  88.0 16.00
## CV residual -63.6 -66.8 -68.8 -64.6 -38.1  -8.35  97.6  89.4  80.8 -10.9 11.94
##             35774 35776 35778 35779 35780 35783 35785  35794  35800 35801 35804
## Predicted    5.98  4.25 15.95 30.86 55.81   135 124.7 137.40 123.34 122.8 124.6
## cvpred       5.67  3.95 15.64 30.53 55.54   135 124.5 137.27 123.25 122.8 124.5
## pm2.5       16.00 17.00 25.00 39.00 54.00   157 137.0 143.00 130.00 146.0 140.0
## CV residual 10.33 13.05  9.36  8.47 -1.54    22  12.5   5.73   6.75  23.2  15.5
##             35806 35817  35825 35835 35837 35838 35843 35849 35850 35856 35857
## Predicted   127.7 120.7 134.76 136.6 135.2 141.9 68.52 -14.8 -15.0 -3.44 -4.79
## cvpred      127.6 120.5 134.72 136.4 135.1 141.8 68.34 -15.3 -15.6 -3.92 -5.28
## pm2.5       155.0 189.0 127.00 159.0 174.0 164.0 66.00  13.0  10.0  8.00 10.00
## CV residual  27.4  68.5  -7.72  22.6  38.9  22.2 -2.34  28.3  25.6 11.92 15.28
##             35859 35866 35871 35873 35875 35877 35879 35884 35890 35894 35896
## Predicted    25.7  18.2 -31.1 -53.1 -10.8  7.55  40.5  39.5  20.7 -27.0 -28.6
## cvpred       25.2  17.7 -31.8 -53.8 -11.5  6.80  40.1  39.0  20.1 -27.7 -29.3
## pm2.5        10.0   6.0   6.0   6.0   6.0 11.00  13.0   6.0   9.0  10.0   8.0
## CV residual -15.2 -11.7  37.8  59.8  17.5  4.20 -27.1 -33.0 -11.1  37.7  37.3
##             35916  35920 35925 35926 35929 35933 35939 35940 35942 35948 35952
## Predicted    87.4  92.68   120 120.0 128.3 135.5 112.7 102.7  89.8 104.5 137.9
## cvpred       87.1  92.47   120 119.8 128.1 135.2 112.5 102.5  89.6 104.3 137.8
## pm2.5       118.0 102.00    76  90.0 139.0 200.0 146.0 150.0 130.0 118.0  93.0
## CV residual  30.9   9.53   -44 -29.8  10.9  64.8  33.5  47.5  40.4  13.7 -44.8
##             35964 35966 35969 35971 35973 35976  35985  35986 35988 35990 35992
## Predicted   140.7 139.0 132.7 131.8 130.0 138.1 155.27 154.78 125.2  98.7  85.0
## cvpred      140.5 138.7 132.5 131.5 129.8 137.8 155.12 154.62 125.1  98.5  84.8
## pm2.5       107.0  84.0  98.0 109.0 107.0 109.0 147.00 146.00  38.0  14.0   6.0
## CV residual -33.5 -54.7 -34.5 -22.5 -22.8 -28.8  -8.12  -8.62 -87.1 -84.5 -78.8
##             35996 35997 35998 36000 36003 36004 36005 36006 36013 36014 36016
## Predicted    85.3  94.0  93.1  96.3  87.6  91.4  96.4 105.1  50.2  49.1  37.1
## cvpred       84.9  93.6  92.7  95.8  87.1  90.9  95.9 104.5  49.6  48.5  36.5
## pm2.5         8.0   7.0  14.0   6.0   9.0  10.0   9.0  10.0  14.0  14.0  14.0
## CV residual -76.9 -86.6 -78.7 -89.8 -78.1 -80.9 -86.9 -94.5 -35.6 -34.5 -22.5
##             36017 36020 36024 36028 36029 36031 36035 36036 36042 36048 36051
## Predicted    69.6  85.6 107.9   120   114   120  92.3  79.2  89.8   136 146.5
## cvpred       69.3  85.2 107.5   119   113   120  92.0  78.9  89.5   136 146.2
## pm2.5        10.0  14.0  18.0     9    13     8  22.0  10.0  25.0    65  83.0
## CV residual -59.3 -71.2 -89.5  -110  -100  -112 -70.0 -68.9 -64.5   -71 -63.2
##             36054 36057 36058 36061 36065 36068 36069 36071 36075 36082 36083
## Predicted   152.1 141.1 134.0 100.8  79.3   110 129.6 139.8   141 96.78  80.9
## cvpred      151.8 140.8 133.7 100.5  79.0   110 129.4 139.6   141 96.51  80.6
## pm2.5       111.0  84.0  66.0  90.0 143.0   221 203.0 184.0   255 87.00  66.0
## CV residual -40.8 -56.8 -67.7 -10.5  64.0   111  73.6  44.4   114 -9.51 -14.6
##             36084 36089 36096 36097 36098 36099 36101 36102 36106 36108 36110
## Predicted    57.4  57.2 130.3   134   133 128.0 117.2 116.7 109.2   106  99.0
## cvpred       57.1  57.0 130.1   133   133 127.8 116.9 116.4 108.9   106  98.7
## pm2.5        44.0 100.0 145.0   268   237 208.0 175.0 160.0 198.0   206 214.0
## CV residual -13.1  43.0  14.9   135   104  80.2  58.1  43.6  89.1   100 115.3
##             36111 36117 36119 36120 36125 36127 36128 36131 36132 36134 36139
## Predicted    98.5   132   126   131   154   153 157.9 140.5   135   120   120
## cvpred       98.2   132   126   131   154   153 157.7 140.4   135   120   120
## pm2.5       204.0   239   243   251   264   250 235.0 205.0   196   234   311
## CV residual 105.8   107   117   120   110    97  77.3  64.6    61   114   191
##             36144 36150 36152 36154 36163 36165 36167 36168 36173 36174 36179
## Predicted     146   150   144   146   116   140   150   146   143   142  75.0
## cvpred        146   150   144   146   115   140   150   146   143   141  74.8
## pm2.5         436   344   287   282   338   336   353   375   382   362 280.0
## CV residual   290   194   143   136   223   196   203   229   239   221 205.2
##             36184 36189 36191 36193 36197 36200 36201 36203 36207 36212 36213
## Predicted    58.5   114   119 130.2 136.8 127.3 126.6  74.7  52.4 73.76  81.2
## cvpred       58.3   114   119 130.1 136.7 127.2 126.4  74.5  52.1 73.46  80.9
## pm2.5       120.0   247   225 165.0 119.0  53.0  67.0  61.0  73.0 66.00  66.0
## CV residual  61.7   133   106  34.9 -17.7 -74.2 -59.4 -13.5  20.9 -7.46 -14.9
##             36214 36216 36220 36221 36224 36225 36227 36235 36237 36239   36240
## Predicted    89.6  96.9   129 128.6 122.7 121.5 114.4 96.89 127.3 117.6 122.457
## cvpred       89.3  96.6   129 128.4 122.5 121.3 114.2 96.61 127.2 117.4 122.276
## pm2.5        75.0  41.0    27  46.0  54.0  63.0  69.0 88.00  89.0 104.0 123.000
## CV residual -14.3 -55.6  -102 -82.4 -68.5 -58.3 -45.2 -8.61 -38.2 -13.4   0.724
##             36247 36248 36249 36253 36255  36263 36264 36271 36272 36274 36275
## Predicted   143.5 149.1 152.8  65.6  60.7 119.21 124.6 149.3 149.0 142.9 138.0
## cvpred      143.3 148.9 152.6  65.4  60.5 119.02 124.4 149.1 148.9 142.8 137.9
## pm2.5       122.0 112.0 108.0  38.0  22.0 124.00 142.0 180.0 185.0 190.0 196.0
## CV residual -21.3 -36.9 -44.6 -27.4 -38.5   4.98  17.6  30.9  36.1  47.2  58.1
##             36278 36279 36284 36288 36290 36291 36295 36298 36301 36302 36304
## Predicted     122   121   142   155   151   151   157   147   124   119   114
## cvpred        121   121   142   155   151   151   156   147   124   119   114
## pm2.5         233   240   392   424   398   383   313   305   267   334   327
## CV residual   112   119   250   269   247   232   157   158   143   215   213
##             36306 36307 36311 36321 36324 36325 36326 36327 36331 36335 36336
## Predicted     115   125   140   120   113   113   108   112   123   130   130
## cvpred        115   125   140   120   113   113   108   112   123   130   130
## pm2.5         309   321   340   336   283   323   377   357   335   327   303
## CV residual   194   196   200   216   170   210   269   245   212   197   173
##             36338 36340 36343 36345 36350 36354 36356 36361 36365 36371 36373
## Predicted     125   129   129   129   124   119   124   129   128   118   107
## cvpred        125   129   129   129   124   119   124   129   128   118   107
## pm2.5         279   264   233   246   279   333   360   348   339   350   347
## CV residual   154   135   104   117   155   214   236   219   211   232   240
##             36375 36381 36384 36385 36388 36390 36391 36393 36395 36403 36405
## Predicted     103   123   143   149   149   149   149   142   128   112   123
## cvpred        103   123   143   148   149   149   148   142   128   112   123
## pm2.5         342   363   357   371   453   463   463   384   369   482   507
## CV residual   239   240   214   223   304   314   315   242   241   370   384
##             36407 36412 36419 36422 36423 36424 36433 36434 36435 36437 36438
## Predicted     138   143   131   119   110   110  81.8  81.1  71.5  67.4  60.8
## cvpred        138   143   131   119   110   110  81.7  80.9  71.3  67.0  60.4
## pm2.5         545   495   512   562   542   502  31.0  15.0  17.0  21.0  17.0
## CV residual   407   352   381   443   432   392 -50.7 -65.9 -54.3 -46.0 -43.4
##             36441 36442 36445 36446 36450 36453 36454 36458 36465 36467  36470
## Predicted    61.3  36.0  45.2  35.9  36.6  65.4  85.6  98.9   144   124 97.466
## cvpred       61.0  35.6  45.0  35.7  36.3  65.1  85.4  98.7   144   124 97.336
## pm2.5        12.0  10.0   8.0  12.0  18.0  31.0  45.0  34.0    57    81 97.000
## CV residual -49.0 -25.6 -37.0 -23.7 -18.3 -34.1 -40.4 -64.7   -87   -43 -0.336
##             36472 36479 36483 36487 36488 36489 36491 36492 36494 36496 36500
## Predicted    90.6 130.0 140.6 133.4 131.5 111.4  39.4 19.55 -1.93 -1.03  25.1
## cvpred       90.5 129.8 140.5 133.2 131.4 111.2  39.2 19.24 -2.28 -1.28  24.8
## pm2.5       103.0 179.0 206.0 149.0 100.0  83.0  29.0 15.00 17.00 10.00  51.0
## CV residual  12.5  49.2  65.5  15.8 -31.4 -28.2 -10.2 -4.24 19.28 11.28  26.2
##             36504 36507 36513 36515 36518 36519 36520 36530 36531 36532 36534
## Predicted    63.9 126.0 130.2 110.2  71.6  56.3  55.2 133.9 143.9   143 149.9
## cvpred       63.6 125.8 130.1 110.1  71.5  56.2  55.1 133.8 143.8   143 149.8
## pm2.5       112.0 150.0 134.0 154.0 158.0 151.0 141.0 222.0 193.0   188 184.0
## CV residual  48.4  24.2   3.9  43.9  86.5  94.8  85.9  88.2  49.2    45  34.2
##             36537 36544 36548 36555 36557 36562 36566 36570 36571 36573 36575
## Predicted   148.8   110   116   121 124.8  43.0 -5.19 -30.9 -23.4 -7.54  24.2
## cvpred      148.6   110   116   121 124.6  42.8 -5.58 -31.5 -23.9 -8.08  23.6
## pm2.5       238.0   308   237   232 215.0   6.0 11.00   8.0  11.0 13.00   9.0
## CV residual  89.4   198   121   111  90.4 -36.8 16.58  39.5  34.9 21.08 -14.6
##             36583 36585 36586 36587 36589 36597 36603 36604 36609 36612 36616
## Predicted   121.7  94.9  48.6  38.8  13.7  27.5  55.2  35.1  49.3 17.37 -13.4
## cvpred      121.4  94.7  48.3  38.5  13.3  27.1  54.8  34.6  49.0 17.03 -13.8
## pm2.5        26.0  35.0  27.0  13.0  27.0  48.0   8.0  11.0  14.0 10.00  11.0
## CV residual -95.4 -59.7 -21.3 -25.5  13.7  20.9 -46.8 -23.6 -35.0 -7.03  24.8
##             36618 36621 36634 36640 36641 36642 36646 36647 36648  36654 36656
## Predicted   -17.9 23.93 84.26 -3.17  5.11  4.62 49.05  56.8  61.5 130.92 138.7
## cvpred      -18.3 23.59 84.06 -3.48  4.81  4.32 48.78  56.6  61.2 130.77 138.6
## pm2.5        12.0 29.00 92.00 17.00 20.00 31.00 51.00  69.0  77.0 136.00 160.0
## CV residual  30.3  5.41  7.94 20.48 15.19 26.68  2.22  12.4  15.8   5.23  21.4
##             36657 36658 36660 36664 36667 36668 36669 36670 36671 36672  36673
## Predicted   138.2 137.6 112.8  73.4  76.6  99.4 115.3 114.8 124.8 134.6 135.85
## cvpred      138.2 137.5 112.8  73.3  76.4  99.3 115.2 114.7 124.7 134.5 135.71
## pm2.5       159.0 167.0 196.0 202.0 187.0 199.0 206.0 213.0 187.0 218.0 134.00
## CV residual  20.8  29.5  83.2 128.7 110.6  99.7  90.8  98.3  62.3  83.5  -1.71
##             36676 36678 36682 36686 36687 36689 36690 36691 36692 36694 36695
## Predicted   136.8 125.0  92.1  71.0  59.9  53.8  53.7  72.2  66.5  87.9 114.4
## cvpred      136.7 124.8  92.0  70.9  59.7  53.6  53.5  72.0  66.3  87.7 114.2
## pm2.5       112.0 172.0 100.0 149.0 163.0 133.0 126.0 124.0 122.0  98.0  91.0
## CV residual -24.7  47.2   8.0  78.1 103.3  79.4  72.5  52.0  55.7  10.3 -23.2
##             36700 36701 36707 36708 36712 36722 36728 36729 36732 36739 36740
## Predicted     117   136   114 108.5  74.5   138   144   128  79.3  68.0  34.6
## cvpred        117   136   114 108.3  74.4   138   143   128  79.2  67.9  34.5
## pm2.5          48    54    86  89.0 111.0   259   270   234 303.0 202.0 168.0
## CV residual   -69   -82   -28 -19.3  36.6   121   127   106 223.8 134.1 133.5
##             36743 36744 36746 36749 36750 36751 36752 36755 36756 36759 36763
## Predicted    66.0  74.6  75.4  80.2  79.8  64.3  63.7  22.8 11.67  4.10  9.24
## cvpred       65.9  74.5  75.3  80.0  79.6  64.1  63.5  22.5 11.38  3.84  8.97
## pm2.5        18.0  13.0  11.0  10.0  10.0  10.0  11.0  12.0 13.00  9.00 15.00
## CV residual -47.9 -61.5 -64.3 -70.0 -69.6 -54.1 -52.5 -10.5  1.62  5.16  6.03
##             36765 36771 36780 36782 36785 36786 36787 36788 36798 36799 36803
## Predicted    28.5  56.7  4.49 -11.4 -5.84  2.33  5.87  8.90 15.04  9.31 -20.8
## cvpred       28.3  56.4  4.21 -11.7 -6.09  2.07  5.59  8.62 14.64  8.89 -21.2
## pm2.5        41.0  20.0 12.00  16.0 20.00 19.00 28.00 32.00 10.00  7.00  16.0
## CV residual  12.7 -36.4  7.79  27.7 26.09 16.93 22.41 23.38 -4.64 -1.89  37.2
##             36805 36806 36807 36809 36813 36817  36818 36819 36824 36826 36829
## Predicted   -2.90 -13.5 -13.4 -22.2  19.7  50.2 63.625  98.0   125  67.1  31.0
## cvpred      -3.12 -13.8 -13.6 -22.5  19.5  50.0 63.376  97.9   125  67.0  30.9
## pm2.5       12.00  19.0  22.0  16.0  38.0  72.0 63.000  69.0    93  99.0 109.0
## CV residual 15.12  32.8  35.6  38.5  18.5  22.0 -0.376 -28.9   -32  32.0  78.1
##              36834 36835 36836 36837 36840 36843 36845 36848 36852 36853 36854
## Predicted     2.80  11.8  39.5  49.3  74.4  76.0  90.2  76.5  30.7  16.8  25.3
## cvpred        2.71  11.7  39.4  49.2  74.3  75.9  90.0  76.4  30.6  16.7  25.2
## pm2.5       119.00 116.0 101.0 131.0 183.0 148.0 140.0 109.0  79.0  73.0  75.0
## CV residual 116.29 104.3  61.6  81.8 108.7  72.1  50.0  32.6  48.4  56.3  49.8
##             36856 36857 36861 36862 36863 36865 36866 36868 36872 36873 36875
## Predicted    30.9  34.1  64.7  73.3  77.6  97.9 112.7 112.6 117.0 100.7  74.1
## cvpred       30.8  34.1  64.5  73.2  77.5  97.9 112.6 112.5 116.9 100.6  74.0
## pm2.5       104.0 116.0 159.0 157.0 151.0 149.0 141.0 148.0 155.0 165.0 191.0
## CV residual  73.2  81.9  94.5  83.8  73.5  51.1  28.4  35.5  38.1  64.4 117.0
##             36876 36879 36887 36892 36894 36895 36898 36908 36910 36912 36915
## Predicted    29.7  2.50  5.02  49.4  62.1  66.6  32.7  54.4 53.94  53.8  74.7
## cvpred       29.5  2.34  4.65  49.2  62.0  66.5  32.6  54.2 53.68  53.5  74.4
## pm2.5       124.0 49.00 17.00  17.0  13.0  17.0  18.0  66.0 57.00  30.0  47.0
## CV residual  94.5 46.66 12.35 -32.2 -49.0 -49.5 -14.6  11.8  3.32 -23.5 -27.4
##             36916 36918 36919 36922 36924 36926 36927 36930 36931 36932 36933
## Predicted   79.32  94.8  98.9 88.91 79.02 80.44 81.98  81.5  86.7  85.8  84.7
## cvpred      79.02  94.7  98.8 88.83 78.93 80.36 81.93  81.5  86.6  85.8  84.6
## pm2.5       72.00  70.0  78.0 94.00 77.00 79.00 74.00  44.0  48.0  52.0  20.0
## CV residual -7.02 -24.7 -20.8  5.17 -1.93 -1.36 -7.93 -37.5 -38.6 -33.8 -64.6
##             36934 36935 36940 36941 36948 36949 36950 36955 36958 36959 36972
## Predicted    39.6  24.5  47.8  36.2 -14.4 -20.4  3.63  3.99  43.6  76.5  6.51
## cvpred       39.4  24.3  47.5  35.9 -14.8 -20.8  3.47  3.84  43.4  76.4  6.40
## pm2.5        15.0  13.0   6.0   7.0  11.0  17.0 14.00 11.00  11.0  11.0 24.00
## CV residual -24.4 -11.3 -41.5 -28.9  25.8  37.8 10.53  7.16 -32.4 -65.4 17.60
##             36974 36978 36987 36990 36991  36992 36994 36995 36996 37000 37002
## Predicted   -35.7 -20.8 80.52 102.7   117 97.590  31.8 -7.13 -27.2 -56.6 -54.4
## cvpred      -35.9 -21.0 80.39 102.6   117 97.461  31.7 -7.28 -27.3 -56.8 -54.6
## pm2.5        22.0  28.0 72.00  89.0    98 97.000  89.0 66.00  72.0  17.0  16.0
## CV residual  57.9  49.0 -8.39 -13.6   -19 -0.461  57.3 73.28  99.3  73.8  70.6
##             37004 37006 37007 37008 37012 37017 37018 37022 37023 37029 37035
## Predicted    3.49  28.1  55.5  51.4  99.4  92.5  76.6  26.1  29.4  70.6   121
## cvpred       3.36  28.0  55.4  51.3  99.3  92.5  76.6  26.0  29.3  70.5   121
## pm2.5       17.00  61.0 151.0 163.0 125.0 173.0 184.0 141.0 141.0 118.0   253
## CV residual 13.64  33.0  95.6 111.7  25.7  80.5 107.4 115.0 111.7  47.5   132
##             37038 37040 37043 37048 37051 37056 37058 37079 37081 37089 37091
## Predicted     136   135  98.3  49.7  51.4   118   118 106.6 116.6   134   113
## cvpred        136   135  98.3  49.7  51.4   118   118 106.7 116.7   134   113
## pm2.5         262   262 281.0 242.0 168.0   277   299 157.0 190.0   317   346
## CV residual   126   127 182.7 192.3 116.6   159   181  50.3  73.3   183   233
##             37092 37093 37097 37099 37101 37103 37106 37108 37110 37115 37116
## Predicted     102  98.2  62.7  75.1  99.3   120   130   135   136   112   116
## cvpred        102  98.3  62.8  75.2  99.4   120   130   135   136   112   116
## pm2.5         350 331.0 246.0 309.0 360.0   399   436   426   358   369   403
## CV residual   248 232.7 183.2 233.8 260.6   279   306   291   222   257   287
##             37118 37120 37122  37124 37127 37128 37131 37134 37137 37149 37154
## Predicted    83.3  77.3 83.90 100.72 107.3 102.7 111.5 115.8 133.0 103.8 134.4
## cvpred       83.3  77.3 83.94 100.77 107.4 102.7 111.5 115.9 133.1 103.9 134.5
## pm2.5       306.0  90.0 85.00  96.00 125.0 123.0 159.0 195.0 175.0 148.0 219.0
## CV residual 222.7  12.7  1.06  -4.77  17.6  20.3  47.5  79.1  41.9  44.1  84.5
##             37158 37159 37160 37161 37163 37164 37165 37167 37168 37172 37179
## Predicted     131 111.4 109.5  84.5  67.4  53.2  47.6  38.1  28.1  67.8 118.8
## cvpred        131 111.4 109.5  84.5  67.4  53.3  47.7  38.1  28.1  67.8 118.9
## pm2.5          16  28.0  32.0  25.0  22.0  18.0  23.0  25.0  18.0  27.0  66.0
## CV residual  -115 -83.4 -77.5 -59.5 -45.4 -35.3 -24.7 -13.1 -10.1 -40.8 -52.9
##             37186 37188 37193 37194 37195 37199 37200 37201 37204 37207 37211
## Predicted    49.5  19.2 -12.6 -12.4 -12.7  22.5 34.83  47.9  64.5  85.7  95.1
## cvpred       49.5  19.2 -12.6 -12.4 -12.8  22.4 34.77  47.8  64.4  85.6  95.2
## pm2.5        35.0  34.0  12.0  13.0  18.0  39.0 44.00  64.0 165.0 127.0 209.0
## CV residual -14.5  14.8  24.6  25.4  30.8  16.6  9.23  16.2 100.6  41.4 113.8
##             37212 37213 37214 37216 37217  37221 37225 37226 37233 37238  37252
## Predicted    90.2  89.3  78.6  56.5  51.5 107.25 130.0 140.0 143.2  42.2 116.59
## cvpred       90.3  89.4  78.7  56.6  51.6 107.35 130.1 140.1 143.3  42.3 116.66
## pm2.5       235.0 254.0 250.0 210.0 127.0 113.00 159.0 161.0 220.0 124.0 119.00
## CV residual 144.7 164.6 171.3 153.4  75.4   5.65  28.9  20.9  76.7  81.7   2.34
##              37255 37257 37262 37263 37264 37265 37266 37268 37272 37274 37275
## Predicted   127.61 104.8  27.2  42.2  27.5  44.5  52.5  66.4 78.87  77.7 100.1
## cvpred      127.65 104.9  27.2  42.3  27.5  44.6  52.5  66.4 78.79  77.5 100.1
## pm2.5       124.00 160.0  76.0  98.0 105.0  86.0 132.0 105.0 70.00  55.0  58.0
## CV residual  -3.65  55.1  48.8  55.7  77.5  41.4  79.5  38.6 -8.79 -22.5 -42.1
##             37279 37290 37291 37296 37297 37300 37303 37304 37308 37310 37312
## Predicted    54.6 -59.9 -60.2  68.4  82.2  84.9 118.2 107.4  43.5 -1.62 -22.9
## cvpred       54.4 -60.2 -60.6  68.3  82.1  84.7 118.1 107.4  43.4 -1.66 -22.9
## pm2.5        12.0   7.0   7.0  33.0  40.0  29.0  37.0  42.0  55.0 31.00  24.0
## CV residual -42.4  67.2  67.6 -35.3 -42.1 -55.7 -81.1 -65.4  11.6 32.66  46.9
##             37313 37317 37320 37321 37323 37331 37333 37336 37342 37343 37345
## Predicted   -43.7 -16.7    71  73.5  96.6  2.04 -5.79 -7.39 42.45 45.98  97.2
## cvpred      -43.8 -16.9    71  73.4  96.5  1.85 -6.00 -7.52 42.34 45.87  97.1
## pm2.5        13.0  20.0    31  34.0  34.0  6.00  8.00 14.00 48.00 48.00  57.0
## CV residual  56.8  36.9   -40 -39.4 -62.5  4.15 14.00 21.52  5.66  2.13 -40.1
##             37346 37351 37354 37356 37361 37364  37365 37370 37372 37373 37374
## Predicted     111 132.4  39.8 -9.13 -40.4  6.14  1.153  90.5  95.7   111 119.6
## cvpred        111 132.3  39.7 -9.23 -40.6  6.01  0.983  90.5  95.7   111 119.6
## pm2.5          58  71.0  84.0 27.00  40.0 59.00 59.000  55.0  70.0    74  80.0
## CV residual   -53 -61.3  44.3 36.23  80.6 52.99 58.017 -35.5 -25.7   -37 -39.6
##             37381 37383 37384 37385 37395 37396 37397 37402 37403 37404 37405
## Predicted    48.5  23.7  10.0  8.93 114.6 122.7 127.2  96.1  81.2  75.5  64.9
## cvpred       48.5  23.7  10.1  8.95 114.7 122.8 127.3  96.1  81.3  75.6  65.0
## pm2.5       110.0  93.0  97.0 95.00 191.0 180.0 187.0 193.0 196.0 199.0 206.0
## CV residual  61.5  69.3  86.9 86.05  76.3  57.2  59.7  96.9 114.7 123.4 141.0
##             37406 37408 37411 37413 37414 37417 37419 37420 37423 37427 37429
## Predicted    55.4    21  31.8  58.3  62.9  74.8  92.1    96   125  78.0 -14.6
## cvpred       55.5    21  31.8  58.3  62.9  74.8  92.1    96   125  78.2 -14.6
## pm2.5       175.0   152 138.0 146.0 139.0 136.0 140.0   145   153 164.0  62.0
## CV residual 119.5   131 106.2  87.7  76.1  61.2  47.9    49    28  85.8  76.6
##             37434 37440  37444   37446 37448 37452 37453 37455 37457 37464
## Predicted   -19.8  34.9  93.42 102.449 86.34  55.1  50.2    46  27.6 70.50
## cvpred      -19.8  34.9  93.47 102.494 86.35  55.1  50.2    46  27.5 70.51
## pm2.5        65.0 181.0 101.00 102.000 95.00  93.0  71.0    68  51.0 67.00
## CV residual  84.8 146.1   7.53  -0.494  8.65  37.9  20.8    22  23.5 -3.51
##             37465 37467 37469 37471 37473 37476 37477 37482 37486 37488 37492
## Predicted    83.9 73.80  86.7 71.85  89.5    80    61 45.37 77.09  80.5 115.5
## cvpred       83.9 73.78  86.7 71.79  89.6    80    61 45.33 77.05  80.5 115.4
## pm2.5        51.0 64.00  76.0 69.00  48.0    41    40 52.00 83.00  98.0  96.0
## CV residual -32.9 -9.78 -10.7 -2.79 -41.6   -39   -21  6.67  5.95  17.5 -19.4
##             37496 37499 37507 37515 37520 37523 37526 37530 37531 37538 37540
## Predicted   123.5  60.5  40.7 113.2 132.2  95.3  54.3  49.1  57.8   108   125
## cvpred      123.5  60.5  40.7 113.2 132.3  95.4  54.4  49.2  57.8   108   125
## pm2.5       158.0 151.0 109.0 131.0 149.0 182.0 167.0 157.0 159.0   249   282
## CV residual  34.5  90.5  68.3  17.8  16.7  86.6 112.6 107.8 101.2   141   157
##             37542 37544 37546 37547 37555 37556 37559 37560 37565 37566 37567
## Predicted     135   130   114   103  77.9  77.0 100.8 81.69 116.5 105.4 115.2
## cvpred        135   130   114   103  78.0  77.2 100.9 81.77 116.6 105.5 115.3
## pm2.5         268   247   270   280 224.0 246.0 187.0 80.00  67.0  69.0  78.0
## CV residual   133   117   156   177 146.0 168.8  86.1 -1.77 -49.6 -36.5 -37.3
##             37568 37570 37571 37572 37574 37576 37579 37580 37584 37586 37587
## Predicted   123.4  96.3  81.3  78.5  50.1  30.2 41.49 31.87  75.1  89.0  94.2
## cvpred      123.5  96.5  81.5  78.6  50.1  30.1 41.39 31.73  75.2  89.1  94.2
## pm2.5        83.0 112.0 104.0 103.0 106.0  54.0 40.00 34.00  41.0  35.0  51.0
## CV residual -40.5  15.5  22.5  24.4  55.9  23.9 -1.39  2.27 -34.2 -54.1 -43.2
##             37590 37591 37595 37596 37598 37599 37600 37602 37604 37607 37610
## Predicted     103 103.7 42.20  28.8  17.8  21.7  21.4  35.6  35.6  75.1  87.8
## cvpred        103 103.7 42.19  28.8  17.8  21.7  21.4  35.6  35.6  75.2  87.8
## pm2.5          59  51.0 52.00  47.0  85.0  80.0  62.0  56.0  96.0 101.0 123.0
## CV residual   -44 -52.7  9.81  18.2  67.2  58.3  40.6  20.4  60.4  25.8  35.2
##             37612 37613 37616 37618  37628 37631 37634 37635  37638  37639
## Predicted    82.4  87.1   135 129.4 120.53 123.8   132 136.8 142.40 147.29
## cvpred       82.5  87.1   135 129.5 120.66 123.9   132 136.9 142.55 147.43
## pm2.5       109.0 145.0   109 116.0 128.00 137.0   148 151.0 141.00 140.00
## CV residual  26.5  57.9   -26 -13.5   7.34  13.1    16  14.1  -1.55  -7.43
##             37651 37655 37659 37663 37664 37666 37667 37669 37674 37684 37685
## Predicted   110.0    91 112.2 121.0   111 104.9 104.4  75.9  91.9 146.9 146.6
## cvpred      110.1    91 112.3 121.1   111 104.9 104.4  75.8  91.9 146.9 146.7
## pm2.5       153.0    74  84.0  59.0    59  69.0  69.0  44.0  57.0 128.0 127.0
## CV residual  42.9   -17 -28.3 -62.1   -52 -35.9 -35.4 -31.8 -34.9 -18.9 -19.7
##             37689 37693 37696 37702 37703 37707 37709 37710  37715 37717 37721
## Predicted   113.0  53.2  38.1 74.04  82.5   132 122.5 116.9 44.088 15.53 20.00
## cvpred      113.1  53.2  38.1 74.08  82.5   132 122.5 116.9 44.134 15.56 20.03
## pm2.5        87.0  23.0  22.0 69.00  59.0    91  91.0  66.0 44.000 23.00 30.00
## CV residual -26.1 -30.2 -16.1 -5.08 -23.5   -41 -31.5 -50.9 -0.134  7.44  9.97
##             37723 37729 37730 37735 37736 37738 37739 37742 37743 37744 37746
## Predicted    26.7 116.6 116.1 117.4 110.2  53.9 38.79  21.2  19.8  18.7  34.1
## cvpred       26.7 116.7 116.2 117.4 110.3  54.0 38.83  21.3  19.9  18.8  34.2
## pm2.5        30.0  73.0  90.0  52.0  68.0  84.0 42.00  51.0 170.0  87.0 107.0
## CV residual   3.3 -43.7 -26.2 -65.4 -42.3  30.0  3.17  29.7 150.1  68.2  72.8
##             37747 37750 37764 37769 37775 37778 37780 37783 37788 37790 37794
## Predicted    42.0 67.75  81.8  41.2 101.4 112.7 121.2 119.6 106.5 104.3  80.2
## cvpred       42.1 67.79  81.8  41.2 101.5 112.8 121.3 119.7 106.7 104.6  80.3
## pm2.5       105.0 76.00 164.0 143.0  73.0  76.0  89.0 107.0 125.0 128.0 117.0
## CV residual  62.9  8.21  82.2 101.8 -28.5 -36.8 -32.3 -12.7  18.3  23.4  36.7
##             37797  37798 37800 37801 37807 37809 37811 37813 37823 37825 37827
## Predicted    98.0 120.36 105.7 106.0 133.4 111.2  91.8  85.2 121.1   128   143
## cvpred       98.1 120.57 105.9 106.1 133.5 111.4  92.0  85.4 121.2   128   143
## pm2.5       117.0 118.00 140.0 139.0 118.0 135.0 163.0 169.0  92.0    27    27
## CV residual  18.9  -2.57  34.1  32.9 -15.5  23.6  71.0  83.6 -29.2  -101  -116
##             37830 37832 37837 37838 37840 37851 37852 37856 37858 37861 37862
## Predicted     135   134  61.1 52.11  60.9 148.3 148.3 139.8  69.2  42.6  37.1
## cvpred        135   134  61.2 52.19  61.0 148.4 148.4 139.9  69.2  42.6  37.1
## pm2.5          23    29  42.0 47.00  47.0  49.0  59.0  46.0  43.0  20.0  78.0
## CV residual  -112  -105 -19.2 -5.19 -14.0 -99.4 -89.4 -93.9 -26.2 -22.6  40.9
##              37869 37876 37877 37879 37881 37885 37887 37891 37894  37895 37897
## Predicted   75.741 134.4 134.3 144.0 110.3  28.3  35.5  44.3  85.3 109.22 123.6
## cvpred      75.822 134.5 134.4 144.1 110.4  28.4  35.6  44.4  85.4 109.34 123.7
## pm2.5       75.000  38.0  64.0  73.0  86.0  68.0  47.0  58.0  72.0 105.00  81.0
## CV residual -0.822 -96.5 -70.4 -71.1 -24.4  39.6  11.4  13.6 -13.4  -4.34 -42.7
##             37899 37901 37906 37907 37909 37911 37913 37918 37923 37924 37931
## Predicted     114 121.2  80.4  74.3  64.5  48.3  36.5  74.2 111.6 128.5  96.2
## cvpred        114 121.3  80.5  74.4  64.6  48.4  36.6  74.3 111.6 128.6  96.4
## pm2.5          93  94.0 121.0 136.0 133.0 111.0 104.0 105.0  89.0  94.0 221.0
## CV residual   -21 -27.3  40.5  61.6  68.4  62.6  67.4  30.7 -22.6 -34.6 124.6
##             37939 37940 37943  37945   37947  37948 37949  37950 37953 37957
## Predicted    55.4  64.1 80.78 93.465 106.399 115.43 115.7 120.33 101.6  90.7
## cvpred       55.5  64.2 80.86 93.534 106.452 115.48 115.7 120.35 101.6  91.0
## pm2.5       119.0  94.0 90.00 94.000 107.000 112.00 152.0 129.00 150.0 144.0
## CV residual  63.5  29.8  9.14  0.466   0.548  -3.48  36.3   8.65  48.4  53.0
##             37965 37966 37967 37968 37970 37971 37976 37977 37978 37979 37983
## Predicted    71.8  74.3  85.9  70.0  65.2  62.6 36.28  19.3  2.45 -14.2 -41.2
## cvpred       71.9  74.3  85.8  69.9  65.1  62.3 35.91  18.9  2.02 -14.6 -41.7
## pm2.5       113.0  54.0  51.0  48.0  44.0  34.0 26.00  39.0 52.00  54.0  59.0
## CV residual  41.1 -20.3 -34.8 -21.9 -21.1 -28.3 -9.91  20.1 49.98  68.6 100.7
##             37986 37987 37990 37996 38001 38003 38010 38014 38016 38018 38019
## Predicted   -6.01  11.1  77.8 131.8   115  70.8 -2.42  24.0 42.45 41.83 39.38
## cvpred      -6.48  10.6  77.8 131.8   115  70.9 -2.52  23.8 42.14 41.44 38.97
## pm2.5       32.00  24.0  27.0  40.0   104 167.0 95.00  50.0 48.00 39.00 35.00
## CV residual 38.48  13.4 -50.8 -91.8   -11  96.1 97.52  26.2  5.86 -2.44 -3.97
##             38029 38030 38031 38032 38034 38035 38038 38043 38047 38051 38055
## Predicted   -61.0 -50.5 -48.9 -57.6 -64.1 -55.8  69.1 116.0 110.5 34.31  12.5
## cvpred      -61.7 -51.1 -49.6 -58.3 -64.9 -56.6  69.0 115.9 110.4 34.24  12.5
## pm2.5        46.0  50.0  52.0  49.0  43.0  32.0  32.0  65.0  36.0 39.00  36.0
## CV residual 107.7 101.1 101.6 107.3 107.9  88.6 -37.0 -50.9 -74.4  4.76  23.5
##             38057 38060 38063 38064 38066 38069 38073 38075 38079 38080 38082
## Predicted    26.9 36.80  68.3  99.3 103.3 108.8 91.57  90.1  70.0  73.3  81.5
## cvpred       26.9 36.74  68.2  99.3 103.3 108.9 91.62  90.2  70.1  73.4  81.6
## pm2.5        33.0 39.00  50.0  59.0  56.0  71.0 93.00 110.0 138.0 111.0 108.0
## CV residual   6.1  2.26 -18.2 -40.3 -47.3 -37.9  1.38  19.8  67.9  37.6  26.4
##             38086  38092 38095 38096 38103 38105 38108 38111 38114  38116 38121
## Predicted   108.5 138.76 134.4   124 -15.7 -19.8    35  64.1   128 137.41 126.8
## cvpred      108.6 138.89 134.5   124 -15.7 -19.9    35  64.2   128 137.52 126.9
## pm2.5       154.0 132.00 159.0   151 112.0  36.0    15  16.0    93 128.00 147.0
## CV residual  45.4  -6.89  24.5    27 127.7  55.9   -20 -48.2   -35  -9.52  20.1
##             38123 38124 38126 38127 38130 38133 38136 38139 38140 38144 38150
## Predicted   102.1  97.2  67.9  61.7  62.5 69.75  80.8  99.9 109.5 94.83  91.8
## cvpred      102.3  97.4  68.0  61.8  62.6 69.75  80.8 100.1 109.6 94.92  91.9
## pm2.5        72.0  64.0  58.0  65.0  74.0 68.00  70.0  65.0  70.0 91.00  70.0
## CV residual -30.3 -33.4 -10.0   3.2  11.4 -1.75 -10.8 -35.1 -39.6 -3.92 -21.9
##             38151 38153 38155 38158 38159 38160 38165 38168 38181 38185 38186
## Predicted    85.6  60.8  63.3  73.6  77.6  77.2 103.9 114.1  74.9 138.5 142.8
## cvpred       85.7  60.9  63.3  73.6  77.6  77.1 103.9 114.2  75.0 138.6 142.9
## pm2.5        72.0  71.0  43.0  56.0  59.0  59.0  46.0  46.0  65.0  42.0  48.0
## CV residual -13.7  10.1 -20.3 -17.6 -18.6 -18.1 -57.9 -68.2 -10.0 -96.6 -94.9
##             38188 38191 38193 38194 38200 38206 38207 38215 38217 38219 38224
## Predicted   146.8   144   142   141   132   136   135 147.8 131.4  86.4  27.1
## cvpred      146.9   144   142   141   132   136   135 147.9 131.6  86.6  27.2
## pm2.5        57.0    40    33    26    17    30    28  65.0  75.0  53.0  23.0
## CV residual -89.9  -104  -109  -115  -115  -106  -107 -82.9 -56.6 -33.6  -4.2
##             38234 38236 38237 38239 38250 38261 38263 38264 38265  38266 38268
## Predicted    82.3 133.6 138.1 146.8 -3.28 25.15 24.63  12.7  9.59  1.394 -10.0
## cvpred       82.3 133.8 138.3 146.9 -3.25 24.87 24.31  12.3  9.22  0.993 -10.4
## pm2.5        43.0  50.0  47.0  80.0 34.00 34.00 26.00  23.0 22.00 17.000  20.0
## CV residual -39.3 -83.8 -91.3 -66.9 37.25  9.13  1.69  10.7 12.78 16.007  30.4
##             38269 38278 38281 38282 38284 38285 38287 38297 38301 38308 38309
## Predicted    2.68  58.1 121.7 125.9   136 131.2 129.3  15.5  34.6 109.5 124.1
## cvpred       2.23  58.2 121.8 125.9   136 131.3 129.3  15.6  34.6 109.6 124.2
## pm2.5       14.00  30.0  30.0  76.0    77  68.0  45.0 111.0  95.0  83.0  85.0
## CV residual 11.77 -28.2 -91.8 -49.9   -59 -63.3 -84.3  95.4  60.4 -26.6 -39.2
##             38312 38313 38314 38317 38324 38325 38334 38335 38336 38337 38340
## Predicted   68.42 55.13  38.5  34.6 47.64 55.81 118.7 118.5 107.7  82.7  63.0
## cvpred      68.54 55.24  38.6  34.7 47.78 55.94 118.9 118.6 107.9  82.8  63.2
## pm2.5       75.00 57.00 271.0  56.0 43.00 47.00  69.0  68.0  94.0  96.0 109.0
## CV residual  6.46  1.76 232.4  21.3 -4.78 -8.94 -49.9 -50.6 -13.9  13.2  45.8
##             38343 38344 38348 38349 38352 38354 38358 38359 38360 38362 38363
## Predicted    35.0  33.4 42.72 47.36  65.3  84.1 129.2   114 103.6  82.8  67.6
## cvpred       35.2  33.6 42.76 47.39  65.3  84.1 129.4   114 103.7  83.0  67.8
## pm2.5        90.0  69.0 40.00 41.00  28.0  58.0  68.0    77  84.0 103.0  99.0
## CV residual  54.8  35.4 -2.76 -6.39 -37.3 -26.1 -61.4   -37 -19.7  20.0  31.2
##             38364 38365 38366 38368 38371 38376 38383 38386 38391 38398 38401
## Predicted    66.6  61.3  55.0  46.9  55.9  75.7 143.3 127.6  94.3   113   123
## cvpred       66.8  61.5  55.2  47.1  56.1  75.8 143.5 127.9  94.5   113   123
## pm2.5       100.0 132.0 198.0 137.0 124.0  99.0  70.0  79.0 147.0   123   174
## CV residual  33.2  70.5 142.8  89.9  67.9  23.2 -73.5 -48.9  52.5    10    51
##             38403 38407 38408 38416 38417 38419 38420 38430 38438 38443 38444
## Predicted   127.5 108.6  88.3  36.6  31.5 30.25  49.2 131.4  71.9  67.6  86.2
## cvpred      127.8 108.8  88.4  36.8  31.7 30.43  49.3 131.6  72.2  67.9  86.4
## pm2.5       215.0 122.0  66.0  16.0  18.0 22.00  22.0  85.0  90.0 130.0 132.0
## CV residual  87.2  13.2 -22.4 -20.8 -13.7 -8.43 -27.3 -46.6  17.8  62.1  45.6
##             38445 38449 38452 38457 38460 38462 38464 38471 38477  38478  38479
## Predicted    86.4 104.6 124.0   122  89.8  53.7  13.2 58.36 88.38 114.24 113.49
## cvpred       86.7 104.8 124.2   122  90.2  54.0  13.4 58.44 88.42 114.46 113.73
## pm2.5       136.0 146.0 178.0   258 224.0 111.0  43.0 65.00 96.00 109.00 110.00
## CV residual  49.3  41.2  53.8   136 133.8  57.0  29.6  6.56  7.58  -5.46  -3.73
##             38486 38488 38498 38499 38503 38505 38508 38516 38519 38524  38525
## Predicted    22.4  22.8 88.41 103.2 135.4 138.5 131.1 134.3 137.6 141.5 141.30
## cvpred       22.5  23.0 88.64 103.5 135.7 138.7 131.4 134.6 137.8 141.8 141.56
## pm2.5        61.0  46.0 92.00  89.0  84.0 102.0 104.0  79.0  88.0 117.0 140.00
## CV residual  38.5  23.0  3.36 -14.5 -51.7 -36.7 -27.4 -55.6 -49.8 -24.8  -1.56
##              38526  38528 38534 38545 38546 38548 38551 38552 38553 38554 38555
## Predicted   142.29 141.29  2.69   119   115   115   123 105.5  43.5  33.8  9.32
## cvpred      142.55 141.57  2.67   119   115   115   123 105.7  43.6  34.0  9.44
## pm2.5       150.00 132.00 13.00    15    10     9    20  20.0  18.0  15.0 15.00
## CV residual   7.45  -9.57 10.33  -104  -105  -106  -103 -85.7 -25.6 -19.0  5.56
##             38556  38557 38562 38564 38565 38566 38569  38570  38578 38582
## Predicted   -2.54 -0.251 -1.66 -10.4 -24.1 -18.1  88.2 26.821  -6.58  2.35
## cvpred      -2.43 -0.128 -1.61 -10.2 -24.0 -18.0  88.3 26.913  -6.51  2.33
## pm2.5       16.00 19.000 27.00  23.0  28.0  27.0  26.0 26.000 100.00 17.00
## CV residual 18.43 19.128 28.61  33.2  52.0  45.0 -62.3 -0.913 106.51 14.67
##             38585 38588 38592 38594 38599 38601 38606 38609 38613 38617 38618
## Predicted   20.82 -29.5  79.5  60.5 121.1  75.9 -3.94 -15.1 25.65  75.6  95.4
## cvpred      20.78 -29.7  79.7  60.6 121.3  76.1 -3.75 -14.9 25.73  75.6  95.7
## pm2.5       12.00  14.0  13.0  13.0  44.0  43.0 21.00  34.0 32.00  44.0  38.0
## CV residual -8.78  43.7 -66.7 -47.6 -77.3 -33.1 24.75  48.9  6.27 -31.6 -57.7
##             38620 38622 38625 38628 38632 38636 38639  38644 38645 38647 38656
## Predicted   105.2 120.3 73.32  24.1 -38.5 19.22 55.63  99.58  95.5  93.4  44.8
## cvpred      105.4 120.4 73.55  24.4 -38.3 19.45 55.85  99.81  95.7  93.6  45.0
## pm2.5        42.0  54.0 77.00  52.0  19.0 29.00 63.00 102.00 113.0  67.0 107.0
## CV residual -63.4 -66.4  3.45  27.6  57.3  9.55  7.15   2.19  17.3 -26.6  62.0
##             38659 38660 38664  38670  38671 38678 38679 38680 38681 38683 38685
## Predicted    47.6  60.6 70.10 124.00 123.01  57.0  61.6  52.3  55.0  68.3  82.3
## cvpred       47.8  60.8 70.18 124.23 123.25  57.3  62.0  52.6  55.3  68.6  82.5
## pm2.5       100.0  99.0 76.00 115.00 115.00 119.0 127.0 139.0 134.0 135.0 143.0
## CV residual  52.2  38.2  5.82  -9.23  -8.25  61.7  65.0  86.4  78.7  66.4  60.5
##             38686 38689 38690 38692 38694 38698 38700 38704 38705 38707 38708
## Predicted    81.4 123.1 132.0 125.9 126.5  85.7  64.2 100.1  98.8 122.5 117.6
## cvpred       81.7 123.3 132.3 126.2 126.8  85.9  64.4 100.4  99.0 122.7 117.8
## pm2.5       140.0  83.0  68.0  52.0  49.0  46.0  32.0  37.0  62.0  62.0  53.0
## CV residual  58.3 -40.3 -64.3 -74.2 -77.8 -39.9 -32.4 -63.4 -37.0 -60.7 -64.8
##             38711 38712 38719 38723 38727 38728 38729 38731 38732 38734 38742
## Predicted     128 118.6   124   119  80.5  84.1  75.7  80.0  84.6  88.8 130.6
## cvpred        128 118.9   124   119  80.8  84.3  75.9  80.3  84.8  89.0 130.8
## pm2.5          60  59.0    18    18  31.0  28.0  31.0  34.0  32.0  46.0  35.0
## CV residual   -68 -59.9  -106  -101 -49.8 -56.3 -44.9 -46.3 -52.8 -43.0 -95.8
##             38744 38745 38750 38751 38754 38759 38764 38767 38769 38771 38775
## Predicted   102.5  92.1  53.3  52.4  53.5  79.5 123.3 132.5 102.0 83.07  57.3
## cvpred      102.7  92.3  53.5  52.7  53.7  79.7 123.5 132.8 102.2 83.32  57.5
## pm2.5        31.0  29.0  30.0  28.0  43.0  57.0  77.0  88.0  88.0 79.00  42.0
## CV residual -71.7 -63.3 -23.5 -24.7 -10.7 -22.7 -46.5 -44.8 -14.2 -4.32 -15.5
##             38787 38790  38793 38794 38798 38799   38800 38801 38805 38807
## Predicted   116.3 128.4 107.10 96.59 52.63 42.75 42.7477 47.39 64.71 67.88
## cvpred      116.5 128.6 107.38 96.88 52.92 43.03 43.0284 47.66 64.98 68.13
## pm2.5        57.0  90.0 102.00 90.00 43.00 45.00 43.0000 49.00 60.00 70.00
## CV residual -59.5 -38.6  -5.38 -6.88 -9.92  1.97 -0.0284  1.34 -4.98  1.87
##             38808 38814   38820 38824 38825 38829 38830 38835 38837 38841 38843
## Predicted    92.3 122.3 101.218   130   138   129   129   130   121  92.1  63.7
## cvpred       92.5 122.5 101.523   130   138   129   129   131   121  92.3  63.8
## pm2.5        81.0  96.0 101.000     6     6    10    12    25    17   6.0   4.0
## CV residual -11.5 -26.5  -0.523  -124  -132  -119  -117  -106  -104 -86.3 -59.8
##             38845 38850 38855 38858 38859 38864 38865 38866 38867 38869 38875
## Predicted    51.5  55.3 107.3 129.6 125.5 123.2 114.2  99.8  93.7  73.9 111.5
## cvpred       51.6  55.5 107.5 129.8 125.7 123.4 114.5 100.1  93.9  74.2 111.7
## pm2.5         3.0   6.0  26.0  69.0  45.0  26.0  25.0  45.0  58.0  48.0  19.0
## CV residual -48.6 -49.5 -81.5 -60.8 -80.7 -97.4 -89.5 -55.1 -35.9 -26.2 -92.7
##             38877 38878 38879 38882 38894 38899 38900 38901 38905 38907 38914
## Predicted   128.9   125 134.0   140  55.6  92.0 102.1 101.3 115.0   125 117.6
## cvpred      129.1   125 134.2   140  55.9  92.2 102.3 101.5 115.2   125 117.9
## pm2.5        30.0    44  38.0    35  32.0  15.0  33.0  19.0  52.0    67  83.0
## CV residual -99.1   -81 -96.2  -105 -23.9 -77.2 -69.3 -82.5 -63.2   -58 -34.9
##             38915 38917 38923 38928 38931 38937 38938 38939 38940 38941 38942
## Predicted   117.1  96.2 110.4 137.7 138.2   112  95.8  88.2  79.0  73.8  62.2
## cvpred      117.4  96.5 110.6 137.9 138.4   112  96.0  88.4  79.3  74.0  62.4
## pm2.5        99.0  80.0  94.0  94.0 114.0    59  43.0  13.0  13.0  16.0  13.0
## CV residual -18.4 -16.5 -16.6 -43.9 -24.4   -53 -53.0 -75.4 -66.3 -58.0 -49.4
##             38944 38949 38951 38952 38958 38959 38960 38964 38967 38973 38974
## Predicted    59.3  78.2  90.9  99.1 122.4   121  99.9  48.0  33.6  75.1  90.8
## cvpred       59.5  78.4  91.1  99.3 122.6   121 100.1  48.3  33.9  75.4  91.1
## pm2.5        18.0  19.0  44.0  33.0  39.0    28  35.0  23.0  12.0  40.0  44.0
## CV residual -41.5 -59.4 -47.1 -66.3 -83.6   -93 -65.1 -25.3 -21.9 -35.4 -47.1
##             38978 38981  38983 38984 38987 38989 38993 38996 38997 39001 39003
## Predicted   112.0 126.6 131.27 120.8  86.0  71.3  64.1   137   137   142 137.9
## cvpred      112.3 126.9 131.56 121.1  86.3  71.6  64.4   137   137   142 138.2
## pm2.5        99.0 108.0 126.00 103.0  49.0  25.0  48.0    14    24    37  39.0
## CV residual -13.3 -18.9  -5.56 -18.1 -37.3 -46.6 -16.4  -123  -113  -105 -99.2
##             39007 39008 39018 39021 39022 39031 39039 39042 39043 39044 39046
## Predicted     142   131  65.3  97.2   101 126.1  77.4  79.5  89.1  93.1 128.1
## cvpred        142   131  65.6  97.4   101 126.4  77.7  79.8  89.4  93.4 128.3
## pm2.5          28    18  50.0  58.0    70 161.0 105.0 156.0 100.0  62.0  61.0
## CV residual  -114  -113 -15.6 -39.4   -31  34.6  27.3  76.2  10.6 -31.4 -67.3
##             39055 39058 39060 39062  39067 39070 39071 39077 39080 39084 39086
## Predicted   133.8 120.0 114.9 107.8 101.17 114.9 114.6   138   137 125.9 114.3
## cvpred      134.1 120.3 115.2 108.1 101.47 115.2 114.9   138   137 126.2 114.6
## pm2.5       162.0 169.0 178.0 196.0  96.00 111.0 103.0    13    29  47.0  77.0
## CV residual  27.9  48.7  62.8  87.9  -5.47  -4.2 -11.9  -125  -108 -79.2 -37.6
##              39087 39090 39093 39096 39100 39103 39106 39108 39110 39115 39117
## Predicted   108.65 121.1 137.2 141.7   143 142.3 109.3  87.1  72.6 86.78 100.0
## cvpred      108.94 121.4 137.4 141.9   143 142.5 109.6  87.4  72.8 87.06 100.2
## pm2.5       103.00 148.0  76.0  63.0    71  82.0  46.0  24.0  22.0 83.00  80.0
## CV residual  -5.94  26.6 -61.4 -78.9   -72 -60.5 -63.6 -63.4 -50.8 -4.06 -20.2
##             39120 39123   39125 39127  39128 39132 39134 39139 39144 39148
## Predicted   121.0 136.2 141.537 136.4 125.89 106.8  95.1 100.1 117.1 137.2
## cvpred      121.3 136.4 141.815 136.7 126.18 107.1  95.3 100.3 117.4 137.4
## pm2.5       144.0 153.0 141.000 158.0 119.00 200.0 116.0  65.0  74.0  59.0
## CV residual  22.7  16.6  -0.815  21.3  -7.18  92.9  20.7 -35.3 -43.4 -78.4
##             39149 39151 39152 39155 39156 39158 39163 39164 39165 39167 39169
## Predicted     142   142 141.7   124 107.6 101.4  95.7 109.0 118.4 122.6 127.0
## cvpred        142   142 141.9   124 107.8 101.6  96.0 109.3 118.7 122.8 127.2
## pm2.5          39    41  63.0    22  13.0  12.0  20.0  38.0  61.0  89.0  74.0
## CV residual  -103  -101 -78.9  -102 -94.8 -89.6 -76.0 -71.3 -57.7 -33.8 -53.2
##             39171 39173 39174 39177 39179 39186 39190 39193 39194 39195 39198
## Predicted   131.6 130.9 137.2 131.5 112.0  89.1   138   135   136   143   143
## cvpred      131.8 131.1 137.4 131.8 112.3  89.4   138   136   136   143   143
## pm2.5        70.0  76.0  72.0  73.0  74.0  57.0    18    16    18    23    15
## CV residual -61.8 -55.1 -65.4 -58.8 -38.3 -32.4  -120  -120  -118  -120  -128
##             39199 39201 39206 39207 39209 39210 39217 39218 39220 39223 39225
## Predicted     137 119.8 101.0  90.6  77.2  90.6 127.5   132   136 122.3  99.8
## cvpred        137 120.1 101.3  90.9  77.5  90.9 127.8   132   136 122.4  99.9
## pm2.5          18  38.0  50.0  50.0  36.0  41.0  36.0    31    27  25.0  18.0
## CV residual  -119 -82.1 -51.3 -40.9 -41.5 -49.9 -91.8  -101  -109 -97.4 -81.9
##             39227 39234 39235 39239 39240 39242 39250 39255 39258 39262 39269
## Predicted    72.6  54.1  67.7 100.0  99.5 118.6  96.1  73.2  70.7  83.7 109.4
## cvpred       72.8  54.4  67.9 100.3  99.8 118.8  96.4  73.5  70.9  83.9 109.5
## pm2.5        19.0  26.0  24.0  28.0  29.0  44.0  68.0  40.0  48.0  57.0  69.0
## CV residual -53.8 -28.4 -43.9 -72.3 -70.8 -74.8 -28.4 -33.5 -22.9 -26.9 -40.5
##             39270 39273 39274   39280 39286 39289 39293 39295 39303 39309 39310
## Predicted     122   111 105.1 107.756 118.0 119.7 134.9   135  74.2 114.4 119.5
## cvpred        122   111 105.4 108.011 118.2 119.9 135.2   135  74.5 114.7 119.8
## pm2.5          77    86  74.0 109.000 127.0 159.0 191.0   196  62.0  62.0  61.0
## CV residual   -45   -25 -31.4   0.989   8.8  39.1  55.8    61 -12.5 -52.7 -58.8
##             39312 39313 39316 39317 39322 39326 39327 39328 39330 39331 39338
## Predicted   119.3 125.3   110   114  65.7  33.5  23.6  27.1  33.9  38.5  82.6
## cvpred      119.6 125.6   110   114  66.0  33.7  23.8  27.4  34.1  38.7  82.8
## pm2.5        75.0  62.0    46    17  10.0  12.0   7.0  10.0  13.0  13.0  22.0
## CV residual -44.6 -63.6   -64   -97 -56.0 -21.7 -16.8 -17.4 -21.1 -25.7 -60.8
##             39339 39346 39347 39358 39359 39364 39379 39381 39383 39384 39389
## Predicted    97.6  50.6  38.7  77.3  82.2 122.0  50.8  69.6  88.4  82.4 121.5
## cvpred       97.8  50.7  38.9  77.6  82.5 122.3  51.0  69.8  88.6  82.6 121.8
## pm2.5        35.0  17.0  16.0  21.0  25.0  32.0  39.0  62.0  66.0  69.0  84.0
## CV residual -62.8 -33.7 -22.9 -56.6 -57.5 -90.3 -12.0  -7.8 -22.6 -13.6 -37.8
##             39392 39394 39395 39397 39399 39401 39405 39406 39409 39413 39415
## Predicted   101.2 100.2  85.1  68.7  58.4  47.7  48.7 48.34  70.3  97.3 111.5
## cvpred      101.5 100.5  85.4  69.0  58.8  48.0  48.9 48.51  70.5  97.4 111.8
## pm2.5        80.0  61.0  64.0  93.0  95.0  72.0  45.0 51.00  59.0  76.0 100.0
## CV residual -21.5 -39.5 -21.4  24.0  36.2  24.0  -3.9  2.49 -11.5 -21.4 -11.8
##             39416 39419 39422 39433 39435 39445 39446 39447 39448 39449 39450
## Predicted   106.1  84.2  80.7   141   141 129.0   125 124.4 119.0 118.8 119.3
## cvpred      106.4  84.5  80.9   141   141 129.3   125 124.7 119.3 119.1 119.6
## pm2.5       108.0 105.0 116.0    27    34  56.0    64  66.0  72.0  78.0  78.0
## CV residual   1.6  20.5  35.1  -114  -107 -73.3   -61 -58.7 -47.3 -41.1 -41.6
##             39451 39456 39460 39464 39474 39475 39479 39480 39481 39483 39488
## Predicted   128.3   135 132.5   139 105.9 105.1   133   133   133   139 131.0
## cvpred      128.6   135 132.7   139 106.2 105.4   134   133   134   139 131.3
## pm2.5        84.0   111 190.0   259 167.0 161.0   237   250   295   299 226.0
## CV residual -44.6   -24  57.3   120  60.8  55.6   103   117   161   160  94.7
##             39491 39493 39495 39498 39499 39505 39507 39508 39512  39513 39515
## Predicted   107.7  92.4  85.5 109.1   108 129.0   135 129.3 133.9 128.28 121.1
## cvpred      108.1  92.7  85.9 109.4   109 129.4   135 129.6 134.2 128.62 121.4
## pm2.5       153.0 152.0 137.0 200.0   213 168.0   174 169.0 148.0 125.00 105.0
## CV residual  44.9  59.3  51.1  90.6   104  38.6    39  39.4  13.8  -3.62 -16.4
##              39516 39518 39521 39523 39524  39526 39527 39528 39530 39532 39533
## Predicted   110.29  99.4  93.0  97.3   106 114.95   115   124 122.0 125.8 126.1
## cvpred      110.64  99.8  93.3  97.6   106 115.27   115   124 122.3 126.1 126.3
## pm2.5       114.00  80.0  74.0  77.0    77 107.00   157   184 207.0 212.0 209.0
## CV residual   3.36 -19.8 -19.3 -20.6   -29  -8.27    42    60  84.7  85.9  82.7
##             39534 39535 39537 39543 39544 39548 39552 39553 39554 39555  39556
## Predicted     125   129   118  92.9  96.4  93.2 101.2 101.4 106.1 101.2 124.64
## cvpred        125   129   118  93.1  96.7  93.4 101.3 101.6 106.2 101.3 124.97
## pm2.5         237   252   240 153.0 153.0 167.0 153.0 139.0 133.0 130.0 116.00
## CV residual   112   123   122  59.9  56.3  73.6  51.7  37.4  26.8  28.7  -8.97
##             39561 39565 39567 39574 39576 39581 39584 39590 39594 39600 39604
## Predicted   121.4 102.6  95.2  99.3  98.7 129.8   124  58.2  57.8 120.5 121.0
## cvpred      121.8 102.9  95.6  99.5  98.9 130.1   124  58.5  58.1 120.8 121.3
## pm2.5        80.0 132.0 165.0 223.0 235.0 164.0   144  16.0  11.0  42.0  37.0
## CV residual -41.8  29.1  69.4 123.5 136.1  33.9    20 -42.5 -47.1 -78.8 -84.3
##             39607 39609 39611 39614 39615 39618 39620 39622 39625 39626 39627
## Predicted     120  98.1  82.3  58.5  53.6  77.0  62.2  65.2 120.5 121.0 126.1
## cvpred        120  98.3  82.6  58.8  53.9  77.3  62.4  65.5 120.8 121.3 126.4
## pm2.5          16  17.0  11.0   9.0   8.0  14.0  32.0  29.0  34.0  28.0  52.0
## CV residual  -104 -81.3 -71.6 -49.8 -45.9 -63.3 -30.4 -36.5 -86.8 -93.3 -74.4
##             39628 39630 39631 39633 39634 39636 39640 39643 39646 39647 39652
## Predicted   131.3 131.5 130.3  89.0  60.0  47.5  11.1  31.2  56.5  60.0 126.9
## cvpred      131.6 131.8 130.6  89.3  60.2  47.8  11.4  31.5  56.7  60.2 127.2
## pm2.5        70.0  39.0  31.0  25.0  28.0  25.0  35.0  18.0  31.0  40.0  58.0
## CV residual -61.6 -92.8 -99.6 -64.3 -32.2 -22.8  23.6 -13.5 -25.7 -20.2 -69.2
##             39655 39657 39659 39661 39662 39669 39670 39672 39675 39680 39683
## Predicted   120.6  72.6  50.8  47.1  42.0  87.3  96.6 105.6 107.6  78.9  50.4
## cvpred      120.9  72.8  51.1  47.4  42.3  87.6  96.9 105.9 107.9  79.1  50.6
## pm2.5        61.0  35.0  11.0  12.0   9.0  28.0  32.0  35.0  21.0  12.0   9.0
## CV residual -59.9 -37.8 -40.1 -35.4 -33.3 -59.6 -64.9 -70.9 -86.9 -67.1 -41.6
##             39692 39694 39701 39704 39709 39710 39716 39718 39723 39726 39729
## Predicted    49.6  54.9 113.0  88.0  36.6  28.8  71.2 107.1 126.9   131  91.8
## cvpred       49.8  55.1 113.2  88.2  36.9  29.1  71.5 107.4 127.2   131  92.1
## pm2.5        17.0  19.0  19.0  17.0  10.0  10.0  20.0  35.0  44.0    23  19.0
## CV residual -32.8 -36.1 -94.2 -71.2 -26.9 -19.1 -51.5 -72.4 -83.2  -108 -73.1
##             39730 39731 39735 39738  39739 39741 39742 39743 39753 39754 39755
## Predicted    80.7  60.8  40.9 37.57 41.845  91.0  66.2  68.2 101.4  96.6  90.3
## cvpred       81.0  61.1  41.2 37.85 42.112  91.3  66.5  68.4 101.6  96.9  90.6
## pm2.5        22.0  18.0  29.0 36.00 42.000  36.0  30.0  15.0  44.0  49.0  50.0
## CV residual -59.0 -43.1 -12.2 -1.85 -0.112 -55.3 -36.5 -53.4 -57.6 -47.9 -40.6
##             39757 39766 39767 39771 39772 39773 39774 39775  39776 39780 39781
## Predicted    73.7  90.9 105.0 125.1 129.0 129.8 129.5 129.8 124.39 118.5 114.4
## cvpred       74.0  91.1 105.2 125.4 129.3 130.1 129.8 130.1 124.72 118.9 114.7
## pm2.5        50.0  62.0  73.0 112.0 113.0  85.0  90.0  85.0 121.00 160.0 159.0
## CV residual -24.0 -29.1 -32.2 -13.4 -16.3 -45.1 -39.8 -45.1  -3.72  41.1  44.3
##             39782 39783 39784 39785 39788 39792 39796  39797  39798  39800
## Predicted   128.0 108.2 102.7  96.7 109.5 135.4 130.3 130.27 130.52 125.02
## cvpred      128.4 108.6 103.1  97.1 109.7 135.7 130.6 130.58 130.83 125.33
## pm2.5       172.0 142.0 146.0 134.0  60.0  74.0 112.0 128.00 126.00 135.00
## CV residual  43.6  33.4  42.9  36.9 -49.7 -61.7 -18.6  -2.58  -4.83   9.67
##             39801 39802 39805 39807 39809 39819  39821  39822 39824 39829 39833
## Predicted   129.2 119.3 108.0 109.9 108.6 123.3 124.15 129.89 124.1 102.4  85.0
## cvpred      129.5 119.6 108.3 110.3 108.9 123.6 124.47 130.22 124.5 102.7  85.4
## pm2.5       142.0 144.0 129.0 130.0 162.0 154.0 131.00 128.00 112.0 125.0  96.0
## CV residual  12.5  24.4  20.7  19.7  53.1  30.4   6.53  -2.22 -12.5  22.3  10.6
##              39834 39835 39837 39839 39842 39849 39852 39854 39855 39856 39858
## Predicted   79.509  78.4  92.1 117.3 121.2   112  85.7  81.0  76.1  75.0  68.4
## cvpred      79.866  78.8  92.4 117.6 121.5   112  86.1  81.4  76.5  75.4  68.7
## pm2.5       80.000  96.0 103.0  80.0  69.0    68  52.0  57.0  51.0  45.0  45.0
## CV residual  0.134  17.2  10.6 -37.6 -52.5   -44 -34.1 -24.4 -25.5 -30.4 -23.7
##             39863 39865 39867 39875 39878 39879 39881 39887 39888 39893 39894
## Predicted    97.9  96.3 117.0  94.2  84.7  83.4  65.8  73.5  77.7  88.8  88.0
## cvpred       98.2  96.6 117.4  94.5  85.1  83.7  66.1  73.7  77.9  89.0  88.1
## pm2.5        81.0  41.0  60.0  60.0  67.0  85.0  79.0  52.0  48.0  59.0  59.0
## CV residual -17.2 -55.6 -57.4 -34.5 -18.1   1.3  12.9 -21.7 -29.9 -30.0 -29.1
##             39896 39897 39902 39905 39907 39908 39909 39911 39915 39916 39920
## Predicted   111.6 104.8  69.8  65.0  70.2  75.6  61.8  81.6  93.6  92.2  89.1
## cvpred      111.9 105.1  70.1  65.4  70.5  75.9  62.1  81.9  93.9  92.5  89.4
## pm2.5        20.0  20.0  15.0  13.0  14.0  15.0  17.0  11.0  13.0  10.0  18.0
## CV residual -91.9 -85.1 -55.1 -52.4 -56.5 -60.9 -45.1 -70.9 -80.9 -82.5 -71.4
##             39921 39931 39933 39934 39939 39940 39941 39943 39945 39946 39956
## Predicted    93.0  74.7  86.7  85.8  81.6  90.6 112.4   122 115.9 106.1  85.0
## cvpred       93.3  74.9  87.0  86.1  81.8  90.8 112.6   122 116.2 106.4  85.3
## pm2.5        19.0  15.0  12.0  19.0  20.0  21.0  23.0    13  20.0  16.0  42.0
## CV residual -74.3 -59.9 -75.0 -67.1 -61.8 -69.8 -89.6  -109 -96.2 -90.4 -43.3
##             39957 39959 39960 39961 39962 39964 39967 39969 39973 39980 39983
## Predicted    89.0   111 120.3   125 129.8   130 130.5 120.1 104.2  93.6 125.4
## cvpred       89.3   111 120.6   125 130.1   130 130.8 120.4 104.6  93.9 125.7
## pm2.5        46.0    42  41.0    46  55.0    50  82.0  76.0  89.0  24.0  63.0
## CV residual -43.3   -69 -79.6   -79 -75.1   -80 -48.8 -44.4 -15.6 -69.9 -62.7
##             39995 39996 40005 40006 40007 40008 40013 40014 40015 40017 40018
## Predicted    75.7  74.9  65.3  74.3  78.6  87.6 121.5 126.4 130.5 109.7  99.2
## cvpred       75.9  75.3  65.5  74.5  78.8  87.8 121.8 126.7 130.8 110.1  99.6
## pm2.5        49.0  40.0  55.0  61.0  69.0  69.0 136.0 146.0 149.0 137.0 113.0
## CV residual -26.9 -35.3 -10.5 -13.5  -9.8 -18.8  14.2  19.3  18.2  26.9  13.4
##             40022 40023 40025 40027 40028 40030 40034 40036   40037  40039
## Predicted    68.9 64.42  47.8  50.0 58.93 71.62  79.3 82.74 96.9041 116.62
## cvpred       69.3 64.76  48.1  50.3 59.17 71.84  79.5 82.88 97.0403 116.91
## pm2.5        80.0 62.00  62.0  72.0 63.00 62.00  68.0 86.00 97.0000 111.00
## CV residual  10.7 -2.76  13.9  21.7  3.83 -9.84 -11.5  3.12 -0.0403  -5.91
##             40042 40046 40047 40048 40049 40053 40054 40055 40057 40060 40061
## Predicted    96.1  58.9  42.9  46.0  54.1  79.0  83.7  93.5 96.49 108.9 108.1
## cvpred       96.4  59.2  43.2  46.3  54.4  79.3  83.9  93.7 96.69 109.1 108.3
## pm2.5       113.0 120.0  99.0  87.0  93.0  99.0  88.0  83.0 93.00 121.0 127.0
## CV residual  16.6  60.8  55.8  40.7  38.6  19.7   4.1 -10.7 -3.69  11.9  18.7
##             40067 40069 40077 40078  40080 40082 40086 40091 40094 40098 40101
## Predicted    98.5  68.8  65.7  74.4 88.787 91.82   104  67.6  39.6  42.9  59.1
## cvpred       98.8  69.2  65.9  74.6 88.972 92.01   104  67.7  39.7  42.9  59.1
## pm2.5       111.0 110.0  89.0  88.0 89.000 90.00   135 125.0  97.0  89.0  86.0
## CV residual  12.2  40.8  23.1  13.4  0.028 -2.01    31  57.3  57.3  46.1  26.9
##             40105 40114 40115 40117 40122 40124 40125 40128 40129 40138 40146
## Predicted    94.3 133.9 124.4 117.9 104.4 113.0 117.9 134.2 128.8   127  95.0
## cvpred       94.2 134.2 124.7 118.2 104.7 113.3 118.2 134.5 129.1   127  95.3
## pm2.5        78.0 159.0 151.0 148.0 130.0 157.0 185.0 211.0 201.0   227 134.0
## CV residual -16.2  24.8  26.3  29.8  25.3  43.7  66.8  76.5  71.9   100  38.7
##             40149 40150 40152 40154  40157 40160 40161 40165 40169 40174 40176
## Predicted   103.8 108.4 112.6 111.6 133.91 133.2 127.5  98.0 91.12 118.0   133
## cvpred      104.1 108.7 112.8 111.8 134.24 133.5 127.9  98.3 91.48 118.4   133
## pm2.5       135.0 167.0 206.0 154.0 132.00 159.0 179.0 123.0 94.00 134.0   101
## CV residual  30.9  58.3  93.2  42.2  -2.24  25.5  51.1  24.7  2.52  15.6   -32
##             40178 40179 40183 40184 40185 40187   40189 40194 40202 40203 40204
## Predicted   131.9 131.4 137.5 132.0 126.4 121.4 101.123  90.0 127.5 137.0   133
## cvpred      132.3 131.8 137.9 132.4 126.8 121.8 101.515  90.4 127.9 137.4   133
## pm2.5        79.0  85.0  69.0  62.0  57.0  87.0 101.000 104.0 146.0 158.0   184
## CV residual -53.3 -46.8 -68.9 -70.4 -69.8 -34.8  -0.515  13.6  18.1  20.6    51
##             40205 40206 40211 40213 40214 40216  40217 40218 40219 40220 40225
## Predicted   137.0 132.4 102.0 91.22  91.0  89.6  93.41 111.8 118.0 117.0   133
## cvpred      137.4 132.8 102.4 91.63  91.4  90.0  93.78 112.1 118.4 117.4   133
## pm2.5       190.0 201.0  74.0 82.00  73.0  76.0 102.00  72.0  69.0  52.0    74
## CV residual  52.6  68.2 -28.4 -9.63 -18.4 -14.0   8.22 -40.1 -49.4 -65.4   -59
##             40226 40227 40231 40235 40236 40243 40248 40254 40258 40265 40275
## Predicted     133   133   133 105.8  99.8   125   130   131   116  69.8 139.3
## cvpred        133   133   133 106.1 100.1   125   130   131   116  70.1 139.6
## pm2.5          80    92    90  10.0   7.0     7     4     9    14  32.0  48.0
## CV residual   -53   -41   -43 -96.1 -93.1  -118  -126  -122  -102 -38.1 -91.6
##             40276 40277 40280 40284 40285 40286 40288 40293 40294 40295 40299
## Predicted   140.0 135.2   118  57.2  41.9  35.4  29.8  96.7 105.3 109.6 131.3
## cvpred      140.3 135.5   118  57.4  42.2  35.7  30.0  96.9 105.6 109.9 131.6
## pm2.5        49.0  60.0    68  16.0   8.0   6.0   2.0  25.0  28.0  46.0 105.0
## CV residual -91.3 -75.5   -50 -41.4 -34.2 -29.7 -28.0 -71.9 -77.6 -63.9 -26.6
##             40306 40308 40309 40312 40322 40326 40330 40332 40334 40335 40342
## Predicted    87.5  68.3  58.5  55.8   122 131.5  96.3 90.21  64.8 53.96  90.9
## cvpred       87.8  68.6  58.8  56.1   122 131.8  96.6 90.52  65.1 54.21  91.1
## pm2.5        52.0  55.0  48.0  43.0    29  51.0  83.0 85.00  56.0 45.00  58.0
## CV residual -35.8 -13.6 -10.8 -13.1   -93 -80.8 -13.6 -5.52  -9.1 -9.21 -33.1
##             40347  40349 40355 40361 40364 40366 40368 40374 40379 40382 40383
## Predicted     108 132.02 95.84  67.1  79.2  91.4   132   142 101.2  76.1  65.8
## cvpred        108 132.29 96.15  67.4  79.4  91.6   132   142 101.5  76.4  66.1
## pm2.5          90 123.00 95.00  54.0  46.0  55.0    18    28  39.0  36.0  32.0
## CV residual   -18  -9.29 -1.15 -13.4 -33.4 -36.6  -114  -114 -62.5 -40.4 -34.1
##             40387 40388 40393 40394 40399 40403 40405 40409 40412 40415 40418
## Predicted    67.6  75.8 120.8 129.2   126  48.9  44.0  29.5  82.1  72.8   133
## cvpred       67.9  76.1 121.1 129.5   126  49.1  44.2  29.7  82.4  73.1   133
## pm2.5        28.0  43.0  86.0  65.0    12   6.0   6.0   9.0  21.0  27.0    57
## CV residual -39.9 -33.1 -35.1 -64.5  -114 -43.1 -38.2 -20.7 -61.4 -46.1   -76
##             40420 40427 40428 40430 40431 40432 40433 40436 40439 40442 40444
## Predicted   109.4  50.0  48.6  41.8  48.5  53.4  48.5  96.8  86.7   131   137
## cvpred      109.6  50.2  48.9  42.0  48.8  53.7  48.8  97.1  87.0   132   137
## pm2.5        26.0  10.0  12.0  21.0  30.0  33.0  28.0  40.0  38.0    13    21
## CV residual -83.6 -40.2 -36.9 -21.0 -18.8 -20.7 -20.8 -57.1 -49.0  -119  -116
##             40451 40452 40453 40454 40459 40461 40464 40469 40470 40472 40474
## Predicted   136.5 136.9 136.0   140   122   137   143   143   139   137 115.4
## cvpred      136.8 137.2 136.3   141   122   137   143   143   140   138 115.7
## pm2.5        55.0  43.0  38.0    26    21    24    21    16    28    17  27.0
## CV residual -81.8 -94.2 -98.3  -115  -101  -113  -122  -127  -112  -121 -88.7
##             40475 40477 40479 40482 40483 40488 40489 40490 40492 40493 40496
## Predicted   111.5 101.0  84.4  80.1  79.7   127 127.4   137   138   143 136.2
## cvpred      111.8 101.3  84.6  80.3  79.9   128 127.6   138   138   143 136.4
## pm2.5        26.0  28.0  48.0  26.0  35.0    17  32.0    26    32    23 102.0
## CV residual -85.8 -73.3 -36.6 -54.3 -44.9  -111 -95.6  -112  -106  -120 -34.4
##              40497  40498 40500 40505 40507 40511 40512 40515 40520 40524 40529
## Predicted   125.89 114.76  86.3  56.0 108.7   131 125.4 136.2 131.4  80.4 60.18
## cvpred      126.18 115.06  86.6  56.3 108.9   131 125.7 136.4 131.7  80.8 60.48
## pm2.5       121.00 114.00  47.0  34.0  22.0    28  33.0  71.0  33.0  68.0 52.00
## CV residual  -5.18  -1.06 -39.6 -22.3 -86.9  -103 -92.7 -65.4 -98.7 -12.8 -8.48
##             40530 40531 40533 40534 40540 40544 40553 40554 40557 40559 40561
## Predicted   68.83  77.5 105.6 121.0   124   122  72.9  72.0  99.5 121.0 131.3
## cvpred      69.13  77.8 105.9 121.3   124   122  73.1  72.3  99.7 121.3 131.6
## pm2.5       63.00  56.0  74.0  80.0    19    33  23.0  20.0  44.0  73.0  93.0
## CV residual -6.13 -21.8 -31.9 -41.3  -105   -89 -50.1 -52.3 -55.7 -48.3 -38.6
##             40565 40568 40569 40571 40574 40580 40581 40584 40586 40587 40589
## Predicted   122.6 120.3 112.0 101.2  93.7  88.6  92.9  86.8 115.4 132.0 137.2
## cvpred      122.9 120.5 112.3 101.5  94.1  88.8  93.1  87.0 115.5 132.3 137.4
## pm2.5        56.0  27.0  26.0  35.0  69.0  71.0  71.0  60.0  61.0  66.0  88.0
## CV residual -66.9 -93.5 -86.3 -66.5 -25.1 -17.8 -22.1 -27.0 -54.5 -66.3 -49.4
##             40590 40591 40594 40596 40597 40605 40608 40610 40611 40614  40617
## Predicted   132.0 141.5 104.5 94.34  89.5  91.9 100.3 104.5 114.2 123.3 115.87
## cvpred      132.3 141.8 104.8 94.68  89.8  92.1 100.5 104.7 114.4 123.4 116.17
## pm2.5        94.0  97.0 123.0 93.00  78.0  80.0  70.0  71.0  68.0 104.0 112.00
## CV residual -38.3 -44.8  18.2 -1.68 -11.8 -12.1 -30.5 -33.7 -46.4 -19.4  -4.17
##              40619   40620 40624 40635  40637  40639 40640 40641 40643 40644
## Predicted   108.99 98.7229  56.2 125.5 130.03 130.52 125.4 129.5   114  98.7
## cvpred      109.33 99.0754  56.5 125.8 130.33 130.83 125.7 129.8   114  99.1
## pm2.5       107.00 99.0000  77.0 112.0 122.00 133.00 140.0 153.0   169 163.0
## CV residual  -2.33 -0.0754  20.5 -13.8  -8.33   2.17  14.3  23.2    55  63.9
##             40653 40656 40662 40665 40667 40672 40675 40676 40677  40684  40689
## Predicted    98.4 111.1   137 120.8 110.5 100.5 109.7 109.2 120.3 134.90 125.14
## cvpred       98.7 111.4   137 121.1 110.8 100.8 110.1 109.6 120.6 135.22 125.45
## pm2.5       145.0  26.0    24  23.0  22.0  72.0  91.0  97.0 110.0 142.00 134.00
## CV residual  46.3 -85.4  -113 -98.1 -88.8 -28.8 -19.1 -12.6 -10.6   6.78   8.55
##             40697 40698 40703 40705 40706 40709 40713 40714 40716 40729 40731
## Predicted    83.6  82.0 118.5 118.2   127   136   120  85.9  49.7   127   132
## cvpred       83.9  82.3 118.9 118.5   127   136   120  86.1  49.9   127   132
## pm2.5       108.0  95.0 171.0  26.0    20    35     3   6.0   5.0    25    27
## CV residual  24.1  12.7  52.1 -92.5  -107  -101  -117 -80.1 -44.9  -102  -105
##             40737 40739 40742 40745 40747 40748 40755 40756 40757 40762 40764
## Predicted    98.5  58.3  34.1  31.0  44.6  48.7 128.9 129.6   125  70.0  40.5
## cvpred       98.7  58.5  34.3  31.2  44.8  48.9 129.1 129.8   125  70.2  40.7
## pm2.5        17.0  10.0   9.0   6.0   8.0  11.0  35.0  39.0    40  19.0  17.0
## CV residual -81.7 -48.5 -25.3 -25.2 -36.8 -37.9 -94.1 -90.8   -85 -51.2 -23.7
##             40765 40766 40768 40771 40772 40775 40777 40778 40779 40782 40788
## Predicted    30.7 16.81 -2.33  31.5  36.2  52.7 114.2 124.1 129.0 130.0  44.6
## cvpred       30.9 17.03 -2.15  31.7  36.4  52.9 114.5 124.4 129.2 130.2  44.9
## pm2.5        13.0 10.00  8.00  13.0  19.0  29.0  57.0  71.0  68.0  45.0  25.0
## CV residual -17.9 -7.03 10.15 -18.7 -17.4 -23.9 -57.5 -53.4 -61.2 -85.2 -19.9
##             40791 40801 40811 40815 40820 40821 40823 40825 40827 40830 40836
## Predicted    33.7   111 107.1  86.8 128.8 139.8 141.7 142.0 140.7 142.0 106.4
## cvpred       34.0   111 107.4  87.1 129.1 140.1 141.9 142.3 140.9 142.3 106.7
## pm2.5        48.0    89  62.0  73.0  99.0 129.0  74.0  79.0  80.0  78.0  59.0
## CV residual  14.0   -22 -45.4 -14.1 -30.1 -11.1 -67.9 -63.3 -60.9 -64.3 -47.7
##             40838 40839 40844 40848 40855 40857 40859 40861 40862 40863  40864
## Predicted   105.6 110.5   125 139.5 134.9 135.4 125.1 123.9 123.4 124.0 124.64
## cvpred      105.9 110.8   125 139.9 135.2 135.7 125.5 124.2 123.7 124.3 124.97
## pm2.5        62.0  74.0    95 111.0 163.0 152.0 160.0 196.0 181.0 183.0 130.00
## CV residual -43.9 -36.8   -30 -28.9  27.8  16.3  34.5  71.8  57.3  58.7   5.03
##             40865  40868  40869 40878 40880 40883 40884 40886 40889 40890 40892
## Predicted   133.9 140.04 135.65 140.5 140.8 134.3 124.3 114.9 111.6 134.8 139.8
## cvpred      134.2 140.35 135.95 140.8 141.1 134.6 124.6 115.2 111.9 135.1 140.1
## pm2.5       158.0 141.00 143.00  97.0  85.0 105.0  61.0  55.0  79.0  71.0  75.0
## CV residual  23.8   0.65   7.05 -43.8 -56.1 -29.6 -63.6 -60.2 -32.9 -64.1 -65.1
##             40897 40898 40899 40901 40904 40905 40908 40915 40916 40918 40919
## Predicted     146 145.9 145.3 145.2 140.8 135.4 118.5 139.3 139.0 139.3   141
## cvpred        146 146.2 145.6 145.5 141.1 135.7 118.8 139.6 139.4 139.6   141
## pm2.5         103  96.0  95.0  96.0 106.0 109.0 139.0 157.0 163.0  84.0    25
## CV residual   -43 -50.2 -50.6 -49.5 -35.1 -26.7  20.2  17.4  23.6 -55.6  -116
##             40921 40926 40927 40928 40929 40933 40934 40936 40943 40945 40946
## Predicted     142   141   146   146   141 136.4   136   136   138   139   143
## cvpred        142   142   147   146   142 136.7   136   136   138   139   143
## pm2.5          36    28    27    21    21  39.0    36    23     6    10     9
## CV residual  -106  -114  -120  -125  -121 -97.7  -100  -113  -132  -129  -134
##             40947 40951 40955 40960 40961 40964 40966 40968 40970 40974 40976
## Predicted     142   143  92.7  45.6  54.0  74.1  82.6   133 143.3 149.7 136.9
## cvpred        143   143  92.9  45.8  54.3  74.3  82.7   134 143.5 149.9 137.2
## pm2.5           9     6  16.0  12.0  11.0  11.0  21.0    23  51.0  54.0  56.0
## CV residual  -134  -137 -76.9 -33.8 -43.3 -63.3 -61.7  -111 -92.5 -95.9 -81.2
##             40979 40981 40983 40986 40988 40989 40991 40994 41010 41013 41014
## Predicted    87.8  62.9 37.26  51.7  84.0 118.2 112.0 120.4  94.0 115.6 110.3
## cvpred       88.1  63.2 37.52  52.0  84.2 118.4 112.3 120.7  94.2 115.8 110.5
## pm2.5        44.0  31.0 33.00  27.0  31.0  38.0  49.0  61.0  68.0 143.0 155.0
## CV residual -44.1 -32.2 -4.52 -25.0 -53.2 -80.4 -63.3 -59.7 -26.2  27.2  44.5
##             41017 41029 41030 41043  41054 41058  41059  41061  41062  41063
## Predicted     136 109.7 104.1 110.5 102.76  89.3 103.12 120.25 125.14 135.16
## cvpred        136 110.1 104.4 110.7 103.08  89.6 103.38 120.57 125.45 135.46
## pm2.5         148 138.0 132.0 143.0 111.00 105.0 110.00 124.00 129.00 140.00
## CV residual    12  27.9  27.6  32.3   7.92  15.4   6.62   3.43   3.55   4.54
##             41066 41067 41068 41070 41071 41073 41083 41084 41089 41091 41097
## Predicted     125   103   112   107 102.1  74.5  70.4  70.1   130   140 104.5
## cvpred        125   103   112   107 102.2  74.6  70.6  70.2   130   141 104.7
## pm2.5           2     2     6     5   6.0   3.0  15.0  12.0    30    39  17.0
## CV residual  -123  -101  -106  -102 -96.2 -71.6 -55.6 -58.2  -100  -102 -87.7
##             41099 41104 41105 41107 41108 41109 41111 41112 41116 41117 41129
## Predicted    85.7  68.4  67.6  80.9  90.3 123.7 108.1  93.3 134.3 138.4  73.6
## cvpred       85.9  68.7  67.8  81.1  90.5 123.9 108.3  93.5 134.5 138.6  73.9
## pm2.5        19.0  45.0  44.0  41.0  46.0  47.0  80.0  52.0  54.0  59.0  38.0
## CV residual -66.9 -23.7 -23.8 -40.1 -44.5 -76.9 -28.3 -41.5 -80.5 -79.6 -35.9
##             41134 41137 41145 41146 41149 41152 41154  41155 41170 41174 41175
## Predicted   100.5 118.1 117.5 113.5 107.1   101 115.6 120.76 131.5 111.5 111.3
## cvpred      100.7 118.4 117.7 113.7 107.4   101 115.9 121.05 131.8 111.8 111.5
## pm2.5        65.0  82.0  91.0  94.0  93.0    91  88.0 116.00  59.0  65.0  68.0
## CV residual -35.7 -36.4 -26.7 -19.7 -14.4   -10 -27.9  -5.05 -72.8 -46.8 -43.5
##             41176 41178 41184 41186 41189 41190 41199 41200 41203 41205 41207
## Predicted   107.6 106.3   133 142.0 142.3 142.2  74.6  73.3  80.2  83.7 133.5
## cvpred      107.9 106.5   133 142.3 142.5 142.4  74.8  73.5  80.4  83.8 133.8
## pm2.5        45.0  63.0    51  50.0  64.0 108.0  39.0  38.0  48.0  67.0  73.0
## CV residual -62.9 -43.5   -82 -92.3 -78.5 -34.4 -35.8 -35.5 -32.4 -16.8 -60.8
##             41213 41219 41222 41224 41241 41249 41250 41256 41257 41258 41260
## Predicted   137.7  80.8  60.0  64.1 102.1 5.075  21.4   114   124 128.5 138.0
## cvpred      137.9  81.0  60.1  64.3 102.2 5.154  21.5   114   124 128.6 138.2
## pm2.5        78.0  49.0  10.0  11.0  15.0 6.000  11.0    26    30  34.0  53.0
## CV residual -59.9 -32.0 -50.1 -53.3 -87.2 0.846 -10.5   -88   -94 -94.6 -85.2
##             41263 41265 41267 41268 41269 41273 41275 41276 41280 41287 41295
## Predicted     137 102.7  92.6  92.1   102 115.2 120.4 125.3 122.6   131 104.7
## cvpred        137 102.9  92.7  92.2   102 115.4 120.6 125.4 122.7   131 104.9
## pm2.5          18  15.0  25.0  19.0    22  90.0  93.0  64.0  68.0    19  60.0
## CV residual  -119 -87.9 -67.7 -73.2   -80 -25.4 -27.6 -61.4 -54.7  -112 -44.9
##             41298 41300 41301 41303 41309 41311 41314 41320 41323 41326 41327
## Predicted    98.6 123.3 112.2 140.7 152.1 145.0 105.7 42.00  65.4  98.4  87.3
## cvpred       98.8 123.5 112.3 140.8 152.2 145.1 105.8 42.16  65.6  98.5  87.4
## pm2.5        38.0  32.0  41.0  49.0 104.0  97.0 119.0 41.00  27.0  51.0  61.0
## CV residual -60.8 -91.5 -71.3 -91.8 -48.2 -48.1  13.2 -1.16 -38.6 -47.5 -26.4
##             41331 41334 41337 41340 41342  41352  41353  41354  41358 41359
## Predicted   137.3 142.7 135.5 118.6 98.47 138.40 138.65 138.65 143.29 143.2
## cvpred      137.4 142.8 135.7 118.9 98.71 138.64 138.89 138.89 143.52 143.4
## pm2.5        78.0 110.0 110.0 150.0 91.00 140.00 144.00 141.00 136.00 128.0
## CV residual -59.4 -32.8 -25.7  31.1 -7.71   1.36   5.11   2.11  -7.52 -15.4
##              41362  41363  41364 41366 41369 41373 41377 41379  41380 41383
## Predicted   132.03 122.50 121.26 101.0  83.2   133   116   115 124.75 125.5
## cvpred      132.28 122.77 121.54 101.3  83.4   133   117   115 124.97 125.7
## pm2.5       123.00 127.00 124.00 117.0  95.0   159   229   146 133.00  80.0
## CV residual  -9.28   4.23   2.46  15.7  11.6    26   112    31   8.03 -45.7
##             41385 41387 41389 41401 41402 41403 41409 41410 41419 41425 41426
## Predicted   124.5 114.2 103.5 114.4   133 132.5 127.9 132.5 136.4 142.0 141.5
## cvpred      124.7 114.5 103.7 114.6   133 132.8 128.1 132.8 136.7 142.3 141.8
## pm2.5        59.0  64.0  67.0  75.0    77  70.0 112.0 118.0 107.0 123.0 114.0
## CV residual -65.7 -50.5 -36.7 -39.6   -56 -62.8 -16.1 -14.8 -29.7 -19.3 -27.8
##             41427 41428 41431 41437 41439 41443 41447 41448 41455 41456 41457
## Predicted   142.3 141.4   145   138   139   143   143 143.5   144   148   143
## cvpred      142.5 141.7   145   138   139   143   143 143.8   144   148   143
## pm2.5       109.0  96.0    81    36    24    42    68  88.0     9    11    17
## CV residual -33.5 -45.7   -64  -102  -115  -101   -75 -55.8  -135  -137  -126
##             41462 41466 41471 41473 41474 41477 41478 41481 41482 41487 41494
## Predicted    98.6 102.6 139.7 139.2 143.0 149.5 150.4 148.2 142.5 125.2 137.7
## cvpred       98.8 102.9 139.9 139.4 143.3 149.7 150.6 148.4 142.8 125.4 137.9
## pm2.5        16.0  10.0  64.0 111.0  82.0  91.0  81.0 105.0 121.0 157.0 157.0
## CV residual -82.8 -92.9 -75.9 -28.4 -61.3 -58.7 -69.6 -43.4 -21.8  31.6  19.1
##              41495 41497 41502 41504  41507  41508 41510 41512 41517 41518
## Predicted   136.80 131.1 143.0 141.5 129.34 123.35 111.7 122.0 135.7 148.2
## cvpred      137.04 131.3 143.3 141.7 129.55 123.55 111.9 122.3 135.9 148.4
## pm2.5       145.00  60.0  96.0 111.0 126.00 130.00 129.0 155.0 219.0 196.0
## CV residual   7.96 -71.3 -47.3 -30.7  -3.55   6.45  17.1  32.7  83.1  47.6
##             41523 41527 41529 41534 41536 41540 41545 41550 41552 41557 41559
## Predicted     150   146 119.0  66.9  63.3 125.3   136 141.4 136.3 118.1 111.6
## cvpred        150   147 119.2  67.1  63.4 125.5   136 141.6 136.4 118.4 111.9
## pm2.5          61    43  28.0   6.0  10.0  32.0    77  49.0  61.0  98.0  69.0
## CV residual   -89  -104 -91.2 -61.1 -53.4 -93.5   -59 -92.6 -75.4 -20.4 -42.9
##             41561 41564 41565 41566 41569 41574  41579 41580 41581 41582 41584
## Predicted   109.7 118.1 132.5 143.0 149.4 150.4 84.961 73.48  67.9  61.9  59.5
## cvpred      109.9 118.3 132.7 143.3 149.6 150.6 85.139 73.64  68.0  62.0  59.6
## pm2.5        45.0  57.0  53.0  51.0  75.0 107.0 85.000 77.00  17.0  13.0  10.0
## CV residual -64.9 -61.3 -79.7 -92.3 -74.6 -43.6 -0.139  3.36 -51.0 -49.0 -49.6
##             41594 41595 41610 41616 41617 41620 41621 41623 41624 41625 41629
## Predicted   107.3 110.8  87.2 121.0 130.0 130.5 134.6 134.1 129.5 133.6   124
## cvpred      107.3 110.8  87.2 121.1 130.1 130.6 134.7 134.2 129.6 133.8   124
## pm2.5        20.0  24.0  20.0  60.0  78.0  89.0  80.0  69.0  58.0  62.0    91
## CV residual -87.3 -86.8 -67.2 -61.1 -52.1 -41.6 -54.7 -65.2 -71.6 -71.8   -33
##             41630 41631 41640 41642 41646 41647 41651 41652 41653 41654 41655
## Predicted   132.5 146.3 152.4 146.7 149.5 149.7 121.6 116.7 106.2 101.3 115.0
## cvpred      132.6 146.4 152.6 146.8 149.6 149.8 121.8 116.9 106.4 101.5 115.2
## pm2.5        96.0  71.0  86.0  69.0  73.0  80.0  61.0  75.0  64.0  39.0  31.0
## CV residual -36.6 -75.4 -66.6 -77.8 -76.6 -69.8 -60.8 -41.9 -42.4 -62.5 -84.2
##             41656 41658 41662  41664 41665 41673 41674 41675 41680 41681 41685
## Predicted   105.7 114.5 140.7 140.42 141.6 136.3 141.6   132   125 128.7 139.9
## cvpred      105.9 114.7 140.8 140.58 141.8 136.4 141.8   132   125 128.9 140.1
## pm2.5        27.0  27.0  93.0 132.00 121.0  57.0  53.0    59   172 182.0 177.0
## CV residual -78.9 -87.7 -47.8  -8.58 -20.8 -79.4 -88.8   -73    47  53.1  36.9
##             41686  41688  41689 41690 41692 41696 41699 41700 41703 41707 41709
## Predicted   139.7 145.04 139.79 143.3 142.0 139.3   146   145 139.9   145 144.6
## cvpred      139.9 145.23 139.97 143.5 142.1 139.4   146   145 140.1   145 144.7
## pm2.5       161.0 152.00 130.00  94.0  81.0  55.0    61    75 105.0   109 112.0
## CV residual  21.1   6.77  -9.97 -49.5 -61.1 -84.4   -85   -70 -35.1   -36 -32.7
##             41710 41719 41721 41724 41726 41727 41728 41736 41745 41747 41757
## Predicted   143.7 152.7 122.3  73.8  70.6  64.4  64.6 111.7   133  91.3 124.1
## cvpred      143.9 152.8 122.4  73.8  70.6  64.4  64.8 111.8   133  91.4 124.2
## pm2.5       101.0  63.0  50.0  10.0   7.0  10.0  12.0  34.0    25  22.0  61.0
## CV residual -42.9 -89.8 -72.4 -63.8 -63.6 -54.4 -52.8 -77.8  -108 -69.4 -63.2
##             41772  41773 41775 41776 41783 41784 41787 41789 41791 41792 41795
## Predicted   113.6 107.47  96.7  92.3   148   147   147 147.0 143.1 142.4   127
## cvpred      113.7 107.62  96.9  92.5   148   147   147 147.2 143.3 142.5   127
## pm2.5        82.0 104.00 140.0 158.0   284   326   269 232.0 217.0 215.0   236
## CV residual -31.7  -3.62  43.1  65.5   136   179   122  84.8  73.7  72.5   109
##             41796 41804 41807 41809 41810 41813 41820 41823 41834 41835 41836
## Predicted     122   145   146   141   147   148   125   113   146   146   147
## cvpred        122   145   146   142   147   148   125   113   146   146   147
## pm2.5         256   396   432   388   368   353   337   364   396   386   375
## CV residual   134   251   286   246   221   205   212   251   250   240   228
##             41837 41840 41842 41849 41850 41851 41853 41860 41861 41862 41874
## Predicted     147   151   144   111   121   134   134   145   145   150   127
## cvpred        147   151   144   111   121   134   134   145   145   150   127
## pm2.5         344   319   323   261   243   263   331   317   314   269   253
## CV residual   197   168   179   150   122   129   197   172   169   119   126
##             41877 41879 41884 41885 41886 41889 41890 41892 41893 41896 41899
## Predicted    82.2  84.2   129   129   128  69.9  87.7  66.7  51.4  47.9  55.0
## cvpred       82.3  84.2   129   129   128  69.8  87.7  66.7  51.4  47.9  54.9
## pm2.5        18.0   6.0     9     9     9   4.0   3.0   6.0   3.0   6.0   6.0
## CV residual -64.3 -78.2  -120  -120  -119 -65.8 -84.7 -60.7 -48.4 -41.9 -48.9
##             41900 41901 41908 41910 41911 41923 41924 41926 41930 41933 41934
## Predicted    77.5  81.8   104   122   136 107.8 117.6   138   148 139.3   144
## cvpred       77.5  81.8   104   122   136 107.9 117.6   138   148 139.2   144
## pm2.5         7.0  13.0     3     9     7  13.0  24.0    35    47  47.0    33
## CV residual -70.5 -68.8  -101  -113  -129 -94.9 -93.6  -103  -101 -92.2  -111
##             41935 41938 41942 41945 41956 41958 41960 41961 41962 41964 41969
## Predicted     140 102.8 52.99  44.8 152.0 152.3 146.9 130.5 115.8  39.4 -18.5
## cvpred        140 102.8 53.04  44.8 152.1 152.3 146.9 130.6 115.9  39.4 -18.7
## pm2.5          20  17.0 46.00  31.0 125.0 110.0  84.0  95.0  62.0  11.0   8.0
## CV residual  -120 -85.8 -7.04 -13.8 -27.1 -42.3 -62.9 -35.6 -53.9 -28.4  26.7
##             41971 41977 41978 41979 41982 41990 41991 41995 41999 42002 42003
## Predicted   15.39 120.3 116.0   135   140 22.38 20.42 62.38 127.9 132.7   144
## cvpred      15.13 120.3 115.9   135   140 22.34 20.36 62.28 127.9 132.8   144
## pm2.5        8.00  40.0  27.0    27    37 27.00 29.00 59.00  70.0  88.0    91
## CV residual -7.13 -80.3 -88.9  -108  -103  4.66  8.64 -3.28 -57.9 -44.8   -53
##             42008 42009 42014 42015 42017 42021 42022 42024 42025 42026 42031
## Predicted   147.6 136.6  60.1  55.4  57.8 118.2 128.3 139.3 144.6 134.6 145.4
## cvpred      147.7 136.7  60.2  55.5  57.9 118.4 128.4 139.4 144.7 134.7 145.5
## pm2.5        99.0  95.0  82.0 105.0 103.0 144.0 189.0 225.0 211.0 197.0 117.0
## CV residual -48.7 -41.7  21.8  49.5  45.1  25.6  60.6  85.6  66.3  62.3 -28.5
##             42038 42041 42044 42049 42051 42056 42057 42064 42070 42073 42075
## Predicted    76.9  76.4   136   137   142   142   136 106.4 135.3 133.4   138
## cvpred       77.1  76.6   136   137   142   142   136 106.6 135.5 133.6   138
## pm2.5       186.0 215.0   272   406   389   356   344 183.0 197.0 161.0   171
## CV residual 108.9 138.4   136   269   247   214   208  76.4  61.5  27.4    33
##             42081 42086 42091 42095 42100 42101 42110 42112 42113 42114 42120
## Predicted   146.8   132   141   126 121.4 107.4  64.5  65.5    69  78.8 143.3
## cvpred      146.9   133   141   126 121.5 107.4  64.4  65.5    69  78.8 143.3
## pm2.5       203.0   285   256   143  33.0  31.0  37.0  35.0    33  41.0  97.0
## CV residual  56.1   152   115    17 -88.5 -76.4 -27.4 -30.5   -36 -37.8 -46.3
##             42126 42129 42133 42135 42139  42142  42145 42146 42162 42163 42164
## Predicted   132.7   127 126.1   119 125.4 129.75 134.38 139.5   123 133.7 138.6
## cvpred      132.8   127 126.2   119 125.5 129.85 134.49 139.6   123 133.9 138.8
## pm2.5       111.0    84 104.0   101  97.0 127.00 126.00 119.0   164 170.0 174.0
## CV residual -21.8   -43 -22.2   -18 -28.5  -2.85  -8.49 -20.6    41  36.1  35.2
##             42165 42167 42168 42169 42177 42183 42185 42186 42187 42189 42192
## Predicted   148.7 149.5 149.8 149.8 141.5   121   125   135   142   148   148
## cvpred      148.8 149.6 149.9 149.9 141.5   121   125   135   143   148   149
## pm2.5       191.0 195.0 214.0 227.0 185.0   294   318   323   339   346   363
## CV residual  42.2  45.4  64.1  77.1  43.5   173   193   188   196   198   214
##             42196 42202 42203 42206 42207 42208 42211 42212 42213 42215 42216
## Predicted     153   139   138   125   120   119   141   147   145   152   151
## cvpred        154   139   138   125   120   119   141   147   145   152   151
## pm2.5         310   324   330   346   352   376   440   449   472   413   396
## CV residual   156   185   192   221   232   257   299   302   327   261   245
##             42219 42227  42234 42235 42238 42241 42244 42245 42247 42248 42250
## Predicted     150  41.3  8.501 17.91  41.5  39.1  51.0  64.4   123 123.2  64.9
## cvpred        150  41.2  8.247 17.64  41.3  39.0  50.8  64.2   123 123.1  64.8
## pm2.5         341  10.0  8.000  9.00  15.0  10.0   9.0  13.0    12  24.0  31.0
## CV residual   191 -31.2 -0.247 -8.64 -26.3 -29.0 -41.8 -51.2  -111 -99.1 -33.8
##              42252 42259 42261 42264 42270 42275 42277 42278 42282 42287 42288
## Predicted   44.107  71.9  83.8   140 145.3 118.1 106.3 100.7  96.7 131.2 140.5
## cvpred      43.994  71.8  83.7   140 145.2 118.1 106.4 100.8  96.7 131.3 140.6
## pm2.5       43.000  40.0  68.0    26  78.0  83.0  90.0  68.0  52.0  59.0  74.0
## CV residual -0.994 -31.8 -15.7  -114 -67.2 -35.1 -16.4 -32.8 -44.7 -72.3 -66.6
##             42293 42296 42298  42299 42303 42304 42309 42315 42318  42322 42324
## Predicted   152.0 146.4 133.7 118.53  95.3  95.1 134.6 134.4 140.0 129.75 120.5
## cvpred      152.1 146.4 133.7 118.58  95.4  95.2 134.7 134.5 140.1 129.85 120.6
## pm2.5       129.0  98.0 106.0 111.00 107.0 113.0 176.0 214.0 198.0 137.00 161.0
## CV residual -23.1 -48.4 -27.7  -7.58  11.6  17.8  41.3  79.5  57.9   7.15  40.4
##             42326 42338 42339 42341 42342 42344 42345 42351 42353 42355 42356
## Predicted   119.7   144 134.4   144   144 138.8   143 126.5 121.2 128.3 133.1
## cvpred      119.8   144 134.5   144   144 138.9   143 126.7 121.3 128.4 133.3
## pm2.5       178.0   216 232.0   229   206 211.0   225 143.0 152.0 176.0 209.0
## CV residual  58.2    72  97.5    85    62  72.1    82  16.3  30.7  47.6  75.7
##             42357 42358 42359 42361 42362 42369 42370 42377 42380 42382 42384
## Predicted   137.3 132.6 131.8 137.8 149.8   146   130  32.4  46.2  53.5  40.2
## cvpred      137.4 132.8 131.9 137.9 149.9   146   130  32.3  46.0  53.3  39.9
## pm2.5       224.0 200.0 188.0 180.0 189.0    29    22   9.0  15.0  18.0  16.0
## CV residual  86.6  67.2  56.1  42.1  39.1  -117  -108 -23.3 -31.0 -35.3 -23.9
##             42386 42387 42388 42389 42394 42402 42403 42405 42406 42408 42412
## Predicted    36.8  30.4  29.2  30.9  20.2 -24.8 -16.8 -14.2  23.4   117   132
## cvpred       36.4  30.0  28.8  30.5  19.7 -25.4 -17.5 -14.9  22.7   117   132
## pm2.5         9.0   6.0   8.0   6.0   7.0  10.0  11.0   7.0   8.0    10    28
## CV residual -27.4 -24.0 -20.8 -24.5 -12.7  35.4  28.5  21.9 -14.7  -107  -104
##             42416 42419 42420 42422 42423 42427 42429 42433 42440 42441 42453
## Predicted     148  67.6  61.7  37.2  26.8 18.26 117.1 139.2 155.3 149.9 143.3
## cvpred        147  67.6  61.7  37.2  26.8 18.19 117.2 139.1 155.2 149.9 143.3
## pm2.5          11  38.0  14.0  18.0   8.0 23.00  40.0  61.0  66.0  64.0 196.0
## CV residual  -136 -29.6 -47.7 -19.2 -18.8  4.81 -77.2 -78.1 -89.2 -85.9  52.7
##             42454 42457 42460 42462  42463  42465 42466 42469 42471 42474 42476
## Predicted   148.4 144.1 144.6   146 140.02 141.92 120.1  26.5 12.77  17.3  48.3
## cvpred      148.4 144.1 144.6   146 139.97 141.91 120.2  26.4 12.68  17.1  48.1
## pm2.5       208.0 239.0 184.0   164 147.00 136.00 137.0   8.0 11.00   6.0  10.0
## CV residual  59.6  94.9  39.4    18   7.03  -5.91  16.8 -18.4 -1.68 -11.1 -38.1
##             42478 42482 42485 42488 42490 42498 42500 42502 42503 42505 42507
## Predicted    57.2 102.6 103.9  95.9  73.1  41.5 104.3 122.8 128.7 137.2 123.3
## cvpred       57.2 102.5 103.8  95.7  73.0  41.2 104.2 122.8 128.6 137.2 123.3
## pm2.5         6.0   5.0   8.0   7.0  11.0   6.0  33.0  40.0  48.0  41.0  45.0
## CV residual -51.2 -97.5 -95.8 -88.7 -62.0 -35.2 -71.2 -82.8 -80.6 -96.2 -78.3
##             42510 42511 42512 42515 42516 42519 42524 42528 42533 42536 42543
## Predicted   147.8 143.4 138.0  99.2  93.8  87.2 101.7   146 152.1 141.5 90.29
## cvpred      147.7 143.3 137.9  99.1  93.7  87.1 101.6   146 152.1 141.4 90.29
## pm2.5        79.0  90.0  73.0  59.0  62.0  38.0  51.0    41  76.0  74.0 84.00
## CV residual -68.7 -53.3 -64.9 -40.1 -31.7 -49.1 -50.6  -105 -76.1 -67.4 -6.29
##             42544 42545 42549 42554 42556 42557 42560 42563 42566 42567 42568
## Predicted   84.67 88.70 140.4 156.5   157 152.9 140.9  67.7  43.5 47.47 55.38
## cvpred      84.66 88.68 140.3 156.5   157 152.8 140.8  67.6  43.4 47.43 55.35
## pm2.5       87.00 91.00  89.0  98.0   113 101.0  50.0  38.0  34.0 40.00 48.00
## CV residual  2.34  2.32 -51.3 -58.5   -44 -51.8 -90.8 -29.6  -9.4 -7.43 -7.35
##             42576 42585 42586 42593 42601 42602 42607 42619 42627 42637 42638
## Predicted   147.0 114.5  94.2  54.8 154.4 149.8   125  51.4  21.8 -40.4 -43.9
## cvpred      146.9 114.4  94.1  54.7 154.4 149.7   125  51.1  21.2 -41.3 -44.7
## pm2.5       101.0  53.0  47.0  68.0 144.0 200.0    12   9.0   2.0   5.0   4.0
## CV residual -45.9 -61.4 -47.1  13.3 -10.4  50.3  -113 -42.1 -19.2  46.3  48.7
##             42646 42647 42649 42651 42654 42658 42663 42667 42670 42672 42673
## Predicted   -6.10  75.1  68.3   118   136  86.4 26.92  51.7  62.8 110.9 124.7
## cvpred      -7.09  74.9  68.0   117   136  86.3 26.71  51.6  62.6 110.8 124.6
## pm2.5       12.00  15.0  12.0    12    13  40.0 25.00  31.0  45.0  44.0  43.0
## CV residual 19.09 -59.9 -56.0  -105  -123 -46.3 -1.71 -20.6 -17.6 -66.8 -81.6
##             42675 42677 42680 42681 42682 42689 42691 42692 42693 42694 42695
## Predicted   124.5 128.9 127.1   115  86.0  41.7  65.3  90.6 100.7 119.5 109.5
## cvpred      124.3 128.7 126.9   115  85.9  41.6  65.1  90.5 100.5 119.3 109.3
## pm2.5        52.0  54.0  49.0    40  41.0  21.0  32.0  35.0  50.0  74.0  64.0
## CV residual -72.3 -74.7 -77.9   -75 -44.9 -20.6 -33.1 -55.5 -50.5 -45.3 -45.3
##             42701 42703 42705 42708 42712 42716 42717 42719 42721 42723 42729
## Predicted   133.9 138.3 134.4  88.8  97.9   121   116   120   137 128.0   143
## cvpred      133.8 138.1 134.2  88.7  97.9   121   116   120   137 127.9   143
## pm2.5       152.0  87.0  52.0  96.0 206.0   239   238   261   273 218.0   266
## CV residual  18.2 -51.1 -82.2   7.3 108.1   118   122   141   136  90.1   123
##             42735 42739 42741 42748 42750 42766 42768  42770 42774 42777 42781
## Predicted    65.0  58.6  64.1  59.4   116 123.6   125 140.24 133.5 121.0  68.9
## cvpred       64.9  58.3  63.9  59.0   115 123.5   125 140.11 133.4 120.9  68.8
## pm2.5        21.0  17.0  24.0  13.0    11  62.0    72 138.00  63.0  40.0  52.0
## CV residual -43.9 -41.3 -39.9 -46.0  -104 -61.5   -53  -2.11 -70.4 -80.9 -16.8
##             42782 42784  42788 42790 42791 42794 42795 42806 42807 42810 42813
## Predicted   63.25 58.85 113.32 128.7 128.7   139   139   115   119   130   146
## cvpred      63.17 58.79 113.25 128.6 128.6   139   139   115   119   130   146
## pm2.5       61.00 53.00 106.00 158.0 189.0   257   333   311   372   327   362
## CV residual -2.17 -5.79  -7.25  29.4  60.4   118   194   196   253   197   216
##             42814 42816 42817 42818 42824 42835 42836 42837 42851 42852 42858
## Predicted     151   152   156   151   157   140   140   146 121.1 111.8 24.36
## cvpred        151   152   156   150   157   140   140   145 121.1 111.8 24.18
## pm2.5         394   384   393   380   360   342   338   375 177.0 133.0 16.00
## CV residual   243   232   237   230   203   202   198   230  55.9  21.2 -8.18
##             42859 42862 42869 42873 42877  42888 42891 42893 42894 42895 42902
## Predicted    32.5  80.8   134 116.9  49.1 134.73 150.8 151.5 151.4 156.3 124.2
## cvpred       32.3  80.6   134 116.7  48.9 134.65 150.7 151.5 151.3 156.2 124.2
## pm2.5        19.0  37.0     8  29.0  31.0 127.00 116.0  91.0  91.0  99.0 114.0
## CV residual -13.3 -43.6  -126 -87.7 -17.9  -7.65 -34.7 -60.5 -60.3 -57.2 -10.2
##             42908 42910 42911 42915 42920 42922 42923 42924 42928 42930 42931
## Predicted   154.7 155.3 156.3   144   134 103.2  80.0  59.9  41.7  82.9  91.6
## cvpred      154.6 155.2 156.2   144   134 103.1  79.9  59.7  41.6  82.8  91.5
## pm2.5       174.0 181.0 186.0   282   100  41.0  30.0  28.0  22.0  31.0  44.0
## CV residual  19.4  25.8  29.8   138   -34 -62.1 -49.9 -31.7 -19.6 -51.8 -47.5
##             42943 42948 42952 42953 42960 42964 42965 42970 42974 42977 42978
## Predicted   149.3 121.4 123.4   122   149   157 157.4 155.8   125   125   134
## cvpred      149.1 121.3 123.4   122   149   157 157.3 155.7   125   125   134
## pm2.5       112.0 143.0 192.0   189   342   258 239.0 201.0   250   330   350
## CV residual -37.1  21.7  68.6    67   193   101  81.7  45.3   125   205   216
##             42980 42981 42986 42992 42993 42995 42996 42997 43003 43004 43005
## Predicted     143   144   150  58.9  52.5  48.1  50.9  49.8  58.1  83.1  81.9
## cvpred        143   144   150  58.7  52.3  47.9  50.7  49.6  57.9  83.0  81.7
## pm2.5         388   379   439  11.0  11.0  14.0  16.0  13.0  20.0  30.0  24.0
## CV residual   245   235   289 -47.7 -41.3 -33.9 -34.7 -36.6 -37.9 -53.0 -57.7
##             43008 43010 43011 43013 43014 43015 43020 43021 43022 43027 43029
## Predicted    81.3 103.9 104.2   118 122.0 130.7  89.9  93.3    92 107.3 125.7
## cvpred       81.1 103.8 104.1   118 121.9 130.5  89.8  93.2    92 107.2 125.6
## pm2.5        39.0  39.0  49.0    52  70.0  83.0  66.0  77.0    74  99.0 168.0
## CV residual -42.1 -64.8 -55.1   -66 -51.9 -47.5 -23.8 -16.2   -18  -8.2  42.4
##             43031 43035 43037 43038 43042 43047 43048 43051 43055 43057 43059
## Predicted     129   157 156.8 157.3   146   145   145   149   148 149.1 153.3
## cvpred        129   157 156.7 157.2   146   145   145   149   148 149.1 153.3
## pm2.5         214   248 254.0 252.0   295   369   380   343   312 242.0 204.0
## CV residual    85    91  97.3  94.8   149   224   235   194   164  92.9  50.7
##             43060 43067 43068 43069 43070 43071 43072  43074 43076 43081 43085
## Predicted   152.8  92.9  58.7  29.7  14.6  12.3  5.61  0.975 -6.57  19.8  34.3
## cvpred      152.8  92.7  58.5  29.4  14.2  11.9  5.10  0.376 -7.26  19.0  33.4
## pm2.5       194.0  16.0  24.0  23.0  36.0  43.0 30.00 14.000 27.00  48.0  13.0
## CV residual  41.2 -76.7 -34.5  -6.4  21.8  31.1 24.90 13.624 34.26  29.0 -20.4
##             43087 43089 43093 43099 43105 43108 43109 43110 43111 43113 43114
## Predicted    23.7 16.54 -16.1 -24.5  7.47 103.1 107.1 101.8 111.6 103.7 102.1
## cvpred       22.7 15.54 -17.2 -25.7  6.17 102.7 106.7 101.5 111.2 103.3 101.7
## pm2.5        12.0 12.00  14.0   9.0 15.00  11.0  13.0  11.0  12.0  11.0  26.0
## CV residual -10.7 -3.54  31.2  34.7  8.83 -91.7 -93.7 -90.5 -99.2 -92.3 -75.7
##             43119 43122  43125 43131 43136 43140 43142 43143 43153 43158 43164
## Predicted   62.98 79.54 102.28 125.0  75.3  52.8 26.21  28.6  41.3  45.3  66.1
## cvpred      62.68 79.27 102.01 124.7  75.0  52.4 25.74  28.2  40.6  44.6  65.8
## pm2.5       66.00 81.00  99.00 111.0   9.0  11.0 17.00   9.0  11.0   5.0   6.0
## CV residual  3.32  1.73  -3.01 -13.7 -66.0 -41.4 -8.74 -19.2 -29.6 -39.6 -59.8
##             43168 43173 43175 43177 43180 43182 43188  43201 43202 43204 43207
## Predicted    28.0  69.5  61.9  70.9  83.2  99.6  44.0 131.20 136.0 141.1 127.0
## cvpred       27.5  69.2  61.5  70.5  82.8  99.3  43.7 130.95 135.7 140.8 126.7
## pm2.5        10.0  17.0  18.0   6.0   8.0   8.0  17.0 140.00 150.0 109.0  38.0
## CV residual -17.5 -52.2 -43.5 -64.5 -74.8 -91.3 -26.7   9.05  14.3 -31.8 -88.7
##             43210 43215 43216  43217 43219 43224 43229 43232 43235 43236 43248
## Predicted    95.0  56.8  57.1 70.495  73.9 103.9 131.7   154 138.0  74.3  73.4
## cvpred       94.8  56.6  56.8 70.251  73.7 103.7 131.6   154 137.9  74.0  73.0
## pm2.5        31.0  19.0  33.0 71.000  61.0  93.0  63.0    59  77.0  96.0  17.0
## CV residual -63.8 -37.6 -23.8  0.749 -12.7 -10.7 -68.6   -95 -60.9  22.0 -56.0
##             43253 43255 43258 43259 43272 43286 43294 43296 43298 43308 43309
## Predicted     124   133 108.8  93.7 128.1   130   133   135   144  71.1 54.46
## cvpred        124   133 108.6  93.5 127.9   130   133   135   144  70.8 54.19
## pm2.5          19    22  32.0  20.0 145.0   355   367   350   319  57.0 63.00
## CV residual  -105  -111 -76.6 -73.5  17.1   225   234   215   175 -13.8  8.81
##             43312 43313 43316 43318 43320 43321 43322 43326 43331 43332 43333
## Predicted    37.5  44.8  59.7  63.8  64.3  62.0  59.3  63.6  94.8  80.6  64.6
## cvpred       37.1  44.4  59.2  63.3  63.7  61.5  58.8  63.0  94.6  80.4  64.4
## pm2.5        19.0  21.0  17.0  13.0  18.0  18.0  20.0  14.0  16.0  14.0  14.0
## CV residual -18.1 -23.4 -42.2 -50.3 -45.7 -43.5 -38.8 -49.0 -78.6 -66.4 -50.4
##             43336 43340 43344 43345 43348 43359 43366 43368 43371 43375 43380
## Predicted    51.1 82.18  74.3  82.2  78.2 20.70 106.2   121   136   141  99.3
## cvpred       50.8 81.95  73.9  81.9  77.8 20.13 105.9   120   136   141  99.1
## pm2.5        12.0 76.00  12.0   8.0   9.0 14.00  47.0    15    15    10  53.0
## CV residual -38.8 -5.95 -61.9 -73.9 -68.8 -6.13 -58.9  -105  -121  -131 -46.1
##             43381 43389 43391 43393 43395 43396 43400 43402 43406 43407 43416
## Predicted    84.9 110.5 120.1 139.4 139.8 140.3 143.9 113.9 50.70 46.07 111.7
## cvpred       84.7 110.3 119.8 139.1 139.6 140.1 143.6 113.7 50.48 45.84 111.5
## pm2.5        58.0  82.0  98.0 126.0 212.0 144.0  95.0  76.0 59.00 49.00 160.0
## CV residual -26.7 -28.3 -21.8 -13.1  72.4   3.9 -48.6 -37.7  8.52  3.16  48.5
##             43419 43421 43422 43424 43429 43430 43444 43449 43451  43454 43456
## Predicted     127   142   138  83.2  50.3  38.2  50.2  43.7 24.60  1.728 -2.67
## cvpred        127   142   138  82.9  49.9  37.8  49.4  42.9 23.75  0.801 -3.66
## pm2.5         291   307   293  47.0  10.0   9.0   5.0   8.0 15.00 25.000 13.00
## CV residual   164   165   155 -35.9 -39.9 -28.8 -44.4 -34.9 -8.75 24.199 16.66
##             43459 43461 43465 43472  43475 43476 43478 43479 43480 43482 43485
## Predicted    8.18 20.38 14.71 123.1 105.91  95.2  75.9  69.5  58.9 85.63 110.5
## cvpred       7.15 19.33 13.66 122.8 105.67  94.9  75.6  69.3  58.6 85.41 110.3
## pm2.5       11.00 14.00  9.00  65.0  96.00 121.0 172.0 128.0  77.0 79.00 202.0
## CV residual  3.85 -5.33 -4.66 -57.8  -9.67  26.1  96.4  58.7  18.4 -6.41  91.7
##             43486 43488 43491  43495  43496  43499 43506 43508 43511 43512
## Predicted     120 130.1 139.4 132.89 142.66 118.32 139.7 139.2 155.6   155
## cvpred        120 129.8 139.1 132.63 142.39 118.13 139.6 139.1 155.5   155
## pm2.5         245 180.0 160.0 138.00 147.00 124.00 189.0 228.0 252.0   254
## CV residual   125  50.2  20.9   5.37   4.61   5.87  49.4  88.9  96.5    99
##             43515 43516 43517 43519 43520 43526 43530 43533 43535 43541 43542
## Predicted   155.3 149.7 149.9 147.6 102.4  40.2  30.1  46.0  46.0  45.9  45.3
## cvpred      155.1 149.5 149.7 147.4 102.2  39.8  29.5  45.4  45.3  45.1  44.5
## pm2.5       248.0 219.0 199.0 204.0  66.0  15.0   7.0  10.0  12.0  11.0  12.0
## CV residual  92.9  69.5  49.3  56.6 -36.2 -24.8 -22.5 -35.4 -33.3 -34.1 -32.5
##             43544  43555 43562 43566 43574 43578 43586 43587 43590 43593 43595
## Predicted    42.3  1.328  3.50  4.68 -34.4 -43.6 115.9 130.3 145.1   144  98.2
## cvpred       41.5  0.368  2.38  3.49 -35.6 -44.9 115.7 130.1 144.9   144  98.0
## pm2.5        12.0 14.000  7.00  6.00  12.0  14.0  72.0  85.0 105.0   126 136.0
## CV residual -29.5 13.632  4.62  2.51  47.6  58.9 -43.7 -45.1 -39.9   -18  38.0
##             43598 43603 43604  43608 43610 43612 43616 43620 43621 43625 43628
## Predicted   57.72 68.57  98.0 132.73 138.9 143.6 147.0 87.12  67.6  41.2  89.0
## cvpred      57.56 68.38  97.9 132.54 138.6 143.4 146.8 86.92  67.4  41.0  88.8
## pm2.5       51.00 75.00  87.0 123.00 178.0 162.0 102.0 88.00  95.0  57.0 118.0
## CV residual -6.56  6.62 -10.9  -9.54  39.4  18.6 -44.8  1.08  27.6  16.0  29.2
##             43629 43635 43640 43641 43642 43647 43648 43649 43650 43662 43665
## Predicted    63.7  89.0   119 106.5  99.3  64.8  62.9  61.3  68.8 109.7 117.7
## cvpred       63.5  88.8   118 106.2  99.1  64.6  62.6  61.0  68.5 109.2 117.5
## pm2.5       108.0  10.0    12  11.0  18.0  14.0  12.0  16.0  16.0  14.0  18.0
## CV residual  44.5 -78.8  -106 -95.2 -81.1 -50.6 -50.6 -45.0 -52.5 -95.2 -99.5
##             43666 43667 43670 43675 43677 43679 43681  43686 43687 43688 43690
## Predicted    96.8  85.7  61.0 108.8 122.7 123.7 127.1 148.37 148.1 142.5 142.0
## cvpred       96.6  85.5  60.8 108.6 122.5 123.5 126.9 148.17 147.9 142.3 141.8
## pm2.5        27.0  38.0  16.0  38.0  52.0  51.0  93.0 153.00 133.0 127.0 111.0
## CV residual -69.6 -47.5 -44.8 -70.6 -70.5 -72.5 -33.9   4.83 -14.9 -15.3 -30.8
##             43694 43696 43697 43699 43700 43702 43704 43705 43711 43713 43718
## Predicted   110.9 110.4 110.2   141   137   142 142.4 142.5 149.8   144  96.5
## cvpred      110.8 110.3 110.1   141   137   142 142.2 142.3 149.6   144  96.4
## pm2.5       152.0 171.0 198.0   260   271   242 194.0 163.0 207.0   259 194.0
## CV residual  41.2  60.7  87.9   119   134   100  51.8  20.7  57.4   115  97.6
##             43721 43723 43729 43730 43732 43736 43739 43740 43741 43743 43744
## Predicted    94.3   101   151   142   135 137.4 95.92  75.0 72.12  54.4  53.2
## cvpred       94.2   101   150   142   135 137.2 95.78  74.9 71.97  54.2  53.0
## pm2.5       224.0   317   385   393   444 221.0 92.00  59.0 69.00  32.0  33.0
## CV residual 129.8   216   235   251   309  83.8 -3.78 -15.9 -2.97 -22.2 -20.0
##             43745 43750 43754 43755 43759 43762 43763 43768 43772 43776 43778
## Predicted    56.0  98.5   142   137 144.7 127.1  96.8 36.31  83.9 123.5 113.9
## cvpred       55.8  98.3   141   137 144.5 126.9  96.6 36.11  83.7 123.3 113.7
## pm2.5        45.0 293.0   372   373 171.0 141.0 132.0 28.00 109.0 159.0  97.0
## CV residual -10.8 194.7   231   236  26.5  14.1  35.4 -8.11  25.3  35.7 -16.7
##             43779 43789 43793 43794 43797 43802 43808 43809 43813 43814 43816
## Predicted   123.1 58.47 68.73  73.6  83.7  70.5  51.1  49.2 16.02 -8.35 -14.3
## cvpred      122.9 58.29 68.56  73.4  83.5  70.0  50.5  48.5 15.28 -9.17 -15.1
## pm2.5        81.0 49.00 60.00  63.0  26.0  11.0   8.0   8.0 17.00 11.00  11.0
## CV residual -41.9 -9.29 -8.56 -10.4 -57.5 -59.0 -42.5 -40.5  1.72 20.17  26.1
## 
## Sum of squares = 92350289    Mean square = 6635    n = 13919 
## 
## fold 2 
## Observations in test set: 13919 
##                28    29    33     36     37    39    41    46    47    49    51
## Predicted   154.7 154.4 153.4 146.10 145.25 138.7 137.1 142.6 142.5 145.2 144.0
## cvpred      153.8 153.5 152.5 145.26 144.41 137.8 136.3 141.9 141.7 144.4 143.2
## pm2.5       181.0 138.0 120.0 152.00 148.00 158.0 159.0 164.0 156.0  90.0  65.0
## CV residual  27.2 -15.5 -32.5   6.74   3.59  20.2  22.7  22.1  14.3 -54.4 -78.2
##                52    58    59    60    61    65    69  71    74   75    78
## Predicted   143.1 133.4 132.3 130.9 130.1 124.9 162.4 156 131.2  130 119.7
## cvpred      142.3 132.6 131.5 130.2 129.3 124.2 161.3 155 130.2  129 118.8
## pm2.5        55.0  86.0  78.0  98.0 107.0  86.0  71.0  76  58.0   25  26.0
## CV residual -87.3 -46.6 -53.5 -32.2 -22.3 -38.2 -90.3 -79 -72.2 -104 -92.8
##                82    88    90    93    97    98   100   103   104   109   119
## Predicted   106.5  75.4  86.2  68.1  79.1  83.2  76.6 127.1 121.1 102.4 125.8
## cvpred      105.6  74.9  85.5  67.5  78.4  82.4  75.8 125.8 119.9 101.3 124.7
## pm2.5        27.0  29.0  30.0  31.0  30.0  34.0  25.0  27.0  27.0  27.0  66.0
## CV residual -78.6 -45.9 -55.5 -36.5 -48.4 -48.4 -50.8 -98.8 -92.9 -74.3 -58.7
##               126   128   130   132   133   143   144   145   146   150  153
## Predicted   112.5 115.0 106.1  97.3  91.1 145.4 149.3 148.8 151.1 125.7  127
## cvpred      111.4 113.8 105.1  96.4  90.2 144.1 147.9 147.5 149.8 124.5  125
## pm2.5        28.0  25.0  29.0  42.0  28.0  93.0 131.0 127.0 130.0  28.0   24
## CV residual -83.4 -88.8 -76.1 -54.4 -62.2 -51.1 -16.9 -20.5 -19.8 -96.5 -101
##               154   156   157   160   162   165   167   169 171   174   177
## Predicted   119.5 120.4 110.0 102.7 116.3 154.4 140.6 155.9 155 158.9 152.4
## cvpred      118.4 119.4 109.1 101.8 115.4 153.1 139.4 154.5 154 157.6 151.2
## pm2.5        27.0  42.0  42.0  51.0  50.0 106.0 198.0 210.0 275 100.0  66.0
## CV residual -91.4 -77.4 -67.1 -50.8 -65.4 -47.1  58.6  55.5 121 -57.6 -85.2
##               178   181 182   190   191    194   196   199   202   204   210
## Predicted   152.1 136.3 135 153.6 135.9 152.50 161.4 154.3 126.8 112.6 115.4
## cvpred      150.9 135.3 134 152.4 134.8 151.29 160.1 153.1 125.8 111.8 114.6
## pm2.5        92.0 198.0 250 225.0 168.0 159.00 196.0 119.0  84.0  66.0  37.0
## CV residual -58.9  62.7 116  72.6  33.2   7.71  35.9 -34.1 -41.8 -45.8 -77.6
##               212 213   216   217   219   221  222   228   239   242  243  248
## Predicted   125.3 130 136.2 151.6 146.9 147.0  145 130.5  99.4 127.4  133  130
## cvpred      124.4 129 135.2 150.5 145.7 145.8  144 129.5  98.7 126.5  132  129
## pm2.5        44.0  54  66.0  75.0  66.0  62.0   40  70.0  24.0  27.0   23   20
## CV residual -80.4 -75 -69.2 -75.5 -79.7 -83.8 -104 -59.5 -74.7 -99.5 -109 -109
##             250 251   253   254   255   256   257  266   267   273   274   275
## Predicted   110 103  92.7  89.5  87.3  81.0  79.4  136 136.3 114.4 107.4 100.7
## cvpred      109 102  92.0  88.8  86.7  80.3  78.8  135 135.1 113.2 106.3  99.7
## pm2.5        18  25  27.0  28.0  15.0  24.0  13.0   21  37.0  16.0  13.0  15.0
## CV residual -91 -77 -65.0 -60.8 -71.7 -56.3 -65.8 -114 -98.1 -97.2 -93.3 -84.7
##             278   279   281   285   292   294   298   301   315   318   322
## Predicted   104  95.9  89.1  85.1  68.3  54.2  47.6 35.84 150.2 154.5 144.6
## cvpred      103  95.1  88.3  84.4  67.8  53.7  47.3 35.68 148.9 153.2 143.4
## pm2.5        22  22.0  19.0  31.0  11.0  11.0  34.0 26.00 174.0 137.0  87.0
## CV residual -81 -73.1 -69.3 -53.4 -56.8 -42.7 -13.3 -9.68  25.1 -16.2 -56.4
##               323   330   332   335 336   339   344   345   348   349   354
## Predicted   127.3 120.6 103.2 116.6 111 130.4 118.9 112.7 101.6  95.4 120.8
## cvpred      126.3 119.7 102.5 115.7 110 129.3 117.9 111.8 100.9  94.7 119.9
## pm2.5        84.0  89.0  69.0  27.0  20  30.0  26.0  27.0  26.0  26.0  64.0
## CV residual -42.3 -30.7 -33.5 -88.7 -90 -99.3 -91.9 -84.8 -74.9 -68.7 -55.9
##               362   363   365   366   368   370   373    375   377 381 386
## Predicted   157.5 152.4 156.5 150.6 150.6 143.8 129.3 123.45 127.3 149 156
## cvpred      156.3 151.2 155.3 149.5 149.5 142.7 128.5 122.66 126.6 148 155
## pm2.5       211.0 242.0 249.0 200.0 114.0 108.0 148.0 128.00 148.0 235 241
## CV residual  54.7  90.8  93.7  50.5 -35.5 -34.7  19.5   5.34  21.4  87  86
##                 390   391   399   403 406 408 411 413 414   415    417    420
## Predicted   149.267 153.5 121.3 142.2 153 154 158 159 160 156.0 154.65 133.42
## cvpred      148.189 152.4 120.6 141.4 152 153 157 157 159 154.9 153.52 132.64
## pm2.5       148.000 208.0 154.0 212.0 317 313 303 407 361 234.0 147.00 137.00
## CV residual  -0.189  55.6  33.4  70.6 165 160 146 250 202  79.1  -6.52   4.36
##               422 429 436 444 447 448 451 453 454 455 456 457 460   461   462
## Predicted   117.0 149 142 134 138 138 143 142 146 146 140 148 151 135.0 139.3
## cvpred      116.4 148 141 133 138 137 142 141 145 145 139 148 150 134.4 138.7
## pm2.5       144.0 435 274 339 305 313 485 403 374 333 343 364 267  71.0  81.0
## CV residual  27.6 287 133 206 167 176 343 262 229 188 204 216 117 -63.4 -57.7
##               465   468   470   471   488   491   492   493   494   496   498
## Predicted   103.9  84.7 107.1 107.3  59.9  56.5  99.8  89.3  93.9  88.4  80.8
## cvpred      103.4  84.2 106.4 106.7  59.3  56.1  98.9  88.5  93.1  87.6  80.1
## pm2.5        44.0  29.0  29.0  16.0  18.0  26.0  26.0  25.0  24.0  17.0  21.0
## CV residual -59.4 -55.2 -77.4 -90.7 -41.3 -30.1 -72.9 -63.5 -69.1 -70.6 -59.1
##               499   502   509   511   513   515   517   521   522   524   528
## Predicted    79.4 127.4  97.8  94.6  96.3  77.8  67.1  55.8  54.2  71.3  76.4
## cvpred       78.8 126.5  97.0  93.8  95.5  77.2  66.7  55.5  54.0  70.9  76.0
## pm2.5        40.0  61.0  15.0  22.0  19.0  25.0  26.0  30.0  32.0  49.0  48.0
## CV residual -38.8 -65.5 -82.0 -71.8 -76.5 -52.2 -40.7 -25.5 -22.0 -21.9 -28.0
##               535   538   539   542   614  615   616   617 619 620 621   631
## Predicted   112.7  84.0  81.1  45.9 81.25 72.5  71.5  80.1 118 119 138 133.9
## cvpred      111.8  83.4  80.5  45.6 80.64 71.9  71.0  79.6 117 119 137 133.1
## pm2.5        22.0  41.0  23.0  19.0 85.00 90.0 127.0 144.0 199 231 274 153.0
## CV residual -89.8 -42.4 -57.5 -26.6  4.36 18.1  56.0  64.4  82 112 137  19.9
##               632   635   636  638   639    640   643   648   650   651   654
## Predicted   128.3 114.0 105.8 88.7 58.67 52.079  65.5  80.0  98.6  97.2 103.9
## cvpred      127.5 113.4 105.3 88.3 58.43 51.865  65.2  79.6  97.9  96.6 103.2
## pm2.5       140.0 153.0 154.0 90.0 55.00 52.000  37.0  28.0  22.0  27.0  32.0
## CV residual  12.5  39.6  48.7  1.7 -3.43  0.135 -28.2 -51.6 -75.9 -69.6 -71.2
##               658   660   661   667   668   672   674   677  679   682   686
## Predicted    91.4  73.2  51.7  37.5  50.3  73.0  85.4 109.2  133  45.9 16.53
## cvpred       90.7  72.6  51.3  37.2  49.9  72.3  84.7 108.2  132  45.4 16.32
## pm2.5        17.0  18.0  16.0  14.0  23.0  25.0  24.0  24.0   10  20.0 12.00
## CV residual -73.7 -54.6 -35.3 -23.2 -26.9 -47.3 -60.7 -84.2 -122 -25.4 -4.32
##               693   695   697  698   701 704 705   707   708   710  717  718
## Predicted   32.31 34.74 52.07 50.7  95.0 116 126  64.6 39.86 21.65 37.0 30.7
## cvpred      32.12 34.56 51.78 50.4  94.4 115 125  64.2 39.52 21.45 36.8 30.6
## pm2.5       24.00 43.00 61.00 66.0  36.0  24  29  35.0 33.00 25.00 71.0 67.0
## CV residual -8.12  8.44  9.22 15.6 -58.4 -91 -96 -29.2 -6.52  3.55 34.2 36.4
##              719   722   723   726   727   728   730   732   736   739   740
## Predicted   45.3  52.2  80.7  52.6  65.4  51.1  43.3 19.31  51.2  81.0  99.8
## cvpred      45.0  51.9  80.2  52.3  65.0  50.8  43.1 19.29  50.8  80.4  99.1
## pm2.5       69.0  35.0  26.0  16.0  18.0  19.0  17.0 11.00  17.0  24.0  54.0
## CV residual 24.0 -16.9 -54.2 -36.3 -47.0 -31.8 -26.1 -8.29 -33.8 -56.4 -45.1
##               741   744   747   748   751   753   754   757 758   760   763
## Predicted   109.0 136.9 141.7 142.0 137.6 147.9 136.6 115.5 106  95.2 125.6
## cvpred      108.4 136.2 140.9 141.1 136.7 146.9 135.8 114.8 105  94.6 124.9
## pm2.5        71.0 101.0  67.0  76.0  73.0  64.0  53.0  72.0  56  40.0  66.0
## CV residual -37.4 -35.2 -73.9 -65.1 -63.7 -82.9 -82.8 -42.8 -49 -54.6 -58.9
##               766   768   772   775    788   790   791   795   796     800
## Predicted   133.5 137.6 163.8 158.9 83.381 126.7  94.3 133.3 137.7 134.076
## cvpred      132.7 136.7 162.7 157.8 82.652 125.7  93.4 132.3 136.6 132.965
## pm2.5        65.0  64.0  72.0  96.0 83.000  70.0  80.0  62.0  73.0 132.000
## CV residual -67.7 -72.7 -90.7 -61.8  0.348 -55.7 -13.4 -70.3 -63.6  -0.965
##               801   806   808   809   814    815   820  822  824   828   829
## Predicted   138.3  49.9  31.1  41.6 98.64  98.53 128.8  139  149  82.6  63.8
## cvpred      137.2  49.4  30.7  41.2 97.81  97.67 127.8  138  148  81.9  63.3
## pm2.5       161.0  14.0  15.0  23.0 95.00 105.00 104.0   33   27  29.0  31.0
## CV residual  23.8 -35.4 -15.7 -18.2 -2.81   7.33 -23.8 -105 -121 -52.9 -32.3
##               830   831   837   840   841   844   847 848 851   854   856 857
## Predicted    57.6  59.1  75.8  97.9  97.0 103.0 139.8 144 120 107.4 108.8 113
## cvpred       57.1  58.5  75.1  97.1  96.3 102.2 138.9 143 119 106.8 108.1 112
## pm2.5        28.0  28.0  48.0  63.0  48.0  47.0  90.0 101 103  72.0  72.0  71
## CV residual -29.1 -30.5 -27.1 -34.1 -48.3 -55.2 -48.9 -42 -16 -34.8 -36.1 -41
##               858   860   867   874   883   884 886   889 890   892   896   899
## Predicted   117.3 122.5 148.8 138.9 123.5 127.4 150 147.6 143 155.6 160.8 154.4
## cvpred      116.6 121.7 147.9 137.9 122.8 126.7 149 146.9 142 154.7 159.8 153.5
## pm2.5        80.0  63.0  54.0  65.0  82.0 100.0  99  64.0  68  65.0  88.0  88.0
## CV residual -36.6 -58.7 -93.9 -72.9 -40.8 -26.7 -50 -82.9 -74 -89.7 -71.8 -65.5
##               900   901    908    909    910    912   916   920   927   932
## Predicted   155.1 149.8 155.89 155.64 154.65 155.64 156.6 154.0 118.5 143.4
## cvpred      154.3 148.9 154.97 154.73 153.78 154.73 155.7 153.2 117.9 142.7
## pm2.5        80.0 100.0 147.00 162.00 157.00 160.00 185.0 166.0 184.0 196.0
## CV residual -74.3 -48.9  -7.97   7.27   3.22   5.27  29.3  12.8  66.1  53.3
##               935 936   937   938 942   951   957   964   965   967   968   969
## Predicted   153.3 158 154.1 154.4 159  73.6 134.6  66.0  65.4  67.6  66.0  64.8
## cvpred      152.5 157 153.3 153.6 158  73.2 133.9  65.4  64.8  67.0  65.4  64.2
## pm2.5       233.0 258 247.0 230.0 241  50.0 181.0   6.0   8.0   8.0  10.0   9.0
## CV residual  80.5 101  93.7  76.4  83 -23.2  47.1 -59.4 -56.8 -59.0 -55.4 -55.2
##               970   984   989   993   998  1002  1003  1004  1005  1007  1008
## Predicted    62.8  67.7  56.2  86.3  64.8  69.2  77.9  81.4  93.9  96.1  93.6
## cvpred       62.2  67.1  55.7  85.5  64.2  68.6  77.2  80.7  93.1  95.3  92.8
## pm2.5        20.0  10.0  12.0   9.0  21.0  17.0  19.0  22.0  20.0  19.0  13.0
## CV residual -42.2 -57.1 -43.7 -76.5 -43.2 -51.6 -58.2 -58.7 -73.1 -76.3 -79.8
##              1011  1021  1023  1029  1031  1033  1036 1038  1040  1042  1046
## Predicted    90.4  74.9  63.7 103.3 131.6 122.4 131.3  130 128.6 122.3  67.8
## cvpred       89.5  74.1  63.1 102.4 130.6 121.5 130.2  129 127.5 121.4  67.3
## pm2.5        16.0  19.0  13.0  50.0  60.0 108.0  38.0   23  28.0  26.0  49.0
## CV residual -73.5 -55.1 -50.1 -52.4 -70.6 -13.5 -92.2 -106 -99.5 -95.4 -18.3
##              1054 1060  1064  1076  1079 1081  1082  1084  1089  1092  1094
## Predicted   115.7  129 101.7  90.1 102.8  104  98.4 105.5 113.3  76.7  60.3
## cvpred      114.9  128 100.9  89.3 101.9  103  97.5 104.6 112.3  76.0  59.7
## pm2.5       213.0  599   7.0  21.0  67.0   45  27.0  18.0  16.0  17.0  11.0
## CV residual  98.1  471 -93.9 -68.3 -34.9  -58 -70.5 -86.6 -96.3 -59.0 -48.7
##              1095  1100  1103   1105  1106  1107  1108 1113  1115  1122  1123
## Predicted    59.2  84.5 114.3 141.74 127.0 131.3 131.8  136  93.8  86.1 104.3
## cvpred       58.6  83.7 113.3 140.63 125.9 130.2 130.6  135  93.0  85.5 103.6
## pm2.5        14.0  26.0  96.0 146.00 113.0  91.0  70.0   26  24.0 140.0 159.0
## CV residual -44.6 -57.7 -17.3   5.37 -12.9 -39.2 -60.6 -109 -69.0  54.5  55.4
##              1124  1134  1135  1136  1137  1144  1146  1148  1151 1157  1160
## Predicted   108.2 125.9  92.8  96.0  81.6  4.27 8.272  74.7  92.3  142 138.5
## cvpred      107.5 125.3  92.2  95.3  81.0  4.15 8.153  74.0  91.5  141 137.3
## pm2.5       161.0 113.0  46.0  18.0  13.0 11.00 9.000  27.0  49.0   80  77.0
## CV residual  53.5 -12.3 -46.2 -77.3 -68.0  6.85 0.847 -47.0 -42.5  -61 -60.3
##              1161  1163  1168  1171 1176   1178  1181  1182  1184  1185   1186
## Predicted   127.2  86.4 34.60  52.6  106 125.46 135.1 134.9 140.6 134.7 109.30
## cvpred      126.2  85.7 34.31  52.1  105 124.55 134.1 133.9 139.6 133.8 108.57
## pm2.5        87.0  54.0 27.00  41.0  296 119.00 177.0 191.0 157.0 114.0 117.00
## CV residual -39.2 -31.7 -7.31 -11.1  191  -5.55  42.9  57.1  17.4 -19.8   8.43
##             1189  1195  1197 1199  1202  1204   1206  1212  1214  1216  1223
## Predicted   54.6 40.20  85.6  114 103.4 133.7 137.87  86.3  78.3  75.8 136.2
## cvpred      54.3 39.92  85.0  113 102.8 132.8 136.96  85.8  78.0  75.6 135.4
## pm2.5       96.0 44.00  65.0  146 191.0 190.0 144.00 184.0 185.0 165.0 213.0
## CV residual 41.7  4.08 -20.0   33  88.2  57.2   7.04  98.2 107.0  89.4  77.6
##              1228  1230  1233  1234  1235  1243  1245 1246 1247  1258  1260
## Predicted   144.9 140.3 136.5 114.7  89.1  48.9  82.9 87.5  136 130.3 104.2
## cvpred      144.1 139.4 135.8 114.2  88.8  48.7  82.4 87.0  135 129.6 103.7
## pm2.5       235.0 205.0 191.0 189.0 109.0  20.0  69.0 99.0  117  92.0  56.0
## CV residual  90.9  65.6  55.2  74.8  20.2 -28.7 -13.4 12.0  -18 -37.6 -47.7
##              1261   1264    1265   1267  1269  1270  1272  1277  1279   1282
## Predicted    93.3 79.991 84.2654 102.20 135.4 129.6 140.5 155.5 160.8 143.88
## cvpred       92.9 79.672 83.9113 101.75 134.6 128.9 139.7 154.6 159.8 143.13
## pm2.5        60.0 79.000 84.0000 100.00  81.0  95.0  86.0 117.0 112.0 136.00
## CV residual -32.9 -0.672  0.0887  -1.75 -53.6 -33.9 -53.7 -37.6 -47.8  -7.13
##               1283  1289 1293 1296 1297 1298  1303 1306 1308  1309  1311  1313
## Predicted   134.35  98.4  124  140  139  134 147.7  119  106  99.7  85.7  99.8
## cvpred      133.66  98.0  123  139  139  133 146.9  119  106  99.4  85.6  99.6
## pm2.5       142.00 191.0  246  282  283  242 237.0  296  302 311.0 312.0 292.0
## CV residual   8.34  93.0  123  143  144  109  90.1  177  196 211.6 226.4 192.4
##             1314   1322  1328 1330 1331 1332 1333  1336  1337  1341  1345  1346
## Predicted    109 149.40 157.0  155  134  122  116 117.6 116.3 113.7 107.1 111.3
## cvpred       109 148.81 156.2  154  133  122  116 117.3 115.9 113.4 106.6 110.8
## pm2.5        299 153.00 218.0  266  241  235  237 176.0 165.0 130.0  52.0  46.0
## CV residual  190   4.19  61.8  112  108  113  121  58.7  49.1  16.6 -54.6 -64.8
##              1354  1356  1360  1364  1365   1367  1369  1371 1375  1382 1386
## Predicted   129.5 119.2 107.0 110.4 110.9 100.69 109.0  98.3  145 148.3  136
## cvpred      128.8 118.6 106.5 109.9 110.4 100.14 108.4  97.7  144 147.5  135
## pm2.5        75.0  82.0  90.0  70.0  84.0  95.00  38.0  30.0   31  88.0  102
## CV residual -53.8 -36.6 -16.5 -39.9 -26.4  -5.14 -70.4 -67.7 -113 -59.5  -33
##              1387 1390   1398 1402  1406 1410  1412    1416 1423 1424 1426
## Predicted   135.2  139 149.01  119  52.4  129 150.0 162.540  153  152  146
## cvpred      134.5  138 148.22  118  52.0  128 149.3 161.701  152  151  145
## pm2.5       103.0  124 145.00   78  20.0   15  72.0 161.000   25   23   25
## CV residual -31.5  -14  -3.22  -40 -32.0 -113 -77.3  -0.701 -127 -128 -120
##              1441  1445  1446  1451  1452  1458  1461  1469    1474  1476  1478
## Predicted   126.9 160.0 160.8 116.9  95.6  49.6  82.6 128.8 125.833 118.5 115.3
## cvpred      126.4 159.1 159.8 116.3  95.2  49.5  82.2 128.1 125.153 117.9 114.8
## pm2.5       101.0 115.0 111.0 169.0  82.0  27.0  44.0 178.0 126.000 146.0 202.0
## CV residual -25.4 -44.1 -48.8  52.7 -13.2 -22.5 -38.2  49.9   0.847  28.1  87.2
##             1480  1485  1488 1489   1492  1495 1496  1497   1498  1500 1504
## Predicted    104 122.8 124.1  128 130.54 148.3  148 146.8 136.40 124.8  102
## cvpred       104 122.3 123.5  127 129.92 147.5  147 146.1 135.76 124.2  101
## pm2.5        247 150.0 134.0   98 126.00 123.0  126 131.0 126.00 187.0  226
## CV residual  143  27.7  10.5  -29  -3.92 -24.5  -21 -15.1  -9.76  62.8  125
##             1505 1507 1509 1512  1514  1518  1520  1528  1530  1532  1536  1537
## Predicted    121  137  136  139 95.65  81.4  78.0  39.9  40.4  53.4  67.0  65.4
## cvpred       121  136  136  138 95.19  80.9  77.5  39.5  39.9  52.8  66.4  64.8
## pm2.5        231  246  256  269 89.00  13.0  19.0  16.0  18.0  30.0  14.0  19.0
## CV residual  110  110  120  131 -6.19 -67.9 -58.5 -23.5 -21.9 -22.8 -52.4 -45.8
##              1539  1542  1545  1546  1547  1549  1556  1559  1564  1570  1572
## Predicted    72.2  69.2  69.3  57.9  47.9  64.2 124.3 138.4 139.5 132.2 120.2
## cvpred       71.6  68.5  68.7  57.4  47.5  63.6 123.6 137.6 138.7 131.4 119.5
## pm2.5        12.0  11.0  27.0  23.0  29.0  39.0 103.0  69.0  68.0  67.0  69.0
## CV residual -59.6 -57.5 -41.7 -34.4 -18.5 -24.6 -20.6 -68.6 -70.7 -64.4 -50.5
##               1576  1579   1581  1585  1586  1593 1595 1596 1599 1600  1601
## Predicted   112.07 113.4 122.20 159.3 158.8 155.4  149  143  136  140 140.2
## cvpred      111.41 112.7 121.48 158.4 157.9 154.5  148  142  135  139 139.5
## pm2.5       108.00 134.0 124.00  76.0  68.0  65.0   29   28   32   33  43.0
## CV residual  -3.41  21.3   2.52 -82.4 -89.9 -89.5 -119 -114 -103 -106 -96.5
##              1603  1611  1613  1618  1620  1623  1625  1627  1629  1630  1632
## Predicted   139.3 100.9  93.7  76.5  71.1  40.3 12.75  26.8  47.7  92.3 100.8
## cvpred      138.5 100.1  93.0  76.0  70.7  40.1 12.67  26.7  47.5  91.5 100.1
## pm2.5        56.0   8.0  13.0  18.0  20.0  20.0 21.00  16.0  26.0  22.0  51.0
## CV residual -82.5 -92.1 -80.0 -58.0 -50.7 -20.1  8.33 -10.7 -21.5 -69.5 -49.1
##             1633  1637  1638  1643  1646 1647  1648  1654  1655   1660  1668
## Predicted    138 139.4 133.7  84.3 40.31 29.7 28.83  98.9  83.4 146.12  90.8
## cvpred       137 138.4 132.8  83.7 40.06 29.5 28.65  98.5  83.1 145.26  90.3
## pm2.5         46  58.0  85.0  70.0 44.00 33.0 37.00  62.0  68.0 142.00 224.0
## CV residual  -91 -80.4 -47.8 -13.7  3.94  3.5  8.35 -36.5 -15.1  -3.26 133.7
##              1669  1674  1684  1685  1689  1691  1694  1700  1701  1704  1705
## Predicted    84.8  79.9  73.4  62.7  50.6  49.2  28.9  65.4  93.6 131.9 135.9
## cvpred       84.4  79.6  73.1  62.4  50.4  48.9  28.8  64.9  93.1 131.3 135.3
## pm2.5       193.0 154.0  38.0  29.0  19.0  19.0  12.0  32.0  53.0  91.0  79.0
## CV residual 108.6  74.4 -35.1 -33.4 -31.4 -29.9 -16.8 -32.9 -40.1 -40.3 -56.3
##              1713  1714   1717  1720  1722  1723  1725  1726  1730  1736  1741
## Predicted   108.0  97.4 78.215 73.41 70.96  70.6 82.56  86.3 105.7 151.4 151.2
## cvpred      107.4  96.8 77.832 73.14 70.71  70.3 82.22  86.0 105.1 150.7 150.6
## pm2.5        69.0  82.0 78.000 68.00 61.00  58.0 78.00  64.0  44.0 105.0  68.0
## CV residual -38.4 -14.8  0.168 -5.14 -9.71 -12.3 -4.22 -22.0 -61.1 -45.7 -82.6
##              1743  1745  1747  1749  1754  1756  1757  1760  1762  1768  1769
## Predicted   149.5 148.5 156.5 155.4 151.0 142.4 114.7 102.3  89.7  71.7  63.2
## cvpred      148.9 147.9 155.8 154.7 150.3 141.7 114.1 101.7  89.2  71.4  63.0
## pm2.5        78.0  86.0 112.0 116.0 129.0 220.0 175.0  60.0  43.0  22.0  22.0
## CV residual -70.9 -61.9 -43.8 -38.7 -21.3  78.3  60.9 -41.7 -46.2 -49.4 -41.0
##             1778  1781 1784  1786 1787  1792  1793  1794  1797  1798  1801
## Predicted    137 152.3  153 125.8  102 72.86 62.86  70.8 116.1 110.9 105.4
## cvpred       136 151.3  152 125.1  101 72.49 62.53  70.4 115.6 110.4 104.9
## pm2.5         63  55.0   71  72.0   73 64.00 53.00  45.0  63.0  67.0  76.0
## CV residual  -73 -96.3  -81 -53.1  -28 -8.49 -9.53 -25.4 -52.6 -43.4 -28.9
##              1802  1804  1806  1808  1809  1815  1816  1820 1822  1824  1827
## Predicted   119.7 100.8  94.5  82.9  80.9  55.0  49.8  92.9  108 138.6 144.6
## cvpred      119.1 100.3  93.9  82.4  80.4  54.6  49.5  92.4  107 137.9 143.9
## pm2.5        41.0  85.0  18.0  33.0  34.0  20.0  21.0  39.0   67  76.0  96.0
## CV residual -78.1 -15.3 -75.9 -49.4 -46.4 -34.6 -28.5 -53.4  -40 -61.9 -47.9
##              1833 1834 1838  1840  1841  1844 1847  1848 1850  1852 1860  1861
## Predicted   148.3  148  132 136.1 141.3 140.0  142 141.9  141 154.0  154 148.1
## cvpred      147.5  147  131 135.5 140.6 139.4  141 141.2  140 153.4  153 147.6
## pm2.5       110.0  135  201 219.0 208.0 206.0  222 239.0  249 247.0  249 245.0
## CV residual -37.5  -12   70  83.5  67.4  66.6   81  97.8  109  93.6   96  97.4
##             1862 1865 1866 1867  1868  1869 1873  1875  1883  1887  1890  1891
## Predicted    148  134  133  133 138.6 137.5  154 153.3  87.2 -4.76  8.22 19.67
## cvpred       148  133  133  133 138.2 137.1  153 152.7  87.0 -4.58  8.43 19.85
## pm2.5        250  239  234  240 224.0 206.0  183 216.0 381.0 51.00 26.00 22.00
## CV residual  102  106  101  107  85.8  68.9   30  63.3 294.0 55.58 17.57  2.15
##              1894  1900  1901 1902 1904  1907  1908 1909 1910  1916  1917  1918
## Predicted    34.4 124.1 133.9  133  139 63.52 48.52   33 32.2  80.8  84.6  88.6
## cvpred       34.6 123.5 133.2  132  138 63.33 48.39   33 32.1  80.6  84.4  88.4
## pm2.5        21.0  60.0  47.0   50   41 55.00 56.00   52 49.0 113.0 121.0 116.0
## CV residual -13.6 -63.5 -86.2  -82  -97 -8.33  7.61   19 16.9  32.4  36.6  27.6
##              1924 1925  1927  1928  1931  1935  1936 1939   1940  1941  1950
## Predicted   122.1  117 132.1 131.1  66.5  37.5  12.1 23.8 26.693  35.6 134.6
## cvpred      121.6  117 131.5 130.6  66.4  37.5  12.2 23.9 26.808  35.6 133.9
## pm2.5        90.0  100  96.0 102.0 784.0 158.0 226.0 47.0 27.000  25.0  46.0
## CV residual -31.6  -17 -35.5 -28.6 717.6 120.5 213.8 23.1  0.192 -10.6 -87.9
##              1960 1963  1966  1967  1972  1975  1980 1985  1986  1988  1989
## Predicted   48.18 53.3 55.12  78.2 113.5 118.2 39.38 71.2  87.9 109.6 124.6
## cvpred      48.21 53.3 55.11  78.0 112.9 117.7 39.27 71.0  87.6 109.2 124.2
## pm2.5       55.00 64.0 57.00  63.0  73.0  68.0 44.00 92.0 134.0  64.0  52.0
## CV residual  6.79 10.7  1.89 -15.0 -39.9 -49.7  4.73 21.0  46.4 -45.2 -72.2
##              1993  1994  1997  2004  2007  2009  2014  2020  2025 2030 2032
## Predicted   148.1 152.1 141.9  29.8  35.7  32.2  86.3 117.9 114.8 28.9 15.4
## cvpred      147.5 151.5 141.2  29.6  35.4  32.1  85.9 117.2 114.3 28.8 15.5
## pm2.5        48.0  52.0  51.0  12.0  16.0  20.0  33.0  72.0  38.0 64.0 72.0
## CV residual -99.5 -99.5 -90.2 -17.6 -19.4 -12.1 -52.9 -45.2 -76.3 35.2 56.5
##             2036   2037  2038  2042  2044  2047  2051  2052  2057  2058  2060
## Predicted   69.4 84.518 89.28 80.27  74.0 122.0 84.27 68.52  65.1  68.6  91.1
## cvpred      69.2 84.201 88.93 79.93  73.7 121.4 83.94 68.29  64.9  68.4  90.8
## pm2.5       84.0 85.000 98.00 89.00  46.0  99.0 81.00 74.00  50.0  54.0  59.0
## CV residual 14.8  0.799  9.07  9.07 -27.7 -22.4 -2.94  5.71 -14.9 -14.4 -31.8
##              2061  2063  2070  2074 2077 2082  2088  2089  2096 2107 2109 2112
## Predicted   100.0 103.9 144.9 113.8 78.6 25.6 84.84 102.6 132.4  142  145  146
## cvpred       99.6 103.5 144.1 113.3 78.4 25.7 84.57 102.3 131.8  141  145  146
## pm2.5        62.0  57.0  67.0  74.0 96.0 57.0 82.00  92.0 169.0  275  296  297
## CV residual -37.6 -46.5 -77.1 -39.3 17.6 31.3 -2.57 -10.3  37.2  134  151  151
##             2113 2115  2117  2144  2155 2159  2161   2162  2171  2177  2178
## Predicted    151  150 149.3 145.9  48.2 53.2 36.16 38.598 -2.20 -25.3 -27.2
## cvpred       151  150 148.9 145.5  48.2 53.1 36.11 38.532 -2.01 -24.8 -26.8
## pm2.5        288  254 248.0 124.0 187.0 71.0 31.00 39.000 21.00  16.0  18.0
## CV residual  137  104  99.1 -21.5 138.8 17.9 -5.11  0.468 23.01  40.8  44.8
##              2180  2183  2187  2191  2192  2200  2203  2205  2206  2208  2209
## Predicted   -30.6  92.1 100.9  71.2  69.3 -11.1 -17.2  82.6  96.3 100.4 125.6
## cvpred      -30.2  91.7 100.4  70.8  69.0 -10.9 -17.0  82.2  95.8  99.9 124.9
## pm2.5        17.0  54.0  41.0  40.0  27.0  16.0  12.0  30.0  69.0  49.0  48.0
## CV residual  47.2 -37.7 -59.4 -30.8 -42.0  26.9  29.0 -52.2 -26.8 -50.9 -76.9
##              2219 2221 2222  2223  2225  2228 2238  2243  2247  2248 2252 2253
## Predicted   59.38 37.1 40.2  52.2  47.8  69.6  125  63.4 -4.14  4.63 26.7 49.7
## cvpred      59.19 37.1 40.2  52.2  47.9  69.6  125  63.4 -3.84  4.92 26.8 49.7
## pm2.5       67.00 82.0 89.0 110.0 132.0 119.0  180 167.0 41.00 34.00 61.0 70.0
## CV residual  7.81 44.9 48.8  57.8  84.1  49.4   55 103.6 44.84 29.08 34.2 20.3
##             2254  2258  2259  2262  2263  2266  2267  2270  2271  2276 2280
## Predicted   48.1  99.5  98.2 114.5 128.6  98.3  88.8  80.5  79.1 136.8  138
## cvpred      48.1  99.4  98.0 114.1 128.2  98.2  88.7  80.5  79.1 136.4  137
## pm2.5       87.0 177.0 169.0 161.0 169.0 185.0 166.0 186.0 142.0  47.0   18
## CV residual 38.9  77.6  71.0  46.9  40.8  86.8  77.3 105.5  62.9 -89.4 -119
##              2282  2283  2293  2294   2296  2298  2300  2301  2303   2309  2312
## Predicted   111.2  92.6  32.5 22.17  0.928  3.37 19.76 27.79  84.8 109.68 132.4
## cvpred      110.8  92.2  32.5 22.17  1.060  3.48 19.72 27.75  84.4 109.18 131.8
## pm2.5        14.0  12.0  15.0 16.00 15.000 12.00 17.00 23.00  24.0 102.00  68.0
## CV residual -96.8 -80.2 -17.5 -6.17 13.940  8.52 -2.72 -4.75 -60.4  -7.18 -63.8
##              2314  2317  2319 2321 2324  2328  2335  2336  2344  2347  2349
## Predicted    87.4  54.1  21.2 16.0 16.1  56.1  88.2 82.21  21.0  16.6  86.8
## cvpred       87.2  54.2  21.5 16.4 16.5  56.3  88.2 82.24  21.7  17.3  86.8
## pm2.5       101.0 140.0 108.0 94.0 80.0 104.0  69.0 75.00 122.0 127.0 158.0
## CV residual  13.8  85.8  86.5 77.6 63.5  47.7 -19.2 -7.24 100.3 109.7  71.2
##              2350  2354  2362  2364  2368  2371  2372  2374  2375  2376  2377
## Predicted    96.1  99.7  77.7 113.7 117.7 115.6 115.1 128.6 128.6 128.6 128.1
## cvpred       96.0  99.7  77.6 113.5 117.4 115.4 114.9 128.2 128.2 128.2 127.7
## pm2.5       141.0 137.0  58.0 131.0  67.0  71.0  94.0  85.0  75.0  79.0  91.0
## CV residual  45.0  37.3 -19.6  17.5 -50.4 -44.4 -20.9 -43.2 -53.2 -49.2 -36.7
##              2385  2387  2389  2395  2399  2401  2409  2410  2413  2415  2416
## Predicted    60.2  47.2  35.8 20.79  79.6  86.9 115.3 114.9 112.4 129.4 129.1
## cvpred       60.0  47.0  35.8 20.85  79.4  86.7 115.1 114.6 112.2 128.9 128.7
## pm2.5        22.0  16.0  19.0 24.00  53.0  39.0  84.0  91.0  75.0  63.0  57.0
## CV residual -38.0 -31.0 -16.8  3.15 -26.4 -47.7 -31.1 -23.6 -37.2 -65.9 -71.7
##              2420  2423  2424 2431 2432  2434  2435 2437  2439 2443  2450  2458
## Predicted   137.9 133.5 142.5  145  145 110.7  99.0 50.8  43.0   35  36.9 -19.9
## cvpred      137.4 133.1 142.1  145  144 110.3  98.7 50.7  42.9   35  36.9 -19.5
## pm2.5        78.0  86.0  86.0   95   44  23.0  22.0 88.0  25.0   14  11.0  12.0
## CV residual -59.4 -47.1 -56.1  -50 -100 -87.3 -76.7 37.3 -17.9  -21 -25.9  31.5
##              2459  2460  2465  2466  2469  2471  2473  2475  2480  2481  2482
## Predicted   -31.8 -44.4 -55.5 -51.7  86.8 63.11 120.5 130.2 113.8  90.8  85.2
## cvpred      -31.4 -43.9 -54.8 -51.0  86.3 62.76 119.8 129.5 113.3  90.3  84.8
## pm2.5        13.0  15.0  13.0  13.0  31.0 68.00 100.0  55.0  24.0  25.0  30.0
## CV residual  44.4  58.9  67.8  64.0 -55.3  5.24 -19.8 -74.5 -89.3 -65.3 -54.8
##               2484 2487 2488 2489  2495  2497  2501    2502  2504  2507  2508
## Predicted   42.471 18.9 24.2 23.4  96.7 107.8 122.5 121.608 124.0 111.6 110.7
## cvpred      42.267 18.9 24.1 23.4  96.5 107.6 122.1 121.265 123.7 111.3 110.5
## pm2.5       42.000 41.0 54.0 50.0  70.0  79.0 106.0 121.000 142.0 198.0 206.0
## CV residual -0.267 22.1 29.9 26.6 -26.5 -28.6 -16.1  -0.265  18.3  86.7  95.5
##             2510  2516  2518  2519  2521  2527  2528  2529 2530  2537 2541
## Predicted    104 129.1 134.0 138.9 144.6 147.7 146.7 139.9  134  92.4  121
## cvpred       104 128.7 133.5 138.4 144.1 147.1 146.2 139.5  134  92.4  121
## pm2.5        204 206.0 220.0 237.0 235.0 242.0 244.0 235.0  249 185.0  123
## CV residual  100  77.3  86.5  98.6  90.9  94.9  97.8  95.5  115  92.6    2
##              2544  2546   2548   2549   2551  2554  2559  2562  2564  2568
## Predicted   127.7 126.4 126.21 126.47 125.49 117.5  86.6  98.3  96.9 130.8
## cvpred      127.4 126.2 125.92 126.15 125.18 117.3  86.7  98.3  97.0 130.5
## pm2.5        92.0 107.0 129.00 130.00 128.00 151.0 143.0 161.0 134.0 212.0
## CV residual -35.4 -19.2   3.08   3.85   2.82  33.7  56.3  62.7  37.0  81.5
##              2571  2572  2573  2574  2575  2576  2578  2579  2583  2585  2586
## Predicted   141.0 144.9 144.4 144.7 150.5 145.5 130.5 120.2  89.4  83.1  82.2
## cvpred      140.7 144.5 144.1 144.3 150.1 145.1 130.2 120.1  89.5  83.2  82.4
## pm2.5       209.0 198.0 192.0 184.0 177.0 183.0 195.0 209.0 229.0 255.0 268.0
## CV residual  68.3  53.5  47.9  39.7  26.9  37.9  64.8  88.9 139.5 171.8 185.6
##             2588 2590 2591 2592 2594  2604  2605  2607  2610  2616  2617  2623
## Predicted    104  119  128  123  124 104.0  97.2  90.1 114.4 129.9 129.5 149.3
## cvpred       104  119  128  123  124 103.9  97.3  90.2 114.4 129.8 129.3 148.9
## pm2.5        257  309  331  351  385  36.0  22.0  17.0 175.0 152.0 110.0  82.0
## CV residual  153  190  203  228  261 -67.9 -75.3 -73.2  60.6  22.2 -19.3 -66.9
##              2626  2629   2633  2635 2638  2639  2640  2643  2646 2648 2652
## Predicted   129.0 81.42 66.649 76.30   74  72.7  72.3  98.5  89.4  107  123
## cvpred      128.8 81.46 66.783 76.35   74  72.7  72.3  98.4  89.3  107  123
## pm2.5        92.0 83.00 66.000 80.00   71  55.0  53.0  46.0  26.0   47   51
## CV residual -36.8  1.54 -0.783  3.65   -3 -17.7 -19.3 -52.4 -63.3  -60  -72
##              2653  2656  2657  2660 2665 2667 2669  2672  2673 2676  2677  2679
## Predicted   106.5 101.8 101.6 107.8  140  145  145 142.5 136.2  129 132.5 120.6
## cvpred      106.5 101.7 101.5 107.6  140  145  145 142.1 135.9  129 132.3 120.4
## pm2.5        49.0  23.0  16.0  35.0   34   49   27  44.0  53.0   46  42.0  38.0
## CV residual -57.5 -78.7 -85.5 -72.6 -106  -96 -118 -98.1 -82.9  -83 -90.3 -82.4
##              2683  2684  2687 2690  2696   2701  2704  2705 2706  2710  2714
## Predicted   115.4 121.4 121.0  148 139.6 17.811 -2.82 -9.41 12.2 36.36  70.9
## cvpred      115.2 121.1 120.7  148 139.2 18.018 -2.49 -9.05 12.5 36.47  70.8
## pm2.5        35.0  26.0  41.0   41  65.0 19.000 10.00 16.00 23.0 32.00  53.0
## CV residual -80.2 -95.1 -79.7 -107 -74.2  0.982 12.49 25.05 10.5 -4.47 -17.8
##              2717  2719  2723  2728 2732 2737  2738   2742  2746  2747  2751
## Predicted    97.2 109.8  62.5  45.1 63.2 81.6 90.81 97.153  87.1  80.6  33.2
## cvpred       97.0 109.5  62.6  45.5 63.6 81.9 90.94 97.241  87.3  80.9  33.9
## pm2.5        65.0  70.0 107.0 111.0 79.0 98.0 93.00 98.000 140.0 142.0 110.0
## CV residual -32.0 -39.5  44.4  65.5 15.4 16.1  2.06  0.759  52.7  61.1  76.1
##              2752 2759 2760 2762  2765  2769  2770  2771  2780  2781  2782
## Predicted    41.1  144  134  138  97.9  67.6  61.9  47.1  95.1  88.7  69.0
## cvpred       41.7  143  133  137  97.6  67.5  61.8  47.1  94.8  88.5  68.8
## pm2.5       120.0    7    7    8  20.0  16.0  10.0  11.0  10.0  14.0  11.0
## CV residual  78.3 -136 -126 -129 -77.6 -51.5 -51.8 -36.1 -84.8 -74.5 -57.8
##              2784  2786  2787  2790  2792 2796  2801  2802  2803  2805  2811
## Predicted    60.2  42.0  49.3  65.7  47.6 29.7  9.83 12.75  1.77 12.87  40.6
## cvpred       60.0  41.9  49.2  65.4  47.5 29.9 10.23 13.13  2.19 13.23  40.9
## pm2.5        16.0  16.0  15.0  22.0  22.0 46.0 31.00 16.00 14.00 15.00  15.0
## CV residual -44.0 -25.9 -34.2 -43.4 -25.5 16.1 20.77  2.87 11.81  1.77 -25.9
##              2814  2815  2818  2827  2835  2842 2845  2847  2850  2858  2862
## Predicted   16.72 15.38 -15.7 -61.5 102.8  52.6 15.9 -1.47 -6.65 29.05 30.27
## cvpred      17.09 15.75 -15.0 -60.4 102.4  52.6 16.2 -1.01 -6.10 29.45 30.64
## pm2.5       11.00 13.00  15.0  14.0  19.0  19.0 15.0 22.00 18.00 21.00 36.00
## CV residual -6.09 -2.75  30.0  74.4 -83.4 -33.6 -1.2 23.01 24.10 -8.45  5.36
##              2864  2868  2874  2885  2887   2888 2893  2894 2902 2903 2904 2906
## Predicted    7.79 -42.6 -70.8 124.2 127.9 101.71 12.3 -3.47 27.6 41.2 44.2 52.9
## cvpred       8.33 -41.6 -69.6 123.8 127.5 101.57 12.8 -2.79 28.1 41.6 44.6 53.2
## pm2.5       32.00  19.0  20.0  82.0  86.0  94.00 79.0 80.00 61.0 74.0 74.0 68.0
## CV residual 23.67  60.6  89.6 -41.8 -41.5  -7.57 66.2 82.79 32.9 32.4 29.4 14.8
##              2916  2917  2923  2926  2929  2930  2932  2938  2939  2940  2941
## Predicted    57.9  2.52 -37.0  2.01  59.7  88.8  88.4  56.0  60.3  58.7  66.9
## cvpred       58.3  3.15 -36.2  2.42  59.8  88.7  88.3  56.3  60.5  59.0  67.2
## pm2.5       115.0 59.00  39.0 31.00  36.0  56.0  69.0 102.0 133.0 151.0 149.0
## CV residual  56.7 55.85  75.2 28.58 -23.8 -32.7 -19.3  45.7  72.5  92.0  81.8
##              2942  2946  2952   2959  2961  2963  2966  2969  2970  2973  2974
## Predicted    66.1  73.5  74.8 138.01  98.4  91.8  79.9  99.1 102.8 133.8 128.3
## cvpred       66.4  73.8  75.0 137.81  98.5  92.0  80.3  99.4 103.1 133.9 128.5
## pm2.5       141.0 151.0 160.0 133.00 119.0 132.0 123.0 121.0 136.0 228.0 201.0
## CV residual  74.6  77.2  85.0  -4.81  20.5  40.0  42.7  21.6  32.9  94.1  72.5
##             2979 2987 2988 2989  2992  2996  2998  3000  3005  3010  3011  3013
## Predicted    129  118  111  118  49.3  45.7  38.5  43.0  98.4  63.4  51.2 22.73
## cvpred       129  118  112  118  49.8  46.0  38.9  43.3  98.3  63.6  51.5 23.28
## pm2.5        158  283  282  260  13.0  14.0  14.0  10.0  11.0  19.0  20.0 20.00
## CV residual   29  165  170  142 -36.8 -32.0 -24.9 -33.3 -87.3 -44.6 -31.5 -3.28
##               3014  3020  3029  3032   3040   3041  3045 3049  3051  3053  3054
## Predicted   15.637 -12.3  88.9 108.7   5.04  -2.79 36.90 39.6 115.3 114.3 124.9
## cvpred      16.252 -11.6  89.0 108.7   5.68  -2.08 37.31 40.0 115.2 114.3 124.7
## pm2.5       17.000  25.0  64.0  72.0 173.00 126.00 45.00 50.0  49.0  59.0  78.0
## CV residual  0.748  36.6 -25.0 -36.7 167.32 128.08  7.69 10.0 -66.2 -55.3 -46.7
##              3056  3057  3061  3062  3063  3064  3071  3076  3077 3087  3088
## Predicted   117.7 112.1  54.1  56.4  59.7  63.0  76.6 134.3 118.8 12.0  65.7
## cvpred      117.7 112.1  54.5  56.8  60.1  63.4  76.8 134.2 118.8 12.5  65.8
## pm2.5       159.0 191.0 163.0 135.0 119.0 107.0 144.0 120.0 129.0 31.0  39.0
## CV residual  41.3  78.9 108.5  78.2  58.9  43.6  67.2 -14.2  10.2 18.5 -26.8
##              3089  3090 3091 3092  3096  3099  3103  3108  3109  3111  3114
## Predicted    38.6  9.23 12.4 15.3  88.8 99.30 145.9  2.49  7.09  9.50 19.32
## cvpred       38.9  9.55 12.7 15.6  88.7 99.12 145.5  2.90  7.54  9.97 19.82
## pm2.5        28.0 56.00 53.0 59.0 126.0 96.00  58.0 43.00 63.00 58.00 21.00
## CV residual -10.9 46.45 40.3 43.4  37.3 -3.12 -87.5 40.10 55.46 48.03  1.18
##              3117  3122  3125  3130  3132  3133  3135  3136  3142  3146 3150
## Predicted    31.6  45.6  45.9  72.3  60.8  55.6  50.7  55.1  75.8 110.8  136
## cvpred       32.1  46.0  46.2  72.4  61.0  55.9  51.1  55.4  75.9 110.7  136
## pm2.5         8.0   8.0   5.0  13.0  12.0  16.0  18.0  16.0  39.0  43.0   33
## CV residual -24.1 -38.0 -41.2 -59.4 -49.0 -39.9 -33.1 -39.4 -36.9 -67.7 -103
##             3151  3154  3155  3156  3161  3162  3164  3168  3169  3170  3174
## Predicted    135 108.7  98.9  84.3  56.3  60.1  63.5  99.2 103.8 116.1 120.1
## cvpred       135 108.7  99.0  84.4  56.7  60.4  63.8  99.2 103.8 115.9 119.9
## pm2.5         31  55.0  49.0  42.0  45.0  41.0  38.0  54.0  52.0  54.0  73.0
## CV residual -104 -53.7 -50.0 -42.4 -11.7 -19.4 -25.8 -45.2 -51.8 -61.9 -46.9
##                3180  3181  3182 3188  3189  3194  3203  3204  3206  3207  3212
## Predicted   73.7839 67.41  53.4 71.9 67.18 114.3  89.1  92.7  85.4  89.3 111.3
## cvpred      74.0165 67.73  53.8 72.2 67.45 114.3  89.3  92.8  85.7  89.6 111.4
## pm2.5       74.0000 60.00  43.0 83.0 68.00  65.0 130.0 138.0 157.0 140.0 173.0
## CV residual -0.0165 -7.73 -10.8 10.8  0.55 -49.3  40.7  45.2  71.3  50.4  61.6
##              3215 3218  3224 3225  3236  3241   3243   3244  3246  3250  3254
## Predicted   130.6  135 137.7  127  77.9  94.0 103.27 107.16 110.6 100.4  82.8
## cvpred      130.6  135 137.6  127  78.2  94.2 103.39 107.29 110.7 100.6  83.2
## pm2.5       209.0  224 221.0  223 117.0 107.0  98.00 115.00 144.0 185.0 136.0
## CV residual  78.4   89  83.4   96  38.8  12.8  -5.39   7.71  33.3  84.4  52.8
##              3258  3264 3266 3267 3269  3271  3275  3276  3279  3280  3284 3286
## Predicted    93.5 118.4  118  146  145 145.8 138.9 133.3 124.8 119.4 124.9  128
## cvpred       93.8 118.6  118  146  145 145.6 138.8 133.3 124.9 119.5 124.9  128
## pm2.5        33.0  47.0   49   36   41  51.0  74.0  82.0  79.0  84.0  90.0   96
## CV residual -60.8 -71.6  -69 -110 -104 -94.6 -64.8 -51.3 -45.9 -35.5 -34.9  -32
##              3289 3290 3292  3294 3295 3296  3299  3310  3314 3318  3321   3323
## Predicted   129.9  129  128 133.9  137  132  97.3  96.4 133.4  144  96.7 46.399
## cvpred      129.9  129  128 133.8  137  131  97.4  96.4 133.2  144  96.9 46.876
## pm2.5        86.0   86  105  79.0   13   12  16.0  31.0  38.0   23  43.0 47.000
## CV residual -43.9  -43  -23 -54.8 -124 -119 -81.4 -65.4 -95.2 -121 -53.9  0.124
##              3329 3335  3341  3344  3347 3349  3353  3354  3356 3359 3360 3363
## Predicted   -33.1 21.7 133.6  91.8 56.63 13.9 -32.7 -24.8 -6.43 42.7 50.6 77.3
## cvpred      -32.1 22.2 133.4  92.0 57.11 14.6 -31.8 -23.9 -5.71 43.2 51.1 77.7
## pm2.5        30.0 33.0 103.0 103.0 67.00 51.0  36.0  34.0 40.00 68.0 78.0 96.0
## CV residual  62.1 10.8 -30.4  11.0  9.89 36.4  67.8  57.9 45.71 24.8 26.9 18.3
##              3372  3374  3380  3381  3382   3391  3398  3405   3408  3416  3420
## Predicted    77.8 68.07 69.05 87.60 105.7 125.77  55.3  69.9 115.74 119.8  62.1
## cvpred       78.3 68.52 69.47 87.92 105.9 125.71  55.8  70.3 115.79 119.8  62.6
## pm2.5       134.0 78.00 65.00 93.00 148.0 124.00 167.0 115.0 118.00 138.0 135.0
## CV residual  55.7  9.48 -4.47  5.08  42.1  -1.71 111.2  44.7   2.21  18.2  72.4
##              3422  3431  3433  3436  3439 3446   3448 3451  3454  3456  3457
## Predicted    30.8  94.8 111.6 126.8  92.5 30.3 23.008 19.5  55.1  60.0  58.2
## cvpred       31.5  95.1 111.7 126.7  92.6 31.0 23.718 20.2  55.4  60.2  58.4
## pm2.5       100.0 139.0 100.0  73.0  47.0 42.0 23.000 23.0  45.0  18.0  20.0
## CV residual  68.5  43.9 -11.7 -53.7 -45.6 11.0 -0.718  2.8 -10.4 -42.2 -38.4
##              3459  3464  3465  3466 3474  3478  3479  3481  3484  3487  3488
## Predicted    71.7  70.0  59.5 53.03 23.0  49.1  53.3 101.8  96.9 115.0  95.4
## cvpred       71.7  70.2  59.8 53.38 23.6  49.6  53.8 101.9  97.1 115.1  95.7
## pm2.5        18.0  24.0  29.0 45.00 48.0  35.0  37.0  47.0 139.0  81.0  65.0
## CV residual -53.7 -46.2 -30.8 -8.38 24.4 -14.6 -16.8 -54.9  41.9 -34.1 -30.7
##              3489  3490 3496 3498 3499  3503  3504  3505   3506 3507  3509
## Predicted    90.1  73.8 41.3 39.3 47.8  72.9  94.5 109.3 90.448 95.1 110.1
## cvpred       90.4  74.2 42.0 40.0 48.4  73.4  94.7 109.5 90.697 95.3 110.2
## pm2.5       131.0 137.0 58.0 72.0 59.0  59.0  78.0  90.0 91.000 98.0  81.0
## CV residual  40.6  62.8 16.0 32.0 10.6 -14.4 -16.7 -19.5  0.303  2.7 -29.2
##              3515  3532  3533  3536 3540   3541  3542  3553  3554 3562  3563
## Predicted   106.1 143.2 139.2 143.2  129 123.00 107.2 143.5 143.8  127 117.4
## cvpred      106.4 143.1 139.1 143.1  129 123.13 107.5 143.5 143.7  128 117.6
## pm2.5        71.0  86.0  83.0 133.0  142 127.00 132.0 175.0 181.0  234 187.0
## CV residual -35.4 -57.1 -56.1 -10.1   13   3.87  24.5  31.5  37.3  106  69.4
##             3564  3565  3568  3571  3572  3573  3578  3579  3582  3584  3586
## Predicted    107 86.83  32.9  29.6  75.7  99.8 109.6  99.3  80.5  90.4  73.3
## cvpred       107 87.27  33.6  30.3  76.0 100.1 109.7  99.4  80.7  90.7  73.7
## pm2.5        220 92.00  16.0  17.0  22.0  34.0  26.0  30.0  17.0  29.0  19.0
## CV residual  113  4.73 -17.6 -13.3 -54.0 -66.1 -83.7 -69.4 -63.7 -61.7 -54.7
##              3594  3595  3597  3604  3606  3609  3613  3615  3619  3625 3629
## Predicted    82.6  79.9 117.0 126.2 130.4 123.5 75.05 59.05 82.36 125.7  134
## cvpred       82.9  80.3 117.2 126.2 130.4 123.6 75.43 59.54 82.72 125.8  134
## pm2.5        29.0  59.0  30.0  75.0  91.0 105.0 85.00 50.00 92.00 189.0   87
## CV residual -53.9 -21.3 -87.2 -51.2 -39.4 -18.6  9.57 -9.54  9.28  63.2  -47
##              3632   3636  3638  3642  3643   3645  3667   3669  3673  3675
## Predicted   125.3 103.97  92.0  96.6  96.5 116.40 92.73 118.87 138.7 138.2
## cvpred      125.3 104.19  92.3  96.9  96.8 116.59 93.03 118.99 138.6 138.1
## pm2.5        87.0 107.00 120.0 178.0  80.0 115.00 97.00 128.00 190.0 156.0
## CV residual -38.3   2.81  27.7  81.1 -16.8  -1.59  3.97   9.01  51.4  17.9
##              3678  3679  3680  3683  3684  3686  3687 3692  3693 3696  3700
## Predicted   133.6 145.3 124.7  94.7  93.7  74.7  79.0 72.1 90.29  109 122.5
## cvpred      133.5 145.1 124.8  95.0  94.0  75.1  79.5 72.5 90.59  109 122.6
## pm2.5        94.0 109.0 140.0 114.0 121.0 113.0 104.0 83.0 85.00   86  63.0
## CV residual -39.5 -36.1  15.2  19.0  27.0  37.9  24.5 10.5 -5.59  -23 -59.6
##              3706  3781  3786  3788  3790  3792  3796  3835  3838  3842  3846
## Predicted    99.1  86.0  50.9  78.0  81.9  81.0 119.6 66.21  74.9 100.1 122.6
## cvpred       99.3  86.4  51.6  78.5  82.4  81.4 119.7 66.74  75.3 100.3 122.8
## pm2.5        85.0 151.0 113.0 172.0 142.0 131.0 191.0 60.00  32.0  38.0  62.0
## CV residual -14.3  64.6  61.4  93.5  59.6  49.6  71.3 -6.74 -43.3 -62.3 -60.8
##              3847  3850  3854  3856  3858  3861 3863  3864  3867  3868  3871
## Predicted   127.3 124.5 106.0 103.6  96.7 118.7  123 127.8 138.8 138.5 138.7
## cvpred      127.4 124.6 106.3 103.8  97.0 118.9  123 127.8 138.8 138.5 138.6
## pm2.5        60.0  42.0  47.0  40.0  38.0  53.0   78  80.0  77.0  72.0  97.0
## CV residual -67.4 -82.6 -59.3 -63.8 -59.0 -65.9  -45 -47.8 -61.8 -66.5 -41.6
##             3890  3892    3899   3901  3909  3911   3912 3914  3916  3918
## Predicted    127 131.3 102.716  91.71 101.4 100.1 113.57  121 119.2 123.0
## cvpred       127 131.4 103.019  92.11 101.7 100.5 113.81  121 119.4 123.1
## pm2.5        144 142.0 104.000 100.00 129.0 127.0 104.00   19 153.0 140.0
## CV residual   17  10.6   0.981   7.89  27.3  26.5  -9.81 -102  33.6  16.9
##               3919  3921  3922  3927  3928  3931  3935  3937  3940  3942  3943
## Predicted   122.48 125.1 118.9  88.9  78.9  91.1 132.2 137.7 142.8 138.7 142.0
## cvpred      122.65 125.3 119.2  89.5  79.5  91.7 132.2 137.7 142.8 138.6 142.1
## pm2.5       131.00 149.0 137.0 151.0 165.0 157.0  42.0  57.0  80.0  74.0  77.0
## CV residual   8.35  23.7  17.8  61.5  85.5  65.3 -90.2 -80.7 -62.8 -64.6 -65.1
##             3944  3945  3953  3958  3961  3962  3964  3969  3976  3978 3979
## Predicted    137 132.0 83.00 112.8 120.4 135.7 136.2 115.9  76.1 57.26 70.9
## cvpred       137 132.1 83.54 113.1 120.8 135.8 136.3 116.2  76.6 57.93 71.5
## pm2.5         67  78.0 82.00 142.0 151.0 191.0 229.0 199.0 108.0 66.00 89.0
## CV residual  -70 -54.1 -1.54  28.9  30.2  55.2  92.7  82.8  31.4  8.07 17.5
##             3983  3984   3987   3989  3992  3993  3997 4009 4010 4011 4016
## Predicted    130 128.9 130.52 130.28 121.0 110.5  85.2  136  137  137  128
## cvpred       130 129.1 130.71 130.47 121.2 110.8  85.7  136  137  137  128
## pm2.5         99  91.0 129.00 139.00  67.0  62.0 109.0   33   37   45   51
## CV residual  -31 -38.1  -1.71   8.53 -54.2 -48.8  23.3 -103 -100  -92  -77
##              4017 4024 4025  4026  4028  4029  4030  4031  4033  4045  4046
## Predicted   136.3  138  142 131.7 127.4 132.8 132.5 137.4 131.3 106.9  96.3
## cvpred      136.4  138  142 131.7 127.5 132.8 132.6 137.4 131.4 107.2  96.7
## pm2.5        44.0   16   26  36.0  40.0  37.0  39.0  50.0  41.0  96.0  81.0
## CV residual -92.4 -122 -116 -95.7 -87.5 -95.8 -93.6 -87.4 -90.4 -11.2 -15.7
##              4049  4052  4053  4055  4065   4066 4070 4071   4073 4078  4083
## Predicted   100.1 118.6 113.7 132.8 122.0 111.99 75.6 70.7 81.877  130 135.4
## cvpred      100.5 118.8 113.9 132.8 122.2 112.24 76.1 71.3 82.467  130 135.6
## pm2.5        63.0 100.0 100.0  65.0  99.0 106.00 87.0 93.0 82.000  104 227.0
## CV residual -37.5 -18.8 -13.9 -67.8 -23.2  -6.24 10.9 21.7 -0.467  -26  91.4
##             4084  4086  4093  4095  4100  4102  4103  4109  4111  4112  4113
## Predicted    135 133.9  34.2  29.6  77.1  81.1  84.9 119.1 124.0  99.8  94.5
## cvpred       135 134.1  34.9  30.3  77.7  81.5  85.3 119.2 124.1 100.1  94.7
## pm2.5        240  77.0  15.0  11.0  41.0  62.0  48.0  55.0  48.0  52.0  59.0
## CV residual  105 -57.1 -19.9 -19.3 -36.7 -19.5 -37.3 -64.2 -76.1 -48.1 -35.7
##              4118 4120  4121 4122 4123  4125  4126  4129  4133  4136  4137
## Predicted   81.19 76.8 80.57 61.8 66.9 91.45 100.5 106.1 110.4 109.9 104.5
## cvpred      81.71 77.3 81.11 62.4 67.5 91.89 100.9 106.4 110.7 110.2 104.9
## pm2.5       91.00 89.0 78.00 64.0 69.0 89.00  79.0 124.0 135.0 131.0 135.0
## CV residual  9.29 11.7 -3.11  1.6  1.5 -2.89 -21.9  17.6  24.3  20.8  30.1
##              4138  4164   4170  4173  4180    4184  4186 4189   4193  4196
## Predicted    98.9 50.63 48.140  80.0 114.1 108.476  83.8 52.4 38.224 62.93
## cvpred       99.3 51.17 48.775  80.4 114.2 108.695  84.2 53.0 38.976 63.45
## pm2.5       136.0 48.00 48.000  61.0  69.0 109.000 104.0 96.0 38.000 60.00
## CV residual  36.7 -3.17 -0.775 -19.4 -45.2   0.305  19.8 43.0 -0.976 -3.45
##              4197  4209  4210  4212  4219  4222  4223 4224 4232  4239  4243
## Predicted   57.69 111.9 102.5  82.7  68.5  99.6  99.9  105  122  75.7  69.2
## cvpred      58.23 112.1 102.8  83.1  69.1 100.0 100.2  105  122  76.3  69.8
## pm2.5       64.00 140.0 149.0 159.0 170.0 195.0 215.0  227  211 160.0 115.0
## CV residual  5.77  27.9  46.2  75.9 100.9  95.0 114.8  122   89  83.7  45.2
##              4246  4261 4268    4269  4273  4288  4289  4293 4302  4304  4308
## Predicted    82.6  77.6  110 118.289 126.1  76.3  80.3  96.4  131 130.5  93.4
## cvpred       83.0  78.0  110 118.589 126.3  76.9  80.9  96.9  131 130.7  93.9
## pm2.5       124.0 131.0  131 118.000 111.0 174.0 159.0 184.0  247 198.0 184.0
## CV residual  41.0  53.0   21  -0.589 -15.3  97.1  78.1  87.1  116  67.3  90.1
##              4315  4326  4327  4331  4333  4334  4335  4338  4340 4342  4345
## Predicted    83.8 125.3 125.4 113.9 109.7  99.9 103.4  96.4 100.8  114 124.4
## cvpred       84.4 125.5 125.6 114.2 110.1 100.3 103.8  96.9 101.3  115 124.7
## pm2.5       175.0 175.0 172.0 164.0 156.0 162.0 152.0 154.0 184.0  235 209.0
## CV residual  90.6  49.5  46.4  49.8  45.9  61.7  48.2  57.1  82.7  120  84.3
##              4351  4352  4355  4356   4358  4359  4363  4364  4372 4374  4378
## Predicted   130.2 134.2 139.3 138.7 133.54 132.4 129.7 123.7 127.0  130 105.0
## cvpred      130.5 134.4 139.5 138.9 133.77 132.7 129.9 123.9 127.2  130 105.4
## pm2.5       204.0 163.0 150.0 126.0 124.00 121.0  46.0  32.0  40.0   17  29.0
## CV residual  73.5  28.6  10.5 -12.9  -9.77 -11.7 -83.9 -91.9 -87.2 -113 -76.4
##              4379  4381  4383  4385  4390  4391  4397  4402   4403  4405 4406
## Predicted    85.8  55.5  35.5  23.3  83.5  96.1 134.9 103.9 89.205  68.7 58.8
## cvpred       86.3  56.3  36.3  24.2  84.0  96.5 135.1 104.3 89.757  69.4 59.6
## pm2.5        34.0  23.0  14.0  13.0  35.0  33.0  94.0  77.0 89.000 100.0 95.0
## CV residual -52.3 -33.3 -22.3 -11.2 -49.0 -63.5 -41.1 -27.3 -0.757  30.6 35.4
##             4411  4413  4416  4417  4424   4427  4428 4429 4433   4443  4450
## Predicted   40.1  59.9  90.8  99.2 109.2  92.74 108.5 74.6 48.5 124.64 34.21
## cvpred      41.0  60.6  91.3  99.7 109.6  93.27 108.9 75.2 49.4 124.91 34.96
## pm2.5       57.0  37.0  59.0  79.0 127.0 100.00  78.0 77.0 66.0 122.00 31.00
## CV residual 16.0 -23.6 -32.3 -20.7  17.4   6.73 -30.9  1.8 16.6  -2.91 -3.96
##             4451  4453  4454  4460  4463  4465  4466  4467  4468  4469  4472
## Predicted   23.5 -9.23 -15.7  5.38  64.8  83.1  70.7  50.5  53.8  63.6  49.0
## cvpred      24.3 -8.23 -14.7  6.33  65.3  83.5  71.1  51.0  54.3  64.0  49.6
## pm2.5       15.0 13.00  11.0 21.00  32.0  62.0  34.0  24.0  25.0  28.0  22.0
## CV residual -9.3 21.23  25.7 14.67 -33.3 -21.5 -37.1 -27.0 -29.3 -36.0 -27.6
##             4477  4480  4487  4493  4495  4499  4500  4501  4502  4503  4504
## Predicted    -13 -25.0  74.4 108.6  98.2  84.6  79.0  78.1 72.51 81.43 81.19
## cvpred       -12 -23.9  75.1 108.8  98.5  85.1  79.5  78.7 73.09 81.95 81.71
## pm2.5          2   7.0  44.0  45.0  46.0  54.0  57.0  59.0 69.00 79.00 79.00
## CV residual   14  30.9 -31.1 -63.8 -52.5 -31.1 -22.5 -19.7 -4.09 -2.95 -2.71
##              4505  4506  4509  4510  4514  4528  4530  4533  4534  4536  4537
## Predicted    81.2  85.6 100.2 100.4 102.8 23.22 19.70  41.8  72.6  85.1  94.2
## cvpred       81.7  86.1 100.6 100.7 103.2 24.06 20.53  42.5  73.2  85.6  94.7
## pm2.5        61.0  65.0  79.0  80.0  55.0 21.00 23.00  32.0  33.0  73.0  69.0
## CV residual -20.7 -21.1 -21.6 -20.7 -48.2 -3.06  2.47 -10.5 -40.2 -12.6 -25.7
##             4541  4545  4548  4551  4555  4557 4559  4565  4567  4568  4582
## Predicted    113  96.6 83.74  84.9 125.3 133.4  140 140.0 139.1 138.2 126.7
## cvpred       113  97.0 84.25  85.5 125.5 133.6  140 140.2 139.2 138.3 126.9
## pm2.5         69  79.0 90.00 112.0  70.0  91.0   74  73.0 108.0 106.0  80.0
## CV residual  -44 -18.0  5.75  26.5 -55.5 -42.6  -66 -67.2 -31.2 -32.3 -46.9
##              4583  4584  4586  4588  4589  4590   4591  4597  4599  4601  4602
## Predicted   130.3 125.0 123.4 127.2 121.2 125.1 124.61 120.9 134.2 133.9 134.2
## cvpred      130.5 125.2 123.7 127.4 121.5 125.4 124.88 121.3 134.4 134.1 134.4
## pm2.5        71.0  72.0  99.0 107.0 110.0 110.0 130.00 154.0 193.0 192.0 223.0
## CV residual -59.5 -53.2 -24.7 -20.4 -11.5 -15.4   5.12  32.7  58.6  57.9  88.6
##             4605  4606 4609  4612  4614  4622  4623  4627 4628  4632  4634
## Predicted    129 128.2  131 136.2 140.5 129.0 133.9 129.5  130 139.3 134.9
## cvpred       129 128.4  131 136.3 140.6 129.3 134.1 129.8  130 139.5 135.1
## pm2.5        231 219.0  164  45.0  49.0 104.0 188.0 181.0  211 173.0 148.0
## CV residual  102  90.6   33 -91.3 -91.6 -25.3  53.9  51.2   81  33.5  12.9
##              4638  4645  4647   4649    4651 4656 4658  4660  4664   4667  4668
## Predicted   138.3 119.3 118.0 116.31 114.352  130  130 139.0 133.7 128.03 118.8
## cvpred      138.5 119.6 118.4 116.67 114.725  130  130 139.2 133.9 128.33 119.1
## pm2.5        62.0  84.0  99.0 107.00 114.000  112  139 111.0 118.0 134.00 143.0
## CV residual -76.5 -35.6 -19.4  -9.67  -0.725  -18    9 -28.2 -15.9   5.67  23.9
##               4673   4675  4682  4683  4690  4694  4699 4701 4702  4705  4706
## Predicted   112.04 116.19 134.2 133.9 133.9 131.9 132.7  131  131 133.0 137.7
## cvpred      112.43 116.54 134.4 134.1 134.1 132.2 132.9  132  131 133.3 137.9
## pm2.5       105.00 118.00 176.0 152.0 208.0 193.0 220.0  235  286 213.0 196.0
## CV residual  -7.43   1.46  41.6  17.9  73.9  60.8  87.1  103  155  79.7  58.1
##              4707  4708 4713  4721  4722  4725  4729  4731  4732  4738  4743
## Predicted   139.3 139.0  137  98.8  97.9 111.8 123.3 129.0 133.9 122.4 106.4
## cvpred      139.5 139.2  137  99.4  98.5 112.2 123.6 129.3 134.1 122.8 106.9
## pm2.5       185.0 199.0  259 188.0 169.0 139.0  50.0  55.0  47.0 196.0 177.0
## CV residual  45.5  59.8  122  88.6  70.5  26.8 -73.6 -74.3 -87.1  73.2  70.1
##               4747 4754  4756  4758  4760  4766  4769  4771  4772  4774  4776
## Predicted   89.543  119 122.7 135.4 129.5 100.7  78.9  95.7  99.8 109.0 112.8
## cvpred      90.133  120 123.1 135.6 129.8 101.3  79.6  96.4 100.4 109.6 113.3
## pm2.5       91.000  245 203.0 164.0  98.0 140.0 113.0 177.0 165.0 142.0 141.0
## CV residual  0.867  125  79.9  28.4 -31.8  38.7  33.4  80.6  64.6  32.4  27.7
##              4779 4790  4792  4794  4798  4801  4802  4804  4805  4806 4807
## Predicted   111.0  109 129.0 129.5 131.0 135.8 130.4 131.3 130.2 129.3  129
## cvpred      111.5  110 129.3 129.8 131.2 135.9 130.6 131.4 130.3 129.5  129
## pm2.5       188.0  286  75.0  76.0  63.0  63.0  60.0  54.0  58.0  46.0   49
## CV residual  76.5  176 -54.3 -53.8 -68.2 -72.9 -70.6 -77.4 -72.3 -83.5  -80
##              4808  4810  4813  4817  4819  4820  4822  4826 4828  4832  4833
## Predicted   122.8 106.1  83.1  95.9 103.5 103.1 116.4 125.5  125 134.2 123.9
## cvpred      123.1 106.5  83.7  96.4 103.9 103.6 116.8 125.7  125 134.4 124.2
## pm2.5        35.0  35.0  34.0  45.0  40.0  31.0  44.0  77.0  109  88.0  96.0
## CV residual -88.1 -71.5 -49.7 -51.4 -63.9 -72.6 -72.8 -48.7  -16 -46.4 -28.2
##              4834  4836  4837  4839  4840  4843  4847  4848  4853  4858  4872
## Predicted   118.5 103.1  98.0  86.7  90.0  97.0 123.9 129.0 131.9 122.9 119.0
## cvpred      118.9 103.6  98.5  87.3  90.6  97.5 124.2 129.3 132.2 123.2 119.5
## pm2.5        81.0  59.0  60.0  47.0  54.0  51.0  79.0  64.0 147.0 202.0 169.0
## CV residual -37.9 -44.6 -38.5 -40.3 -36.6 -46.5 -45.2 -65.3  14.8  78.8  49.5
##              4875 4877 4880 4884  4885  4890  4893  4897  4900   4904   4905
## Predicted   123.5  133  132  101  96.5  76.3  98.4 100.5 114.4 127.28 120.90
## cvpred      123.9  133  132  101  97.1  77.1  99.0 101.1 114.9 127.62 121.34
## pm2.5       202.0  247  255  239 201.0 114.0 117.0  84.0 101.0 118.00 114.00
## CV residual  78.1  114  123  138 103.9  36.9  18.0 -17.1 -13.9  -9.62  -7.34
##              4909  4910  4913 4918  4920  4922  4924  4925 4929  4931  4935
## Predicted   91.72 89.87 73.41 98.4 112.3 115.9 109.8 114.4  122 111.1  79.9
## cvpred      92.35 90.55 74.14 99.0 112.8 116.3 110.3 114.9  123 111.6  80.6
## pm2.5       88.00 82.00 77.00 96.0 145.0 196.0 204.0 201.0  228 199.0 106.0
## CV residual -4.35 -8.55  2.86 -3.0  32.2  79.7  93.7  86.1  105  87.4  25.4
##             4946 4951 4955 4958  4961  4964  4967  4971  4979  4980  4996  4998
## Predicted    106  133  116  110  98.5 107.0 121.4 125.3 115.1  99.4 114.1 112.8
## cvpred       107  133  117  111  99.1 107.5 121.8 125.7 115.7 100.0 114.6 113.3
## pm2.5        159  225  251  234 240.0 202.0 195.0 196.0 201.0 199.0 147.0 185.0
## CV residual   52   92  134  123 140.9  94.5  73.2  70.3  85.3  99.0  32.4  71.7
##              4999  5003  5006  5007  5010  5012  5018  5020  5022  5026 5027
## Predicted   112.3  93.8  86.6  76.1  77.7  95.8 111.2 115.0 119.2 116.3  116
## cvpred      112.8  94.5  87.3  76.8  78.4  96.5 111.8 115.5 119.6 116.7  116
## pm2.5       189.0 180.0 177.0 165.0 183.0 184.0 151.0 151.0 142.0 169.0  171
## CV residual  76.2  85.5  89.7  88.2 104.6  87.5  39.2  35.5  22.4  52.3   55
##             5029  5032 5035 5036 5037 5043  5044  5047  5048  5053 5057  5064
## Predicted    109 105.1  113  120  129  123 122.3 132.4 131.8 131.2  120 125.3
## cvpred       109 105.7  114  120  129  124 122.7 132.7 132.1 131.5  120 125.7
## pm2.5        215 197.0  278  257  277  224 210.0 179.0 190.0 219.0  280 155.0
## CV residual  106  91.3  164  137  148  100  87.3  46.3  57.9  87.5  160  29.3
##              5066  5067  5078  5079  5080  5084  5086  5087  5088  5089  5093
## Predicted   130.9 130.9 101.0  85.9  74.8  62.4  91.7 110.5 118.8 127.8 131.5
## cvpred      131.3 131.3 101.6  86.5  75.5  63.0  92.1 110.8 119.1 128.1 131.7
## pm2.5       201.0 197.0  22.0  22.0  20.0  13.0  13.0  30.0  34.0  44.0  46.0
## CV residual  69.7  65.7 -79.6 -64.5 -55.5 -50.0 -79.1 -80.8 -85.1 -84.1 -85.7
##              5099  5100  5103  5105  5106  5110 5112  5113  5117 5119  5120
## Predicted   104.1  94.6  56.8  54.3  53.5  99.1  108 112.3 126.6  122 121.5
## cvpred      104.5  95.1  57.4  55.0  54.1  99.5  108 112.6 126.8  122 121.7
## pm2.5        66.0  45.0  27.0  26.0  22.0  37.0   70  85.0  38.0   91  90.0
## CV residual -38.5 -50.1 -30.4 -29.0 -32.1 -62.5  -38 -27.6 -88.8  -31 -31.7
##               5122  5130  5131  5133  5134  5136  5143  5146  5150  5155  5156
## Predicted   106.37  61.7  61.3  84.1  98.3 102.5 126.6 116.6 100.2 107.5 107.0
## cvpred      106.67  62.3  61.9  84.6  98.7 102.8 126.8 116.9 100.6 107.9 107.5
## pm2.5       114.00  29.0  38.0  48.0  50.0  64.0 154.0 179.0 144.0 195.0 176.0
## CV residual   7.33 -33.3 -23.9 -36.6 -48.7 -38.8  27.2  62.1  43.4  87.1  68.5
##              5157  5160  5161  5164  5166  5168  5170  5172  5174  5176  5178
## Predicted   114.4 119.3 119.5 123.7 129.0 133.9 129.0 123.0 135.7 133.3 121.1
## cvpred      114.7 119.6 119.8 123.9 129.3 134.1 129.3 123.3 135.9 133.5 121.4
## pm2.5       171.0 198.0 198.0 202.0 203.0 155.0 170.0 202.0  86.0  35.0  41.0
## CV residual  56.3  78.4  78.2  78.1  73.7  20.9  40.7  78.7 -49.9 -98.5 -80.4
##              5185  5190  5192  5197  5203  5204  5205  5208  5209  5210  5212
## Predicted   124.3 127.1 120.2  34.6 14.38 17.55 26.22  32.7  41.1  45.4  82.8
## cvpred      124.5 127.3 120.5  35.3 15.26 18.41 27.01  33.4  41.8  46.0  83.3
## pm2.5        45.0  35.0  28.0  13.0 20.00  9.00 18.00  11.0  11.0  12.0  15.0
## CV residual -79.5 -92.3 -92.5 -22.3  4.74 -9.41 -9.01 -22.4 -30.8 -34.0 -68.3
##              5214  5217  5219  5220  5221  5222  5225  5229  5230  5234  5235
## Predicted    96.2  57.4  74.1  63.7  59.6  63.2  46.3 100.7 100.6 122.5 122.3
## cvpred       96.5  58.1  74.5  64.2  60.2  63.7  47.0 101.1 100.9 122.7 122.4
## pm2.5        14.0  21.0  16.0  12.0  10.0  11.0  16.0  27.0  46.0  65.0  78.0
## CV residual -82.5 -37.1 -58.5 -52.2 -50.2 -52.7 -31.0 -74.1 -54.9 -57.7 -44.4
##               5246  5247   5248   5249  5250 5256  5259  5262 5263  5273  5275
## Predicted   100.80  94.6 102.98  97.25 96.65  127 135.8 136.0  136  86.1 103.9
## cvpred      101.26  95.1 103.46  97.74 97.12  127 135.9 136.1  136  86.7 104.4
## pm2.5       107.00 119.0 108.00 101.00 91.00   38  44.0  62.0   63 119.0 115.0
## CV residual   5.74  23.9   4.54   3.26 -6.12  -89 -91.9 -74.1  -73  32.3  10.6
##             5277  5279  5282  5283  5284 5307  5310  5312  5328  5329    5331
## Predicted    118 120.7 129.0 132.8 134.2  133 111.1  96.0 119.8 133.4 132.668
## cvpred       118 121.1 129.3 133.1 134.4  133 111.4  96.3 120.2 133.7 132.936
## pm2.5        141 187.0 221.0 218.0 231.0  263 145.0  65.0 183.0 182.0 132.000
## CV residual   23  65.9  91.7  84.9  96.6  130  33.6 -31.3  62.8  48.3  -0.936
##               5332 5337  5339   5343  5344  5347  5348  5351  5355  5358   5363
## Predicted   137.31  130 122.9 114.32 108.3 105.8 110.0 125.1 140.7 140.8 104.61
## cvpred      137.54  130 123.2 114.74 108.8 106.2 110.5 125.4 140.8 140.9 105.02
## pm2.5       141.00   94 166.0 117.00  97.0  61.0  66.0  81.0  74.0  94.0  96.00
## CV residual   3.46  -36  42.8   2.26 -11.8 -45.2 -44.5 -44.4 -66.8 -46.9  -9.02
##              5365  5367  5369 5370  5372  5374  5377  5378  5381 5384  5473
## Predicted    98.0  83.3 86.60 86.3 108.5 117.7 126.0 125.6 129.2  133  95.4
## cvpred       98.5  84.0 87.25 86.9 108.9 118.2 126.4 125.9 129.6  133  95.9
## pm2.5       113.0 115.0 94.00 99.0  53.0  83.0 100.0  84.0  75.0   96  76.0
## CV residual  14.5  31.0  6.75 12.1 -55.9 -35.2 -26.4 -41.9 -54.6  -37 -19.9
##             5474 5478  5480  5483  5486  5488  5490  5491  5493  5497 5504
## Predicted    110  127 124.9 101.8  59.4  51.8  54.0  62.2  80.0 110.3  110
## cvpred       110  127 125.1 102.2  60.1  52.6  54.8  62.9  80.6 110.7  110
## pm2.5         81  158 182.0 194.0 121.0 122.0 123.0 127.0 144.0 199.0  337
## CV residual  -29   31  56.9  91.8  60.9  69.4  68.2  64.1  63.4  88.3  227
##              5506  5507  5517  5520  5521 5528  5529 5532  5533   5536   5541
## Predicted    97.7  97.3 138.3 133.1 132.0  131 134.6  113 101.9 118.02 129.02
## cvpred       98.4  97.9 138.5 133.2 132.2  131 134.9  113 102.4 118.38 129.29
## pm2.5       311.0 291.0 173.0 103.0 104.0  102  93.0  100  78.0 123.00 134.00
## CV residual 212.6 193.1  34.5 -30.2 -28.2  -29 -41.9  -13 -24.4   4.62   4.71
##              5543  5548  5555  5556  5568  5569  5571  5572  5573  5574  5580
## Predicted   133.9 134.2 109.2 103.1 130.4 121.2 125.3 124.8 134.9 139.8 131.2
## cvpred      134.1 134.4 109.7 103.6 130.7 121.5 125.6 125.1 135.1 139.9 131.4
## pm2.5       154.0 164.0  79.0  65.0  64.0  45.0  60.0  39.0  47.0  45.0  46.0
## CV residual  19.9  29.6 -30.7 -38.6 -66.7 -76.5 -65.6 -86.1 -88.1 -94.9 -85.4
##              5582  5583 5587 5588  5589 5593 5594 5598 5599 5602  5603  5608
## Predicted   129.0 128.4  135  135 134.7  131  133  138  138  116 107.2  81.2
## cvpred      129.2 128.6  135  135 134.8  131  133  138  138  116 107.5  81.7
## pm2.5        38.0  34.0   12   26  46.0    9    9   15   23   32  30.0  21.0
## CV residual -91.2 -94.6 -123 -109 -88.8 -122 -124 -123 -115  -84 -77.5 -60.7
##              5614  5615  5617 5618  5623  5624  5626  5629  5633  5634  5638
## Predicted   120.5 119.6 137.2  137 137.7 136.7 125.0 101.2  94.2 103.3 125.6
## cvpred      120.7 119.9 137.2  137 137.7 136.7 125.2 101.6  94.7 103.7 125.9
## pm2.5        44.0  48.0  49.0   61  83.0  82.0  61.0  70.0  84.0  76.0 149.0
## CV residual -76.7 -71.9 -88.2  -76 -54.7 -54.7 -64.2 -31.6 -10.7 -27.7  23.1
##              5642  5646  5651  5654  5659  5662  5663  5664  5667  5669  5673
## Predicted   129.1 135.7 119.3 106.8  96.3 103.5 127.6 132.8 136.4 138.7 126.3
## cvpred      129.4 135.8 119.6 107.2  96.7 103.9 127.8 132.8 136.5 138.6 126.4
## pm2.5       166.0 211.0 169.0 186.0  60.0  47.0  45.0  39.0  73.0  69.0  97.0
## CV residual  36.6  75.2  49.4  78.8 -36.7 -56.9 -82.8 -93.8 -63.5 -69.6 -29.4
##              5677 5680  5683  5685    5686  5688   5691  5694  5696  5702  5704
## Predicted   100.7 85.1  98.6 126.1 131.025 132.0 137.15 131.7 123.6  80.7  70.8
## cvpred      101.1 85.6  99.0 126.3 131.177 132.1 137.22 131.7 123.7  81.2  71.4
## pm2.5        77.0 97.0  70.0  90.0 132.000 115.0 133.00  62.0  81.0  31.0  27.0
## CV residual -24.1 11.4 -29.0 -36.3   0.823 -17.1  -4.22 -69.7 -42.7 -50.2 -44.4
##              5705  5706  5712  5713  5716  5717  5721  5724  5725  5726  5729
## Predicted    75.6  90.0 100.0 104.3 107.2 126.2 111.5  81.8  71.0  74.5  68.5
## cvpred       76.2  90.5 100.3 104.6 107.5 126.3 111.7  82.3  71.5  75.0  69.0
## pm2.5        33.0  35.0  25.0  33.0  33.0  43.0  64.0  46.0  35.0  26.0  17.0
## CV residual -43.2 -55.5 -75.3 -71.6 -74.5 -83.3 -47.7 -36.3 -36.5 -49.0 -52.0
##              5731  5735  5741  5743  5744  5747  5748  5749  5758  5759  5765
## Predicted    82.9  93.0 137.2 136.2 124.1  90.0  84.0  68.8 117.7 115.9 134.9
## cvpred       83.4  93.3 137.2 136.2 124.2  90.4  84.5  69.5 117.9 116.1 135.1
## pm2.5        30.0  54.0  69.0  51.0  33.0  37.0  20.0  24.0  49.0  65.0 157.0
## CV residual -53.4 -39.3 -68.2 -85.2 -91.2 -53.4 -64.5 -45.5 -68.9 -51.1  21.9
##              5768   5770   5771  5778  5779  5782  5784  5786 5790  5792  5794
## Predicted   136.2 113.90 105.36  71.5  75.5 107.8 131.3 131.3  137 136.4 110.0
## cvpred      136.3 114.21 105.73  72.1  76.1 108.1 131.4 131.4  137 136.5 110.3
## pm2.5       195.0 121.00 102.00  54.0  62.0  93.0  95.0 145.0  114 111.0  67.0
## CV residual  58.7   6.79  -3.73 -18.1 -14.1 -15.1 -36.4  13.6  -23 -25.5 -43.3
##              5797  5807 5808    5809  5810  5817  5818  5819  5827  5828  5831
## Predicted    85.9 114.7  114 115.010 134.9 130.0 115.6 114.8 114.9 124.9 130.3
## cvpred       86.5 115.1  114 115.304 135.1 130.2 115.9 115.1 115.2 125.1 130.5
## pm2.5        54.0 176.0  165 116.000  73.0 105.0  93.0  81.0  95.0  85.0 115.0
## CV residual -32.5  60.9   51   0.696 -62.1 -25.2 -22.9 -34.1 -20.2 -40.1 -15.5
##              5835  5836  5839  5841  5848  5852  5856  5858  5860  5865  5869
## Predicted   135.7 139.8 136.4 135.0  98.5 110.6 131.8 132.0 131.5 121.1  97.5
## cvpred      135.8 139.9 136.5 135.2  98.9 110.9 131.9 132.1 131.6 121.3  98.0
## pm2.5       108.0 116.0  82.0  78.0  44.0  59.0  81.0  81.0 105.0  46.0  39.0
## CV residual -27.8 -23.9 -54.5 -57.2 -54.9 -51.9 -50.9 -51.1 -26.6 -75.3 -59.0
##              5871  5872   5873  5874   5875 5880  5886  5888  5891  5894  5895
## Predicted    94.8  90.0  95.09 104.1 109.00  136 135.8 135.4 122.6 104.4 115.6
## cvpred       95.3  90.5  95.56 104.5 109.38  136 135.9 135.6 122.8 104.7 115.9
## pm2.5        46.0  77.0 104.00  80.0 112.00  249 101.0  97.0  56.0  51.0  46.0
## CV residual -49.3 -13.5   8.44 -24.5   2.62  113 -34.9 -38.6 -66.8 -53.7 -69.9
##              5898  5899  5900  5904  5906  5907  5909  5913  5914  5917 5921
## Predicted   105.9 115.6 130.5 132.0 136.7 142.0 137.9 122.3 111.5  96.3 85.8
## cvpred      106.2 115.9 130.7 132.1 136.7 142.1 137.9 122.4 111.8  96.7 86.3
## pm2.5        79.0  90.0 103.0 157.0 159.0  82.0 105.0  81.0  58.0  81.0 78.0
## CV residual -27.2 -25.9 -27.7  24.9  22.3 -60.1 -32.9 -41.4 -53.8 -15.7 -8.3
##              5925   5927   5928  5929  5932  5937  5941  5942  5943   5947
## Predicted   113.6 126.89 131.77 131.0 141.5 130.3 107.8 100.2  99.5 102.78
## cvpred      113.8 127.04 131.89 131.2 141.6 130.5 108.2 100.6  99.9 103.18
## pm2.5        93.0 135.00 125.00 112.0  91.0 185.0 125.0 131.0 123.0  95.00
## CV residual -20.8   7.96  -6.89 -19.2 -50.6  54.5  16.8  30.4  23.1  -8.18
##              5950   5957  5966   5970  5971  5972  5975  5982  5983  5985  5986
## Predicted   110.0 142.29  85.8  97.50 111.9 117.5 129.0 129.6 134.9 133.9 124.1
## cvpred      110.3 142.31  86.3  98.01 112.3 117.9 129.3 129.9 135.1 134.1 124.4
## pm2.5       128.0 152.00 103.0 104.00 128.0 182.0 216.0 161.0 203.0 226.0 197.0
## CV residual  17.7   9.69  16.7   5.99  15.7  64.1  86.7  31.1  67.9  91.9  72.6
##              5988  5990  5991  5996  6003  6009  6012 6016  6019   6021  6025
## Predicted    95.7  80.4  80.0 121.0 137.7 132.5  75.1 67.4  85.0 113.73 131.4
## cvpred       96.1  80.8  80.4 121.2 137.7 132.6  75.4 67.9  85.4 113.91 131.5
## pm2.5       148.0  52.0  38.0  70.0  61.0  96.0  63.0 97.0 102.0 123.00 115.0
## CV residual  51.9 -28.8 -42.4 -51.2 -76.7 -36.6 -12.4 29.1  16.6   9.09 -16.5
##             6026  6041  6044  6046  6056  6058  6059 6061   6069 6071 6072
## Predicted    131  88.0 109.9 119.2 138.7  74.0  58.0 40.9 104.96  110  110
## cvpred       131  88.5 110.2 119.4 138.6  74.3  58.4 41.5 105.15  110  110
## pm2.5        140 121.0 152.0 144.0  73.0  57.0  45.0 62.0 111.00  181  212
## CV residual    9  32.5  41.8  24.6 -65.6 -17.3 -13.4 20.5   5.85   71  102
##              6073  6075  6076  6097 6099  6104  6106  6107 6109 6112  6115
## Predicted   109.3 117.8 122.1 129.1  129 137.7  93.3  82.6 58.8 47.4  84.4
## cvpred      109.4 117.8 122.1 129.2  129 137.7  93.7  83.0 59.4 48.1  84.8
## pm2.5       174.0 133.0  50.0  72.0  240  96.0 110.0 107.0 71.0 87.0 123.0
## CV residual  64.6  15.2 -72.1 -57.2  111 -41.7  16.3  24.0 11.6 38.9  38.2
##              6118   6121  6123 6124 6125   6129  6131  6132  6135  6137  6141
## Predicted    98.4 132.77 132.3  138  138 115.77  96.6  76.6  59.9  60.5  86.9
## cvpred       98.8 132.84 132.4  138  138 115.99  97.0  77.1  60.6  61.2  87.4
## pm2.5       120.0 142.00 218.0  261  269 114.00 134.0 131.0 159.0 150.0 139.0
## CV residual  21.2   9.16  85.6  123  131  -1.99  37.0  53.9  98.4  88.8  51.6
##              6143  6150  6152  6153  6155  6159  6161  6163 6166 6167 6170 6172
## Predicted   115.5 137.7 130.8 118.9  87.5  56.5  51.3  78.5  117  122  136  132
## cvpred      115.8 137.7 130.9 119.2  88.0  57.2  52.0  79.0  117  122  137  132
## pm2.5       167.0 206.0 166.0 175.0 179.0 153.0 165.0 152.0  225  227  358  411
## CV residual  51.2  68.3  35.1  55.8  91.0  95.8 113.0  73.0  108  105  221  279
##             6173 6179 6180  6182  6184 6189 6191 6201 6203  6205  6210  6216
## Predicted    132  115  109  86.8  84.1  108  106  111  105  98.8  95.7  98.8
## cvpred       132  115  110  87.3  84.6  108  106  111  106  99.3  96.2  99.2
## pm2.5        374  455  440 215.0 236.0  281  293  219  238 225.0 262.0 136.0
## CV residual  242  340  330 127.7 151.4  173  187  108  132 125.7 165.8  36.8
##             6220  6221  6223 6227 6228 6229 6231 6234 6239 6246 6247 6248 6250
## Predicted    101 104.9 143.5  143  143  142  141  141  146  147  146  146  139
## cvpred       101 105.3 143.5  143  143  142  141  141  145  146  146  145  139
## pm2.5         71  89.0  70.0   26   43   21   24   26    6   14   12    5    5
## CV residual  -30 -16.3 -73.5 -117 -100 -121 -117 -115 -139 -132 -134 -140 -134
##             6256  6257  6259  6260 6264 6265  6268  6270  6274  6291  6293
## Predicted    125 123.6 127.8 135.8  139  138 145.3 145.0 126.6 142.6 139.4
## cvpred       125 123.7 127.8 135.7  138  138 145.1 144.9 126.6 142.5 139.3
## pm2.5          6  27.0  35.0  48.0   24   34  55.0  55.0  73.0  82.0 129.0
## CV residual -119 -96.7 -92.8 -87.7 -114 -104 -90.1 -89.9 -53.6 -60.5 -10.3
##              6305  6306  6307  6311 6313 6316  6550  6552  6553   6559 6564
## Predicted   132.4 132.3 131.2 138.5  137  133 140.9 146.0 151.7 148.03  115
## cvpred      132.5 132.3 131.2 138.5  137  133 140.8 145.9 151.4 147.74  115
## pm2.5       101.0  57.0  48.0  56.0   28    1 209.0 222.0 231.0 156.00  266
## CV residual -31.5 -75.3 -83.2 -82.5 -109 -132  68.2  76.1  79.6   8.26  151
##             6565  6567 6569 6573  6578  6580  6583  6588  6592  6593  6597
## Predicted    114 108.4  113  127 143.9 144.5 142.9  88.5  70.4  72.8  84.4
## cvpred       114 108.6  113  128 143.8 144.4 142.9  88.7  70.7  73.2  84.7
## pm2.5        225 203.0  234  237  74.0  80.0  47.0   9.0   7.0   3.0  10.0
## CV residual  111  94.4  121  109 -69.8 -64.4 -95.9 -79.7 -63.7 -70.2 -74.7
##              6599  6601  6604  6609  6610  6611  6617  6623  6634  6635  6643
## Predicted    97.2  91.6  75.1  37.3 20.92 18.22 -22.2 16.62  94.5  80.9  89.6
## cvpred       97.4  91.8  75.4  37.8 21.52 18.86 -21.1 17.42  94.5  81.0  89.8
## pm2.5        16.0  12.0  12.0  10.0 12.00 13.00   6.0  8.00  14.0  19.0  25.0
## CV residual -81.4 -79.8 -63.4 -27.8 -9.52 -5.86  27.1 -9.42 -80.5 -62.0 -64.8
##              6645  6648  6653  6656 6659  6662  6667 6674  6675   6680  6685
## Predicted   137.3 137.8 148.8 146.6  107  71.8 111.7  147 151.9 152.17  99.1
## cvpred      137.1 137.6 148.5 146.3  107  72.1 111.8  147 151.7 151.88  99.3
## pm2.5        38.0  42.0  57.0  52.0   38  43.0  80.0  260 217.0 144.00 243.0
## CV residual -99.1 -95.6 -91.5 -94.3  -69 -29.1 -31.8  113  65.3  -7.88 143.7
##              6686  6687 6694 6695 6696 6700 6701 6702 6703 6705 6709 6714 6716
## Predicted    98.8  92.8  145  150  149  147  152  147  152  145  110  106  139
## cvpred       99.1  93.2  145  150  149  146  152  146  152  145  110  106  139
## pm2.5       217.0 256.0  503  534  506  449  418  405  374  384  369  279  287
## CV residual 117.9 162.8  358  384  357  303  266  259  222  239  259  173  148
##             6724 6729 6734  6736 6738 6739  6740 6742 6745 6747 6748 6750 6754
## Predicted    152  151  109  88.6  102  125 135.5  146  146  147  152  147  142
## cvpred       152  151  109  88.9  103  126 135.4  146  145  146  152  147  141
## pm2.5        436  332  406 310.0  253  263 223.0  470  290  287  283  337  335
## CV residual  284  181  297 221.1  150  137  87.6  324  145  141  131  190  194
##             6755 6757 6762 6771 6772 6774 6775 6781 6784 6785 6786 6787 6789
## Predicted    131  120  124  147  147  152  152  134  134  144  143  149  144
## cvpred       131  120  124  147  147  152  152  134  134  143  143  149  144
## pm2.5        324  323  412  416  417  380  376  428  391  393  415  395  414
## CV residual  193  203  288  269  270  228  224  294  257  250  272  246  270
##              6792 6794 6799  6803  6807  6808 6812 6813 6814 6822  6827  6829
## Predicted   137.8  141  122 106.4  83.3  82.5  100  111  116  156 105.3  90.4
## cvpred      137.7  140  122 106.4  83.4  82.6  100  111  116  156 105.2  90.5
## pm2.5        74.0   17    8   7.0   7.0   7.0   17    9   11   51  29.0  22.0
## CV residual -63.7 -123 -114 -99.4 -76.4 -75.6  -83 -102 -105 -105 -76.2 -68.5
##              6830  6833  6834  6843  6844  6853  6854  6855 6860 6866  6870
## Predicted    85.5  83.8  97.6 148.9 153.9  93.8  87.9 81.94  132  126 102.5
## cvpred       85.6  83.9  97.6 148.6 153.5  93.9  88.1 82.17  132  126 102.3
## pm2.5        24.0  40.0  32.0 163.0 143.0  67.0  70.0 91.00  148   17   5.0
## CV residual -61.6 -43.9 -65.6  14.4 -10.5 -26.9 -18.1  8.83   16 -109 -97.3
##              6876  6877  6878  6880  6892  6894  6895  6897  6898  6901  6904
## Predicted    40.4  43.2  41.1  37.2  61.8  75.5  64.9  48.2  46.4  53.5  51.6
## cvpred       40.7  43.5  41.4  37.5  62.0  75.6  65.0  48.5  46.7  53.6  51.9
## pm2.5        11.0  16.0  18.0  17.0  18.0  38.0  18.0  37.0  19.0  23.0  31.0
## CV residual -29.7 -27.5 -23.4 -20.5 -44.0 -37.6 -47.0 -11.5 -27.7 -30.6 -20.9
##              6905  6906 6907 6911  6912  6914  6915   6917  6918  6921  6923
## Predicted   49.41 57.33 60.9  136 141.3 146.6 151.8 150.57 144.6 125.0  99.8
## cvpred      49.68 57.57 61.1  136 140.9 146.2 151.3 150.06 144.1 124.8  99.8
## pm2.5       46.00 67.00 73.0   77  71.0 125.0 133.0 143.00 123.0  37.0  63.0
## CV residual -3.68  9.43 11.9  -59 -69.9 -21.2 -18.3  -7.06 -21.1 -87.8 -36.8
##              6928  6929  6931  6933  6935  6936  6937  6938  6941  6943  6946
## Predicted    92.3  91.5 104.9 108.6 102.8  97.3  91.8  91.4  77.2  71.1  77.7
## cvpred       92.4  91.6 104.9 108.5 102.7  97.2  91.7  91.3  77.1  71.0  77.6
## pm2.5        46.0  45.0  49.0  49.0  32.0  32.0  23.0  31.0  20.0  34.0  41.0
## CV residual -46.4 -46.6 -55.9 -59.5 -70.7 -65.2 -68.7 -60.3 -57.1 -37.0 -36.6
##              6947  6949  6951  6953  6958  6963  6965 6966  6968  6970  6971
## Predicted    77.2  66.3  69.7  68.7 119.1 124.2 128.6  128 123.5 119.2 128.7
## cvpred       77.1  66.3  69.7  68.7 118.7 123.8 128.2  128 123.1 118.9 128.3
## pm2.5        39.0  40.0  47.0  51.0  73.0  92.0  90.0   80  83.0  69.0  64.0
## CV residual -38.1 -26.3 -22.7 -17.7 -45.7 -31.8 -38.2  -48 -40.1 -49.9 -64.3
##             6972 6979  6989  6999  7002  7004  7005  7006  7007  7008  7009
## Predicted    132  149 151.3 134.9 135.0 144.6 144.6 144.9 144.4 139.5 139.0
## cvpred       132  149 150.8 134.6 134.7 144.3 144.3 144.5 144.1 139.2 138.7
## pm2.5         66   50  52.0  93.0  84.0  89.0  88.0  82.0  92.0  91.0  83.0
## CV residual  -66  -99 -98.8 -41.6 -50.7 -55.3 -56.3 -62.5 -52.1 -48.2 -55.7
##             7010  7011  7017 7018  7019  7031 7032  7033  7034  7036  7038
## Predicted    145 150.3 146.1  145 140.8 145.5  145 149.7 149.8 149.8 149.8
## cvpred       145 149.9 145.7  145 140.4 145.1  145 149.3 149.4 149.4 149.4
## pm2.5         80  82.0  84.0   75  82.0  86.0   84  88.0  92.0  98.0 102.0
## CV residual  -65 -67.9 -61.7  -70 -58.4 -59.1  -61 -61.3 -57.4 -51.4 -47.4
##              7039  7051  7055  7057  7058    7061   7064   7065  7071  7072
## Predicted   149.9 132.9 143.9 143.4 143.2 143.896 148.05 143.90 137.8 138.0
## cvpred      149.5 132.7 143.6 143.1 142.9 143.609 147.73 143.61 137.6 137.8
## pm2.5        95.0  96.0 179.0 184.0 176.0 143.000 145.00 146.00 162.0 182.0
## CV residual -54.5 -36.7  35.4  40.9  33.1  -0.609  -2.73   2.39  24.4  44.2
##              7079  7082  7083  7084  7086  7088  7089  7090  7092 7094 7095
## Predicted   142.9 141.1 143.1 148.0 142.9 151.7 147.5 147.5 141.7  131  131
## cvpred      142.7 140.8 142.9 147.7 142.7 151.4 147.3 147.3 141.5  131  131
## pm2.5       174.0 164.0 158.0 158.0 160.0 167.0 173.0 179.0 194.0  252  257
## CV residual  31.3  23.2  15.1  10.3  17.3  15.6  25.7  31.7  52.5  121  126
##             7100  7112 7120 7124 7125 7126  7129 7130  7133  7145  7152  7153
## Predicted    146 150.9  123  128  132  132 111.1  130  79.6  18.4  93.6  97.4
## cvpred       146 150.7  123  128  132  132 110.7  129  79.3  18.7  93.1  96.9
## pm2.5        273 212.0    9   17   11   12  12.0   10   6.0   6.0  11.0   8.0
## CV residual  127  61.3 -114 -111 -121 -120 -98.7 -119 -73.3 -12.7 -82.1 -88.9
##              7154 7159 7160  7167  7169  7171 7175 7177 7178  7180  7181  7184
## Predicted    73.8  112  130  58.5  58.5  95.7  129  146  154 153.3 153.6 152.9
## cvpred       73.4  112  129  58.2  58.2  95.2  128  146  153 152.5 152.8 152.1
## pm2.5         9.0    4    5   9.0  11.0  19.0   29   41   42  68.0  80.0  88.0
## CV residual -64.4 -108 -124 -49.2 -47.2 -76.2  -99 -105 -111 -84.5 -72.8 -64.1
##              7189  7196  7198  7200  7202  7211  7217  7218  7219  7220  7221
## Predicted    91.8 140.1 146.0 151.4 150.3 100.9  68.4  77.1  86.5  90.5  89.6
## cvpred       91.5 139.6 145.4 150.7 149.6 100.7  68.4  77.1  86.4  90.4  89.5
## pm2.5        71.0 101.0 124.0 164.0 189.0  83.0  38.0  59.0  34.0  48.0  48.0
## CV residual -20.5 -38.6 -21.4  13.3  39.4 -17.7 -30.4 -18.1 -52.4 -42.4 -41.5
##              7224  7226 7231  7233  7234  7236  7237  7239  7241  7243  7244
## Predicted   138.6 148.4  151 138.4 122.5  75.8  55.4  43.7  41.5  63.9  72.3
## cvpred      138.2 147.9  150 137.9 122.2  75.9  55.6  43.9  41.7  63.9  72.3
## pm2.5        50.0  67.0   72  93.0  66.0  60.0  40.0  21.0  20.0  31.0  31.0
## CV residual -88.2 -80.9  -78 -44.9 -56.2 -15.9 -15.6 -22.9 -21.7 -32.9 -41.3
##              7247  7250  7256 7257  7259  7260  7261  7263   7269  7273   7275
## Predicted   124.2 147.3 144.1  126  88.2  68.3  57.5  31.7 107.47 138.1 137.90
## cvpred      123.8 146.8 143.6  126  88.1  68.3  57.6  31.9 107.25 137.7 137.41
## pm2.5        44.0  69.0  48.0   45  34.0  39.0  38.0  12.0 101.00 101.0 129.00
## CV residual -79.8 -77.8 -95.6  -81 -54.1 -29.3 -19.6 -19.9  -6.25 -36.7  -8.41
##              7276  7281  7283  7287  7296  7297  7300  7304  7361  7369  7370
## Predicted   143.3 128.0  81.6 48.43 137.3 137.2 135.3 122.3  54.7 139.4 148.4
## cvpred      142.7 127.6  81.5 48.68 136.8 136.7 134.8 121.9  54.8 138.9 147.8
## pm2.5       123.0  47.0  53.0 42.00  92.0  84.0  64.0  60.0  42.0 127.0  94.0
## CV residual -19.7 -80.6 -28.5 -6.68 -44.8 -52.7 -70.8 -61.9 -12.8 -11.9 -53.8
##             7371  7373  7376  7380  7382  7383  7384  7388  7390  7397  7398
## Predicted    144 137.8 120.9  70.5  49.5 49.60 52.88  99.4 133.7 145.0 144.2
## cvpred       143 137.3 120.5  70.5  49.6 49.76 53.04  99.2 133.3 144.4 143.6
## pm2.5         86  95.0  56.0  39.0  34.0 43.00 52.00  53.0  91.0  70.0  95.0
## CV residual  -57 -42.3 -64.5 -31.5 -15.6 -6.76 -1.04 -46.2 -42.3 -74.4 -48.6
##              7401  7403  7406 7408 7410  7411   7412  7414  7417 7418  7424
## Predicted   121.8  99.5 57.99 51.1 69.2 112.9 128.07 132.0 148.1  154 159.2
## cvpred      121.4  99.4 58.17 51.4 69.3 112.7 127.77 131.7 147.6  153 158.5
## pm2.5        52.0  53.0 52.00 83.0 86.0  95.0 129.00 172.0 238.0  227 124.0
## CV residual -69.4 -46.4 -6.17 31.6 16.7 -17.7   1.23  40.3  90.4   74 -34.5
##              7426 7429  7431  7432 7435 7436 7440 7441 7447  7451  7460  7466
## Predicted   141.8  101  95.3  89.7  140  145  151  151  142  68.3  44.6  63.5
## cvpred      141.4  101  95.3  89.7  139  145  150  151  141  68.3  44.7  63.5
## pm2.5       122.0  272 314.0 307.0  366  381  481  466   20  13.0  10.0  15.0
## CV residual -19.4  171 218.7 217.3  227  236  331  315 -121 -55.3 -34.7 -48.5
##              7467  7468  7469  7473  7478  7480  7482  7487 7491 7493 7498
## Predicted    52.3  51.8  55.9  67.3  47.9  39.1  41.2  90.6  144  121  124
## cvpred       52.4  51.9  55.9  67.4  47.8  39.1  41.1  90.1  143  120  123
## pm2.5        14.0  13.0  12.0   7.0   6.0   8.0  10.0  23.0   16   12   25
## CV residual -38.4 -38.9 -43.9 -60.4 -41.8 -31.1 -31.1 -67.1 -127 -108  -98
##              7499  7501  7504  7505   7511   7512  7514   7515  7521   7525
## Predicted   118.2  99.2  84.5  84.3 152.89 148.50 152.2 147.28 149.2 96.436
## cvpred      117.7  98.8  84.2  84.0 152.13 147.75 151.4 146.54 148.5 96.145
## pm2.5        31.0  75.0  62.0  57.0 146.00 140.00 142.0 143.00  89.0 97.000
## CV residual -86.7 -23.8 -22.2 -27.0  -6.13  -7.75  -9.4  -3.54 -59.5  0.855
##              7526  7531  7532  7535  7536 7540  7543  7548  7551  7561  7562
## Predicted    95.4 129.0 140.4 146.0 140.0  125 135.2  93.8  85.7 103.6 103.1
## cvpred       95.2 128.5 139.8 145.4 139.4  125 134.7  93.6  85.6 103.2 102.7
## pm2.5       116.0 142.0 184.0 201.0 227.0  154 177.0  16.0  16.0   8.0  11.0
## CV residual  20.8  13.5  44.2  55.6  87.6   29  42.3 -77.6 -69.6 -95.2 -91.7
##              7563  7570 7571  7572 7573 7575  7576  7579  7582 7584  7585  7588
## Predicted   102.6 103.8  103 102.8  102  101 100.8  61.4  54.5 49.9 47.40  45.7
## cvpred      102.3 103.5  103 102.5  102  101 100.6  61.1  54.3 49.7 47.25  45.5
## pm2.5        10.0  35.0   48  81.0   92   77  88.0 114.0 121.0 85.0 42.00  10.0
## CV residual -92.3 -68.5  -55 -21.5  -10  -24 -12.6  52.9  66.7 35.3 -5.25 -35.5
##              7591  7592  7593  7597  7599  7602  7604  7609  7610  7611  7612
## Predicted    49.3  52.0  44.6  45.2  43.5  41.0  67.8  78.5  78.0  77.5  77.0
## cvpred       49.2  51.8  44.6  45.2  43.5  40.9  67.6  78.3  77.8  77.4  76.9
## pm2.5         3.0   5.0  10.0  11.0  17.0  10.0  26.0  17.0  26.0  23.0  25.0
## CV residual -46.2 -46.8 -34.6 -34.2 -26.5 -30.9 -41.6 -61.3 -51.8 -54.4 -51.9
##              7615  7618  7619  7623  7625  7626  7629  7630  7631  7637  7638
## Predicted    75.5  74.1  73.6  71.6  70.6  70.1  68.7  68.2  67.7  64.7  64.2
## cvpred       75.4  74.0  73.5  71.5  70.6  70.1  68.6  68.1  67.6  64.7  64.2
## pm2.5        27.0  34.0  35.0  22.0  19.0  11.0  12.0  10.0  11.0  10.0   9.0
## CV residual -48.4 -40.0 -38.5 -49.5 -51.6 -59.1 -56.6 -58.1 -56.6 -54.7 -55.2
##              7639  7643  7649  7653 7670  7675  7680  7681 7694 7697 7698 7701
## Predicted    63.8  61.8 67.61  79.5 71.2  68.7  66.3  65.8  106  106  126  147
## cvpred       63.8  61.8 67.65  79.6 71.3  68.9  66.4  66.0  106  106  126  146
## pm2.5         9.0  32.0 60.00 107.0 78.0 142.0 227.0 264.0  288  472  467  525
## CV residual -54.8 -29.8 -7.65  27.4  6.7  73.1 160.6 198.0  182  366  341  379
##             7702 7704 7706 7710 7711 7713 7715 7722 7723 7730 7732  7744  7748
## Predicted    146  152  152  158  153  155  136  134  139  150  159  81.8 141.1
## cvpred       146  151  151  157  152  154  136  133  138  149  158  81.8 140.5
## pm2.5        504  504  446  354  353  339  336  361  438  569  485 185.0 123.0
## CV residual  358  353  295  197  201  185  200  228  300  420  327 103.2 -17.5
##              7749 7755 7756 7759  7762 7770 7772 7776 7782  7786  7788  7791
## Predicted   129.9  151  156  150 135.6  114  140  145  147  42.7  49.2  29.2
## cvpred      129.4  150  155  149 135.1  114  139  144  147  42.5  49.1  29.3
## pm2.5       159.0  389  328  286 224.0  241  306  438  316  31.0  19.0  10.0
## CV residual  29.6  239  173  137  88.9  127  167  294  169 -11.5 -30.1 -19.3
##              7799  7803  7806 7808  7809 7818  7819  7820  7821   7822  7823
## Predicted    69.4 122.1 152.0  147 135.4 81.5  86.2 109.3 116.3 129.97 135.4
## cvpred       69.2 121.4 151.1  146 134.6 81.1  85.7 108.8 115.7 129.29 134.6
## pm2.5        11.0  23.0  68.0   73  69.0 73.0  69.0  74.0  91.0 123.00 181.0
## CV residual -58.2 -98.4 -83.1  -73 -65.6 -8.1 -16.7 -34.8 -24.7  -6.29  46.4
##             7826  7830 7832 7835  7836  7839  7840  7841 7845 7846 7847 7849
## Predicted    132 140.3  136  110  99.2  84.0  87.3  94.3  108  123  117  137
## cvpred       131 139.5  135  110  98.8  83.7  87.0  93.9  108  123  117  137
## pm2.5        249 238.0  244  213 241.0 214.0 201.0 208.0  235  240  253  256
## CV residual  118  98.5  109  103 142.2 130.3 114.0 114.1  127  117  136  119
##              7851  7853  7854  7857  7858  7864  7866  7871 7875 7876  7877
## Predicted   136.3 129.8 134.6  70.1  58.6  33.3  39.5  90.5  138  134 122.6
## cvpred      135.6 129.2 133.9  69.7  58.3  33.1  39.3  89.9  137  133 121.8
## pm2.5       223.0 194.0 181.0  19.0  17.0  12.0  16.0  22.0   24   20  28.0
## CV residual  87.4  64.8  47.1 -50.7 -41.3 -21.1 -23.3 -67.9 -113 -113 -93.8
##              7881  7882  7887  7888   7891  7896  7897  7898 7899  7903  7905
## Predicted   133.0 126.6 61.88 60.53 107.30 132.2 131.2 146.5  141 147.4 152.3
## cvpred      132.1 125.8 61.57 60.23 106.69 131.4 130.5 145.6  140 146.4 151.3
## pm2.5        62.0  63.0 57.00 54.00 105.00 168.0 142.0 120.0   94  70.0  94.0
## CV residual -70.1 -62.8 -4.57 -6.23  -1.69  36.6  11.5 -25.6  -46 -76.4 -57.3
##               7908  7913  7916  7918  7919 7924  7928   7933 7934   7937  7939
## Predicted   105.58  87.5 100.9 141.0 140.7 30.4  54.3  8.581 1.49 12.444  85.8
## cvpred      104.99  87.0 100.4 140.2 139.9 30.2  54.0  8.563 1.53 12.468  85.1
## pm2.5        96.00 135.0 159.0 174.0 156.0 49.0  20.0  8.000 7.00 12.000  32.0
## CV residual  -8.99  48.0  58.6  33.8  16.1 18.8 -34.0 -0.563 5.47 -0.468 -53.1
##              7941  7944  7945 7947  7950  7952  7953  7959  7960 7963 7964 7968
## Predicted    99.1 124.4 138.1  119 124.7 138.6 138.9  69.0  82.4  108  122  132
## cvpred       98.4 123.6 137.2  118 123.8 137.7 137.9  68.6  82.0  107  121  131
## pm2.5        41.0  46.0  47.0   83  74.0  79.0  97.0 148.0 184.0  268  281  379
## CV residual -57.4 -77.6 -90.2  -35 -49.8 -58.7 -40.9  79.4 102.0  161  160  248
##             7976  7978   7982  7985 7994  7995  7997   8000  8002  8003 8007
## Predicted    144 138.2 129.15 135.7  156 155.9 156.0 164.41 158.0 161.7  145
## cvpred       143 137.6 128.64 135.2  156 155.1 155.1 163.49 157.2 160.9  144
## pm2.5        159 124.0 130.00 111.0  267 237.0 198.0 170.00 170.0 182.0  247
## CV residual   16 -13.6   1.36 -24.2  111  81.9  42.9   6.51  12.8  21.1  103
##             8009  8011 8013  8016 8017  8022  8025 8032 8036 8037 8042  8044
## Predicted    151 150.4  151 149.9  156 150.3 156.5  151  151  151  147 145.4
## cvpred       150 149.8  150 149.3  155 149.6 155.8  150  151  150  147 144.7
## pm2.5        237 247.0  245 249.0  259 238.0 235.0  268  271  264  259 218.0
## CV residual   87  97.2   95  99.7  104  88.4  79.2  118  120  114  112  73.3
##             8048 8049 8050  8053  8059  8060  8064  8066  8067 8068  8072 8075
## Predicted   50.6 43.0 39.9 35.18  29.4  95.3 105.5 110.3 115.7  125 125.0  113
## cvpred      50.4 42.9 39.9 35.07  29.3  94.6 104.8 109.5 114.9  124 124.1  112
## pm2.5       85.0 71.0 61.0 26.00  13.0  17.0  23.0  23.0  22.0   16  36.0   72
## CV residual 34.6 28.1 21.1 -9.07 -16.3 -77.6 -81.8 -86.5 -92.9 -108 -88.1  -40
##                8092  8105  8106  8107 8109 8110 8111 8114  8115  8119  8122
## Predicted   129.152  85.8 100.2 121.2  135  140  145  134 133.1 134.8  96.1
## cvpred      128.384  85.4  99.7 120.5  134  139  145  133 132.4 134.1  95.7
## pm2.5       128.000 127.0 173.0 216.0  248  281  273  271 204.0 153.0  35.0
## CV residual  -0.384  41.6  73.3  95.5  114  142  128  138  71.6  18.9 -60.7
##             8126  8128  8129  8131  8132  8134  8136  8137  8138  8144  8147
## Predicted     56  47.8  59.7  66.7  65.5  58.0  53.9  56.6  59.5  47.3 21.19
## cvpred        56  47.7  59.6  66.5  65.2  57.8  53.7  56.3  59.2  47.2 21.23
## pm2.5         27  22.0  11.0  10.0  10.0  11.0   9.0  11.0   9.0  17.0 19.00
## CV residual  -29 -25.7 -48.6 -56.5 -55.2 -46.8 -44.7 -45.3 -50.2 -30.2 -2.23
##              8149  8151  8152  8153  8158  8167    8169 8171  8173 8174  8179
## Predicted    1.39 -13.0 -15.0 -21.6  69.3 119.1 127.099 55.5  36.4 40.8  63.1
## cvpred       1.58 -12.7 -14.7 -21.2  68.8 118.3 126.312 55.1  36.1 40.5  62.7
## pm2.5       15.00  16.0  14.0  13.0  40.0  76.0 127.000 74.0  23.0 83.0  41.0
## CV residual 13.42  28.7  28.7  34.2 -28.8 -42.3   0.688 18.9 -13.1 42.5 -21.7
##              8181  8185  8189  8192  8195  8199  8201  8202  8207 8208   8211
## Predicted   51.14 117.8 113.1 116.8  81.9  71.7  56.4  55.8 131.5  122 131.47
## cvpred      50.85 117.1 112.5 116.2  81.5  71.4  56.1  55.5 130.7  121 130.71
## pm2.5       49.00  93.0  40.0  28.0  38.0  16.0   9.0  18.0  52.0   77 132.00
## CV residual -1.85 -24.1 -72.5 -88.2 -43.5 -55.4 -47.1 -37.5 -78.7  -44   1.29
##              8212 8213  8214  8216  8217  8225 8228 8230 8231  8235  8242  8243
## Predicted   140.7  135 139.6 141.0 140.5  99.8  121  124  129 136.6  86.8  79.4
## cvpred      139.9  134 138.8 140.2 139.7  99.3  120  123  128 135.8  86.5  79.1
## pm2.5       151.0  158 152.0 155.0 185.0 220.0  257  254  246 215.0 180.0  38.0
## CV residual  11.1   24  13.2  14.8  45.3 120.7  137  131  118  79.2  93.5 -41.1
##              8244  8246  8249  8252  8253  8254  8272  8274  8277   8279  8281
## Predicted    71.6  41.2  39.1  45.4  38.6  46.1  66.1  88.4 101.6 114.11 138.3
## cvpred       71.3  41.1  38.9  45.2  38.4  45.9  65.6  87.8 100.9 113.43 137.5
## pm2.5        29.0  28.0  19.0  10.0  11.0  14.0  47.0  34.0  82.0 122.00 109.0
## CV residual -42.3 -13.1 -19.9 -35.2 -27.4 -31.9 -18.6 -53.8 -18.9   8.57 -28.5
##              8290    8293   8294   8298  8299  8309  8310  8313  8314  8318
## Predicted   127.9 95.5613  93.95 107.55 126.3  86.5  94.0  76.5  65.4  48.8
## cvpred      127.2 95.0329  93.47 106.93 125.6  85.8  93.3  75.8  64.8  48.3
## pm2.5        94.0 95.0000 101.00 113.00 109.0   6.0   7.0  13.0  19.0  20.0
## CV residual -33.2 -0.0329   7.53   6.07 -16.6 -79.8 -86.3 -62.8 -45.8 -28.3
##              8320  8324  8325  8326  8328  8330  8331  8333  8334 8337  8339
## Predicted    40.9  90.3  93.8  92.7  95.1  99.4 115.2 117.9 113.0  119  81.9
## cvpred       40.5  89.4  92.9  91.8  94.3  98.5 114.1 116.8 111.9  118  81.2
## pm2.5        18.0  19.0  22.0  27.0  15.0  24.0  17.0  20.0  17.0   23  20.0
## CV residual -22.5 -70.4 -70.9 -64.8 -79.3 -74.5 -97.1 -96.8 -94.9  -95 -61.2
##              8343  8344  8347  8348  8351  8353  8355  8357  8358  8360  8361
## Predicted    64.3  61.6  66.5  59.9  59.9  66.4  53.8  55.2  53.9  58.2  56.3
## cvpred       63.7  61.0  65.9  59.3  59.3  65.8  53.2  54.6  53.3  57.7  55.7
## pm2.5        16.0  15.0  17.0  15.0   8.0  11.0  14.0  13.0  15.0  13.0  18.0
## CV residual -47.7 -46.0 -48.9 -44.3 -51.3 -54.8 -39.2 -41.6 -38.3 -44.7 -37.7
##              8363  8365  8366  8368  8371  8374  8378  8379  8380  8383  8394
## Predicted    36.5 25.57 22.12 11.82  6.90  91.7 104.6 113.3  71.5 100.1 66.63
## cvpred       36.1 25.32 21.94 11.77  6.94  90.9 103.7 112.3  70.9  99.2 66.05
## pm2.5        23.0 22.00 25.00 21.00 15.00  50.0  28.0  30.0  22.0  40.0 74.00
## CV residual -13.1 -3.32  3.06  9.23  8.06 -40.9 -75.7 -82.3 -48.9 -59.2  7.95
##              8395 8398  8402 8405  8406  8407  8410 8414 8415 8423 8426 8427
## Predicted    78.9  102  65.8  103 102.3 117.2 119.3 33.7 31.9  119  133  135
## cvpred       78.3  101  65.2  102 101.5 116.3 118.5 33.5 31.7  119  132  134
## pm2.5        55.0   82  41.0   34  34.0  42.0  69.0 73.0 79.0  325  363  319
## CV residual -23.3  -19 -24.2  -68 -67.5 -74.3 -49.5 39.5 47.3  206  231  185
##             8428 8429  8431  8432  8437  8439  8440  8442 8452 8453 8459  8463
## Predicted    145  135 133.6 149.4  88.3  73.6  78.2  97.8  142  123 44.9 34.05
## cvpred       144  135 132.7 148.3  87.8  73.2  77.8  97.2  141  123 44.7 34.08
## pm2.5        265  247 215.0 210.0 206.0 230.0 246.0 269.0  404  299 52.0 35.00
## CV residual  121  112  82.3  61.7 118.2 156.8 168.2 171.8  263  176  7.3  0.92
##             8465  8466 8467 8469  8470  8473  8480 8482  8492  8493 8496 8498
## Predicted     36  30.8 25.3 47.8  63.0 118.3 148.6  135  83.8 103.4  127  142
## cvpred        36  30.8 25.3 47.6  62.7 117.6 147.6  134  83.4 102.8  126  142
## pm2.5         16  10.0 34.0 59.0 104.0 161.0 230.0  311 138.0 147.0  311  405
## CV residual  -20 -20.8  8.7 11.4  41.3  43.4  82.4  177  54.6  44.2  185  263
##             8500 8501 8504 8505 8515 8516 8517 8520 8521 8523 8526 8527  8528
## Predicted    132  147  137  143  144  144  144  150  154  151  127  131 129.5
## cvpred       132  146  137  142  143  143  143  149  153  150  127  130 128.8
## pm2.5        397  396  340  266  548  584  607  587  570  513  295  263  87.0
## CV residual  265  250  203  124  405  441  464  438  417  363  168  133 -41.8
##              8531  8534  8536  8544  8547  8551  8555  8558  8563  8564  8565
## Predicted    71.7  47.8  46.6  69.5 108.9  71.4  48.8  44.7  93.1 112.2 106.9
## cvpred       71.4  47.6  46.4  69.0 108.2  70.7  48.2  44.2  92.1 111.1 105.9
## pm2.5        38.0  24.0  17.0  11.0  10.0  11.0  18.0  25.0  21.0  42.0  46.0
## CV residual -33.4 -23.6 -29.4 -58.0 -98.2 -59.7 -30.2 -19.2 -71.1 -69.1 -59.9
##              8568  8569  8570  8579  8582  8583 8588  8589  8592  8595  8598
## Predicted   101.2 100.1 100.0  89.2  65.6  59.6  114 106.3 130.1  94.5  85.6
## cvpred      100.2  99.1  98.9  88.3  64.9  58.9  113 105.3 128.9  93.6  84.8
## pm2.5        42.0  32.0  35.0  34.0  20.0  20.0   71  76.0 111.0  35.0  18.0
## CV residual -58.2 -67.1 -63.9 -54.3 -44.9 -38.9  -42 -29.3 -17.9 -58.6 -66.8
##              8599  8600  8602  8606  8609  8611  8612  8615  8619  8624  8629
## Predicted    94.3 113.0 110.4  72.2  82.8 114.3 115.2 124.6 134.8 110.9  59.3
## cvpred       93.4 111.9 109.4  71.5  82.0 113.3 114.2 123.5 133.7 110.1  58.9
## pm2.5        17.0  19.0  21.0  19.0  20.0  93.0 104.0 111.0  41.0  25.0  30.0
## CV residual -76.4 -92.9 -88.4 -52.5 -62.0 -20.3 -10.2 -12.5 -92.7 -85.1 -28.9
##              8631  8640  8647  8650  8654  8655  8656  8658  8660  8664  8665
## Predicted   49.55 121.1 131.8 135.5 64.19 56.74  54.3  59.5  38.6  63.7  63.1
## cvpred      49.22 120.2 130.8 134.5 63.87 56.45  54.0  59.2  38.3  63.3  62.6
## pm2.5       51.00  60.0 108.0 106.0 62.00 47.00  38.0  28.0  16.0  21.0  16.0
## CV residual  1.78 -60.2 -22.8 -28.5 -1.87 -9.45 -16.0 -31.2 -22.3 -42.3 -46.6
##              8670  8676  8680  8684  8689 8690  8692  8701  8702  8705  8708
## Predicted    64.0  33.2  7.91 102.3 112.2  122 117.3  98.8  82.6  74.8  72.1
## cvpred       63.6  33.1  7.96 101.5 111.3  121 116.4  98.2  82.0  74.3  71.6
## pm2.5        15.0  21.0 21.00  31.0  73.0   65  31.0  69.0  40.0  20.0  18.0
## CV residual -48.6 -12.1 13.04 -70.5 -38.3  -56 -85.4 -29.2 -42.0 -54.3 -53.6
##              8709  8710  8720  8724  8727 8728  8730  8731  8738  8742  8746
## Predicted    70.9  73.4  51.3  31.0 20.22   12 11.89  8.09  5.58  1.88 -17.7
## cvpred       70.4  72.8  50.9  30.8 20.16   12 11.89  8.13  5.69  2.04 -17.4
## pm2.5        22.0  14.0  12.0  18.0 27.00   28 15.00 17.00 21.00 13.00  15.0
## CV residual -48.4 -58.8 -38.9 -12.8  6.84   16  3.11  8.87 15.31 10.96  32.4
##              8747  8748  8750  8755  8758  8787 8791  8793  8794  8797  8799
## Predicted   -26.4 -30.2 -41.9 -45.3 -51.7 120.1  122 115.7 109.5  95.4  91.0
## cvpred      -26.0 -29.7 -41.2 -44.6 -50.9 119.2  121 114.8 108.6  94.7  90.4
## pm2.5        19.0  14.0  21.0  28.0  19.0  20.0   14  22.0  22.0  31.0  35.0
## CV residual  45.0  43.7  62.2  72.6  69.9 -99.2 -107 -92.8 -86.6 -63.7 -55.4
##              8800  8803  8807  8817 8818  8819  8823  8832  8838  8839 8844
## Predicted    90.8 101.5 125.7 140.9  145 130.3  99.8 141.1 145.4 144.1  120
## cvpred       90.1 100.8 124.8 139.8  144 129.4  99.1 140.1 144.3 143.1  119
## pm2.5        32.0  52.0  76.0 155.0  124 105.0 164.0 226.0  64.0  67.0   96
## CV residual -58.1 -48.8 -48.8  15.2  -20 -24.4  64.9  85.9 -80.3 -76.1  -23
##              8849  8857  8859  8864  8874  8882  8883  8884  8886  8888   8890
## Predicted    76.9  82.8  78.1  72.5  30.8  30.2  28.6  26.4  28.8  27.1 13.032
## cvpred       76.4  82.2  77.6  72.0  30.8  30.1  28.5  26.4  28.8  27.1 13.148
## pm2.5        61.0  28.0  24.0  21.0  16.0  17.0  10.0  12.0  13.0   6.0 14.000
## CV residual -15.4 -54.2 -53.6 -51.0 -14.8 -13.1 -18.5 -14.4 -15.8 -21.1  0.852
##              8892  8894  8896  8897  8901  8902  8905  8907 8912  8916  8918
## Predicted    2.24 -12.9 -18.3 -15.2 -11.8 -7.23 -5.67 -7.37  131  90.6  91.5
## cvpred       2.50 -12.5 -17.9 -14.7 -11.3 -6.85 -5.26 -6.98  130  90.0  90.8
## pm2.5       13.00  15.0  13.0  13.0  27.0 21.00 18.00 16.00   27  40.0  51.0
## CV residual 10.50  27.5  30.9  27.7  38.3 27.85 23.26 22.98 -103 -50.0 -39.8
##              8920  8924   8930  8933    8935  8936  8938  8939  8940  8941
## Predicted    76.6  92.7 125.45 130.6 118.603 112.9  99.3  92.5  84.3  76.7
## cvpred       76.0  92.0 124.55 129.6 117.763 112.1  98.6  91.8  83.7  76.2
## pm2.5        56.0  79.0 126.00 173.0 118.000  79.0  19.0  16.0  21.0  20.0
## CV residual -20.0 -13.0   1.45  43.4   0.237 -33.1 -79.6 -75.8 -62.7 -56.2
##              8943  8944  8993  8996  9004  9010  9021  9027  9028  9031  9033
## Predicted    71.5  64.4  55.6  96.7 111.5  84.8  85.7 109.4 129.7 129.2 140.0
## cvpred       71.1  64.0  55.1  95.9 110.5  84.1  84.9 108.4 128.6 128.1 138.8
## pm2.5        26.0  17.0  43.0  69.0  29.0  15.0  20.0  35.0  30.0  49.0  59.0
## CV residual -45.1 -47.0 -12.1 -26.9 -81.5 -69.1 -64.9 -73.4 -98.6 -79.1 -79.8
##              9034  9036 9037 9039  9043  9044  9046 9050 9051  9057  9058  9060
## Predicted   123.6 92.53 78.4 68.0  84.7 103.5 118.7  114  129 128.2 122.1  96.4
## cvpred      122.5 91.75 77.7 67.4  84.0 102.7 117.7  113  128 127.2 121.1  95.7
## pm2.5        74.0 86.00 71.0 79.0  55.0  49.0  96.0  252  244 168.0 165.0 125.0
## CV residual -48.5 -5.75 -6.7 11.6 -29.0 -53.7 -21.7  139  116  40.8  43.9  29.3
##              9063 9064  9067  9068  9069  9073  9076  9078  9079  9080  9082
## Predicted   49.39 46.9 71.62  90.9 87.13  94.7  94.6  96.3  94.7  99.0  85.4
## cvpred      48.97 46.5 71.06  90.2 86.46  94.0  93.8  95.5  93.9  98.2  84.7
## pm2.5       51.00 69.0 62.00  74.0 95.00  27.0  18.0  17.0  14.0  15.0  19.0
## CV residual  2.03 22.5 -9.06 -16.2  8.54 -67.0 -75.8 -78.5 -79.9 -83.2 -65.7
##              9083  9084  9085  9092  9093  9097  9102  9104  9109  9112 9119
## Predicted    73.8  66.4  59.3  43.7  46.5  47.7  35.2  31.1  3.37 -9.87  102
## cvpred       73.2  65.9  58.9  43.3  46.1  47.3  34.9  30.7  3.38 -9.69  101
## pm2.5        20.0  21.0  20.0  20.0  13.0  11.0   9.0  11.0 12.00 17.00   29
## CV residual -53.2 -44.9 -38.9 -23.3 -33.1 -36.3 -25.9 -19.7  8.62 26.69  -72
##              9123  9127 9129  9130  9131  9134  9137  9138  9145  9153  9154
## Predicted   111.9 112.2  116 104.4  99.5  84.2  88.4  98.6 128.3 116.4  99.9
## cvpred      110.8 111.1  115 103.5  98.6  83.5  87.6  97.8 127.3 115.4  99.0
## pm2.5        16.0  13.0   11  17.0  26.0  37.0  39.0  56.0 107.0  30.0  36.0
## CV residual -94.8 -98.1 -104 -86.5 -72.6 -46.5 -48.6 -41.8 -20.3 -85.4 -63.0
##              9156  9161  9162  9165 9173 9175 9176 9178  9179  9181  9182  9188
## Predicted    80.6  64.5  62.5  62.9  119  128  121  104  97.2  78.0  76.4  66.3
## cvpred       80.0  64.0  62.0  62.4  118  126  120  103  96.3  77.3  75.7  65.8
## pm2.5        26.0  18.0  17.0  26.0   13   18   17   31  31.0  31.0  23.0  21.0
## CV residual -54.0 -46.0 -45.0 -36.4 -105 -108 -103  -72 -65.3 -46.3 -52.7 -44.8
##              9191  9194  9196  9198 9200  9205  9211  9212  9213  9216  9219
## Predicted    80.5  88.3  90.5  84.8  126  74.2  59.0  74.1  88.6 101.7 118.2
## cvpred       79.8  87.6  89.8  84.0  125  73.6  58.5  73.4  87.8 100.8 117.2
## pm2.5        21.0  24.0  26.0  17.0   23  21.0  16.0  18.0  24.0  24.0  20.0
## CV residual -58.8 -63.6 -63.8 -67.0 -102 -52.6 -42.5 -55.4 -63.8 -76.8 -97.2
##             9225  9226  9232  9246  9248  9250  9258  9261  9274  9275  9277
## Predicted    121 108.8  51.9 120.9 118.7  93.4 66.13  90.9 122.7 106.1  99.1
## cvpred       120 107.9  51.3 119.8 117.7  92.6 65.58  90.2 121.7 105.3  98.4
## pm2.5         15  26.0  25.0  39.0  20.0  32.0 67.00 144.0  91.0  54.0  50.0
## CV residual -105 -81.9 -26.3 -80.8 -97.7 -60.6  1.42  53.8 -30.7 -51.3 -48.4
##              9278  9281  9282  9284  9304  9305  9307  9308  9309 9317  9322
## Predicted    93.1  73.4  80.7  73.8  29.0  27.1  28.3 26.32  29.0  115 114.3
## cvpred       92.4  72.9  80.2  73.2  28.9  27.0  28.2 26.26  28.9  114 113.3
## pm2.5        48.0  48.0  45.0  23.0  18.0  16.0  16.0 21.00  16.0   21  33.0
## CV residual -44.4 -24.9 -35.2 -50.2 -10.9 -11.0 -12.2 -5.26 -12.9  -93 -80.3
##              9329  9334  9336  9337  9338  9340  9342 9344  9346  9349  9354
## Predicted    77.0 108.2 127.5 123.6 128.7 117.1 125.9  119  80.6  68.8  53.2
## cvpred       76.4 107.3 126.4 122.5 127.6 116.1 124.8  118  79.8  68.2  52.8
## pm2.5        63.0  78.0  95.0 109.0  95.0  69.0  47.0   16  12.0  23.0  17.0
## CV residual -13.4 -29.3 -31.4 -13.5 -32.6 -47.1 -77.8 -102 -67.8 -45.2 -35.8
##              9362  9366 9367  9372  9374  9376   9380 9381   9384  9386  9389
## Predicted   114.2 121.7  127  91.3  87.6 80.89 112.81  118 122.34 115.5 121.7
## cvpred      113.2 120.7  126  90.5  86.9 80.28 111.88  117 121.33 114.5 120.7
## pm2.5        37.0  21.0   26  61.0  46.0 71.00 103.00  132 117.00 161.0  24.0
## CV residual -76.2 -99.7 -100 -29.5 -40.9 -9.28  -8.88   15  -4.33  46.5 -96.7
##              9390  9398  9401  9402  9404  9410  9416  9418  9419  9422  9424
## Predicted   115.5  87.8  81.9  81.4  81.4 105.7 105.6  97.8  91.3  74.9  61.8
## cvpred      114.5  87.0  81.2  80.7  80.7 104.8 104.7  97.0  90.5  74.3  61.3
## pm2.5        20.0  17.0  13.0  12.0  11.0  18.0  31.0  19.0  21.0  16.0  14.0
## CV residual -94.5 -70.0 -68.2 -68.7 -69.7 -86.8 -73.7 -78.0 -69.5 -58.3 -47.3
##              9427  9432  9433  9438  9439  9440  9447  9451  9459  9462  9463
## Predicted    67.6  76.1  70.9  75.9  78.9  83.2  67.5  72.6  74.1  70.8  73.6
## cvpred       67.0  75.5  70.2  75.2  78.2  82.4  66.9  71.9  73.5  70.2  73.0
## pm2.5        13.0  15.0   3.0   2.0   7.0  11.0  42.0   9.0  10.0   8.0   8.0
## CV residual -54.0 -60.5 -67.2 -73.2 -71.2 -71.4 -24.9 -62.9 -63.5 -62.2 -65.0
##              9467  9468   9474 9477  9481  9482  9484 9486  9497 9499 9501 9502
## Predicted    51.0  38.3  0.458 12.0  96.3 100.1 103.5  118 22.44 26.4 29.8 43.6
## cvpred       50.6  38.0  0.571 12.1  95.5  99.3 102.7  117 22.34 26.2 29.6 43.3
## pm2.5        21.0  24.0 13.000 46.0  21.0  15.0  12.0   13 18.00 24.0 61.0 69.0
## CV residual -29.6 -14.0 12.429 33.9 -74.5 -84.3 -90.7 -104 -4.34 -2.2 31.4 25.7
##              9504  9510  9511  9512  9514  9516  9518  9524  9525 9526 9527
## Predicted    76.3  79.2  78.3 100.9  88.9 47.91 25.94 27.50 36.67 30.4 34.5
## cvpred       75.8  78.7  77.8 100.2  88.3 47.53 25.69 27.26 36.34 30.2 34.2
## pm2.5        55.0  37.0  34.0  27.0  37.0 43.00 20.00 30.00 42.00 49.0 49.0
## CV residual -20.8 -41.7 -43.8 -73.2 -51.3 -4.53 -5.69  2.74  5.66 18.8 14.8
##              9531  9534  9539 9542 9544  9547  9552  9558  9560  9568  9572
## Predicted   107.8  97.3  62.4 28.8 38.3  51.0  78.0  88.0  96.3 41.06  61.6
## cvpred      106.9  96.5  61.9 28.6 38.1  50.7  77.5  87.4  95.6 40.77  61.1
## pm2.5        70.0  47.0  45.0 55.0 33.0  18.0  61.0  29.0  24.0 47.00 143.0
## CV residual -36.9 -49.5 -16.9 26.4 -5.1 -32.7 -16.5 -58.4 -71.6  6.23  81.9
##              9573 9574 9577 9578 9581   9583  9585  9587  9588  9593  9599
## Predicted    66.2  106  126  127  115 103.71  90.7  69.2 75.41  71.7 126.8
## cvpred       65.7  105  125  126  114 102.96  90.1  68.8 75.02  71.4 126.1
## pm2.5       167.0  250  299  378  234 100.00  77.0 102.0 77.00  32.0  99.0
## CV residual 101.3  145  174  252  120  -2.96 -13.1  33.2  1.98 -39.4 -27.1
##              9600  9601  9602  9603 9607  9608   9614  9621 9622 9625 9632
## Predicted   121.5 132.2 143.6 143.4  149 148.6 114.84 130.9  137  130  138
## cvpred      120.7 131.4 142.7 142.4  148 147.6 114.23 130.1  136  129  138
## pm2.5        64.0  43.0  53.0  46.0   82  87.0 109.00 155.0  158  220   34
## CV residual -56.7 -88.4 -89.7 -96.4  -66 -60.6  -5.23  24.9   22   91 -104
##              9633  9637  9638  9639  9644  9650 9651  9652  9660  9662  9668
## Predicted   122.0  74.3  68.0  65.5  79.3 122.4  132 136.6 120.5  91.0 117.1
## cvpred      121.2  74.0  67.8  65.3  78.9 121.7  131 135.8 119.8  90.6 116.4
## pm2.5        31.0  25.0  27.0  21.0  20.0 106.0  110 110.0 131.0 129.0 101.0
## CV residual -90.2 -49.0 -40.8 -44.3 -58.9 -15.7  -21 -25.8  11.2  38.4 -15.4
##             9671 9672  9673  9680  9686  9689  9697  9698   9699 9700  9704
## Predicted    137  137 147.4 138.3  71.1  62.7 124.0 133.7 138.35  147 161.8
## cvpred       137  137 146.4 137.5  70.8  62.4 123.1 132.8 137.46  146 160.8
## pm2.5        295  263 208.0 148.0  43.0  27.0  84.0  78.0 132.00  163 209.0
## CV residual  158  126  61.6  10.5 -27.8 -35.4 -39.1 -54.8  -5.46   17  48.2
##              9708  9709  9714  9718 9720 9722 9728  9731  9734  9735  9738
## Predicted   143.9 128.0 119.3 125.4  134  146  142 140.0 141.8 136.2 135.1
## cvpred      143.1 127.4 118.7 124.8  133  145  142 139.4 141.2 135.6 134.5
## pm2.5       212.0 225.0  79.0  38.0   35   30   41  70.0  68.0  62.0  79.0
## CV residual  68.9  97.6 -39.7 -86.8  -98 -115 -101 -69.4 -73.2 -73.6 -55.5
##              9745  9746  9748  9749  9753  9756  9757  9760  9762  9763 9764
## Predicted   154.1 159.5 159.5 163.4 156.6  95.7  96.8  74.1  69.0  72.0  111
## cvpred      153.3 158.6 158.6 162.5 155.7  95.1  96.2  73.6  68.6  71.5  111
## pm2.5       107.0 100.0 103.0  96.0  82.0  66.0  41.0   8.0  12.0   7.0    7
## CV residual -46.3 -58.6 -55.6 -66.5 -73.7 -29.1 -55.2 -65.6 -56.6 -64.5 -104
##             9766 9771 9774 9777  9778  9783  9790  9795  9802  9803 9805  9809
## Predicted    115  127  114  123 111.6  96.0 117.9 156.8 159.3 161.0  155 131.5
## cvpred       115  126  113  122 110.7  95.3 117.2 155.9 158.4 160.1  154 130.7
## pm2.5          8   11   10   16  21.0  34.0  41.0  59.0  69.0  82.0   87  82.0
## CV residual -107 -115 -103 -106 -89.7 -61.3 -76.2 -96.9 -89.4 -78.1  -67 -48.7
##              9810  9812  9828  9829  9832  9837  9839  9840  9841    9850  9851
## Predicted   135.5 144.4  99.0  92.3  72.2 106.4 139.6 148.9 149.4 153.749 147.6
## cvpred      134.7 143.6  98.2  91.5  71.7 105.7 138.6 147.9 148.3 152.725 146.7
## pm2.5        92.0 108.0  30.0  26.0  46.0  46.0  77.0  89.0 102.0 152.000 181.0
## CV residual -42.7 -35.6 -68.2 -65.5 -25.7 -59.7 -61.6 -58.9 -46.3  -0.725  34.3
##              9852  9859 9860 9863 9865 9868 9871 9873 9884 9889 9892  9903
## Predicted   142.0 135.9  140  155  152  159  160  157  139  155  155  89.7
## cvpred      141.1 135.1  139  154  151  158  159  156  138  154  154  89.3
## pm2.5       214.0 213.0  254  331  335  294  267  258  211  294  316  53.0
## CV residual  72.9  77.9  115  177  184  136  108  102   73  140  162 -36.3
##              9904  9906  9908  9909 9913 9914 9915 9918  9920  9921  9922  9923
## Predicted    80.9  85.6 103.3 107.6  145  151  156  157 132.1 135.3 104.9  85.0
## cvpred       80.5  85.3 102.9 107.1  144  150  155  156 131.3 134.4 104.2  84.5
## pm2.5        50.0  42.0  80.0 188.0  411  345  353  282  41.0  51.0  46.0  48.0
## CV residual -30.5 -43.3 -22.9  80.9  267  195  198  126 -90.3 -83.4 -58.2 -36.5
##              9926  9928  9929  9932  9949 9950 9957 9959 9961 9963  9966  9969
## Predicted    68.5  74.5  78.8  99.6  68.0 62.1  107  131  150  151 150.0 151.5
## cvpred       68.1  74.2  78.5  99.2  67.8 61.8  106  130  149  150 149.2 150.6
## pm2.5        50.0 127.0 140.0 203.0 113.0 92.0  264  273  288  300 202.0 113.0
## CV residual -18.1  52.8  61.5 103.8  45.2 30.2  158  143  139  150  52.8 -37.6
##             9972 9975  9976 9983 9987 9990 9991 9992 9998 10002 10005 10006
## Predicted    109  102  92.0  148  155  149  154  155  126   108   138   143
## cvpred       109  102  91.8  147  154  148  153  154  126   108   138   142
## pm2.5        282  477 510.0  477  493  563  563  528  430   425   492   492
## CV residual  173  375 418.2  330  339  415  410  374  304   317   354   350
##             10011 10014 10018 10021 10022 10027 10031 10032 10037 10039 10041
## Predicted     155   155   148   109   108   113   139   138   154   154   147
## cvpred        154   154   148   108   107   113   139   138   154   153   146
## pm2.5         494   431   391   343   322   335   401   406   455   406   420
## CV residual   340   277   243   235   215   222   262   268   301   253   274
##             10042 10043 10044 10048 10051 10052 10053 10054 10055 10062  10064
## Predicted     141   133   123  98.7   117   127   126   125   129   145 128.84
## cvpred        140   132   122  98.5   116   126   125   125   128   144 128.19
## pm2.5         393   389   401 409.0   396   436   470   451   436   285 136.00
## CV residual   253   257   279 310.5   280   310   345   326   308   141   7.81
##             10068 10070   10071 10073 10075 10082 10084 10085 10090 10091 10095
## Predicted    52.2  37.5 29.0484  17.8  50.4 144.0 155.1 155.3 130.2 119.7 84.67
## cvpred       52.0  37.3 28.9275  17.7  50.1 143.2 154.3 154.4 129.5 119.1 84.29
## pm2.5        13.0  23.0 29.0000  28.0  21.0  53.0  72.0  77.0 100.0  98.0 75.00
## CV residual -39.0 -14.3  0.0725  10.3 -29.1 -90.2 -82.3 -77.4 -29.5 -21.1 -9.29
##             10101 10103 10106 10109 10111 10114 10116 10123 10128 10130 10132
## Predicted    89.7  93.6 100.8   139   163 161.4 155.0 148.5 146.2 158.0   152
## cvpred       89.2  93.1 100.3   139   162 160.6 154.2 147.8 145.5 157.2   151
## pm2.5        78.0  62.0  42.0    36    44  71.0  77.0 122.0 116.0 127.0   123
## CV residual -11.2 -31.1 -58.3  -103  -118 -89.6 -77.2 -25.8 -29.5 -30.2   -28
##             10139 10140 10143 10144 10147 10150 10157 10160 10161 10163 10166
## Predicted     143   151 126.6 120.6 103.7 106.0   126 129.2 127.3  96.3  72.0
## cvpred        143   151 126.1 120.1 103.2 105.5   125 128.4 126.6  95.8  71.6
## pm2.5          35    35  31.0  34.0  28.0  29.0    25  32.0  37.0  18.0  12.0
## CV residual  -108  -116 -95.1 -86.1 -75.2 -76.5  -100 -96.4 -89.6 -77.8 -59.6
##             10167 10177 10178 10182 10184 10186 10193 10196 10197 10198 10199
## Predicted    60.5  92.4   118   122 110.5  87.5  30.4  44.3  53.5  72.2  71.1
## cvpred       60.2  92.0   117   121 109.8  87.0  30.4  44.2  53.3  71.8  70.7
## pm2.5        12.0  12.0     9     9  12.0  20.0  17.0  28.0  80.0  87.0  51.0
## CV residual -48.2 -80.0  -108  -112 -97.8 -67.0 -13.4 -16.2  26.7  15.2 -19.7
##             10200 10201 10203 10208 10213 10216 10218 10226 10232  10239 10240
## Predicted    65.6  45.3  67.1 134.9  63.7  34.2 39.28  66.4  72.0 -0.065 -6.79
## cvpred       65.3  45.1  66.7 133.9  63.4  34.0 39.09  66.0  71.7  0.166 -6.50
## pm2.5        37.0   9.0  14.0  44.0  18.0  16.0 49.00   8.0  10.0 16.000 15.00
## CV residual -28.3 -36.1 -52.7 -89.9 -45.4 -18.0  9.91 -58.0 -61.7 15.834 21.50
##             10243 10245 10246 10251 10254 10256 10257 10259 10260 10264 10265
## Predicted    2.20 13.91  12.6 127.2 132.0 132.2 126.6  82.4 67.23 37.31 41.10
## cvpred       2.49 14.14  12.8 126.5 131.2 131.4 125.9  82.0 66.93 37.22 40.97
## pm2.5        9.00 11.00  37.0  46.0  52.0 105.0  83.0  43.0 57.00 46.00 42.00
## CV residual  6.51 -3.14  24.2 -80.5 -79.2 -26.4 -42.9 -39.0 -9.93  8.78  1.03
##             10269 10272 10273 10274 10281  10283 10292 10293 10298 10302 10311
## Predicted    81.1  87.9  85.8  84.5 106.3 103.05 107.2 108.2  70.0  75.5  32.9
## cvpred       80.8  87.6  85.5  84.2 105.9 102.67 106.8 107.8  69.7  75.2  32.8
## pm2.5        91.0  66.0  69.0  56.0  79.0  96.00 108.0 122.0  20.0  12.0  11.0
## CV residual  10.2 -21.6 -16.5 -28.2 -26.9  -6.67   1.2  14.2 -49.7 -63.2 -21.8
##             10328 10334 10336 10339 10341 10344 10348 10350 10355 10357 10363
## Predicted    78.3  33.2 28.57 13.19 29.78 36.24  21.1  41.6  68.4  45.1  58.6
## cvpred       77.8  33.2 28.59 13.27 29.78 36.19  21.1  41.5  68.0  44.8  58.3
## pm2.5        16.0  15.0 22.00  9.00 23.00 33.00  11.0  14.0  20.0  17.0  16.0
## CV residual -61.8 -18.2 -6.59 -4.27 -6.78 -3.19 -10.1 -27.5 -48.0 -27.8 -42.3
##             10375 10376 10377 10381 10383 10387 10395 10397 10399 10402 10404
## Predicted    93.1 103.2  88.8  37.0 18.03  9.32 102.8 117.2 111.8  72.1  33.5
## cvpred       92.6 102.6  88.2  36.8 18.02  9.40 102.2 116.5 111.1  71.8  33.4
## pm2.5        19.0  31.0  35.0  15.0 16.00 12.00  58.0  80.0  72.0  61.0  46.0
## CV residual -73.6 -71.6 -53.2 -21.8 -2.02  2.60 -44.2 -36.5 -39.1 -10.8  12.6
##             10408 10409 10410 10411 10417 10418 10424 10425 10426 10432 10436
## Predicted    12.6  11.0  5.28  19.8  59.7  89.3 103.2  91.9  77.5  35.7  88.9
## cvpred       12.7  11.2  5.45  19.9  59.4  88.7 102.5  91.4  77.1  35.7  88.6
## pm2.5        26.0  22.0 14.00   9.0  48.0  47.0  30.0  85.0  92.0  95.0 132.0
## CV residual  13.3  10.8  8.55 -10.9 -11.4 -41.7 -72.5  -6.4  14.9  59.3  43.4
##             10437 10444 10445 10446 10452 10454 10455 10457 10458 10460 10464
## Predicted    98.9   128   133   142  82.3  75.1    64  57.2  61.8  91.4   121
## cvpred       98.5   128   132   142  82.1  75.1    64  57.3  61.9  91.2   121
## pm2.5       156.0   258   263   266 243.0 241.0   236 225.0 228.0 272.0   360
## CV residual  57.5   130   131   124 160.9 165.9   172 167.7 166.1 180.8   239
##             10467 10468 10469 10473 10474 10477 10482 10487 10492 10496 10497
## Predicted     131   131   132   119   103 39.84  55.6  56.4  66.2  66.1  59.1
## cvpred        131   130   132   119   103 40.02  55.6  56.1  65.8  65.8  58.8
## pm2.5         400   368   351   332   318 42.00  20.0  11.0   9.0   8.0  12.0
## CV residual   269   238   219   213   215  1.98 -35.6 -45.1 -56.8 -57.8 -46.8
##             10504 10510 10512 10514 10522 10524 10525 10526 10528 10529 10531
## Predicted    6.39  7.79  6.81 16.29 -6.84 -30.7 -27.4 -37.8 -46.8 -54.7 -49.8
## cvpred       6.45  7.91  6.91 16.39 -6.56 -30.2 -26.9 -37.2 -46.2 -53.9 -49.1
## pm2.5       23.00 17.00 14.00 17.00 16.00  18.0  21.0  22.0  16.0  21.0  19.0
## CV residual 16.55  9.09  7.09  0.61 22.56  48.2  47.9  59.2  62.2  74.9  68.1
##             10535 10537 10540 10542 10544 10546 10547 10550 10551 10552 10554
## Predicted   -25.1 -27.3  98.5   116   123  83.0  68.5 52.47  50.6 44.13  47.1
## cvpred      -24.4 -26.7  97.9   115   122  82.5  68.1 52.24  50.4 44.01  46.9
## pm2.5        23.0  18.0   7.0    15    24  33.0  32.0 45.00  40.0 37.00  27.0
## CV residual  47.4  44.7 -90.9  -100   -98 -49.5 -36.1 -7.24 -10.4 -7.01 -19.9
##             10555 10556 10557 10560 10565  10570 10574 10579 10580 10675 10676
## Predicted   51.09  65.3  79.4 93.40 126.1 108.69  71.4  45.2  75.0 -5.92  1.14
## cvpred      50.92  65.0  79.1 92.84 125.4 108.22  71.3  45.2  74.7 -5.84  1.21
## pm2.5       44.00  79.0 117.0 90.00 110.0 101.00 135.0  90.0  99.0 28.00 33.00
## CV residual -6.92  14.0  37.9 -2.84 -15.4  -7.22  63.7  44.8  24.3 33.84 31.79
##             10677 10679   10682 10684 10687 10691 10694 10695 10698 10699 10700
## Predicted    4.07 -3.72 -0.0768 -4.49  82.1  33.1 16.71 14.50  2.49  5.67 20.96
## cvpred       4.11 -3.70 -0.0731 -4.44  81.5  32.9 16.65 14.46  2.58  5.73 20.85
## pm2.5       14.00 23.00 12.0000  9.00  15.0  13.0 18.00 11.00 14.00 12.00 17.00
## CV residual  9.89 26.70 12.0731 13.44 -66.5 -19.9  1.35 -3.46 11.42  6.27 -3.85
##             10701 10704 10707 10709 10719 10721 10736 10737  10741 10742 10747
## Predicted   19.72  37.6  53.3 32.04 -7.04  32.6  31.8  28.6 -0.878 -13.4 -34.3
## cvpred      19.66  37.3  53.0 31.89 -6.72  32.4  31.6  28.5 -0.691 -13.1 -33.8
## pm2.5       24.00  21.0  20.0 24.00 16.00  22.0  10.0  12.0 12.000  11.0   6.0
## CV residual  4.34 -16.3 -33.0 -7.89 22.72 -10.4 -21.6 -16.5 12.691  24.1  39.8
##             10748 10749 10753 10759 10761 10765 10768 10770 10771 10777 10778
## Predicted   -21.6 -18.0 -19.2  73.4  54.8  37.9  31.2  36.6  35.7  96.5  91.2
## cvpred      -21.2 -17.7 -18.8  72.9  54.5  37.8  31.2  36.5  35.7  96.0  90.7
## pm2.5         7.0   6.0   8.0  27.0  25.0  22.0  13.0  18.0  17.0  36.0  46.0
## CV residual  28.2  23.7  26.8 -45.9 -29.5 -15.8 -18.2 -18.5 -18.7 -60.0 -44.7
##             10780 10781 10784 10787 10788 10790 10792 10797 10800 10803 10804
## Predicted   116.1 101.4   116  70.6  51.2 45.33 31.05  48.8  27.7  42.2  40.8
## cvpred      115.4 100.9   115  70.4  51.1 45.26 31.07  48.6  27.6  42.0  40.7
## pm2.5        66.0  78.0   126 157.0 130.0 38.00 36.00  16.0  11.0  20.0  13.0
## CV residual -49.4 -22.9    11  86.6  78.9 -7.26  4.93 -32.6 -16.6 -22.0 -27.7
##             10806 10807 10808 10809 10818 10822 10826 10827 10828 10829 10830
## Predicted    38.4  36.4 29.95 17.47 20.67  61.5  80.6  84.9  91.2  96.0 110.9
## cvpred       38.3  36.3 29.89 17.53 20.75  61.2  80.3  84.5  90.7  95.6 110.4
## pm2.5        12.0  17.0 27.00 21.00 13.00  22.0  40.0  38.0  37.0  39.0  45.0
## CV residual -26.3 -19.3 -2.89  3.47 -7.75 -39.2 -40.3 -46.5 -53.7 -56.6 -65.4
##             10831 10832 10833 10835 10837 10842 10846 10847 10848 10849 10862
## Predicted   110.1 108.8  78.3  61.9 48.97 40.56   102   106 110.6 115.2  45.6
## cvpred      109.5 108.3  78.0  61.8 48.93 40.54   102   106 110.2 114.8  45.7
## pm2.5        50.0  44.0  58.0  48.0 44.00 35.00    65    61  56.0  69.0  94.0
## CV residual -59.5 -64.3 -20.0 -13.8 -4.93 -5.54   -37   -45 -54.2 -45.8  48.3
##             10863 10864 10865 10868 10872 10873 10876  10877 10878 10879 10884
## Predicted    8.52  8.40  7.54  20.1 69.36  93.5 118.5 122.84 123.8 122.9  60.7
## cvpred       8.81  8.69  7.84  20.3 69.18  93.2 117.9 122.31 123.2 122.3  60.8
## pm2.5       70.00 49.00 59.00  55.0 64.00  75.0 103.0 115.00 112.0  95.0 143.0
## CV residual 61.19 40.31 51.16  34.7 -5.18 -18.2 -14.9  -7.31 -11.2 -27.3  82.2
##             10906 10924 10926 10932 10933 10934 10935 10936 10937 10938 10940
## Predicted     103  64.4  65.4 22.55 12.18  6.45  5.10  58.9  75.8  88.1   134
## cvpred        103  64.4  65.3 22.66 12.33  6.62  5.28  58.7  75.6  87.9   133
## pm2.5         204  51.0  19.0 18.00 20.00 17.00 15.00  16.0  23.0  34.0    25
## CV residual   101 -13.4 -46.3 -4.66  7.67 10.38  9.72 -42.7 -52.6 -53.9  -108
##             10941 10946 10947 10952 10955 10956 10961 10962 10964 10966 10974
## Predicted     142   148   152 142.6  83.0 77.40  32.5  44.6  71.2 100.9 140.3
## cvpred        142   148   151 142.2  82.8 77.21  32.5  44.6  71.0 100.7 139.7
## pm2.5          33    30    48  54.0  45.0 68.00  92.0 127.0   5.0   5.0 184.0
## CV residual  -109  -118  -103 -88.2 -37.8 -9.21  59.5  82.4 -66.0 -95.7  44.3
##             10982 10983 10987 10992 10994 10996 10999 11000 11002 11003 11005
## Predicted    16.4  10.7  14.7  55.8   107 113.3 122.6   103  53.7  43.5  22.5
## cvpred       16.5  10.8  14.8  55.7   107 112.8 122.1   102  53.7  43.5  22.8
## pm2.5        50.0 167.0 108.0  86.0    88 125.0 174.0   241 159.0 138.0 149.0
## CV residual  33.5 156.2  93.2  30.3   -19  12.2  51.9   139 105.3  94.5 126.2
##             11006  11010 11014 11016 11019 11024 11026 11027 11028 11031 11033
## Predicted    17.1   2.90  37.8  50.5  73.2   131  70.5  49.1  51.3  27.5  36.7
## cvpred       17.3   3.22  37.9  50.5  73.1   130  70.5  49.2  51.4  27.7  37.0
## pm2.5       192.0 170.00  54.0 150.0 166.0   254 254.0 277.0 207.0 227.0 253.0
## CV residual 174.7 166.78  16.1  99.5  92.9   124 183.5 227.8 155.6 199.3 216.0
##             11036 11038 11039 11041 11044  11047 11048  11104 11127  11130
## Predicted    44.2  47.0  51.0  64.3  50.3 113.71 118.3  0.324 -10.7  -3.26
## cvpred       44.4  47.2  51.2  64.4  50.5 113.43 118.1  0.669 -10.2  -2.79
## pm2.5       143.0 246.0 279.0 220.0  96.0 120.00  77.0 27.000 107.0 102.00
## CV residual  98.6 198.8 227.8 155.6  45.5   6.57 -41.1 26.331 117.2 104.79
##              11131 11141 11147 11148 11149 11156 11159 11163 11167 11168 11174
## Predicted     5.16 35.76 13.65  8.76  3.63 -19.1  7.90  24.5  72.5  39.3 -3.39
## cvpred        5.58 35.78 13.66  8.82  3.73 -18.9  7.92  24.4  72.1  39.1 -3.13
## pm2.5       100.00 28.00  8.00 10.00 12.00  11.0 22.00   8.0  14.0  29.0 12.00
## CV residual  94.42 -7.78 -5.66  1.18  8.27  29.9 14.08 -16.4 -58.1 -10.1 15.13
##             11178 11179 11180 11181 11189 11190 11191 11193 11196 11198 11200
## Predicted   -6.59 -3.42  15.0  13.7  93.5 117.6 108.2  81.8  39.5  14.1  5.73
## cvpred      -6.26 -3.12  15.2  13.9  93.2 117.1 107.8  81.6  39.7  14.5  6.24
## pm2.5       13.00 18.00  26.0  27.0  85.0  91.0  88.0 103.0  91.0  94.0 91.00
## CV residual 19.26 21.12  10.8  13.1  -8.2 -26.1 -19.8  21.4  51.3  79.5 84.76
##             11204 11205 11207 11208 11211 11216 11218 11220 11224 11226 11229
## Predicted    40.3  48.6  76.9  81.8 107.6   122  95.3  74.8  65.0  63.0  87.3
## cvpred       40.5  48.8  76.9  81.8 107.4   121  95.3  75.0  65.3  63.3  87.5
## pm2.5       104.0 145.0 184.0 202.0 184.0   225 163.0 136.0 138.0 145.0 170.0
## CV residual  63.5  96.2 107.1 120.2  76.6   104  67.7  61.0  72.7  81.7  82.5
##             11232 11235 11236 11237 11238 11239 11243 11245 11246 11247 11257
## Predicted   104.1 119.9 119.6 115.3 119.5 134.9  47.3 -16.5 -24.1 -20.6 61.41
## cvpred      104.1 119.7 119.4 115.2 119.3 134.6  47.7 -15.8 -23.4 -19.8 61.56
## pm2.5       168.0 137.0 133.0 158.0 162.0 158.0 159.0  27.0  21.0  21.0 53.00
## CV residual  63.9  17.3  13.6  42.8  42.7  23.4 111.3  42.8  44.4  40.8 -8.56
##             11281 11297 11298 11300 11301 11303 11307 11310 11311 11312 11319
## Predicted    86.1  19.2  26.6  51.6  41.2  42.4 57.64  54.4  61.9  54.8  27.5
## cvpred       86.0  19.7  27.0  51.9  41.5  42.8 57.79  54.5  62.0  55.0  27.9
## pm2.5        36.0  87.0 146.0 121.0  79.0  53.0 65.00  20.0  12.0  13.0  90.0
## CV residual -50.0  67.3 119.0  69.1  37.5  10.2  7.21 -34.5 -50.0 -42.0  62.1
##             11320  11324 11327 11333 11336 11349 11351 11352 11354 11365 11366
## Predicted    11.8  -1.98 -21.0  71.6  50.0  57.1  77.4  76.0 117.5  41.4  16.6
## cvpred       12.2  -1.55 -20.5  71.3  49.9  57.1  77.2  75.9 117.2  41.6  17.0
## pm2.5        74.0 120.00  15.0   7.0   6.0  32.0  65.0  54.0  63.0  73.0  52.0
## CV residual  61.8 121.55  35.5 -64.3 -43.9 -25.1 -12.2 -21.9 -54.2  31.4  35.0
##             11380 11383 11385 11389 11390 11391 11394 11398 11399 11400 11402
## Predicted     113 123.5 106.3  79.4  68.3  71.8  74.0  96.9 108.5 103.6  99.9
## cvpred        113 123.1 106.2  79.6  68.5  72.1  74.3  97.1 108.5 103.6  99.9
## pm2.5          97  97.0 136.0 153.0 165.0 135.0 137.0 189.0 165.0 195.0 157.0
## CV residual   -16 -26.1  29.8  73.4  96.5  62.9  62.7  91.9  56.5  91.4  57.1
##             11406 11410 11411 11412 11425 11439 11464 11467 11469 11475 11487
## Predicted     113 132.3 136.3 135.5 151.3 71.78  76.9  69.7  58.1  68.7 -12.3
## cvpred        113 132.1 136.1 135.2 150.8 71.87  77.0  69.8  58.2  68.8 -11.6
## pm2.5         160 113.0  69.0  44.0  74.0 70.00  16.0  12.0  14.0   8.0  15.0
## CV residual    47 -19.1 -67.1 -91.2 -76.8 -1.87 -61.0 -57.8 -44.2 -60.8  26.6
##             11489 11496 11503 11505 11510 11511 11512 11514  11515 11518 11519
## Predicted   19.46   105 112.1 107.3  92.2  86.3  85.4 88.07 101.12 110.2 124.6
## cvpred      19.78   105 111.9 107.2  92.3  86.4  85.5 88.16 101.16 110.1 124.4
## pm2.5       23.00    41  91.0 122.0 167.0 155.0 126.0 97.00  95.00 100.0  83.0
## CV residual  3.22   -64 -20.9  14.8  74.7  68.6  40.5  8.84  -6.16 -10.1 -41.4
##             11521 11522 11529 11531 11532 11540 11549 11550 11553 11554 11556
## Predicted   124.2 123.4 109.6  84.3  60.4  89.6 145.9 135.6 101.9  59.9  51.8
## cvpred      124.1 123.2 109.5  84.4  60.6  89.6 145.4 135.1 101.8  59.9  51.9
## pm2.5       103.0 138.0 151.0  86.0  51.0  18.0  54.0  43.0  29.0  29.0  20.0
## CV residual -21.1  14.8  41.5   1.6  -9.6 -71.6 -91.4 -92.1 -72.8 -30.9 -31.9
##             11557 11558 11560 11566 11568 11569 11572 11575 11580 11593 11608
## Predicted    48.9  44.5  38.3  88.2 106.7 105.8 103.0 126.9 76.28 113.8  97.0
## cvpred       49.0  44.7  38.6  88.3 106.6 105.7 102.9 126.6 76.39 113.8  97.2
## pm2.5        19.0  25.0  27.0  73.0  60.0  61.0  63.0  75.0 84.00 165.0 152.0
## CV residual -30.0 -19.7 -11.6 -15.3 -46.6 -44.7 -39.9 -51.6  7.61  51.2  54.8
##             11611 11612 11614 11615 11621 11622 11623 11625 11626 11628 11630
## Predicted   133.4 132.6 132.0 146.8   145 144.3 143.8 142.5 136.9  62.0  47.1
## cvpred      133.4 132.5 131.9 146.6   145 144.1 143.7 142.3 136.7  62.2  47.3
## pm2.5       171.0 172.0 168.0 172.0   176 183.0 194.0 200.0 218.0 187.0  76.0
## CV residual  37.6  39.5  36.1  25.4    31  38.9  50.3  57.7  81.3 124.8  28.7
##             11638 11642 11643 11645 11647  11649 11654 11656  11662 11664 11667
## Predicted    36.8  20.9  24.7  15.7  16.6  0.875 -47.4 -52.8 39.769  57.1  56.6
## cvpred       37.2  21.4  25.1  16.3  17.1  1.634 -46.3 -51.6 40.111  57.3  56.7
## pm2.5       238.0 136.0 108.0  65.0  96.0 99.000  38.0  42.0 40.000  33.0  26.0
## CV residual 200.8 114.6  82.9  48.7  78.9 97.366  84.3  93.6 -0.111 -24.3 -30.7
##             11671 11676 11677 11680 11682 11683 11685 11694 11700 11701 11702
## Predicted     118 -12.1 -20.5 -34.6 -39.1 -34.8 -5.99  47.9  34.6  33.8  28.7
## cvpred        118 -11.5 -19.9 -33.8 -38.4 -34.1 -5.54  48.0  34.9  34.1  29.1
## pm2.5          15  14.0  12.0  24.0  31.0  23.0 34.00   7.0  14.0  13.0  15.0
## CV residual  -103  25.5  31.9  57.8  69.4  57.1 39.54 -41.0 -20.9 -21.1 -14.1
##             11703 11714 11717 11718 11719 11722 11728 11729 11731 11732 11733
## Predicted    28.7 87.48  95.2 104.2 98.19  94.4  97.8 101.3 109.8 137.3   147
## cvpred       29.1 87.54  95.2 104.2 98.23  94.5  97.9 101.4 109.9 137.1   147
## pm2.5        16.0 79.00  79.0  81.0 93.00  63.0  53.0  43.0  58.0  63.0    80
## CV residual -13.1 -8.54 -16.2 -23.2 -5.23 -31.5 -44.9 -58.4 -51.9 -74.1   -67
##             11734 11736 11743   11745 11751 11753 11755 11756 11757 11763 11764
## Predicted   132.0   142 142.0 146.782  26.4  8.31  5.26  77.0  82.5 122.1 122.7
## cvpred      131.9   142 141.8 146.567  26.7  8.75  5.70  77.1  82.5 121.8 122.4
## pm2.5        95.0    94 130.0 147.000 118.0 59.00 39.00  35.0  63.0 111.0  98.0
## CV residual -36.9   -48 -11.8   0.433  91.3 50.25 33.30 -42.1 -19.5 -10.8 -24.4
##             11765 11769 11770 11772 11776 11780 11781 11783 11798 11799 11806
## Predicted   132.7 57.99  52.9  20.4 -11.5  23.6  72.1  86.8  41.1  39.9  74.0
## cvpred      132.4 58.17  53.1  20.8 -10.9  24.1  72.3  86.8  41.5  40.3  74.2
## pm2.5        97.0 55.00  39.0  34.0  32.0  28.0  37.0  30.0  16.0  20.0  53.0
## CV residual -35.4 -3.17 -14.1  13.2  42.9   3.9 -35.3 -56.8 -25.5 -20.3 -21.2
##             11813 11814 11815 11817 11820 11823 11824 11826 11827 11830 11831
## Predicted   115.3 115.3   115  97.8  66.5  77.8 115.5 142.4 141.3 151.9 151.7
## cvpred      115.2 115.2   115  97.9  66.7  78.0 115.5 142.2 141.1 151.7 151.4
## pm2.5        54.0  66.0    64  82.0  54.0  39.0  40.0  46.0  44.0  63.0  65.0
## CV residual -61.2 -49.2   -51 -15.9 -12.7 -39.0 -75.5 -96.2 -97.1 -88.7 -86.4
##             11837 11840 11841 11843 11844 11845 11850 11860 11863 11864 11866
## Predicted   146.3 144.1   137 105.3  84.7  76.9  43.9   123 118.6 107.5 66.71
## cvpred      146.1 143.9   137 105.5  85.0  77.2  44.3   123 118.5 107.5 66.95
## pm2.5        83.0  82.0    84  75.0  40.0  33.0  18.0    16  33.0  32.0 76.00
## CV residual -63.1 -61.9   -53 -30.5 -45.0 -44.2 -26.3  -107 -85.5 -75.5  9.05
##             11868 11872 11873 11875 11876 11877 11879 11882 11883 11884 11885
## Predicted   32.57  50.7 45.43  62.0  70.9  83.7 115.0 127.8 122.9 132.9 132.7
## cvpred      32.97  51.1 45.89  62.4  71.2  84.0 115.1 127.8 122.9 132.9 132.6
## pm2.5       24.00  70.0 41.00  23.0  24.0  27.0  46.0  83.0  86.0  92.0  98.0
## CV residual -8.97  18.9 -4.89 -39.4 -47.2 -57.0 -69.1 -44.8 -36.9 -40.9 -34.6
##             11888 11889  11890 11897 11901 11909 11910 11917 11918 11919 11923
## Predicted   145.3 129.6 124.50 -11.0 -22.1 -10.7 -2.08 -5.10 -8.06 -11.3 -35.6
## cvpred      145.1 129.6 124.55 -10.4 -21.5 -10.3 -1.68 -4.32 -7.21 -10.3 -34.5
## pm2.5       106.0 111.0 117.00 183.0  44.0  72.0 69.00 22.00 17.00  12.0  32.0
## CV residual -39.1 -18.6  -7.55 193.4  65.5  82.3 70.68 26.32 24.21  22.3  66.5
##             11924 11925 11930 11931 11932 11939 11941  11942 11944 11946 11951
## Predicted     -32 -38.6 -25.1 -21.3 -26.8  16.3 -6.29 -10.46 -17.3 -23.2 -26.9
## cvpred        -31 -37.6 -24.1 -20.3 -25.8  16.8 -5.64  -9.77 -16.6 -22.4 -26.1
## pm2.5          34  32.0  22.0  20.0  18.0  27.0 27.00  31.00  25.0  32.0  72.0
## CV residual    65  69.6  46.1  40.3  43.8  10.2 32.64  40.77  41.6  54.4  98.1
##             11953 11954 11959 11960 11961 11964 11970 11971 11973 11974 11976
## Predicted   -19.3 -20.9  37.4  38.3 35.99 -9.06  7.26  14.6  29.2  32.4  33.9
## cvpred      -18.6 -20.1  37.6  38.6 36.36 -8.42  7.86  15.1  29.7  32.9  34.4
## pm2.5        44.0  27.0  21.0  27.0 32.00 25.00 27.00  40.0  58.0  50.0  46.0
## CV residual  62.6  47.1 -16.6 -11.6 -4.36 33.42 19.14  24.9  28.3  17.1  11.6
##             11978 11979 11980 11983 11990 11992 11994 11996 11998 11999 12001
## Predicted   100.4  91.2 120.5  52.7 13.67  27.9  31.5  47.7  65.8  84.4  94.1
## cvpred      100.4  91.2 120.3  52.9 14.14  28.3  31.9  48.0  65.9  84.5  94.0
## pm2.5        55.0  50.0  58.0  34.0 16.00  18.0  48.0  50.0  44.0  40.0  68.0
## CV residual -45.4 -41.2 -62.3 -18.9  1.86 -10.3  16.1   2.0 -21.9 -44.5 -26.0
##             12003 12006 12009 12014 12016 12021 12024 12025 12028 12030 12031
## Predicted   122.0 132.0  89.6  20.7  2.86 40.34  60.4  64.5 100.7 113.1 122.6
## cvpred      121.7 131.7  89.6  21.2  3.52 40.73  60.8  64.8 100.7 113.1 122.5
## pm2.5        37.0  40.0  66.0 156.0 24.00 45.00  42.0  45.0  62.0 134.0 107.0
## CV residual -84.7 -91.7 -23.6 134.8 20.48  4.27 -18.8 -19.8 -38.7  20.9 -15.5
##             12038 12041 12042 12043 12049 12052 12053 12055 12056 12058 12059
## Predicted    93.8  95.2  94.7 107.8   129 123.5   135 138.9   125 112.1   103
## cvpred       94.1  95.6  95.1 108.1   129 123.6   135 138.9   125 112.3   104
## pm2.5       160.0 155.0 174.0 184.0   264 206.0   204 219.0   227 205.0   209
## CV residual  65.9  59.4  78.9  75.9   135  82.4    69  80.1   102  92.7   105
##             12066 12067 12074 12081 12083 12084 12089 12091 12100 12101 12104
## Predicted    99.9  59.3  76.7  37.7  51.4  49.5  57.7  60.1 101.5  40.8  30.6
## cvpred      100.2  59.8  76.9  38.2  51.6  49.8  58.0  60.4 101.5  41.0  30.8
## pm2.5       222.0 205.0   6.0  11.0   8.0   7.0  15.0  11.0  26.0  20.0  17.0
## CV residual 121.8 145.2 -70.9 -27.2 -43.6 -42.8 -43.0 -49.4 -75.5 -21.0 -13.8
##             12114 12120 12122 12124 12125 12126 12127 12132 12135 12137 12138
## Predicted    54.0  71.5 103.4 118.5   122 106.9  91.3  11.7 -17.9  4.66  3.55
## cvpred       54.1  71.5 103.3 118.2   122 106.6  91.2  12.2 -17.2  5.14  4.05
## pm2.5        69.0  27.0  34.0  44.0    56  52.0  47.0  53.0  15.0 43.00 16.00
## CV residual  14.9 -44.5 -69.3 -74.2   -66 -54.6 -44.2  40.8  32.2 37.86 11.95
##             12140 12142 12147 12148 12150 12151 12154 12157  12158 12160 12164
## Predicted    41.6 52.35 111.7 130.5   136 130.5  79.2  9.94 -1.543 -23.7  14.3
## cvpred       41.9 52.59 111.5 130.2   136 130.2  79.3 10.57 -0.837 -23.0  14.9
## pm2.5        30.0 55.00  55.0  47.0    58  74.0  67.0 76.00 55.000  24.0 116.0
## CV residual -11.9  2.41 -56.5 -83.2   -78 -56.2 -12.3 65.43 55.837  47.0 101.1
##             12166  12167 12174  12176 12177 12184 12186 12187 12188 12192 12195
## Predicted    34.9 48.946 123.6 114.90 111.6  56.0  48.0  46.8  37.2  61.6  86.6
## cvpred       35.4 49.347 123.5 114.91 111.7  56.5  48.6  47.4  37.8  62.0  86.9
## pm2.5        89.0 49.000  81.0 123.00 149.0 114.0 109.0  90.0  70.0  41.0  58.0
## CV residual  53.6 -0.347 -42.5   8.09  37.3  57.5  60.4  42.6  32.2 -21.0 -28.9
##             12197 12199 12212 12214 12216 12217 12218 12220 12222 12224 12226
## Predicted   105.4 103.7  20.2 46.59  48.5  52.3  56.6  69.9  77.7 60.32  37.6
## cvpred      105.6 103.9  21.0 47.25  49.2  53.0  57.2  70.4  78.2 60.97  38.4
## pm2.5        59.0  71.0  35.0 53.00  53.0  78.0  46.0  51.0  58.0 66.00  80.0
## CV residual -46.6 -32.9  14.0  5.75   3.8  25.0 -11.2 -19.4 -20.2  5.03  41.6
##             12234 12235 12242  12245  12246 12286 12288 12292 12293 12295 12299
## Predicted   -20.1 -17.9 108.8 102.55 107.19  98.2 112.6 120.5 138.7 137.9  99.5
## cvpred      -18.9 -16.7 108.9 102.67 107.27  98.5 112.8 120.7 138.6 137.9  99.9
## pm2.5        55.0  55.0  96.0 100.00 100.00 122.0 132.0 190.0 186.0 153.0 253.0
## CV residual  73.9  71.7 -12.9  -2.67  -7.27  23.5  19.2  69.3  47.4  15.1 153.1
##             12301 12309 12310 12312 12313 12316 12321  12324 12327  12328 12329
## Predicted    64.1  80.6  79.8  82.0  86.2   127 119.4 105.61  94.1  98.39 101.2
## cvpred       64.7  81.2  80.4  82.6  86.8   127 119.6 105.96  94.6  98.81 101.6
## pm2.5       113.0 109.0 110.0 100.0  99.0    99  99.0 109.00 112.0 104.00 112.0
## CV residual  48.3  27.8  29.6  17.4  12.2   -28 -20.6   3.04  17.4   5.19  10.4
##             12331 12333 12337  12338 12356 12357 12361 12368 12373 12377 12378
## Predicted    95.8 110.4 108.4 107.86  71.2  86.4  75.0  61.9  35.0  50.7  53.2
## cvpred       96.3 110.7 108.6 108.09  71.7  86.7  75.2  62.3  35.8  51.4  53.8
## pm2.5       139.0 150.0  96.0 107.00  39.0  49.0  29.0   9.0   9.0  12.0  16.0
## CV residual  42.7  39.3 -12.6  -1.09 -32.7 -37.7 -46.2 -53.3 -26.8 -39.4 -37.8
##             12383 12384 12387 12391 12397 12403 12405 12409 12410 12411 12414
## Predicted    41.6  44.6  36.4  45.4  32.5 30.63  54.0  80.6 106.5   107 118.2
## cvpred       42.3  45.3  37.2  46.2  33.1 31.25  54.4  80.8 106.6   107 118.2
## pm2.5        20.0  10.0  12.0  17.0  20.0 28.00  28.0  33.0  33.0    31  48.0
## CV residual -22.3 -35.3 -25.2 -29.2 -13.1 -3.25 -26.4 -47.8 -73.6   -76 -70.2
##             12436 12444 12449 12451 12458 12459 12462 12464 12472 12473 12482
## Predicted    80.4  11.3  27.1  5.05 102.6 107.5 107.1  87.4 33.88  19.1   116
## cvpred       80.7  11.9  27.7  5.72 102.7 107.5 107.2  87.6 34.57  19.9   116
## pm2.5        37.0  28.0   8.0 15.00  53.0  70.0  68.0  44.0 37.00  40.0    40
## CV residual -43.7  16.1 -19.7  9.28 -49.7 -37.5 -39.2 -43.6  2.43  20.1   -76
##             12484 12485 12486 12492 12495 12501 12502 12503 12505 12508 12509
## Predicted   120.6 120.4 130.4  58.4  29.9  45.2  49.8  88.8  93.2 113.5 113.0
## cvpred      120.6 120.4 130.3  59.0  30.7  45.9  50.5  89.2  93.5 113.7 113.2
## pm2.5        78.0 100.0 109.0 142.0  57.0  59.0  64.0  69.0  75.0  41.0  44.0
## CV residual -42.6 -20.4 -21.3  83.0  26.3  13.1  13.5 -20.2 -18.5 -72.7 -69.2
##             12511 12518  12519 12520  12524  12525 12529 12530 12531 12534
## Predicted   123.3  68.8 106.10  76.4 106.35 116.37 131.8 132.8 137.7   143
## cvpred      123.4  69.3 106.44  77.0 106.69 116.62 131.9 132.8 137.7   143
## pm2.5        92.0 100.0 100.00  93.0 114.00 123.00 163.0 166.0 167.0   204
## CV residual -31.4  30.7  -6.44  16.0   7.31   6.38  31.1  33.2  29.3    61
##             12535 12537 12539 12540 12541 12543 12545 12547 12548 12549 12551
## Predicted   142.3   117  80.7  66.8  55.9  47.8  31.5 106.1 130.7 130.2 130.5
## cvpred      142.3   117  81.2  67.4  56.6  48.6  32.3 106.5 130.8 130.3 130.7
## pm2.5       217.0   241 231.0 177.0 160.0 102.0  69.0  82.0  37.0  47.0  58.0
## CV residual  74.7   124 149.8 109.6 103.4  53.4  36.7 -24.5 -93.8 -83.3 -72.7
##             12554 12555 12557 12559 12561 12562 12564 12567 12569 12570 12577
## Predicted   114.5 132.6   124   138   121  96.1  64.8  61.5  54.7  63.9 116.3
## cvpred      114.8 132.7   124   138   121  96.5  65.4  62.2  55.4  64.5 116.6
## pm2.5        61.0  35.0     7     7    20  13.0  24.0  33.0  26.0  22.0  53.0
## CV residual -53.8 -97.7  -117  -131  -101 -83.5 -41.4 -29.2 -29.4 -42.5 -63.6
##             12578 12579 12582 12584 12585 12592 12595 12596 12597 12598 12599
## Predicted   126.1 141.5 141.8 126.1   121  45.4  52.4 70.32 69.46 88.00 102.2
## cvpred      126.3 141.6 141.8 126.3   121  46.1  53.0 70.89 70.04 88.49 102.6
## pm2.5        86.0 151.0 176.0 190.0   196 106.0  92.0 62.00 75.00 96.00 123.0
## CV residual -40.3   9.4  34.2  63.7    75  59.9  39.0 -8.89  4.96  7.51  20.4
##             12602 12604 12605 12608 12610 12611 12614 12615 12617 12623 12629
## Predicted   109.8   127 131.0 112.0   106  95.8  46.4  34.9  31.4 122.2 132.8
## cvpred      110.2   127 131.2 112.2   106  96.3  47.1  35.7  32.2 122.4 132.8
## pm2.5       121.0   108 117.0 185.0   172 141.0 117.0  91.0  71.0  74.0  57.0
## CV residual  10.8   -19 -14.2  72.8    66  44.7  69.9  55.3  38.8 -48.4 -75.8
##             12630 12632 12634 12637 12639 12641 12643 12649 12650 12653 12654
## Predicted   142.0 127.6 115.9   101 81.57 110.4 113.7 108.1 112.8   120   139
## cvpred      142.1 127.8 116.1   101 82.06 110.6 113.9 108.3 112.9   120   139
## pm2.5        87.0 109.0  91.0    81 74.00  29.0  39.0  20.0  16.0    12    18
## CV residual -55.1 -18.8 -25.1   -20 -8.06 -81.6 -74.9 -88.3 -96.9  -108  -121
##             12655 12656 12657 12665 12669 12673 12674 12676 12687 12688 12689
## Predicted     129  99.6  93.6 20.09  61.0 112.4 111.9 132.5  62.2  47.1  46.3
## cvpred        129  99.8  93.9 20.86  61.5 112.6 112.1 132.6  62.8  47.9  47.0
## pm2.5          10  19.0  15.0 14.00  49.0  52.0  63.0  85.0  88.0  83.0  69.0
## CV residual  -119 -80.8 -78.9 -6.86 -12.5 -60.6 -49.1 -47.6  25.2  35.1  22.0
##             12690 12694 12703 12704 12707 12708 12710 12714 12716 12720 12721
## Predicted    41.0  94.6 117.4 106.6  76.8  71.3  63.2  47.7  76.3 123.1 135.4
## cvpred       41.8  95.1 117.6 106.9  77.3  71.9  63.9  48.5  76.9 123.3 135.6
## pm2.5        65.0  63.0  94.0  94.0 187.0 195.0 234.0 175.0 151.0  78.0  54.0
## CV residual  23.2 -32.1 -23.6 -12.9 109.7 123.1 170.1 126.5  74.1 -45.3 -81.6
##             12722 12723 12725 12729 12734 12738 12739   12740 12742   12748
## Predicted   135.4 136.4 136.4   121  84.2  80.3  71.4 135.053 122.5 119.448
## cvpred      135.6 136.5 136.5   121  84.8  80.9  72.0 135.172 122.7 119.612
## pm2.5        71.0 106.0 124.0   171 164.0 144.0 142.0 135.000 198.0 120.000
## CV residual -64.6 -30.5 -12.5    50  79.2  63.1  70.0  -0.172  75.3   0.388
##             12750 12753 12755  12759  12764  12766  12767 12776 12782 12784
## Predicted   142.8 132.5 123.0 119.79 126.89 121.40 122.50 125.8  95.1  85.2
## cvpred      142.8 132.6 123.1 120.01 127.04 121.57 122.66 125.9  95.6  85.7
## pm2.5        80.0  69.0  80.0 124.00 135.00 113.00 117.00 115.0  85.0  67.0
## CV residual -62.8 -63.6 -43.1   3.99   7.96  -8.57  -5.66 -10.9 -10.6 -18.7
##             12786 12787 12788 12791 12794 12795 12796 12797 12800 12803 12807
## Predicted    85.0  93.4 102.8 117.0 136.4 136.2 136.4 141.3   131 104.2  74.6
## cvpred       85.5  93.9 103.2 117.2 136.5 136.3 136.5 141.4   131 104.7  75.2
## pm2.5        69.0  79.0  89.0 135.0 179.0 190.0 194.0 212.0   257 180.0  95.0
## CV residual -16.5 -14.9 -14.2  17.8  42.5  53.7  57.5  70.6   126  75.3  19.8
##             12809 12816 12817 12819 12824 12837 12838 12839 12840 12842 12847
## Predicted    55.3   121 125.6 125.0 140.8  94.1  98.9   103   103   108 136.4
## cvpred       56.0   121 125.8 125.2 140.9  94.6  99.3   103   104   108 136.5
## pm2.5       110.0   237 221.0 201.0 209.0 203.0 209.0   206   217   236 214.0
## CV residual  54.0   116  95.2  75.8  68.1 108.4 109.7   103   113   128  77.5
##             12850 12851 12852 12856 12857 12860 12861 12863 12866 12868 12879
## Predicted   119.5 114.9  99.7  72.1  43.4  51.1  69.7  93.1  86.9  94.7  42.1
## cvpred      119.8 115.2 100.2  72.8  44.2  51.8  70.3  93.6  87.4  95.2  42.9
## pm2.5       184.0 174.0 185.0 134.0 104.0 139.0 173.0 181.0 183.0 160.0 120.0
## CV residual  64.2  58.8  84.8  61.2  59.8  87.2 102.7  87.4  95.6  64.8  77.1
##             12881 12889 12893 12895 12898 12900 12904 12906  12912  12916 12917
## Predicted    43.5  86.1  92.2 115.9 114.0 112.3   113   112 134.16 143.67 139.0
## cvpred       44.4  86.7  92.7 116.2 114.3 112.7   114   113 134.38 143.84 139.2
## pm2.5       106.0 166.0 145.0 204.0 187.0 204.0   432   459 136.00 150.00 152.0
## CV residual  61.6  79.3  52.3  87.8  72.7  91.3   318   346   1.62   6.16  12.8
##             12919 12922 12923 12926 12929 12935 12937 12939 12940 12945 12950
## Predicted   137.7   130 128.6 120.4 112.5   139 140.1   140   137   131  96.5
## cvpred      137.9   130 128.9 120.8 112.9   139 140.1   140   137   131  96.8
## pm2.5       166.0   166 160.0 184.0 179.0    36  49.0    22    25     8  25.0
## CV residual  28.1    36  31.1  63.2  66.1  -103 -91.1  -118  -112  -123 -71.8
##             12953 12955 12956 12959 12964 12965 12967 12968 12975 12978 12982
## Predicted    82.1  87.0  92.3 103.2   135   138   132   112  63.4  58.3  94.5
## cvpred       82.5  87.4  92.7 103.5   135   138   132   112  64.0  58.8  94.7
## pm2.5        25.0  34.0  36.0  48.0    31    34    22    20  18.0  25.0  43.0
## CV residual -57.5 -53.4 -56.7 -55.5  -104  -104  -110   -92 -46.0 -33.8 -51.7
##             12983 12984 12990 12993 12995 12999 13003 13005 13010 13015  13016
## Predicted   112.4 111.5 126.7  97.9  70.8  69.1  61.2  75.5  90.9 141.3 131.27
## cvpred      112.6 111.7 126.7  98.3  71.3  69.7  61.8  76.0  91.2 141.4 131.42
## pm2.5        62.0  77.0  87.0  52.0  29.0  16.0  24.0  27.0  74.0  81.0 125.00
## CV residual -50.6 -34.7 -39.7 -46.3 -42.3 -53.7 -37.8 -49.0 -17.2 -60.4  -6.42
##             13017 13018 13020 13023 13024 13027 13044 13048 13052 13053 13054
## Predicted   115.6 100.7  58.7  62.5  58.0  63.3   105  82.6  80.8  84.3  98.9
## cvpred      115.9 101.1  59.2  63.1  58.6  63.8   105  83.2  81.4  84.9  99.3
## pm2.5       127.0  79.0  36.0  16.0  31.0  51.0   149 185.0 156.0 132.0 116.0
## CV residual  11.1 -22.1 -23.2 -47.1 -27.6 -12.8    44 101.8  74.6  47.1  16.7
##             13055 13057 13062 13064 13066 13067 13071 13072 13076 13083 13084
## Predicted    98.0 121.0   135   130   128   122  98.6  97.5   107   136 139.0
## cvpred       98.5 121.2   135   130   128   123  99.1  98.0   108   137 139.2
## pm2.5       113.0 177.0   244   266   274   275 204.0 190.0   229   255 238.0
## CV residual  14.5  55.8   109   136   146   152 104.9  92.0   121   118  98.8
##             13085 13089 13090 13094 13097  13099 13100 13103 13105 13107 13108
## Predicted   139.3   140 134.7 118.3 112.6 117.39 117.8   122   125 133.4 138.3
## cvpred      139.5   140 134.8 118.6 113.1 117.79 118.2   122   126 133.7 138.5
## pm2.5       229.0    35  38.0  48.0  58.0 113.00 150.0   218   245 232.0 220.0
## CV residual  89.5  -105 -96.8 -70.6 -55.1  -4.79  31.8    96   119  98.3  81.5
##             13111 13114 13115 13121 13127  13130 13131 13133 13138 13139  13142
## Predicted   138.5 136.6   139 128.3   138 138.54 138.5 138.3 137.5 131.8 122.14
## cvpred      138.8 136.8   139 128.6   138 138.75 138.8 138.5 137.8 132.1 122.53
## pm2.5       226.0  82.0    29  94.0   108 141.00 150.0 165.0 160.0 176.0 128.00
## CV residual  87.2 -54.8  -110 -34.6   -30   2.25  11.2  26.5  22.2  43.9   5.47
##             13146 13147 13149 13151 13155 13161 13167 13175 13179 13183 13187
## Predicted   122.1 121.9 128.0 133.2 138.5   121  51.5  81.2 130.3 129.6  71.9
## cvpred      122.5 122.3 128.3 133.4 138.8   121  52.2  81.7 130.5 129.7  72.5
## pm2.5       164.0 155.0 164.0 187.0 195.0   238  25.0  46.0 108.0  55.0  36.0
## CV residual  41.5  32.7  35.7  53.6  56.2   117 -27.2 -35.7 -22.5 -74.7 -36.5
##             13190 13192 13193 13194 13195 13198 13204 13206 13208 13213 13216
## Predicted    57.0 42.00  56.3  77.1 81.36  75.4 89.57  88.6  91.3  77.1 107.5
## cvpred       57.7 42.77  57.0  77.8 82.02  76.0 90.08  89.1  91.8  77.7 107.9
## pm2.5        37.0 52.00  71.0  63.0 88.00  63.0 89.00  79.0 112.0 144.0 142.0
## CV residual -20.7  9.23  14.0 -14.8  5.98 -13.0 -1.08 -10.1  20.2  66.3  34.1
##             13219 13223 13229 13233 13236 13237 13240 13242 13245 13248 13249
## Predicted   103.6 124.6 130.5 119.5  98.7  88.5  90.6  92.6 100.9 106.0 112.0
## cvpred      104.1 124.9 130.7 119.8  99.2  89.0  91.2  93.2 101.4 106.3 112.2
## pm2.5       152.0 141.0 193.0 145.0 173.0 164.0 172.0 167.0 171.0 121.0  66.0
## CV residual  47.9  16.1  62.3  25.2  73.8  75.0  80.8  73.8  69.6  14.7 -46.2
##             13250 13251 13253 13257 13260 13261 13268 13272 13273 13278 13279
## Predicted   120.4 125.1 139.8   121  59.8  53.0  68.6  92.2   123   143   137
## cvpred      120.6 125.4 139.9   121  60.3  53.6  69.0  92.6   123   143   137
## pm2.5        54.0  56.0  48.0    12  11.0  16.0  20.0  28.0    21    32    27
## CV residual -66.6 -69.4 -91.9  -109 -49.3 -37.6 -49.0 -64.6  -102  -111  -110
##             13282 13284 13286 13290 13291 13294 13295 13302 13306 13307 13308
## Predicted    96.6  61.8  49.2  46.9  40.5  72.8  89.6   128  92.2  77.6  62.5
## cvpred       97.0  62.4  49.9  47.6  41.3  73.3  89.9   128  92.6  78.0  63.1
## pm2.5        32.0  25.0  23.0   7.0   9.0  17.0  17.0    28  23.0  18.0  18.0
## CV residual -65.0 -37.4 -26.9 -40.6 -32.3 -56.3 -72.9  -100 -69.6 -60.0 -45.1
##             13309 13310 13313 13324 13329 13330 13331 13332 13333 13339  13342
## Predicted    60.5  55.9  45.6   120 108.3 102.7  99.5 95.09 94.59  85.8 119.62
## cvpred       61.2  56.6  46.4   120 108.6 103.1  99.9 95.56 95.09  86.3 119.94
## pm2.5        12.0  17.0  18.0    62  79.0  83.0  75.0 88.00 90.00  73.0 117.00
## CV residual -49.2 -39.6 -28.4   -58 -29.6 -20.1 -24.9 -7.56 -5.09 -13.3  -2.94
##              13343 13345 13350 13352 13355 13356 13357 13361 13363 13364 13366
## Predicted   118.89 126.4   139   134   121   115   107  84.3  91.8  96.1 95.90
## cvpred      119.21 126.7   139   134   121   116   108  84.9  92.5  96.7 96.41
## pm2.5       111.00 146.0   288   274   249   239   218 122.0 118.0 153.0 91.00
## CV residual  -8.21  19.3   149   140   128   123   110  37.1  25.5  56.3 -5.41
##              13367 13370 13372 13374   13377  13385 13387  13389 13392  13394
## Predicted    95.55 111.8 134.2 134.2 127.057  96.15  90.0 108.73 127.2 125.46
## cvpred       96.03 112.2 134.4 134.4 127.345  96.68  90.6 109.15 127.5 125.77
## pm2.5       102.00  96.0 118.0 104.0 128.000 100.00  99.0 113.00 112.0 116.00
## CV residual   5.97 -16.2 -16.4 -30.4   0.655   3.32   8.4   3.85 -15.5  -9.77
##             13402  13406  13407 13409 13411 13414 13417 13421 13424 13426 13429
## Predicted     115 104.10  93.59 91.12 90.15 112.1 120.3 134.9   129 127.0   107
## cvpred        115 104.56  94.13 91.73 90.74 112.6 120.7 135.1   129 127.4   108
## pm2.5          92 102.00 103.00 89.00 84.00  97.0  80.0  85.0    86  95.0   135
## CV residual   -23  -2.56   8.87 -2.73 -6.74 -15.6 -40.7 -50.1   -43 -32.4    27
##             13432 13434 13437 13439 13440 13442 13445 13452 13453 13454 13460
## Predicted   102.4  92.8 118.0 127.0 131.2 130.3 138.1 114.1 109.0 107.7 107.5
## cvpred      102.9  93.4 118.4 127.2 131.4 130.5 138.2 114.5 109.4 108.2 107.9
## pm2.5       133.0 137.0  94.0  71.0  62.0  39.0  59.0  66.0  70.0  83.0  97.0
## CV residual  30.1  43.6 -24.4 -56.2 -69.4 -91.5 -79.2 -48.5 -39.4 -25.2 -10.9
##             13465 13471 13472 13473 13474 13475 13479 13484  13485 13487 13491
## Predicted   100.7 135.7 129.5   120 109.0  94.9  97.5 98.09 102.74 123.7 140.0
## cvpred      101.1 135.8 129.8   120 109.4  95.3  98.0 98.61 103.21 123.9 140.2
## pm2.5        72.0  90.0  73.0    71  54.0  52.0  87.0 92.00  96.00  37.0  67.0
## CV residual -29.1 -45.8 -56.8   -49 -55.4 -43.3 -11.0 -6.61  -7.21 -86.9 -73.2
##             13495 13497 13499 13501 13504 13508 13510 13514 13515 13516 13522
## Predicted   139.8 128.5   124 118.3 122.4 121.2   130 134.9 134.7 134.2 130.5
## cvpred      139.9 128.8   124 118.6 122.8 121.5   130 135.1 134.8 134.3 130.7
## pm2.5        82.0  97.0   137 166.0 200.0  61.0    87  77.0  61.0  58.0  74.0
## CV residual -57.9 -31.8    13  47.4  77.2 -60.5   -43 -58.1 -73.8 -76.3 -56.7
##              13526 13533 13535 13537 13540  13543  13544 13545 13554 13561
## Predicted   113.37 106.7 128.9 123.3 129.5 138.31 129.02 128.0   103 134.4
## cvpred      113.78 107.1 129.2 123.6 129.8 138.49 129.29 128.3   103 134.6
## pm2.5       119.00 149.0 160.0 165.0 140.0 130.00 131.00 140.0    72  51.0
## CV residual   5.22  41.9  30.8  41.4  10.2  -8.49   1.71  11.7   -31 -83.6
##             13565 13568 13571 13572 13573 13575 13581 13583 13585 13586 13593
## Predicted     143   140   136   130   129   137 139.3 139.0 139.3 139.3 138.3
## cvpred        143   140   137   130   129   137 139.5 139.2 139.5 139.5 138.5
## pm2.5          21    10    11    26    24    14  63.0  84.0 100.0 107.0  83.0
## CV residual  -122  -130  -126  -104  -105  -123 -76.5 -55.2 -39.5 -32.5 -55.5
##             13594  13598  13599 13600 13605  13614 13615 13616 13621 13622
## Predicted     138 116.52 117.15 116.0 125.9 125.18   125 128.6 110.0 122.4
## cvpred        138 116.96 117.55 116.5 126.3 125.52   125 128.9 110.5 122.8
## pm2.5         103 111.00 112.00  87.0  75.0 118.00    65  59.0 161.0 170.0
## CV residual   -35  -5.96  -5.55 -29.5 -51.3  -7.52   -60 -69.9  50.5  47.2
##             13624 13627 13629 13632 13636 13645 13648 13649 13650 13656 13659
## Predicted   120.9   124   132   136   137   121   114   109 119.4   128   131
## cvpred      121.3   124   132   136   137   121   115   109 119.9   128   132
## pm2.5       196.0   230   271   273   290   302   293   269 206.0   300   330
## CV residual  74.7   106   139   137   153   181   178   160  86.1   172   198
##             13664 13678 13686 13694 13696 13697 13698 13702 13706 13709 13713
## Predicted     136 137.4   139 137.2 122.1 120.9 115.3   138 143.4 139.3   128
## cvpred        137 137.7   139 137.4 122.5 121.3 115.8   138 143.6 139.5   128
## pm2.5         354  51.0    38  41.0  34.0  29.0  34.0   111 100.0  73.0    25
## CV residual   217 -86.7  -101 -96.4 -88.5 -92.3 -81.8   -27 -43.6 -66.5  -103
##             13715 13716 13717 13722 13724 13725 13729 13730 13731 13734 13737
## Predicted   107.9  94.3  84.3  89.3 107.1 111.7   138   143   143 137.9 133.2
## cvpred      108.3  94.8  84.9  89.9 107.6 112.2   138   143   144 138.1 133.4
## pm2.5        22.0  24.0  23.0  33.0  55.0  60.0    32    37    39  48.0  42.0
## CV residual -86.3 -70.8 -61.9 -56.9 -52.6 -52.2  -106  -106  -105 -90.1 -91.4
##             13742 13745 13754 13756 13758 13761 13762 13765 13768 13773 13776
## Predicted   114.8 111.7   118 125.8 124.8   118 131.9 120.6   114 125.9   141
## cvpred      115.3 112.2   118 126.2 125.2   118 132.2 121.1   115 126.3   141
## pm2.5        72.0  55.0   151 179.0 190.0   226 220.0 201.0   233 209.0   269
## CV residual -43.3 -57.2    33  52.8  64.8   108  87.8  79.9   118  82.7   128
##             13784 13789 13794 13797 13799 13804 13805 13808 13813 13814 13821
## Predicted     137 137.9 131.9   134 132.1   144   144   139   103   107   120
## cvpred        137 138.1 132.2   134 132.3   144   144   139   104   108   120
## pm2.5         273  42.0  50.0    56  37.0    35    40    32    18    33    56
## CV residual   136 -96.1 -82.2   -78 -95.3  -109  -104  -107   -86   -75   -64
##             13826 13827 13828 13831 13832 13835 13837 13839 13913 13916 13917
## Predicted   138.5 142.9 138.3 143.1 131.9 108.3  84.1  82.3  88.8 105.8 105.3
## cvpred      138.8 143.1 138.5 143.2 132.2 108.8  84.7  83.0  89.4 106.2 105.7
## pm2.5        77.0  78.0  86.0  72.0  73.0  51.0  38.0  37.0  49.0  68.0  74.0
## CV residual -61.8 -65.1 -52.5 -71.2 -59.2 -57.8 -46.7 -46.0 -40.4 -38.2 -31.7
##             13919 13921 13923 13924 13926 13927   13930 13935   13938 13944
## Predicted   108.5 111.1 120.4 119.9 140.0 140.0 118.508  96.7  99.308 138.4
## cvpred      108.9 111.6 120.8 120.3 140.2 140.2 118.867  97.3  99.843 138.6
## pm2.5        81.0  85.0  86.0 101.0  91.0 108.0 119.000 109.0 100.000 107.0
## CV residual -27.9 -26.6 -34.8 -19.3 -49.2 -32.2   0.133  11.7   0.157 -31.6
##                13946 13951 13953 13960 13966  13969  13970 13993 14023 14028
## Predicted   137.8013 135.8   133 103.2 114.0 122.38 121.52   118 137.4 102.4
## cvpred      138.0243 136.1   133 103.7 114.4 122.73 121.88   118 137.7 102.9
## pm2.5       138.0000 166.0   205 140.0 142.0 114.00 112.00   105 115.0  90.0
## CV residual  -0.0243  29.9    72  36.3  27.6  -8.73  -9.88   -13 -22.7 -12.9
##             14029 14034 14039 14047 14050 14052 14054 14088 14091 14094 14096
## Predicted   92.35  86.8 118.1 136.8   122 115.3 105.5   133 137.5 143.4 137.1
## cvpred      92.94  87.5 118.5 137.1   122 115.8 106.1   133 137.8 143.6 137.3
## pm2.5       91.00 104.0  98.0 226.0   227 212.0 202.0    70  82.0 121.0  51.0
## CV residual -1.94  16.5 -20.5  88.9   105  96.2  95.9   -63 -55.8 -22.6 -86.3
##             14100   14108   14109  14111 14113  14120 14122  14124 14126 14127
## Predicted   101.6 106.968 111.610 124.91 110.8 132.66 121.4 111.37   100  99.9
## cvpred      102.2 107.504 112.106 125.33 111.2 132.96 121.8 111.89   101 100.5
## pm2.5        80.0 108.000 113.000 133.00 123.0 125.00 141.0 118.00   153 159.0
## CV residual -22.2   0.496   0.894   7.67  11.8  -7.96  19.2   6.11    52  58.5
##             14131 14139 14141 14143 14146 14152 14153 14157 14159 14160 14163
## Predicted   106.7 131.1 134.8 133.9 121.4 100.8 100.7 112.7 116.3   111 138.4
## cvpred      107.3 131.4 135.1 134.2 121.8 101.5 101.3 113.2 116.9   112 138.6
## pm2.5       138.0  98.0  86.0  92.0 110.0 134.0 134.0 130.0 131.0   135 153.0
## CV residual  30.7 -33.4 -49.1 -42.2 -11.8  32.5  32.7  16.8  14.1    23  14.4
##             14165 14166 14167 14170 14171 14174 14175 14178 14181 14186 14193
## Predicted   137.7 137.2 138.3 131.9 130.9 125.1 128.9 136.0   141 142.7 133.0
## cvpred      137.9 137.4 138.5 132.2 131.3 125.5 129.3 136.4   141 142.9 133.3
## pm2.5        47.0  56.0  46.0  41.0  65.0  93.0 107.0 120.0   158 160.0 109.0
## CV residual -90.9 -81.4 -92.5 -91.2 -66.3 -32.5 -22.3 -16.4    17  17.1 -24.3
##             14194 14201 14202 14204 14206 14208 14211 14213 14214 14217 14218
## Predicted   137.6 132.4   133   138 137.5 124.0   139   134   133   120 113.1
## cvpred      137.9 132.7   133   138 137.8 124.3   139   134   133   120 113.5
## pm2.5       107.0 109.0    87   117 110.0  38.0     6     8     8    16  17.0
## CV residual -30.9 -23.7   -46   -21 -27.8 -86.3  -133  -126  -125  -104 -96.5
##             14220 14228 14229 14231 14232 14233 14236 14237 14245 14247 14253
## Predicted    82.1  91.8 110.0   109   118 134.2 144.2 143.9 125.8 118.1 117.9
## cvpred       82.7  92.3 110.4   109   118 134.4 144.3 144.1 126.1 118.5 118.2
## pm2.5         7.0  24.0  35.0    37    45  45.0  68.0  66.0  88.0  48.0  31.0
## CV residual -75.7 -68.3 -75.4   -72   -73 -89.4 -76.3 -78.1 -38.1 -70.5 -87.2
##             14256 14262 14266 14268 14271 14281 14284 14285 14286 14291 14294
## Predicted   110.2   141 100.5  87.1  71.7 128.4 140.8 140.8 140.8 118.5  93.1
## cvpred      110.6   141 100.9  87.5  72.2 128.6 140.9 140.9 140.9 118.9  93.6
## pm2.5        17.0     2  11.0   8.0  22.0  48.0  56.0  51.0  62.0  67.0  59.0
## CV residual -93.6  -139 -89.9 -79.5 -50.2 -80.6 -84.9 -89.9 -78.9 -51.9 -34.6
##             14295 14296 14298 14307 14313  14314 14319 14320 14321 14325 14326
## Predicted    91.3  81.4  79.4 129.4 139.8 129.52  82.7 91.38  85.9 113.0 111.9
## cvpred       91.8  82.0  80.0 129.6 139.9 129.75  83.3 91.95  86.5 113.4 112.3
## pm2.5        48.0  54.0  42.0  85.0 120.0 124.00  99.0 97.00  74.0  44.0  54.0
## CV residual -43.8 -28.0 -38.0 -44.6 -19.9  -5.75  15.7  5.05 -12.5 -69.4 -58.3
##             14327 14330 14331 14332 14335 14339 14341 14343 14345 14348 14350
## Predicted   134.9 139.8 140.5 140.3 145.7   114 103.1  92.5  80.8  98.0   130
## cvpred      135.1 139.9 140.6 140.4 145.7   114 103.6  93.0  81.4  98.5   130
## pm2.5        45.0  61.0  73.0  90.0 102.0    92  91.0  79.0  52.0  72.0    92
## CV residual -90.1 -78.9 -67.6 -50.4 -43.7   -22 -12.6 -14.0 -29.4 -26.5   -38
##             14360 14361 14363 14401 14413    14415 14417 14418 14422 14425
## Predicted   140.5 125.4 110.0 133.6 108.1 108.6223 93.02 96.91 139.8 141.3
## cvpred      140.6 125.6 110.4 133.7 108.6 109.0365 93.48 97.37 139.9 141.4
## pm2.5        81.0  53.0  94.0  92.0 134.0 109.0000 87.00 88.00 113.0  87.0
## CV residual -59.6 -72.6 -16.4 -41.7  25.4  -0.0365 -6.48 -9.37 -26.9 -54.4
##             14428 14429 14430 14431 14432  14434 14439 14440 14441 14442 14443
## Predicted   145.7 140.0 139.6 139.1 140.0 123.53 134.5 138.4 132.2 127.3 130.3
## cvpred      145.7 140.2 139.7 139.2 140.2 123.82 134.7 138.6 132.4 127.6 130.5
## pm2.5        97.0  97.0 103.0 111.0 110.0 125.00  98.0  92.0  93.0  85.0  95.0
## CV residual -48.7 -43.2 -36.7 -28.2 -30.2   1.18 -36.7 -46.6 -39.4 -42.6 -35.5
##             14444 14447 14449 14452 14453 14462 14466 14469 14476 14479 14480
## Predicted   135.8 140.5 140.5 139.9 139.7   119 110.8 118.9 139.8 145.4   145
## cvpred      135.9 140.6 140.6 140.1 139.8   119 111.2 119.2 139.9 145.5   145
## pm2.5        93.0 109.0 121.0 126.0 114.0    70  71.0 108.0 103.0 124.0   112
## CV residual -42.9 -31.6 -19.6 -14.1 -25.8   -49 -40.2 -11.2 -36.9 -21.5   -33
##             14483  14485 14486 14488 14491 14494 14496 14497 14498 14500 14501
## Predicted   124.4 113.52  98.8 110.5 104.5 132.0 142.2 141.9 147.2 147.3 147.9
## cvpred      124.7 113.86  99.2 110.8 104.8 132.1 142.2 141.9 147.1 147.3 147.9
## pm2.5        95.0 109.00  71.0  64.0  69.0  52.0  78.0  78.0  86.0  98.0 122.0
## CV residual -29.7  -4.86 -28.2 -46.8 -35.8 -80.1 -64.2 -63.9 -61.1 -49.3 -25.9
##             14502 14503 14505 14506 14511 14516 14523  14528 14529 14532  14534
## Predicted   146.9   142 138.8 122.6 94.23 112.4 145.8 140.79 130.3 113.9 108.13
## cvpred      146.9   142 138.9 122.8 94.71 112.8 145.9 140.88 130.5 114.2 108.55
## pm2.5       100.0   103 101.0  98.0 89.00  72.0  98.0 150.00 151.0 129.0 102.00
## CV residual -46.9   -39 -37.9 -24.8 -5.71 -40.8 -47.9   9.12  20.5  14.8  -6.55
##             14538 14545 14550 14553 14555 14557 14562 14565 14566 14569 14572
## Predicted   91.16 139.8 139.3 134.2 127.8 117.8 105.8 123.5   119 139.0 144.4
## cvpred      91.67 139.9 139.5 134.4 128.1 118.2 106.3 123.8   119 139.2 144.6
## pm2.5       93.00 202.0 178.0 166.0 169.0 152.0 141.0 152.0   148 193.0 211.0
## CV residual  1.33  62.1  38.5  31.6  40.9  33.8  34.7  28.2    29  53.8  66.4
##             14574 14579 14589 14594 14602 14606 14608 14613 14620 14622 14629
## Predicted   144.2 127.3   132 134.3   127  86.7  71.3   101   143 143.4  91.5
## cvpred      144.3 127.6   132 134.5   127  87.1  71.8   101   143 143.4  91.9
## pm2.5       201.0 210.0   316  96.0    16  23.0  22.0    31    36  58.0  40.0
## CV residual  56.7  82.4   184 -38.5  -111 -64.1 -49.8   -70  -107 -85.4 -51.9
##             14632 14636 14640 14649 14654 14656 14659 14660  14664 14665 14669
## Predicted    79.0 113.1 125.4 131.0 105.8  90.5 105.7 115.5 135.30 140.2 142.3
## cvpred       79.5 113.3 125.6 131.2 106.2  90.9 106.1 115.8 135.41 140.3 142.3
## pm2.5        31.0  57.0  50.0  96.0  69.0  61.0  81.0 105.0 137.00 169.0 160.0
## CV residual -48.5 -56.3 -75.6 -35.2 -37.2 -29.9 -25.1 -10.8   1.59  28.7  17.7
##             14672 14673 14674 14675 14676 14677 14679 14684 14692 14693 14697
## Predicted   146.1 135.5 119.7 111.2 106.1  91.1  81.2  95.0 142.8 147.7 131.0
## cvpred      146.1 135.7 119.9 111.5 106.4  91.5  81.7  95.4 142.8 147.6 131.2
## pm2.5       111.0  83.0  65.0  66.0  76.0  79.0  58.0  35.0  81.0  93.0  96.0
## CV residual -35.1 -52.7 -54.9 -45.5 -30.4 -12.5 -23.7 -60.4 -61.8 -54.6 -35.2
##             14698 14703 14705 14708 14710 14711 14712 14714 14715 14719 14720
## Predicted     121  77.4  85.0  93.9 103.2 133.6   138 132.8 133.5 137.7 137.9
## cvpred        121  77.9  85.5  94.3 103.5 133.7   138 132.8 133.5 137.7 137.9
## pm2.5         146 101.0 118.0  38.0  55.0  41.0    36  50.0  51.0 157.0 100.0
## CV residual    25  23.1  32.5 -56.3 -48.5 -92.7  -102 -82.8 -82.5  19.3 -37.9
##              14722  14723 14724 14726 14727 14728 14737 14739 14741 14743 14746
## Predicted   112.25 103.47 92.95  94.1  93.0 81.65 119.9 128.4 127.4   127   131
## cvpred      112.47 103.73 93.31  94.6  93.5 82.21 120.1 128.6 127.7   127   131
## pm2.5       117.00  95.00 85.00 127.0 108.0 85.00 195.0 221.0 218.0   228   264
## CV residual   4.53  -8.73 -8.31  32.4  14.5  2.79  74.9  92.4  90.3   101   133
##             14750 14753 14756 14763 14765 14767 14772 14773 14778 14783 14790
## Predicted   108.0  66.8 123.0 125.2   133   139 119.6   125 130.3   144   142
## cvpred      108.4  67.4 123.1 125.3   133   139 119.7   125 130.4   144   142
## pm2.5       202.0  35.0  46.0  64.0    14    11  26.0    23  57.0    43    26
## CV residual  93.6 -32.4 -77.1 -61.3  -119  -128 -93.7  -102 -73.4  -101  -116
##             14793 14797 14798 14800 14803 14806 14809 14817 14818 14820 14821
## Predicted     111  49.1  48.0  44.6  97.7   107 121.6   141   135   133   137
## cvpred        111  49.5  48.4  45.0  97.8   107 121.6   140   135   133   137
## pm2.5          11  16.0   9.0   7.0  14.0    32  48.0    11    12    22     8
## CV residual  -100 -33.5 -39.4 -38.0 -83.8   -75 -73.6  -129  -123  -111  -129
##             14835 14837 14839 14840 14841 14845 14851 14854 14855 14856 14857
## Predicted     142   146   151   141   139 118.4 122.5   131 139.4 145.0   150
## cvpred        142   146   151   141   139 118.5 122.6   131 139.3 144.9   150
## pm2.5          28    30    28    27    39  33.0  47.0    51  56.0  54.0    68
## CV residual  -114  -116  -123  -114  -100 -85.5 -75.6   -80 -83.3 -90.9   -82
##             14860 14862 14867 14873 14877  14878 14879 14882 14886 14890  14892
## Predicted   146.8 151.4 147.2 123.6 131.5 131.04   135 132.3 135.1 135.6 129.07
## cvpred      146.6 151.2 147.1 123.7 131.6 131.11   135 132.5 135.3 135.6 129.21
## pm2.5        83.0  77.0 128.0 163.0 179.0 135.00    85 113.0 117.0 124.0 120.00
## CV residual -63.6 -74.2 -19.1  39.3  47.4   3.89   -50 -19.5 -18.3 -11.6  -9.21
##              14895  14897   14900 14908 14911 14913 14915 14918 14920 14921
## Predicted   121.73 115.63 128.807   147 142.3 141.3   127 114.0 107.6 106.9
## cvpred      121.94 115.87 128.963   147 142.3 141.4   127 114.3 107.9 107.2
## pm2.5       117.00 118.00 128.000   163 170.0 188.0   188 155.0 145.0 147.0
## CV residual  -4.94   2.13  -0.963    16  27.7  46.6    61  40.7  37.1  39.8
##              14922 14924 14928 14930 14933 14934 14938 14939  14946  14949
## Predicted   116.00 134.8 142.8 143.2 148.2 148.9 136.4 125.9 114.27 133.08
## cvpred      116.26 134.9 142.8 143.1 148.1 148.8 136.5 126.1 114.57 133.25
## pm2.5       113.00  96.0 172.0 188.0 182.0 187.0 195.0 174.0 123.00 124.00
## CV residual  -3.26 -38.9  29.2  44.9  33.9  38.2  58.5  47.9   8.43  -9.25
##             14951 14955 14957 14959 14967 14974 14980 14981 14983 14984 14985
## Predicted   130.1   143   143   143  85.6 113.6   132 109.6  95.3  96.4  91.2
## cvpred      130.2   143   143   143  85.8 113.6   131 109.5  95.3  96.4  91.2
## pm2.5        70.0    24    25    26  19.0  28.0    10  21.0   8.0   9.0  10.0
## CV residual -60.2  -119  -118  -117 -66.8 -85.6  -121 -88.5 -87.3 -87.4 -81.2
##             14986 14990 14992 14998 15005 15006 15008 15009 15011 15014 15016
## Predicted    88.6  45.4  58.0   100   131 127.1 115.1 100.6  66.5  58.3  57.5
## cvpred       88.6  45.7  58.2   100   131 126.8 114.9 100.5  66.6  58.5  57.7
## pm2.5        18.0   6.0   7.0    35    29  32.0  44.0  17.0   9.0   8.0   8.0
## CV residual -70.6 -39.7 -51.2   -65  -102 -94.8 -70.9 -83.5 -57.6 -50.5 -49.7
##             15017 15018 15020 15023 15024 15025 15026 15029 15035 15037 15038
## Predicted    53.6  62.0  69.8   121   140 144.4 139.6   143  85.6  55.3  36.9
## cvpred       53.8  62.2  69.9   121   140 144.1 139.3   143  85.8  55.7  37.3
## pm2.5         8.0   9.0  21.0    24    27  48.0  48.0    21  23.0  12.0  10.0
## CV residual -45.8 -53.2 -48.9   -97  -113 -96.1 -91.3  -122 -62.8 -43.7 -27.3
##             15042 15044 15048 15054 15058 15060 15061 15067 15068 15077 15078
## Predicted    52.4   108 139.6   144  94.1  57.9  47.9  65.2  79.3   139 138.6
## cvpred       52.6   108 139.4   144  94.1  58.2  48.3  65.4  79.4   138 138.2
## pm2.5        12.0    55  43.0    23  38.0  42.0  24.0  32.0  26.0    37  45.0
## CV residual -40.6   -53 -96.4  -121 -56.1 -16.2 -24.3 -33.4 -53.4  -101 -93.2
##             15081 15082 15088 15093 15097 15102 15104 15105 15106  15109 15111
## Predicted     114  84.4 24.72  61.9 143.1 132.0 128.0  96.8  66.2 31.837  15.5
## cvpred        114  84.5 25.23  62.2 142.9 131.7 127.8  96.9  66.5 32.431  16.0
## pm2.5          45  30.0 21.00  36.0  92.0  42.0  32.0  32.0  46.0 33.000  15.0
## CV residual   -69 -54.5 -4.23 -26.2 -50.9 -89.7 -95.8 -64.9 -20.5  0.569  -1.0
##             15116 15117 15118 15120 15123  15124 15125 15129 15130 15133 15134
## Predicted    70.0 122.6 127.5 138.8 143.1 138.27 138.2 128.4 107.2  80.9  65.2
## cvpred       70.2 122.5 127.4 138.5 142.9 138.04 137.9 128.4 107.3  81.2  65.6
## pm2.5        56.0  74.0  60.0 125.0 138.0 137.00 114.0  94.0  74.0 106.0 104.0
## CV residual -14.2 -48.5 -67.4 -13.5  -4.9  -1.04 -23.9 -34.4 -33.3  24.8  38.4
##             15136 15143 15144 15147 15150 15151 15157 15158 15161 15163 15170
## Predicted    58.6 133.4   138 146.0 145.8 150.7  84.4  65.5  62.3  80.7 140.4
## cvpred       59.0 133.4   138 145.9 145.6 150.4  84.8  66.0  62.8  81.0 140.3
## pm2.5       100.0 208.0   225 162.0 125.0 119.0 134.0 125.0 153.0 139.0 209.0
## CV residual  41.0  74.6    87  16.1 -20.6 -31.4  49.2  59.0  90.2  58.0  68.7
##             15171 15175 15177 15178 15179 15181 15183 15184 15187 15189 15190
## Predicted     140 147.5   145   134   119   113   101  95.5   118   133   143
## cvpred        140 147.3   144   134   119   113   101  95.8   118   133   143
## pm2.5         252 231.0   273   275   274   284   277 260.0   269   255   289
## CV residual   112  83.7   129   141   155   171   176 164.2   151   122   146
##             15195 15196 15197 15200 15202 15203 15208   15212 15215 15217 15218
## Predicted     150   149   145   146   129   113  57.5 112.269 125.7 125.5 129.4
## cvpred        150   149   145   145   129   113  57.9 112.407 125.7 125.5 129.4
## pm2.5         299   295   298   247   290   282 108.0 112.000 139.0 159.0 200.0
## CV residual   149   146   153   102   161   169  50.1  -0.407  13.3  33.5  70.6
##             15219 15223 15224 15226 15234 15237 15241 15244 15245 15246 15247
## Predicted   129.9   146   151   134  87.0   115 139.9 144.5   144 144.5   145
## cvpred      129.8   146   151   134  87.3   115 139.8 144.4   144 144.4   144
## pm2.5       219.0   250   253   290 140.0   167 177.0 239.0   246 244.0   280
## CV residual  89.2   104   102   156  52.7    52  37.2  94.6   102  99.6   136
##             15249 15257 15263 15264 15265 15267 15268 15275 15281 15283 15288
## Predicted     144   127   143   144   144 143.6 141.7  41.8  7.32 14.64  98.3
## cvpred        144   127   143   143   144 143.4 141.6  42.1  7.96 15.23  98.2
## pm2.5         278   300   386   350   339 241.0  80.0  14.0 18.00 13.00  27.0
## CV residual   134   173   243   207   195  97.6 -61.6 -28.1 10.04 -2.23 -71.2
##             15291 15293 15296 15298 15299 15300 15302 15304 15308 15313 15315
## Predicted    82.6  86.0  82.7    60  53.2    65  50.2  54.0  78.7 146.1 131.4
## cvpred       82.5  85.9  82.6    60  53.4    65  50.4  54.1  78.8 145.7 131.1
## pm2.5        19.0  26.0  20.0    18  20.0    21  13.0  21.0  26.0  62.0  85.0
## CV residual -63.5 -59.9 -62.6   -42 -33.4   -44 -37.4 -33.1 -52.8 -83.7 -46.1
##             15317 15320 15321 15333 15338 15339 15342 15343 15346 15350 15351
## Predicted   140.3 139.5 109.0  92.1   114   133 134.2   135  80.1  49.0  44.5
## cvpred      139.9 139.2 108.9  92.0   114   133 133.8   134  80.1  49.2  44.7
## pm2.5        59.0  59.0  60.0  53.0    24    20  36.0    22  23.0  13.0  11.0
## CV residual -80.9 -80.2 -48.9 -39.0   -90  -113 -97.8  -112 -57.1 -36.2 -33.7
##             15356 15357 15359 15361 15363 15364 15369 15373 15475 15481 15484
## Predicted    87.8 106.4  76.2 133.0 132.3   147 107.0  35.1 121.5 142.7 148.0
## cvpred       87.7 106.2  76.2 132.6 131.9   147 106.8  35.3 121.5 142.4 147.7
## pm2.5        23.0  29.0  53.0  63.0  61.0    32  40.0  14.0 104.0 164.0 103.0
## CV residual -64.7 -77.2 -23.2 -69.6 -70.9  -115 -66.8 -21.3 -17.5  21.6 -44.7
##              15486  15487  15488 15490 15494 15496 15497 15499 15502 15504
## Predicted   145.95 140.32 140.58   123 110.1 114.0   119   124   144   145
## cvpred      145.68 140.11 140.33   123 110.2 114.1   119   124   144   144
## pm2.5       138.00 144.00 150.00   113 150.0 181.0   230   258   324   347
## CV residual  -7.68   3.89   9.67   -10  39.8  66.9   111   134   180   203
##             15505 15511 15512 15515 15517 15520 15530 15533 15537 15538 15541
## Predicted     145   145   150   127  94.1  97.7 126.8 136.5 117.2  85.4  70.7
## cvpred        145   145   150   127  94.4  98.0 126.7 136.4 117.2  85.5  70.8
## pm2.5         351   274   269   360 378.0 271.0 153.0  71.0  69.0  75.0  49.0
## CV residual   206   129   119   233 283.6 173.0  26.3 -65.4 -48.2 -10.5 -21.8
##             15542 15544 15547 15553 15558 15560 15561 15562 15563 15565 15568
## Predicted   74.78 60.78  96.3 122.6 136.3 136.5 126.5 112.8 102.3 95.72  94.2
## cvpred      74.97 60.97  96.3 122.5 136.1 136.4 126.4 112.8 102.4 95.89  94.5
## pm2.5       69.00 56.00  62.0  42.0  64.0 102.0  86.0  89.0  81.0 93.00 139.0
## CV residual -5.97 -4.97 -34.3 -80.5 -72.1 -34.4 -40.4 -23.8 -21.4 -2.89  44.5
##             15571 15576 15577 15579 15585 15587 15591 15595 15601 15605 15606
## Predicted   111.6 145.3 145.0 145.8 140.7 129.6   114 109.7 139.2   142   150
## cvpred      111.7 145.1 144.9 145.6 140.5 129.6   114 109.9 139.1   142   150
## pm2.5       155.0 199.0 212.0 221.0 216.0 220.0   313 149.0 225.0   279   280
## CV residual  43.3  53.9  67.1  75.4  75.5  90.4   199  39.1  85.9   137   130
##             15607 15611 15623 15635 15640 15647 15651 15653 15657 15659 15661
## Predicted     144   125 101.8  55.8  36.5  99.4  94.4   113  98.1  64.2  49.6
## cvpred        144   125 101.8  56.0  36.8  99.3  94.3   113  98.1  64.5  50.0
## pm2.5         258    11  30.0   6.0  11.0  10.0  14.0    15  32.0  15.0   8.0
## CV residual   114  -114 -71.8 -50.0 -25.8 -89.3 -80.3   -98 -66.1 -49.5 -42.0
##             15665 15667 15668 15670 15673 15677 15680 15682 15683 15684 15686
## Predicted    47.7  48.8  47.4  55.2  80.8 114.7 106.6  76.4  66.9  55.5  40.6
## cvpred       48.1  49.2  47.9  55.6  80.9 114.6 106.5  76.5  67.0  55.8  41.0
## pm2.5         9.0   7.0   8.0  13.0  16.0  35.0  16.0  12.0  10.0   8.0   8.0
## CV residual -39.1 -42.2 -39.9 -42.6 -64.9 -79.6 -90.5 -64.5 -57.0 -47.8 -33.0
##             15689 15692 15693 15695 15697 15698 15705 15706 15707 15715 15721
## Predicted    25.0  60.3  57.9  82.2 118.5   133  93.2  74.4  69.8  88.7 141.3
## cvpred       25.4  60.4  58.1  82.2 118.2   132  93.1  74.4  69.8  88.7 140.9
## pm2.5         4.0  10.0  33.0  26.0  23.0    20  22.0  12.0  11.0  30.0  83.0
## CV residual -21.4 -50.4 -25.1 -56.2 -95.2  -112 -71.1 -62.4 -58.8 -58.7 -57.9
##             15724 15727 15729 15731 15734 15736 15744  15745 15750 15751 15753
## Predicted   145.7 151.2   139   122    98 79.54 149.0 145.39 149.8 149.3 142.1
## cvpred      145.3 150.7   139   122    98 79.69 148.7 145.03 149.4 148.9 141.8
## pm2.5        96.0  93.0    72    69    86 86.00 129.0 141.00 103.0 100.0  96.0
## CV residual -49.3 -57.7   -67   -53   -12  6.31 -19.7  -4.03 -46.4 -48.9 -45.8
##             15755 15759 15760 15763 15764 15765 15766 15767 15769 15771 15776
## Predicted   119.8 118.8 122.3   137   147   147   147   152   153   152   147
## cvpred      119.7 118.8 122.3   137   147   146   147   152   152   152   146
## pm2.5        88.0 170.0 187.0   253   254   275   292   315   280   255   258
## CV residual -31.7  51.2  64.7   116   107   129   145   163   128   103   112
##             15778 15780 15782 15784 15792 15794 15800 15803 15807 15810 15813
## Predicted     147   141   130   123   152   148 154.7 140.7   116 130.1   147
## cvpred        147   141   130   123   152   147 154.3 140.5   116 130.1   147
## pm2.5         278   339   304   284   302   266 227.0 202.0   224 222.0   285
## CV residual   131   198   174   161   150   119  72.7  61.5   108  91.9   138
##             15814 15816 15820 15823 15824 15828 15829 15830 15831 15835 15836
## Predicted     153   148   149 152.7 147.1   120   115   115   121   141   146
## cvpred        152   148   149 152.3 146.8   120   115   115   121   141   146
## pm2.5         298   313   261 212.0 215.0   285   287   297   318   416   399
## CV residual   146   165   112  59.7  68.2   165   172   182   197   275   253
##             15837 15843 15845 15851 15858 15859 15860 15861 15862 15864 15871
## Predicted     146   147   152   125   119 113.1 107.3 101.9 116.0   145   149
## cvpred        146   147   152   125   119 112.8 107.1 101.6 115.7   144   149
## pm2.5         389   418   414   291    12  13.0  13.0  18.0  17.0     9    15
## CV residual   243   271   262   166  -107 -99.8 -94.1 -83.6 -98.7  -135  -134
##             15874 15876 15879 15880 15882 15883 15889 15892 15897 15898 15900
## Predicted    81.9  57.6  56.4  57.4  76.6 129.1   113   137 119.4 103.9  67.4
## cvpred       81.7  57.6  56.4  57.3  76.5 128.7   112   137 118.9 103.5  67.3
## pm2.5        18.0   8.0  16.0   9.0  24.0  35.0     8    19  27.0  15.0  21.0
## CV residual -63.7 -49.6 -40.4 -48.3 -52.5 -93.7  -104  -118 -91.9 -88.5 -46.3
##             15901 15903 15913 15915 15918 15922  15925 15926 15928 15951 15954
## Predicted    66.9  55.6 139.4 144.0 148.8 138.1 117.85 126.9 117.3  93.1 115.8
## cvpred       66.8  55.6 138.9 143.5 148.2 137.7 117.56 126.6 117.1  93.1 115.7
## pm2.5        27.0  27.0 127.0 158.0 114.0  80.0 110.00 110.0 110.0 237.0 145.0
## CV residual -39.8 -28.6 -11.9  14.5 -34.2 -57.7  -7.56 -16.6  -7.1 143.9  29.3
##             15956 15957 15958 15959  15970  15971 15972 15974 15976 15989 15999
## Predicted   145.9 140.5 146.1 151.0 106.97 92.673 101.2  90.4  86.5 156.9   117
## cvpred      145.5 140.2 145.7 150.6 106.78 92.608 101.1  90.5  86.6 156.4   117
## pm2.5       184.0 208.0 224.0 235.0 109.00 92.000  82.0 118.0 106.0 218.0   282
## CV residual  38.5  67.8  78.3  84.4   2.22 -0.608 -19.1  27.5  19.4  61.6   165
##             16002 16004 16005 16006 16010 16012 16013 16017 16018 16020 16027
## Predicted   124.5 144.3   140 144.5   156   153   158   152 156.4   154 134.3
## cvpred      124.3 143.9   140 144.2   155   152   157   151 155.9   153 134.1
## pm2.5       216.0 167.0   193 220.0   329   302   297   257 248.0   354 206.0
## CV residual  91.7  23.1    53  75.8   174   150   140   106  92.1   201  71.9
##             16030 16031 16035 16036 16037 16039 16040 16042 16048 16052 16062
## Predicted   138.5 142.4   144   148   144   148   148   147 136.3   141   152
## cvpred      138.3 142.2   143   148   144   148   148   147 136.1   141   152
## pm2.5       207.0 233.0   255   258   257   257   256   264 202.0   245   259
## CV residual  68.7  90.8   112   110   113   109   108   117  65.9   104   107
##             16063 16064 16065 16070 16073 16074 16075 16076 16080 16082 16086
## Predicted     148   147   146   136   136 126.5 134.9 138.2 137.8 136.8   143
## cvpred        147   147   146   136   136 126.4 134.8 138.1 137.5 136.5   143
## pm2.5         252   256   283   312   288 102.0  48.0  43.0  38.0  44.0    33
## CV residual   105   109   137   176   152 -24.4 -86.8 -95.1 -99.5 -92.5  -110
##             16088 16089 16090 16093 16094 16097 16098 16099 16101 16103 16105
## Predicted   127.1   101    86  74.5  73.8  97.6 106.6 120.0 125.5 125.1   134
## cvpred      126.8   101    86  74.5  73.8  97.5 106.4 119.8 125.3 124.9   134
## pm2.5        44.0    32    17  20.0  27.0  33.0  55.0  66.0  70.0  67.0    27
## CV residual -82.8   -69   -69 -54.5 -46.8 -64.5 -51.4 -53.8 -55.3 -57.9  -107
##             16107 16108 16109 16112 16120 16129 16132 16134 16135 16136 16137
## Predicted     135 135.1   136 140.1 105.6   139 142.9 144.0 143.6 143.9 142.9
## cvpred        135 134.9   136 139.8 105.5   139 142.6 143.7 143.4 143.6 142.7
## pm2.5          27  46.0    34  60.0  54.0   102  76.0 107.0  91.0  90.0  87.0
## CV residual  -108 -88.9  -102 -79.8 -51.5   -37 -66.6 -36.7 -52.4 -53.6 -55.7
##             16138 16139  16145  16147 16149  16150 16151 16152 16157 16161
## Predicted   132.9 128.2 103.36 119.73 123.9 128.14 112.6 116.4  92.1 111.3
## cvpred      132.7 128.1 103.33 119.59 123.7 127.96 112.5 116.3  92.1 111.2
## pm2.5        90.0  85.0 106.00 121.00 143.0 123.00 102.0  55.0  18.0  27.0
## CV residual -42.7 -43.1   2.67   1.41  19.3  -4.96 -10.5 -61.3 -74.1 -84.2
##             16165 16166 16177 16178 16179 16187 16190 16193 16195 16201 16203
## Predicted   126.4 125.7 144.4 144.8 140.1 113.2  86.8 103.4 132.3 148.4 143.7
## cvpred      126.1 125.5 144.1 144.4 139.8 112.9  86.8 103.3 131.9 147.9 143.1
## pm2.5        33.0  32.0  85.0  77.0  66.0  39.0  45.0  46.0  60.0 111.0  87.0
## CV residual -93.1 -93.5 -59.1 -67.4 -73.8 -73.9 -41.8 -57.3 -71.9 -36.9 -56.1
##             16210 16211 16212 16214 16221 16222 16223 16232 16235 16240 16245
## Predicted   107.3  96.2  92.8  83.9 127.9   137   137 100.4 104.4  78.2 106.7
## cvpred      107.1  96.1  92.7  83.9 127.5   137   137 100.2 104.3  78.2 106.6
## pm2.5        27.0  31.0  36.0  36.0  71.0    79    90  42.0  27.0  11.0  45.0
## CV residual -80.1 -65.1 -56.7 -47.9 -56.5   -58   -47 -58.2 -77.3 -67.2 -61.6
##             16246 16248 16263 16271 16273 16274 16276 16279 16286 16287 16289
## Predicted   116.1   150  56.8 135.0 136.5 150.1   151   145  57.4 56.86 66.01
## cvpred      115.9   149  56.9 134.5 135.9 149.5   150   144  57.3 56.86 65.96
## pm2.5        56.0    77  23.0  69.0  84.0 115.0    91    29  42.0 48.00 59.00
## CV residual -59.9   -72 -33.9 -65.5 -51.9 -34.5   -59  -115 -15.3 -8.86 -6.96
##             16301 16304 16308 16311 16320 16323 16326 16331  16333 16335 16337
## Predicted   151.4 151.4 104.9  92.9   146 136.9   115  58.8 34.622  16.1  16.8
## cvpred      150.7 150.7 104.7  92.8   146 136.5   115  58.8 34.762  16.3  17.0
## pm2.5       139.0 115.0  90.0 114.0   252  73.0    16  39.0 34.000  41.0  41.0
## CV residual -11.7 -35.7 -14.7  21.2   106 -63.5   -99 -19.8 -0.762  24.7  24.0
##             16339 16341 16344 16352 16353 16360 16363 16365 16366 16368  16374
## Predicted    19.5 59.74  56.4  71.4  59.1  43.6  99.7 124.2 134.6 128.7 121.45
## cvpred       19.7 59.57  56.1  71.0  58.9  43.4  99.2 123.6 133.9 128.1 120.77
## pm2.5        50.0 65.00  17.0   9.0  10.0  19.0  34.0  74.0  89.0  78.0 127.00
## CV residual  30.3  5.43 -39.1 -62.0 -48.9 -24.4 -65.2 -49.6 -44.9 -50.1   6.23
##              16375 16376 16378 16388 16390 16391 16393 16403 16404 16405 16406
## Predicted   130.97 150.0 113.3 132.4   137 137.7   133 119.2 116.5 114.0 118.1
## cvpred      130.24 149.2 112.8 131.8   137 137.1   133 118.8 116.2 113.7 117.8
## pm2.5       124.00 134.0  84.0 178.0   242 235.0   314 185.0 185.0 194.0 195.0
## CV residual  -6.24 -15.2 -28.8  46.2   105  97.9   181  66.2  68.8  80.3  77.2
##             16409 16413 16416 16419 16422 16423 16424 16431 16436 16438 16445
## Predicted   132.7 148.4 152.0 143.0 154.3 155.0 160.0 130.0   140 135.5 157.2
## cvpred      132.4 147.9 151.5 142.5 153.7 154.4 159.3 129.7   139 135.2 156.6
## pm2.5       165.0 205.0 206.0 195.0 186.0 177.0 193.0 224.0   380 166.0 113.0
## CV residual  32.6  57.1  54.5  52.5  32.3  22.6  33.7  94.3   241  30.8 -43.6
##             16446 16449 16450 16453 16454   16462 16463 16465  16467 16474
## Predicted   151.2 153.3 156.2 154.1 150.3 144.885 149.2 156.2 155.56 121.1
## cvpred      150.7 152.9 155.7 153.6 149.9 144.537 148.8 155.7 155.05 120.9
## pm2.5       111.0 126.0 121.0  99.0 107.0 144.000 136.0 139.0 157.00  78.0
## CV residual -39.7 -26.9 -34.7 -54.6 -42.9  -0.537 -12.8 -16.7   1.95 -42.9
##             16479 16481 16485 16486 16488 16491 16492 16495 16496 16500 16502
## Predicted    83.2 118.9 135.0 134.5   143 147.8 153.4   109  96.8  55.6  40.9
## cvpred       83.1 118.7 134.7 134.2   143 147.2 152.8   108  96.4  55.5  40.8
## pm2.5        53.0  43.0  77.0  91.0    99  72.0  71.0     7   3.0   9.0  13.0
## CV residual -30.1 -75.7 -57.7 -43.2   -44 -75.2 -81.8  -101 -93.4 -46.5 -27.8
##             16504 16506 16507 16510 16513 16517 16518 16523 16526 16529 16534
## Predicted    41.8  47.8  52.6  74.7  57.2   121 123.5  94.2  80.9  93.0 144.6
## cvpred       41.8  47.8  52.5  74.4  57.0   120 122.7  93.7  80.5  92.5 143.8
## pm2.5        10.0   7.0   8.0  12.0   9.0    17  25.0  30.0  53.0  47.0 113.0
## CV residual -31.8 -40.8 -44.5 -62.4 -48.0  -103 -97.7 -63.7 -27.5 -45.5 -30.8
##             16535   16539 16545 16547 16549 16554 16557 16562 16564 16566 16568
## Predicted   144.4 154.140 148.5 126.5 93.29 124.4 146.0   142   146   152 146.3
## cvpred      143.6 153.308 147.8 125.9 92.96 123.9 145.4   141   145   151 145.6
## pm2.5       172.0 154.000  91.0  73.0 99.00 165.0 190.0   358   363   315 227.0
## CV residual  28.4   0.692 -56.8 -52.9  6.04  41.1  44.6   217   218   164  81.4
##             16569 16571 16577 16580 16583 16587 16593 16596   16597 16600 16601
## Predicted   150.4 134.6  65.2  62.3  56.4  44.4  40.8 11.10 -0.0103 -15.0 -7.12
## cvpred      149.8 134.1  65.0  62.0  56.2  44.3  40.8 11.31  0.2642 -14.7 -6.77
## pm2.5       197.0 198.0  17.0   9.0   9.0   9.0  12.0 14.00 14.0000  15.0 13.00
## CV residual  47.2  63.9 -48.0 -53.0 -47.2 -35.3 -28.8  2.69 13.7358  29.7 19.77
##             16602 16603 16608 16611 16613 16615 16618 16621 16622 16624 16626
## Predicted    7.04   113 122.2 147.6 147.9   153 140.5 120.2 120.7 119.2   140
## cvpred       7.30   112 121.5 146.7 146.9   152 139.7 119.6 120.1 118.6   139
## pm2.5       13.00    18  72.0  99.0 118.0   134  90.0 135.0 151.0 211.0   278
## CV residual  5.70   -94 -49.5 -47.7 -28.9   -18 -49.7  15.4  30.9  92.4   139
##             16631 16639 16646 16649 16650 16658 16660 16662 16665 16666 16667
## Predicted     150 146.5 118.2 123.3 133.1   159 147.2 145.8 148.3 136.5 125.9
## cvpred        149 145.6 117.7 122.8 132.5   158 146.4 145.1 147.6 135.9 125.3
## pm2.5         323 128.0 206.0 193.0 229.0   311 227.0 229.0 234.0 223.0 203.0
## CV residual   174 -17.6  88.3  70.2  96.5   153  80.6  83.9  86.4  87.1  77.7
##             16673 16675 16683 16684 16687  16689 16693 16694 16701 16702 16704
## Predicted     108   128   154   153   147 143.34  91.8 86.55   143   152   147
## cvpred        108   127   153   152   146 142.68  91.5 86.31   142   152   146
## pm2.5         210   250   306   295   176 135.00 106.0 86.00   313   350   391
## CV residual   102   123   153   143    30  -7.68  14.5 -0.31   171   198   245
##             16706  16711  16713 16714 16715 16717 16718 16723 16727 16728 16729
## Predicted     146 142.96 120.21 103.7  91.2  65.1  86.3 128.5 127.0 118.2 122.5
## cvpred        145 142.33 119.79 103.4  90.9  65.0  86.1 128.1 126.4 117.7 121.9
## pm2.5         289 148.00 124.00 127.0 143.0  96.0  34.0  93.0  48.0  39.0  40.0
## CV residual   144   5.67   4.21  23.6  52.1  31.0 -52.1 -35.1 -78.4 -78.7 -81.9
##             16732 16733 16734 16736 16737 16741 16742 16745 16747  16750 16751
## Predicted   129.2 129.5 129.0   133 101.7  90.8  85.9  88.5 115.4 125.08 130.0
## cvpred      128.6 128.8 128.3   132 101.1  90.3  85.4  88.0 114.9 124.44 129.3
## pm2.5        50.0  49.0  50.0    45  40.0  45.0  39.0  63.0  78.0 115.00 145.0
## CV residual -78.6 -79.8 -78.3   -87 -61.1 -45.3 -46.4 -25.0 -36.9  -9.44  15.7
##             16752 16758 16762 16766 16768 16773 16775 16776 16783 16784 16785
## Predicted   130.3 155.4  86.8  61.8  60.8  86.6 127.1   137 156.4 155.4 148.7
## cvpred      129.7 154.5  86.3  61.4  60.5  86.1 126.3   136 155.4 154.5 147.8
## pm2.5       155.0 229.0  43.0  32.0  25.0  97.0 111.0    99 107.0  73.0  87.0
## CV residual  25.3  74.5 -43.3 -29.4 -35.5  10.9 -15.3   -37 -48.4 -81.5 -60.8
##             16789 16791 16795 16805 16816 16817 16819 16821 16822 16824 16832
## Predicted   110.4  90.9 143.9   158   155   155   155   157   157   156   144
## cvpred      109.9  90.5 143.1   157   155   154   155   156   156   156   144
## pm2.5        75.0 116.0 238.0   284   278   281   307   431   494   473    37
## CV residual -34.9  25.5  94.9   127   123   127   152   275   338   317  -107
##             16842  16844 16847 16848 16856 16857 16860 16861 16862 16865 16867
## Predicted   102.2 128.24 154.1 154.4 160.9 160.0 133.4 133.1 132.1   152   161
## cvpred      101.6 127.61 153.3 153.6 159.9 159.1 132.7 132.5 131.5   151   160
## pm2.5        42.0 137.00 184.0 195.0 203.0 222.0  63.0  65.0 100.0   406   498
## CV residual -59.6   9.39  30.7  41.4  43.1  62.9 -69.7 -67.5 -31.5   255   338
##             16874 16879 16880 16884 16885 16886 16888 16890 16893 16894 16897
## Predicted     164   161   158   157   162   161   156   157   156   157 156.3
## cvpred        163   160   157   156   161   161   155   156   156   156 155.6
## pm2.5         392   395   370   270   283   269   268   270   324   318 226.0
## CV residual   229   235   213   114   122   108   113   114   168   162  70.4
##             16899 16900 16902 16903 16905 16908 16911 16912 16914 16920 16924
## Predicted     160 155.0 154.1 153.6 157.2 154.8   150 145.0 155.3   162   162
## cvpred        159 154.3 153.4 152.9 156.5 154.1   149 144.4 154.6   162   161
## pm2.5         247 247.0 229.0 225.0 211.0 211.0   215 201.0 189.0   420   284
## CV residual    88  92.7  75.6  72.1  54.5  56.9    66  56.6  34.4   258   123
##             16925 16927 16928 16936 16938 16940 16952 16958 16961 16963 16965
## Predicted     157   161 160.9  83.3  75.2  67.0   122  87.7  75.8  76.1  76.3
## cvpred        156   160 160.2  82.9  74.9  66.6   121  87.1  75.3  75.5  75.8
## pm2.5         287   265 232.0  17.0  15.0  13.0    16  17.0  12.0  15.0   9.0
## CV residual   131   105  71.8 -65.9 -59.9 -53.6  -105 -70.1 -63.3 -60.5 -66.8
##             16976 16977 16978 16983 16985 16988 16990 16991 16993 16995 16997
## Predicted     130   129 115.3  73.2  69.0  77.6  78.6  82.4  84.3  80.1  87.3
## cvpred        129   128 114.5  72.6  68.5  77.1  78.1  81.9  83.8  79.7  86.8
## pm2.5          12    22  32.0  18.0  17.0  20.0  17.0  19.0  18.0  16.0  14.0
## CV residual  -117  -106 -82.5 -54.6 -51.5 -57.1 -61.1 -62.9 -65.8 -63.7 -72.8
##             17001 17004 17005 17010 17014 17015 17016 17018 17019 17021 17022
## Predicted    67.1  37.3    35  35.0 113.3 117.9   113   137 138.1 146.4   152
## cvpred       66.8  37.3    35  35.1 112.6 117.2   112   136 137.2 145.5   151
## pm2.5        15.0  27.0    23  63.0  85.0  77.0    76    82  87.0 113.0   135
## CV residual -51.8 -10.3   -12  27.9 -27.6 -40.2   -36   -54 -50.2 -32.5   -16
##              17024 17033 17036 17037 17039 17052 17055 17057 17059 17061 17064
## Predicted   157.40  60.6  65.7  70.0 101.4  86.0  80.4  89.3 113.5 139.2 137.0
## cvpred      156.37  60.4  65.5  69.7 100.9  85.6  80.0  88.9 112.9 138.5 136.4
## pm2.5       153.00  30.0  47.0  55.0  79.0  26.0  38.0  65.0  82.0  79.0  71.0
## CV residual  -3.37 -30.4 -18.5 -14.7 -21.9 -59.6 -42.0 -23.9 -30.9 -59.5 -65.4
##             17065 17069 17071 17072 17073  17076 17077 17081 17085 17086 17089
## Predicted   141.9 152.9 146.8 146.3 145.8 146.26 146.3 146.3   158   159  89.1
## cvpred      141.2 152.1 146.1 145.6 145.1 145.62 145.6 145.6   157   158  88.6
## pm2.5        82.0  88.0  87.0  90.0  83.0 147.00 175.0 223.0   304   320  16.0
## CV residual -59.2 -64.1 -59.1 -55.6 -62.1   1.38  29.4  77.4   147   162 -72.6
##             17092 17101 17102 17104 17106 17107 17112 17115 17117 17118 17119
## Predicted    92.9  50.7  38.7  29.7  44.6  47.7  47.2  53.4   118 117.7 116.8
## cvpred       92.3  50.4  38.5  29.6  44.4  47.5  47.0  53.2   117 116.7 115.9
## pm2.5        14.0  19.0  13.0  14.0  10.0  16.0  23.0  15.0    22  21.0  19.0
## CV residual -78.3 -31.4 -25.5 -15.6 -34.4 -31.5 -24.0 -38.2   -95 -95.7 -96.9
##             17120 17121 17122 17126 17130 17131 17133 17134 17135 17138 17142
## Predicted   115.5 108.5  97.6  65.1  57.4  64.4  63.4  65.8  63.8  62.0  48.5
## cvpred      114.6 107.7  96.9  64.6  56.9  63.8  62.9  65.3  63.3  61.5  48.2
## pm2.5        28.0  11.0  13.0  12.0  11.0  11.0   9.0  10.0  11.0  11.0   8.0
## CV residual -86.6 -96.7 -83.9 -52.6 -45.9 -52.8 -53.9 -55.3 -52.3 -50.5 -40.2
##             17143 17149  17150 17151 17154 17159 17166 17167 17173 17176 17177
## Predicted    50.7  6.91 -0.428 -7.77  94.5   134 141.0 130.5 76.61  62.0  71.2
## cvpred       50.3  6.94 -0.334 -7.61  93.7   133 139.9 129.5 76.04  61.5  70.7
## pm2.5         7.0 15.00 16.000 20.00  18.0    74 109.0  92.0 75.00 129.0 107.0
## CV residual -43.3  8.06 16.334 27.61 -75.7   -59 -30.9 -37.5 -1.04  67.5  36.3
##             17179  17181 17188 17189 17192 17195 17199 17200 17201 17203  17207
## Predicted   120.1 125.82 116.3   106 108.1  84.0  57.6  57.6  81.7   117 113.23
## cvpred      119.2 124.91 115.4   105 107.3  83.4  57.1  57.1  81.1   116 112.43
## pm2.5       108.0 128.00  28.0    14  19.0  33.0  40.0  44.0  45.0    88 116.00
## CV residual -11.2   3.09 -87.4   -91 -88.3 -50.4 -17.1 -13.1 -36.1   -28   3.57
##              17208 17210 17212 17215 17216 17218 17222 17225 17227 17228 17229
## Predicted   102.85  96.5 101.7 102.7 117.3  91.4 44.42  58.8   101 111.3   126
## cvpred      102.12  95.8 100.9 101.8 116.4  90.7 43.97  58.3   100 110.5   125
## pm2.5       105.00  31.0  26.0  13.0  21.0  30.0 39.00  42.0    58 150.0   152
## CV residual   2.88 -64.8 -74.9 -88.8 -95.4 -60.7 -4.97 -16.3   -42  39.5    27
##             17232 17234 17235 17236 17238 17242 17243 17244 17245 17248 17251
## Predicted   125.5 130.8 135.5   135 138.5  99.2  78.3  72.3 61.53  73.9  82.9
## cvpred      124.6 129.9 134.5   134 137.5  98.5  77.7  71.8 61.14  73.4  82.4
## pm2.5       142.0 191.0 188.0   123  69.0  42.0  48.0  66.0 66.00  85.0 105.0
## CV residual  17.4  61.1  53.5   -11 -68.5 -56.5 -29.7  -5.8  4.86  11.6  22.6
##             17255 17261 17263 17264 17273 17277 17278 17281 17285 17293 17299
## Predicted   129.6 120.0   136 110.7  32.8  46.1  61.4  96.8  96.7  45.9  76.2
## cvpred      128.7 119.1   135 109.9  32.6  45.8  60.9  96.0  96.0  45.6  75.7
## pm2.5       100.0  21.0    13  13.0  14.0  12.0  18.0  19.0  13.0  19.0  38.0
## CV residual -28.7 -98.1  -122 -96.9 -18.6 -33.8 -42.9 -77.0 -83.0 -26.6 -37.7
##             17301 17302 17304 17307 17310 17311 17313 17314 17320 17321 17322
## Predicted   111.3 126.7 131.8 145.7 140.4 145.4 140.6 128.6  61.6  65.2  59.7
## cvpred      110.5 125.7 130.8 144.7 139.3 144.3 139.6 127.7  61.3  64.8  59.3
## pm2.5        51.0  64.0  70.0 117.0  98.0  73.0  87.0  98.0  18.0  16.0  18.0
## CV residual -59.5 -61.7 -60.8 -27.7 -41.3 -71.3 -52.6 -29.7 -43.3 -48.8 -41.3
##             17326 17330 17331 17335 17338 17339 17340 17342 17343 17344 17348
## Predicted    83.9  89.0  87.7   140 100.3  81.0  69.9  61.4  64.2  57.9 110.3
## cvpred       83.3  88.4  87.1   139  99.6  80.4  69.4  61.0  63.8  57.5 109.5
## pm2.5        15.0  10.0  11.0    13  19.0  21.0  27.0  27.0  38.0  30.0  90.0
## CV residual -68.3 -78.4 -76.1  -126 -80.6 -59.4 -42.4 -34.0 -25.8 -27.5 -19.5
##             17355 17357 17363 17371 17372 17374 17377 17379  17380 17381 17382
## Predicted   140.7 145.0  94.0   119 119.3 129.2 144.7 148.6 144.35   160 154.8
## cvpred      139.7 143.9  93.4   118 118.5 128.3 143.7 147.6 143.38   159 153.7
## pm2.5        99.0  64.0  48.0    90 136.0 193.0  77.0  79.0 146.00   139 124.0
## CV residual -40.7 -79.9 -45.4   -28  17.5  64.7 -66.7 -68.6   2.62   -20 -29.7
##             17388 17390 17392 17396 17397   17405  17406 17408 17410 17411
## Predicted   113.4  94.2 98.79   138   136 147.645 147.15 146.9 133.1 121.9
## cvpred      112.7  93.6 98.15   137   135 146.646 146.16 145.9 132.3 121.2
## pm2.5        60.0  57.0 92.00   221   268 146.000 150.00 116.0 122.0 132.0
## CV residual -52.7 -36.6 -6.15    84   133  -0.646   3.84 -29.9 -10.3  10.8
##             17419 17421 17423 17425 17426 17428  17430 17432 17433 17437 17441
## Predicted   141.2   147   152   152   152 150.6 148.35 136.6 140.2  82.4 113.4
## cvpred      140.4   146   151   151   151 149.6 147.39 135.7 139.3  82.0 112.8
## pm2.5       204.0   271   324   333   262 169.0 145.00 184.0 187.0 115.0 137.0
## CV residual  63.6   125   173   182   111  19.4  -2.39  48.3  47.7  33.0  24.2
##             17445 17447 17450 17452 17453 17462 17463 17469 17470 17471 17472
## Predicted   144.1 144.1 157.4 151.0 137.4 116.0 125.0 126.4 125.9 125.5 125.0
## cvpred      143.4 143.3 156.4 150.1 136.5 115.3 124.2 125.7 125.2 124.7 124.2
## pm2.5       228.0  87.0  61.0  52.0  50.0  68.0  72.0  91.0  79.0  64.0  69.0
## CV residual  84.6 -56.3 -95.4 -98.1 -86.5 -47.3 -52.2 -34.7 -46.2 -60.7 -55.2
##             17480 17483 17485 17487 17497  17500 17501  17504 17509 17511 17512
## Predicted   146.7 136.6 136.6 135.9 151.3 149.82 158.5 151.14  86.3  73.6  78.3
## cvpred      145.9 135.8 135.8 135.1 150.3 148.84 157.5 150.19  85.8  73.2  77.8
## pm2.5        80.0 101.0 123.0 150.0 163.0 144.00 137.0 157.00  98.0  71.0  66.0
## CV residual -65.9 -34.8 -12.8  14.9  12.7  -4.84 -20.5   6.81  12.2  -2.2 -11.8
##             17517 17519 17521 17526 17527 17530 17531 17534 17539 17540 17542
## Predicted   139.1   139   149 117.4 116.3  98.8  92.1  64.6 105.0 119.6   126
## cvpred      138.2   138   148 116.6 115.5  98.1  91.5  64.2 104.3 118.8   125
## pm2.5       217.0   251   275  38.0  23.0  16.0  21.0  17.0  55.0  55.0    81
## CV residual  78.8   113   127 -78.6 -92.5 -82.1 -70.5 -47.2 -49.3 -63.8   -44
##             17543 17551 17553  17555 17556 17559 17560 17561 17564 17565 17569
## Predicted     124 141.2 153.6 141.23   131  71.4  59.6  61.7  72.1  74.2  63.4
## cvpred        123 140.4 152.6 140.42   130  71.0  59.2  61.2  71.7  73.7  63.0
## pm2.5          80  99.0 104.0 134.00   169  12.0  19.0  14.0  16.0   8.0  14.0
## CV residual   -43 -41.4 -48.6  -6.42    39 -59.0 -40.2 -47.2 -55.7 -65.7 -49.0
##             17570 17571 17572 17575 17576 17578 17579 17580 17582 17583 17587
## Predicted    66.6  65.5  69.0  63.3  61.3  48.1  45.9 27.43 21.67  9.34 10.50
## cvpred       66.2  65.1  68.6  62.9  60.9  47.9  45.7 27.37 21.67  9.40 10.61
## pm2.5        16.0  17.0  11.0  15.0  17.0  16.0  18.0 24.00 18.00 13.00  8.00
## CV residual -50.2 -48.1 -57.6 -47.9 -43.9 -31.9 -27.7 -3.37 -3.67  3.60 -2.61
##              17590 17591 17592 17593 17597 17599 17600 17602 17606 17608 17609
## Predicted   11.693 13.76  11.1  8.61    25   128   124  95.7  50.1  46.9  45.6
## cvpred      11.813 13.87  11.2  8.77    25   127   123  94.9  49.7  46.5  45.2
## pm2.5       12.000 10.00  16.0 14.00    18    13    15  19.0  25.0  15.0  21.0
## CV residual  0.187 -3.87   4.8  5.23    -7  -114  -108 -75.9 -24.7 -31.5 -24.2
##             17613 17615  17621 17625 17630 17631 17633 17642 17643 17656 17659
## Predicted   108.4 127.4 148.86 145.4 67.34 61.96  72.5 137.0 131.6 109.9 121.3
## cvpred      107.5 126.5 147.62 144.3 66.82 61.49  71.9 135.9 130.6 109.2 120.6
## pm2.5        74.0  86.0 150.00  96.0 69.00 53.00  65.0 161.0 161.0  67.0  56.0
## CV residual -33.5 -40.5   2.38 -48.3  2.18 -8.49  -6.9  25.1  30.4 -42.2 -64.6
##             17660 17661 17671 17672 17674 17675 17677 17679 17680 17682 17689
## Predicted   120.8 116.0 134.1 133.2 146.2 144.9 159.5 159.3 158.8 158.0 154.8
## cvpred      120.1 115.3 133.3 132.5 145.4 144.2 158.6 158.4 157.9 157.2 153.9
## pm2.5        58.0  54.0  49.0  60.0  66.0  68.0 132.0 170.0 172.0 176.0 171.0
## CV residual -62.1 -61.3 -84.3 -72.5 -79.4 -76.2 -26.6  11.6  14.1  18.8  17.1
##             17691  17694 17699 17705 17711 17714 17718 17730 17731 17734 17735
## Predicted   160.3 158.67 145.4 120.2 157.8   163   153 109.4 132.5   142   150
## cvpred      159.4 157.77 144.6 119.6 156.7   162   152 108.7 131.7   141   149
## pm2.5       191.0 151.00 124.0 144.0 235.0   284    79 175.0 149.0   314   350
## CV residual  31.6  -6.77 -20.6  24.4  78.3   122   -73  66.3  17.3   173   201
##             17738 17743 17749 17750 17756 17759 17760 17766 17768 17772 17778
## Predicted     154   167  76.6  70.0  68.0  83.4 107.8   133   143 101.5  95.3
## cvpred        152   166  76.1  69.5  67.5  82.8 106.9   132   142 100.8  94.6
## pm2.5         358   501 155.0  21.0  11.0  10.0  18.0    24    32  33.0  71.0
## CV residual   206   335  78.9 -48.5 -56.5 -72.8 -88.9  -108  -110 -67.8 -23.6
##             17781 17787 17788 17789   17792 17799 17803 17804 17810 17814 17816
## Predicted   107.3 151.9 151.6 153.1 146.249  74.0 119.3 119.2 131.4 127.5 122.1
## cvpred      106.6 150.7 150.5 151.9 145.131  73.5 118.5 118.4 130.5 126.6 121.3
## pm2.5        93.0 156.0 169.0 156.0 146.000 196.0 174.0 144.0  60.0  41.0  44.0
## CV residual -13.6   5.3  18.5   4.1   0.869 122.5  55.5  25.6 -70.5 -85.6 -77.3
##             17820 17823 17824 17825 17827 17829 17832 17838 17840 17841 17917
## Predicted    67.5  73.4 78.14  81.7  80.7   105 139.6 135.6 140.6 134.6   125
## cvpred       67.1  73.0 77.68  81.2  80.2   104 138.6 134.6 139.6 133.6   124
## pm2.5        43.0  61.0 69.00  66.0  57.0    73 101.0  98.0  42.0  39.0   254
## CV residual -24.1 -12.0 -8.68 -15.2 -23.2   -31 -37.6 -36.6 -97.6 -94.6   130
##             17920 17925 17929 17931 17932 17940 17947 17949 17950 17954 17955
## Predicted     125   156   158   158   153   130   145   150   145   149   149
## cvpred        124   155   157   157   153   129   145   149   145   148   148
## pm2.5         285   416   332   344   353   370   450   469   450   460   503
## CV residual   161   261   175   187   200   241   305   320   305   312   355
##             17956 17961 17965 17969 17972 17975 17980 17981 17983 17985 17988
## Predicted     150   143   130   134   150   156  97.0  96.4  94.4  82.7  73.5
## cvpred        149   142   130   134   149   155  96.3  95.7  93.7  82.1  73.0
## pm2.5         558   348   373   399   436   494  49.0  52.0  29.0  15.0  21.0
## CV residual   409   206   243   265   287   339 -47.3 -43.7 -64.7 -67.1 -52.0
##             17989 17997 18003 18006 18008 18010 18013 18015 18016 18019 18023
## Predicted    67.2  61.4  62.9  58.1  51.1  38.1  74.4  72.0  75.9  85.3  95.9
## cvpred       66.7  60.9  62.3  57.6  50.5  37.7  73.6  71.2  75.1  84.4  95.0
## pm2.5        20.0  22.0  10.0   9.0  10.0  16.0  18.0  20.0  17.0  15.0  20.0
## CV residual -46.7 -38.9 -52.3 -48.6 -40.5 -21.7 -55.6 -51.2 -58.1 -69.4 -75.0
##             18024 18025 18026 18028 18033 18036 18037 18038 18039 18041 18042
## Predicted    96.9 105.6 112.0 109.3 107.4  82.6  80.5  74.0  62.9  75.1  83.5
## cvpred       95.9 104.5 110.9 108.3 106.3  81.7  79.7  73.3  62.2  74.4  82.7
## pm2.5        13.0  21.0  29.0  14.0  19.0  21.0  22.0  20.0  18.0  35.0  51.0
## CV residual -82.9 -83.5 -81.9 -94.3 -87.3 -60.7 -57.7 -53.3 -44.2 -39.4 -31.7
##             18044  18045 18046 18051 18052 18053 18055 18056 18058 18067 18070
## Predicted   106.8 111.05   107   115   125   128   137 141.6 114.3  65.6  95.0
## cvpred      105.7 109.98   106   114   124   127   136 140.3 113.3  65.1  94.1
## pm2.5        68.0 108.00   193   972   430   296   285 223.0  66.0  24.0 200.0
## CV residual -37.7  -1.98    87   858   306   169   149  82.7 -47.3 -41.1 105.9
##             18073 18074 18075 18077 18081 18082 18083 18085 18086 18091 18093
## Predicted   100.1 109.9   103  95.8  94.8  79.1  73.1  60.6  54.3  81.9  86.5
## cvpred       99.2 108.9   102  95.0  94.0  78.4  72.4  60.1  53.8  81.0  85.6
## pm2.5        79.0  14.0    12   8.0   9.0   7.0  10.0  13.0  13.0   9.0  25.0
## CV residual -20.2 -94.9   -90 -87.0 -85.0 -71.4 -62.4 -47.1 -40.8 -72.0 -60.6
##             18094 18095 18101 18109 18111 18116 18117 18118  18119 18123 18124
## Predicted   110.4 110.2 130.9  81.5 53.08  80.0  83.3  87.6 118.06 133.3 133.8
## cvpred      109.4 109.2 129.8  80.9 52.59  79.4  82.7  87.0 117.09 132.3 132.7
## pm2.5        37.0  85.0  50.0  51.0 51.00  69.0  93.0 127.0 122.00 166.0 151.0
## CV residual -72.4 -24.2 -79.8 -29.9 -1.59 -10.4  10.3  40.0   4.91  33.7  18.3
##             18128 18130 18133 18134 18136   18138 18143 18146 18149 18152 18155
## Predicted   144.3 127.4  66.6 61.96  61.0 87.5694   126  89.6 119.4 114.8  83.2
## cvpred      143.1 126.5  66.1 61.48  60.5 86.9717   125  88.9 118.4 113.8  82.5
## pm2.5        80.0  47.0  79.0 66.00  77.0 87.0000   227  51.0  40.0  95.0  20.0
## CV residual -63.1 -79.5  12.9  4.52  16.5  0.0283   102 -37.9 -78.4 -18.8 -62.5
##             18156 18157 18161 18166 18167 18168 18170 18173 18180 18181 18182
## Predicted    77.1  72.5 79.66 129.7 137.6   141 148.4   138 132.2 136.6   132
## cvpred       76.5  71.9 79.06 128.8 136.7   140 147.4   137 131.4 135.8   131
## pm2.5        29.0  24.0 84.00 158.0 124.0   122  51.0    69  79.0  82.0    79
## CV residual -47.5 -47.9  4.94  29.2 -12.7   -18 -96.4   -68 -52.4 -53.8   -52
##             18183 18185  18192 18193 18197 18209 18213 18214 18215 18217 18220
## Predicted   131.5 131.1 159.89 153.5 108.5  82.2 106.4   105 108.4 131.7 138.6
## cvpred      130.7 130.3 158.75 152.5 107.6  81.6 105.6   104 107.6 130.7 137.7
## pm2.5        76.0  91.0 164.00 170.0  25.0  35.0  47.0    69  76.0  91.0 109.0
## CV residual -54.7 -39.3   5.25  17.5 -82.6 -46.6 -58.6   -35 -31.6 -39.7 -28.7
##             18221 18224 18225  18238 18240 18241 18242   18243  18244 18245
## Predicted   138.1 149.4 144.1 150.77 149.8 151.6 151.3 150.395 149.54   155
## cvpred      137.2 148.3 143.1 149.87 148.9 150.7 150.4 149.501 148.65   154
## pm2.5        81.0  91.0  84.0 151.00 142.0 132.0 139.0 150.000 150.00   143
## CV residual -56.2 -57.3 -59.1   1.13  -6.9 -18.7 -11.4   0.499   1.35   -11
##              18248 18251 18252 18253 18258 18259 18261 18263 18264 18268 18269
## Predicted   148.09  98.0  87.2  71.7  48.2  53.0  56.4  59.1  57.5  96.5  95.2
## cvpred      147.16  97.3  86.6  71.1  47.7  52.4  55.7  58.4  56.8  95.5  94.2
## pm2.5       152.00 135.0  58.0  14.0  17.0  14.0  13.0   8.0   9.0   9.0  11.0
## CV residual   4.84  37.7 -28.6 -57.1 -30.7 -38.4 -42.7 -50.4 -47.8 -86.5 -83.2
##             18271 18273 18274 18276 18280 18283 18290 18294 18296 18299 18305
## Predicted   103.9  98.1  80.5  71.6  73.3  96.8  99.1  94.4  96.0  71.7  66.5
## cvpred      102.8  97.1  79.6  70.8  72.5  95.8  98.1  93.5  95.1  70.9  65.7
## pm2.5        11.0  13.0  13.0  14.0  16.0  23.0  30.0   7.0   9.0  13.0  18.0
## CV residual -91.8 -84.1 -66.6 -56.8 -56.5 -72.8 -68.1 -86.5 -86.1 -57.9 -47.7
##             18306 18307 18312 18313 18318 18320 18327 18330 18331 18332 18336
## Predicted    81.4  81.1 120.2 121.7 118.9 132.5  36.0  25.2  69.3  84.2  75.1
## cvpred       80.5  80.3 119.1 120.5 117.7 131.3  35.6  24.9  68.7  83.5  74.4
## pm2.5        24.0  39.0  92.0  64.0  68.0  63.0  50.0  72.0  82.0 100.0  50.0
## CV residual -56.5 -41.3 -27.1 -56.5 -49.7 -68.3  14.4  47.1  13.3  16.5 -24.4
##             18338 18342 18345 18347 18350 18354 18355 18356 18366 18367 18368
## Predicted    77.3   111  91.7  78.5  45.7 66.14 70.41  75.1 120.1 125.2 124.9
## cvpred       76.5   110  90.9  77.8  45.1 65.57 69.81  74.4 119.2 124.3 124.1
## pm2.5        16.0     9  17.0  19.0  22.0 70.00 62.00  60.0 100.0  92.0  90.0
## CV residual -60.5  -101 -73.9 -58.8 -23.1  4.43 -7.81 -14.4 -19.2 -32.3 -34.1
##             18370  18373 18380 18383 18384 18387 18388 18389 18390 18395 18398
## Predicted   115.4 102.92 115.0   134   133   139   139   133  93.1  59.6 26.14
## cvpred      114.6 102.31 114.3   133   132   138   138   132  92.4  59.1 25.85
## pm2.5       103.0 100.00 128.0   265   252   251   278   263 183.0  11.0 19.00
## CV residual -11.6  -2.31  13.7   132   120   113   140   131  90.6 -48.1 -6.85
##             18400 18402 18405 18406 18418 18420 18421 18428 18429 18435 18438
## Predicted   19.78  23.8 28.91  29.7  90.7  80.8  68.9  61.5  68.3  60.0  61.7
## cvpred      19.53  23.5 28.58  29.4  89.7  80.1  68.2  60.9  67.7  59.4  61.1
## pm2.5       23.00  12.0 32.00  42.0  13.0  15.0  13.0  12.0  12.0  10.0  10.0
## CV residual  3.47 -11.5  3.42  12.6 -76.7 -65.1 -55.2 -48.9 -55.7 -49.4 -51.1
##             18443 18444 18445 18446 18449 18451 18453 18455 18456 18457 18460
## Predicted    78.1  70.6  57.6  46.1  30.1  84.0  94.3 104.0 104.2 108.1   134
## cvpred       77.4  69.9  57.1  45.6  29.8  83.3  93.4 103.1 103.2 107.1   133
## pm2.5        11.0  27.0  21.0  16.0  17.0  12.0  21.0  18.0  22.0  18.0    28
## CV residual -66.4 -42.9 -36.1 -29.6 -12.8 -71.3 -72.4 -85.1 -81.2 -89.1  -105
##             18461 18462 18463 18465 18466 18467 18474  18476 18477 18480 18481
## Predicted     136   139 128.3 126.8 106.2 101.5 53.42 65.618  81.4  65.0  67.1
## cvpred        134   138 127.3 125.8 105.4 100.8 52.96 65.093  80.8  64.5  66.5
## pm2.5          28    33  33.0  77.0  84.0  84.0 51.00 66.000  64.0  21.0   6.0
## CV residual  -106  -105 -94.3 -48.8 -21.4 -16.8 -1.96  0.907 -16.8 -43.5 -60.5
##             18482 18483 18484 18485 18487 18488 18492 18494 18497 18498 18502
## Predicted    70.0  66.8  74.4  74.3  79.2   119  54.2  48.3  45.5  49.3  67.5
## cvpred       69.4  66.3  73.8  73.7  78.5   118  53.7  47.9  45.1  48.8  67.0
## pm2.5         4.0   6.0   8.0   7.0  11.0    13  36.0  23.0  27.0  36.0  54.0
## CV residual -65.4 -60.3 -65.8 -66.7 -67.5  -105 -17.7 -24.9 -18.1 -12.8 -13.0
##             18505 18512 18513 18514 18519 18521 18524  18527  18528 18532 18535
## Predicted   80.86 142.6 141.4 104.6 37.93 32.19  77.9  98.94 138.80 147.9 159.4
## cvpred      80.25 141.5 140.3 103.8 37.57 31.85  77.2  98.24 137.98 146.9 158.3
## pm2.5       74.00 123.0 126.0 129.0 40.00 40.00  44.0 106.00 147.00  86.0  75.0
## CV residual -6.25 -18.5 -14.3  25.2  2.43  8.15 -33.2   7.76   9.02 -60.9 -83.3
##             18538 18539 18541 18542 18543 18546 18553 18555 18561 18563 18564
## Predicted   134.1 124.1 116.1 125.6 120.5 121.0   148 149.1 139.2 126.3 111.7
## cvpred      133.4 123.4 115.4 124.9 119.8 120.3   147 148.1 138.3 125.6 111.1
## pm2.5        77.0  90.0  97.0 111.0 104.0 105.0   170 175.0 170.0 138.0 149.0
## CV residual -56.4 -33.4 -18.4 -13.9 -15.8 -15.3    23  26.9  31.7  12.4  37.9
##             18570 18574 18578 18579 18580 18581 18582 18592 18595 18599 18600
## Predicted     111   131   148   152   146   144 136.8  38.2  78.1  89.1   116
## cvpred        111   130   147   151   145   143 136.1  37.8  77.4  88.3   115
## pm2.5         224   295   380   327   306   248 235.0  26.0  25.0  41.0    71
## CV residual   113   165   233   176   161   105  98.9 -11.8 -52.4 -47.3   -44
##             18601 18610 18611 18615 18616 18617 18623 18624 18627 18628 18629
## Predicted   146.8 142.7   137   107 105.9 100.5  85.7  79.3  86.3  84.9  84.1
## cvpred      145.8 141.8   136   106 105.4  99.9  85.0  78.7  85.6  84.2  83.4
## pm2.5        80.0  92.0    87   167 134.0 112.0 163.0  16.0   8.0  12.0  11.0
## CV residual -65.8 -49.8   -49    61  28.6  12.1  78.0 -62.7 -77.6 -72.2 -72.4
##             18633 18636 18637 18641 18645 18650 18653 18655 18659 18662 18667
## Predicted    74.6  45.8  34.7  33.4  55.9  71.6  62.2  49.4 21.72 -2.88 -1.48
## cvpred       74.1  45.4  34.4  33.2  55.5  71.1  61.8  49.0 21.63 -2.74 -1.29
## pm2.5        12.0  24.0  17.0  18.0  13.0   8.0  12.0   9.0 15.00 26.00  9.00
## CV residual -62.1 -21.4 -17.4 -15.2 -42.5 -63.1 -49.8 -40.0 -6.63 28.74 10.29
##             18670 18675 18676 18681 18688 18689 18692 18693 18695 18696 18702
## Predicted   13.16 100.4 100.5 103.6  35.8 34.23 57.60  77.7 103.0 96.90   125
## cvpred      13.26  99.5  99.6 102.8  35.5 33.92 57.07  77.1 102.2 96.15   124
## pm2.5       10.00  12.0   9.0  17.0  45.0 40.00 53.00  52.0  74.0 90.00    98
## CV residual -3.26 -87.5 -90.6 -85.8   9.5  6.08 -4.07 -25.1 -28.2 -6.15   -26
##             18709 18711 18715 18720 18721 18725 18733 18738 18747 18749 18750
## Predicted    42.4 37.30  36.5 107.2   102 132.1  37.8  57.5 128.5 139.1 139.1
## cvpred       42.1 36.98  36.1 106.3   101 131.1  37.5  57.2 127.6 138.2 138.2
## pm2.5        73.0 38.00  32.0  56.0    65 162.0 139.0 145.0  73.0  69.0  82.0
## CV residual  30.9  1.02  -4.1 -50.3   -36  30.9 101.5  87.8 -54.6 -69.2 -56.2
##              18753  18756 18760 18764 18766    18770  18772 18774 18780 18784
## Predicted   127.34  93.65  90.6 117.1 136.6 153.8955 149.25 152.6 142.0 122.1
## cvpred      126.55  93.09  90.1 116.4 135.8 153.0667 148.46 151.9 141.3 121.6
## pm2.5       117.00 103.00 151.0 134.0 155.0 153.0000 158.00 164.0 203.0 219.0
## CV residual  -9.55   9.91  60.9  17.6  19.2  -0.0667   9.54  12.1  61.7  97.4
##             18788 18792 18797 18800 18801 18807 18810 18811 18815 18816 18817
## Predicted     104 104.3   118   107 100.3  51.7  45.6  64.5 109.2 107.9 122.1
## cvpred        104 103.6   117   106  99.6  51.3  45.2  64.0 108.4 107.3 121.3
## pm2.5         248  18.0     8    14  16.0  19.0  18.0  18.0  70.0  81.0  84.0
## CV residual   144 -85.6  -109   -92 -83.6 -32.3 -27.2 -46.0 -38.4 -26.3 -37.3
##             18819 18820 18826 18827  18828 18838 18839 18840 18841 18848 18851
## Predicted   125.1 124.6 141.2 131.5 126.09  94.0  97.8  97.7 100.7   104  69.7
## cvpred      124.4 123.9 140.4 130.7 125.38  93.4  97.2  97.0 100.1   103  69.2
## pm2.5        74.0  79.0  98.0 102.0 125.00  11.0  15.0  10.0   9.0    16  21.0
## CV residual -50.4 -44.9 -42.4 -28.7  -0.38 -82.4 -82.2 -87.0 -91.1   -87 -48.2
##             18853 18855 18859 18862 18865 18867 18870 18873 18874 18875 18876
## Predicted    44.1 31.86  69.0  84.4  87.6 115.6 123.6 104.8  86.1  75.0  66.3
## cvpred       43.7 31.63  68.4  83.8  87.0 114.7 122.7 104.1  85.5  74.5  65.9
## pm2.5        14.0 25.00  30.0  36.0  62.0  78.0  73.0  35.0  37.0  46.0  30.0
## CV residual -29.7 -6.63 -38.4 -47.8 -25.0 -36.7 -49.7 -69.1 -48.5 -28.5 -35.9
##             18887 18888 18891  18893 18894 18902 18905 18908 18917 18922 18923
## Predicted    82.9 111.0 122.1 135.98 147.1   105  79.1 108.4   148   130   120
## cvpred       82.3 110.3 121.3 135.16 146.2   105  78.7 107.8   147   130   119
## pm2.5       111.0 140.0 153.0 127.00 134.0   230 193.0 179.0   276   264   299
## CV residual  28.7  29.7  31.7  -8.16 -12.2   125 114.3  71.2   129   134   180
##             18926 18927  18932  18933 18936 18940 18944 18953 18958 18962 18965
## Predicted    92.7  90.8 102.97 117.13 104.8 146.4 156.4  90.6   139   149   148
## cvpred       92.3  90.5 102.47 116.54 104.3 145.5 155.4  90.3   139   148   147
## pm2.5       192.0 154.0 106.00 109.00 161.0 190.0 184.0 229.0   286   293   249
## CV residual  99.7  63.5   3.53  -7.54  56.7  44.5  28.6 138.7   147   145   102
##             18966 18968 18970 18972 18973 18974 18979 18981 18985 18988 18994
## Predicted   147.5 147.6 133.9   122   122   118   151 155.0   153 151.4 151.8
## cvpred      146.7 146.7 133.2   122   121   117   150 154.4   152 150.7 151.2
## pm2.5       230.0 220.0 209.0   262   326   347   200 213.0   269 112.0 121.0
## CV residual  83.3  73.3  75.8   140   205   230    50  58.6   117 -38.7 -30.2
##             18995 18997 18998 19001 19003 19004 19005 19010 19015 19016 19017
## Predicted   145.8 143.9 156.5   151 150.3 145.4 146.8 161.7 140.3 139.8 139.3
## cvpred      145.3 143.3 155.8   150 149.6 144.8 146.1 160.9 139.6 139.1 138.6
## pm2.5       111.0 121.0 110.0   110 100.0  83.0  75.0  93.0  73.0  72.0  76.0
## CV residual -34.3 -22.3 -45.8   -40 -49.6 -61.8 -71.1 -67.9 -66.6 -67.1 -62.6
##             19021  19024   19027  19028 19029  19030 19037 19041 19044 19052
## Predicted   111.2 103.90 107.576 111.85 111.6 116.25 140.5 140.5 104.5 121.2
## cvpred      110.7 103.47 107.084 111.32 111.1 115.68 139.7 139.7 103.9 120.5
## pm2.5        91.0  94.00 108.000 117.00  98.0 112.00 131.0 127.0 149.0  97.0
## CV residual -19.7  -9.47   0.916   5.68 -13.1  -3.68  -8.7 -12.7  45.1 -23.5
##             19056 19063 19064 19065 19069 19073 19075 19076 19079 19080 19081
## Predicted   145.1 155.6 155.1 158.8 114.1 106.2 120.0 125.1 147.9 122.9 107.4
## cvpred      144.3 154.7 154.2 157.9 113.5 105.8 119.4 124.4 147.1 122.3 106.8
## pm2.5       189.0 183.0 179.0 181.0 176.0 137.0 154.0 150.0 180.0  97.0  28.0
## CV residual  44.7  28.3  24.8  23.1  62.5  31.2  34.6  25.6  32.9 -25.3 -78.8
##             19082 19084 19087 19091 19094 19096  19099 19101 19103 19107 19109
## Predicted    87.4  89.6  69.1  45.0 17.89  3.96 -0.441  7.12  73.6  93.0 108.0
## cvpred       86.9  89.1  68.7  44.9 18.01  4.18 -0.206  7.32  73.2  92.5 107.4
## pm2.5        24.0  20.0  12.0  27.0 17.00 14.00 13.000 40.00  35.0  34.0  26.0
## CV residual -62.9 -69.1 -56.7 -17.9 -1.01  9.82 13.206 32.68 -38.2 -58.5 -81.4
##             19110 19113 19114 19116 19123 19125 19131 19133 19137 19144 19148
## Predicted     117  78.8  77.5  58.9 21.76  42.9  95.8  93.6  84.6  43.0  58.3
## cvpred        116  78.4  77.1  58.7 21.75  42.7  95.1  92.9  83.9  42.5  57.8
## pm2.5          14  10.0  21.0  17.0 16.00  14.0  11.0  11.0  13.0  12.0  17.0
## CV residual  -102 -68.4 -56.1 -41.7 -5.75 -28.7 -84.1 -81.9 -70.9 -30.5 -40.8
##             19149 19150 19152 19153 19159 19162  19164 19165 19166 19173 19176
## Predicted    57.2  73.0 110.7   120 156.6 140.0 129.22 109.8  89.4 79.08  99.5
## cvpred       56.7  72.4 109.9   119 155.7 139.2 128.58 109.3  89.0 78.64  99.1
## pm2.5        18.0  31.0  26.0    18  93.0 112.0 133.00 140.0 112.0 69.00  77.0
## CV residual -38.7 -41.4 -83.9  -101 -62.7 -27.2   4.42  30.7  23.0 -9.64 -22.1
##             19177 19180 19181 19182 19184 19185 19188 19200 19202 19207 19212
## Predicted   118.1 140.6 140.2 145.6   149  90.3  45.5  41.8  45.7  32.2 -11.3
## cvpred      117.5 139.8 139.5 144.8   149  89.8  45.3  41.5  45.4  32.1 -11.1
## pm2.5        89.0 103.0  89.0  93.0    32  28.0  18.0   5.0   7.0  11.0  18.0
## CV residual -28.5 -36.8 -50.5 -51.8  -117 -61.8 -27.3 -36.5 -38.4 -21.1  29.1
##             19222 19225 19230 19234 19237 19239 19242 19244 19249 19257 19258
## Predicted   44.15 107.0 124.7  81.0 37.04  30.8  32.4  59.2  92.9 122.2   107
## cvpred      43.74 106.2 123.8  80.4 36.75  30.6  32.2  58.9  92.4 121.5   106
## pm2.5       45.00  72.0  78.0  49.0 28.00  41.0  78.0  81.0 106.0 180.0   156
## CV residual  1.26 -34.2 -45.8 -31.4 -8.75  10.4  45.8  22.1  13.6  58.5    50
##             19261 19262 19266 19269 19271 19274 19277 19281 19282 19284 19286
## Predicted    56.3  46.1  23.3  47.3  81.1  79.4  57.2  52.2  40.9  30.4  29.2
## cvpred       56.1  46.0  23.4  47.2  80.6  78.9  56.8  51.9  40.7  30.2  29.0
## pm2.5       170.0 147.0  68.0  81.0  26.0   8.0   9.0  17.0  26.0  15.0  16.0
## CV residual 113.9 101.0  44.6  33.8 -54.6 -70.9 -47.8 -34.9 -14.7 -15.2 -13.0
##             19290   19292 19294 19295 19297 19306  19308 19310 19313 19315
## Predicted    30.1 70.3707  77.7  95.6 109.1 106.0 76.499  60.9  84.4  87.4
## cvpred       30.0 70.0935  77.4  95.2 108.5 105.5 76.155  60.6  84.1  87.2
## pm2.5        77.0 70.0000  65.0  59.0  71.0  65.0 76.000  84.0 114.0 135.0
## CV residual  47.0 -0.0935 -12.4 -36.2 -37.5 -40.5 -0.155  23.4  29.9  47.8
##             19316 19325 19327 19331 19332 19333 19335 19337 19346 19347 19348
## Predicted    96.0 152.8 158.4   147   138   137   122   116 157.7   158   158
## cvpred       95.8 152.2 157.8   147   138   136   122   116 157.1   157   157
## pm2.5       148.0 183.0 196.0   286   293   328   345   320 250.0   283   268
## CV residual  52.2  30.8  38.2   139   155   192   223   204  92.9   126   111
##             19351 19352 19358 19360 19362 19365 19375 19376 19377 19399 19400
## Predicted   158.4 157.9 152.3 149.1   142 139.8   137   136   126 157.3 157.0
## cvpred      157.8 157.3 151.7 148.6   142 139.4   136   135   125 156.5 156.3
## pm2.5       210.0 185.0 184.0 181.0   245 219.0    21    17    17  97.0 102.0
## CV residual  52.2  27.7  32.3  32.4   103  79.6  -115  -118  -108 -59.5 -54.3
##             19412 19415 19419 19420 19421  19424 19427 19432 19437 19438 19440
## Predicted     125 135.6 162.4 161.7 161.5 155.92 112.0  84.7 113.6 117.1 129.3
## cvpred        125 135.1 161.6 160.9 160.8 155.18 111.7  84.5 113.3 116.8 128.9
## pm2.5         100  95.0 134.0 142.0 172.0 162.00 166.0 143.0  94.0 126.0 163.0
## CV residual   -25 -40.1 -27.6 -18.9  11.2   6.82  54.3  58.5 -19.3   9.2  34.1
##             19444 19450 19451 19458 19459 19461 19462 19463 19470 19471 19472
## Predicted   137.0   150   134   117   122   133   138   133   139   144   148
## cvpred      136.5   149   134   116   121   133   138   133   138   143   148
## pm2.5       188.0   252   262   338   338   355   356   393   269   306   306
## CV residual  51.5   103   128   222   217   222   218   260   131   163   158
##             19473  19476 19477  19479 19485 19489 19490 19491 19502  19505
## Predicted     143 102.75 91.38 77.275   107  90.7  99.1 124.9 35.60 10.942
## cvpred        142 102.47 91.21 77.087   107  90.4  98.8 124.5 35.71 11.134
## pm2.5         282 107.00 94.00 78.000    71  37.0  41.0  37.0 28.00 11.000
## CV residual   140   4.53  2.79  0.913   -36 -53.4 -57.8 -87.5 -7.71 -0.134
##             19506 19512 19514 19515 19517 19519 19521 19524 19525 19526 19527
## Predicted    6.77 114.8 110.2  45.1  63.5  65.4  50.9  7.02  4.33 -4.12 -11.8
## cvpred       7.01 114.3 109.6  44.9  63.3  65.1  50.8  7.28  4.61 -3.75 -11.4
## pm2.5        8.00  16.0  18.0  26.0  27.0  12.0  15.0 16.00 20.00 12.00  12.0
## CV residual  0.99 -98.3 -91.6 -18.9 -36.3 -53.1 -35.8  8.72 15.39 15.75  23.4
##             19529 19530 19531 19533 19534 19537 19538 19539 19546 19549 19550
## Predicted   -8.30 -5.62  1.69  60.1  67.2 110.2   106   107  67.2  36.3 31.43
## cvpred      -7.88 -5.22  2.06  59.9  66.9 109.6   105   106  66.9  36.3 31.42
## pm2.5       10.00 17.00  8.00  17.0  21.0  31.0    40    11  21.0  21.0 27.00
## CV residual 17.88 22.22  5.94 -42.9 -45.9 -78.6   -65   -95 -45.9 -15.3 -4.42
##             19556 19559 19561  19563 19567 19568 19569 19570 19572 19578 19585
## Predicted   62.50  95.0 107.9 123.59 127.2 132.9   116  97.9  76.6  53.0   130
## cvpred      62.39  94.7 107.5 123.02 126.7 132.2   116  97.6  76.5  53.1   130
## pm2.5       68.00 115.0 118.0 118.00 152.0 156.0   148 129.0 131.0 135.0   280
## CV residual  5.61  20.3  10.5  -5.02  25.3  23.8    32  31.4  54.5  81.9   150
##             19588 19592 19593 19594 19599 19601 19604 19608 19611 19612 19617
## Predicted     129 121.2  85.2    55 -17.7 -27.1  8.40  92.0  45.3  49.6  72.0
## cvpred        129 120.8  85.0    55 -17.1 -26.5  8.69  91.8  45.3  49.5  71.9
## pm2.5         261 131.0 152.0   119  26.0  31.0 41.00 131.0  16.0  18.0  97.0
## CV residual   132  10.2  67.0    64  43.1  57.5 32.31  39.2 -29.3 -31.5  25.1
##             19619 19622 19624 19627 19629 19632 19636 19639 19641 19642 19643
## Predicted    51.1  36.1  37.1 43.36  56.6  72.8 104.5 115.5  98.9 80.27  69.0
## cvpred       51.2  36.3  37.4 43.53  56.6  72.8 104.2 115.1  98.7 80.18  69.1
## pm2.5        62.0  51.0  57.0 41.00  32.0  45.0  60.0  80.0  77.0 79.00  87.0
## CV residual  10.8  14.7  19.6 -2.53 -24.6 -27.8 -44.2 -35.1 -21.7 -1.18  17.9
##             19645 19647 19651 19652 19653 19654 19655  19657 19658 19660 19664
## Predicted    27.4 -6.31 -21.4 -8.50 -6.06 -4.49 12.10 14.392 17.07 12.67 13.38
## cvpred       27.7 -5.84 -20.9 -8.11 -5.69 -4.12 12.39 14.683 17.35 12.96 13.68
## pm2.5        64.0 36.00  16.0 13.00 10.00  8.00 10.00 15.000 10.00 10.00  8.00
## CV residual  36.3 41.84  36.9 21.11 15.69 12.12 -2.39  0.317 -7.35 -2.96 -5.68
##             19667 19668 19674 19697 19699 19701 19703 19708 19714 19715 19716
## Predicted   -15.7 -28.5 -57.6 25.71  37.6  55.7  76.9  97.9 93.18 82.05 67.05
## cvpred      -15.2 -27.9 -56.8 25.69  37.6  55.5  76.7  97.5 92.82 81.79 66.86
## pm2.5        13.0  20.0  19.0 29.00  27.0  27.0  54.0  71.0 90.00 78.00 76.00
## CV residual  28.2  47.9  75.8  3.31 -10.6 -28.5 -22.7 -26.5 -2.82 -3.79  9.14
##             19721 19722 19725 19727 19730 19731 19732 19739 19741 19742 19743
## Predicted    57.8  70.5  67.2 61.88  90.4  85.3  95.0  79.4  73.0  80.7  75.4
## cvpred       57.8  70.4  67.1 61.74  90.0  84.9  94.6  79.1  72.8  80.5  75.3
## pm2.5        40.0  43.0  43.0 54.00  41.0  31.0  35.0  46.0  52.0  48.0  52.0
## CV residual -17.8 -27.4 -24.1 -7.74 -49.0 -53.9 -59.6 -33.1 -20.8 -32.5 -23.3
##             19747 19751 19758 19766 19769 19770 19771 19773 19774 19775 19779
## Predicted    88.6  45.5  67.6 14.68 -18.1 -15.1 -15.7 -3.04 -9.02 -9.62  27.1
## cvpred       88.4  45.3  67.2 14.82 -17.7 -14.8 -15.4 -2.79 -8.75 -9.37  27.0
## pm2.5        55.0  11.0  15.0 24.00  32.0  27.0  10.0 19.00 15.00 27.00  25.0
## CV residual -33.4 -34.3 -52.2  9.18  49.7  41.8  25.4 21.79 23.75 36.37  -2.0
##             19780 19785  19789 19790 19798 19801 19805 19808 19809  19810 19812
## Predicted    26.6 19.29  0.317 -11.2  28.3  40.0  38.2  37.2 21.25 14.505 -12.7
## cvpred       26.5 19.43  0.642 -10.8  28.2  39.9  38.0  37.2 21.33 14.678 -12.4
## pm2.5         9.0 11.00 21.000  14.0  11.0  19.0   9.0   8.0 17.00 14.000  13.0
## CV residual -17.5 -8.43 20.358  24.8 -17.2 -20.9 -29.0 -29.2 -4.33 -0.678  25.4
##             19815 19818 19825 19827 19829 19833 19838 19842 19844 19846 19847
## Predicted   -18.9 -17.4  63.6  61.9  97.9  72.8  16.9  6.05  92.5  96.7  92.2
## cvpred      -18.4 -16.8  63.5  61.8  97.6  72.6  17.2  6.42  92.3  96.4  91.8
## pm2.5        25.0  17.0  15.0  20.0  24.0  44.0  35.0 20.00  36.0  18.0  21.0
## CV residual  43.4  33.8 -48.5 -41.8 -73.6 -28.6  17.8 13.58 -56.3 -78.4 -70.8
##             19848 19853 19856 19861 19863 19867 19871 19872 19873 19879 19882
## Predicted    87.3 124.3 121.9 56.88  40.0  42.4  99.3  89.5  89.4  25.4 -10.4
## cvpred       87.0 123.7 121.3 56.84  40.1  42.6  99.1  89.4  89.3  25.5 -10.1
## pm2.5        23.0  46.0  58.0 63.00  92.0  87.0 151.0 147.0 160.0  42.0  24.0
## CV residual -64.0 -77.7 -63.3  6.16  51.9  44.4  51.9  57.6  70.7  16.5  34.1
##             19885 19888 19891 19892 19893 19894 19897 19902 19904 19914 19916
## Predicted   -31.3 -46.7 -50.2 10.65  14.2 31.97  58.3  93.6 109.6  29.3  45.6
## cvpred      -30.8 -46.0 -49.4 10.82  14.4 32.09  58.3  93.4 109.3  29.9  46.1
## pm2.5        20.0  23.0  17.0 16.00  27.0 31.00  63.0 148.0 164.0  99.0  90.0
## CV residual  50.8  69.0  66.4  5.18  12.6 -1.09   4.7  54.6  54.7  69.1  43.9
##             19919 19920 19923   19925 19927 19928 19931 19935 19937 19939 19940
## Predicted   87.14 82.26 98.58 106.640   124 128.3  71.9  65.4  67.0  64.4   116
## cvpred      87.35 82.49 98.63 106.621   124 128.1  72.2  65.8  67.4  64.8   116
## pm2.5       79.00 91.00 91.00 107.000    94  72.0  45.0  54.0  56.0  49.0    38
## CV residual -8.35  8.51 -7.63   0.379   -30 -56.1 -27.2 -11.8 -11.4 -15.8   -78
##             19953 19956  19957 19958 19960 19963 19964 19969   19979 19982
## Predicted    49.0 11.23 13.513 12.16 -2.03 -16.3  10.4  66.3  0.0302 12.04
## cvpred       48.9 11.41 13.748 12.41 -1.64 -15.9  10.6  66.2  0.4517 12.36
## pm2.5        10.0 15.00 14.000 14.00 18.00   8.0  43.0  45.0 40.0000 22.00
## CV residual -38.9  3.59  0.252  1.59 19.64  23.9  32.4 -21.2 39.5483  9.64
##             19983 19984 19986 19991 19998 19999 20002 20004 20006 20008  20010
## Predicted    1.27  4.55 10.65  41.4 133.3 137.5  76.5  40.7  4.36  6.18 12.515
## cvpred       1.71  5.00 11.08  41.6 132.8 137.1  76.6  41.1  4.92  6.74 13.049
## pm2.5       13.00 22.00 18.00  28.0  89.0  63.0  91.0  85.0 46.00 25.00 14.000
## CV residual 11.29 17.00  6.92 -13.6 -43.8 -74.1  14.4  43.9 41.08 18.26  0.951
##             20011 20013 20016 20024 20025 20028 20030 20032 20034 20036 20039
## Predicted   20.07  47.9  31.0 120.5  86.0  26.0 -8.43 -26.3 -15.8  4.33  33.0
## cvpred      20.58  48.2  31.5 120.3  86.1  26.4 -7.83 -25.5 -15.1  4.92  33.4
## pm2.5       22.00  20.0  47.0  92.0 101.0  89.0 49.00  34.0  31.0 22.00  63.0
## CV residual  1.42 -28.2  15.5 -28.3  14.9  62.6 56.83  59.5  46.1 17.08  29.6
##             20041 20042 20044 20045 20051 20052 20053 20055 20057 20062 20065
## Predicted    58.8  67.9 81.53 119.5  49.4  14.9  18.7  8.29  66.4  87.9  81.2
## cvpred       59.2  68.2 81.74 119.3  49.7  15.3  19.1  8.81  66.7  87.9  81.2
## pm2.5        79.0  86.0 80.00  83.0  84.0  52.0  35.0 27.00  24.0  66.0  56.0
## CV residual  19.8  17.8 -1.74 -36.3  34.3  36.7  15.9 18.19 -42.7 -21.9 -25.2
##             20068 20074 20075 20076 20078 20079 20081 20088 20090 20092 20096
## Predicted     114 15.65 15.28  10.0  12.3  9.01  6.07  71.5  88.3  91.3 98.09
## cvpred        113 15.81 15.44  10.3  12.6  9.30  6.38  71.6  88.4  91.3 98.06
## pm2.5           9 22.00 22.00  22.0  23.0 23.00 40.00  61.0  64.0  80.0 95.00
## CV residual  -104  6.19  6.56  11.7  10.4 13.70 33.62 -10.6 -24.4 -11.3 -3.06
##             20098 20102 20107 20109 20111 20113 20115 20118 20122 20125 20126
## Predicted    71.4  58.2  54.8  74.5  91.9  94.5 102.1 119.7  96.5  84.4  82.8
## cvpred       71.6  58.5  55.2  74.9  92.1  94.8 102.3 119.8  96.7  84.7  83.2
## pm2.5       108.0 138.0 163.0 164.0 116.0 105.0 121.0 140.0 142.0 160.0 174.0
## CV residual  36.4  79.5 107.8  89.1  23.9  10.2  18.7  20.2  45.3  75.3  90.8
##             20127 20134 20135 20138 20141 20146 20147 20148  20150  20151 20155
## Predicted    81.9   124 143.3 145.4 146.0 122.7 121.8 116.2 123.59 117.96   127
## cvpred       82.3   124 143.2 145.2 145.9 122.5 121.6 116.1 123.49 117.92   127
## pm2.5       178.0   229  73.0  59.0  61.0 100.0 109.0 102.0 122.00 125.00   158
## CV residual  95.7   105 -70.2 -86.2 -84.9 -22.5 -12.6 -14.1  -1.49   7.08    31
##             20156 20157 20161 20162 20167  20169 20172 20174 20179 20183  20188
## Predicted   131.4 130.9   132 131.9   141 140.41 142.2 135.7 135.0 151.7 146.55
## cvpred      131.3 130.8   132 131.8   141 140.28 142.1 135.5 134.9 151.4 146.31
## pm2.5       152.0 148.0   164 170.0   183 149.00 172.0 205.0  89.0  82.0 151.00
## CV residual  20.7  17.2    32  38.2    42   8.72  29.9  69.5 -45.9 -69.4   4.69
##             20193 20197 20199 20203 20204 20210 20213 20217 20223 20225 20226
## Predicted   138.4 137.8 137.0 126.3 130.9 142.4 136.9 130.6 100.7  99.1 102.6
## cvpred      138.2 137.6 136.9 126.2 130.8 142.2 136.7 130.4 100.9  99.3 102.8
## pm2.5       154.0 181.0 202.0 159.0 185.0 157.0 116.0 115.0 162.0 160.0 195.0
## CV residual  15.8  43.4  65.1  32.8  54.2  14.8 -20.7 -15.4  61.1  60.7  92.2
##             20227 20228 20229 20230 20231 20232 20235 20243 20245 20247 20248
## Predicted   112.4 122.4   132   126   126   125 131.4   125   118   109   108
## cvpred      112.5 122.5   132   126   126   125 131.3   125   118   109   108
## pm2.5       201.0 216.0   235   247   257   245 203.0   258   281   278   268
## CV residual  88.5  93.5   103   121   131   120  71.7   133   163   169   160
##             20254 20255 20256 20257 20260 20262 20264 20265 20269 20274 20276
## Predicted     119   134   123 122.5 139.9 135.5 130.6 134.4   140 134.1 131.2
## cvpred        119   134   123 122.6 139.8 135.4 130.6 134.4   140 134.1 131.2
## pm2.5         298   307   268 157.0 207.0 174.0 179.0 187.0    34  35.0  41.0
## CV residual   179   173   145  34.4  67.2  38.6  48.4  52.6  -106 -99.1 -90.2
##             20281 20293 20294 20295 20297 20299  20300 20302 20303 20304 20307
## Predicted   109.1 -8.74 -21.0 -19.3 -24.4 -13.7 -1.121 109.6 127.6 114.2   144
## cvpred      109.2 -8.15 -20.3 -18.6 -23.7 -13.0 -0.505 109.3 127.3 113.9   143
## pm2.5        13.0 15.00  17.0  13.0  12.0   8.0  4.000  37.0  69.0 120.0    28
## CV residual -96.2 23.15  37.3  31.6  35.7  21.0  4.505 -72.3 -58.3   6.1  -115
##             20313 20316 20319 20325 20326 20328  20333 20334 20338 20342 20343
## Predicted   113.0  91.9  92.7 118.2 133.4 128.5 128.50 133.4  46.9 -18.4 -22.6
## cvpred      112.7  91.9  92.8 118.2 133.2 128.3 128.34 133.2  47.1 -17.9 -22.0
## pm2.5        51.0  65.0  76.0  78.0 144.0 176.0 134.00 112.0 126.0  41.0  21.0
## CV residual -61.7 -26.9 -16.8 -40.2  10.8  47.7   5.66 -21.2  78.9  58.9  43.0
##             20349 20350 20352 20354 20358 20365 20368 20370 20375 20387 20388
## Predicted   -23.0 -19.1 -4.44  30.1  36.2  28.3  37.9  27.2  75.3  57.5  50.0
## cvpred      -22.4 -18.5 -3.97  30.1  36.1  28.5  38.1  27.4  75.3  57.6  50.1
## pm2.5        30.0  28.0 39.00  46.0 135.0  83.0 136.0  98.0 183.0 205.0 220.0
## CV residual  52.4  46.5 42.97  15.9  98.9  54.5  97.9  70.6 107.7 147.4 169.9
##             20389 20392 20396 20400 20401 20402 20404 20407 20411 20412 20413
## Predicted    45.1  41.8  76.9 103.7 129.9 138.9 147.7 153.5 134.8   126 120.4
## cvpred       45.3  42.0  77.0 103.7 129.8 138.8 147.4 153.2 134.7   126 120.4
## pm2.5       200.0 142.0 130.0 168.0 121.0 112.0 108.0 122.0 174.0   183 179.0
## CV residual 154.7 100.0  53.0  64.3  -8.8 -26.8 -39.4 -31.2  39.3    57  58.6
##             20418 20421 20426 20427 20429 20430 20431 20441 20442 20446 20451
## Predicted   110.6   126   145   146 145.8 145.3 144.8  92.2  95.5  89.9 122.6
## cvpred      110.7   126   145   146 145.6 145.1 144.6  92.5  95.8  90.2 122.5
## pm2.5       162.0   227   257   259 210.0 204.0 215.0 156.0 137.0 121.0  72.0
## CV residual  51.3   101   112   113  64.4  58.9  70.4  63.5  41.2  30.8 -50.5
##             20456 20463 20465 20468  20472 20474 20477 20479 20481 20484 20488
## Predicted   136.5  13.2  26.1  56.2 120.36 131.4 127.0 131.8  79.2  27.2  8.68
## cvpred      136.4  13.9  26.8  56.7 120.41 131.3 126.9 131.6  79.5  27.9  9.39
## pm2.5       119.0  85.0  90.0  98.0 119.00 146.0 112.0  80.0  61.0  64.0 49.00
## CV residual -17.4  71.1  63.2  41.3  -1.41  14.7 -14.9 -51.6 -18.5  36.1 39.61
##             20493 20510 20513 20518 20519 20521 20522 20530 20535 20540 20541
## Predicted    58.6  44.1  36.3  67.5  54.9 112.3 112.3  24.4  5.67  35.1 43.47
## cvpred       59.0  44.8  37.0  67.9  55.3 112.4 112.4  24.8  6.31  35.6 43.95
## pm2.5        19.0 152.0 126.0 217.0 116.0  50.0  77.0  72.0 39.00 121.0 46.00
## CV residual -40.0 107.2  89.0 149.1  60.7 -62.4 -35.4  47.2 32.69  85.4  2.05
##             20542 20545 20546 20551 20556 20557 20560 20566 20569 20570 20573
## Predicted   47.74 63.72  83.0   123  66.3  50.8  50.8 72.50  85.0  80.9 114.7
## cvpred      48.19 64.09  83.2   123  66.7  51.3  51.4 72.83  85.1  81.0 114.6
## pm2.5       43.00 68.00  61.0   104 132.0 110.0 113.0 79.00  57.0  57.0  73.0
## CV residual -5.19  3.91 -22.2   -19  65.3  58.7  61.6  6.17 -28.1 -24.0 -41.6
##             20579 20580 20582 20583 20588 20590 20592 20595 20596 20605 20606
## Predicted   84.85  49.2  46.2  52.7  59.6  59.3  46.3 110.2 115.3  39.5  32.2
## cvpred      85.09  49.6  46.6  53.2  59.9  59.6  46.5 110.1 115.2  40.1  32.8
## pm2.5       76.00  64.0  75.0  76.0 146.0 113.0  84.0  59.0  77.0 100.0  81.0
## CV residual -9.09  14.4  28.4  22.8  86.1  53.4  37.5 -51.1 -38.2  59.9  48.2
##             20607 20612 20614 20624 20626 20627 20628 20637 20640 20642 20648
## Predicted    23.0 55.06  59.6 103.6  78.2  68.1  62.5  67.5 102.8 117.4 129.6
## cvpred       23.6 55.49  60.0 103.6  78.4  68.5  62.9  67.8 102.9 117.3 129.6
## pm2.5        83.0 57.00  80.0 125.0 154.0 124.0 146.0  91.0 125.0 142.0 195.0
## CV residual  59.4  1.51  20.0  21.4  75.6  55.5  83.1  23.2  22.1  24.7  65.4
##             20653 20655 20656 20657 20658 20661 20662 20663 20670  20675 20681
## Predicted    73.2  75.8  70.6  78.5  78.4  82.8  87.5  91.4 111.6 124.75 131.6
## cvpred       73.7  76.3  71.1  79.0  78.9  83.2  87.8  91.7 111.7 124.79 131.6
## pm2.5       166.0 165.0 171.0 172.0 164.0 152.0 204.0 209.0 152.0 128.00 143.0
## CV residual  92.3  88.7  99.9  93.0  85.1  68.8 116.2 117.3  40.3   3.21  11.4
##             20685 20686  20689  20691 20693 20694  20697  20700 20704 20707
## Predicted   134.3 138.2 131.13 135.77 140.9 140.7 139.90 128.40  80.7 96.18
## cvpred      134.3 138.2 131.06 135.68 140.8 140.5 139.81 128.44  81.0 96.39
## pm2.5       148.0 149.0 138.00 143.00 124.0 123.0 141.00 135.00  28.0 87.00
## CV residual  13.7  10.8   6.94   7.32 -16.8 -17.5   1.19   6.56 -53.0 -9.39
##             20709 20710  20711  20713  20714 20719 20722 20726 20731 20742
## Predicted   108.4 121.2 125.21 127.89 122.40 133.4   110  92.6  44.6 149.0
## cvpred      108.5 121.3 125.27 127.93 122.46 133.4   110  93.0  45.2 148.7
## pm2.5        83.0  85.0 124.00 130.00 121.00 189.0   193 124.0  84.0  69.0
## CV residual -25.5 -36.3  -1.27   2.07  -1.46  55.6    83  31.0  38.8 -79.7
##             20743 20744  20755 20759 20766 20769 20770 20772 20776 20777 20779
## Predicted   143.0 131.0 -10.38  48.3 109.6  58.4 37.24  8.54 -13.1 -20.8 -10.8
## cvpred      142.8 130.9  -9.81  48.5 109.3  58.5 37.53  9.01 -12.4 -20.1 -10.1
## pm2.5        71.0  61.0  15.00  37.0  51.0  37.0 33.00 42.00  28.0  16.0  16.0
## CV residual -71.8 -69.9  24.81 -11.5 -58.3 -21.5 -4.53 32.99  40.4  36.1  26.1
##             20780 20788 20790 20794 20795 20799 20802 20804 20807 20809 20810
## Predicted    13.0   105  88.8  38.4 16.66 -11.8 -24.5 -31.9 -31.8 -40.1  1.48
## cvpred       13.5   105  88.7  38.8 17.17 -10.9 -23.5 -31.0 -30.9 -39.1  2.26
## pm2.5        19.0    43  18.0  25.0 20.00  22.0  33.0  27.0  32.0  38.0 40.00
## CV residual   5.5   -62 -70.7 -13.8  2.83  32.9  56.5  58.0  62.9  77.1 37.74
##             20816 20817 20818 20821 20827 20830 20831 20833 20841 20842 20844
## Predicted    98.9  87.6 81.34 70.31 57.57  84.6  84.8  89.7 102.6  96.2  85.2
## cvpred       99.0  87.7 81.54 70.67 58.07  84.8  85.1  89.9 102.7  96.4  85.5
## pm2.5        58.0  73.0 73.00 79.00 50.00  27.0  27.0  34.0  69.0  72.0 107.0
## CV residual -41.0 -14.7 -8.54  8.33 -8.07 -57.8 -58.1 -55.9 -33.7 -24.4  21.5
##             20851 20852 20854 20855 20862 20871 20872 20874 20876 20917 20918
## Predicted    56.0  62.8  72.7  86.5 122.8  78.7  82.2  95.1  94.1 108.4   103
## cvpred       56.5  63.3  73.2  86.9 122.9  79.3  82.8  95.6  94.6 108.6   103
## pm2.5       122.0 130.0 129.0 136.0 140.0 162.0 163.0 147.0 128.0 137.0   157
## CV residual  65.5  66.7  55.8  49.1  17.1  82.7  80.2  51.4  33.4  28.4    54
##             20921 20935 20945 20946 20947 20948 20949 20951  20954 20957 20958
## Predicted   105.7 131.3 53.29 51.69 64.00  68.0 72.30  83.9 113.38  45.7  58.9
## cvpred      106.1 131.4 53.84 52.27 64.54  68.5 72.77  84.3 113.52  45.9  59.0
## pm2.5       165.0 102.0 61.00 50.00 61.00  58.0 68.00 117.0 107.00  19.0  15.0
## CV residual  58.9 -29.4  7.16 -2.27 -3.54 -10.5 -4.77  32.7  -6.52 -26.9 -44.0
##             20963 20965 20968 20972 20976 20977 20979 20986 20992 20995 20997
## Predicted    29.6  13.4 11.20 33.41  89.4  93.8 112.9  26.8  8.90 22.31  42.1
## cvpred       30.0  13.9 11.73 33.81  89.5  93.9 112.8  27.3  9.41 22.77  42.4
## pm2.5        10.0  12.0 16.00 34.00  49.0  51.0  51.0  57.0  8.00 19.00  16.0
## CV residual -20.0  -1.9  4.27  0.19 -40.5 -42.9 -61.8  29.7 -1.41 -3.77 -26.4
##             20999 21001 21005 21007 21010 21019 21022 21023 21024 21025 21026
## Predicted    96.4 109.2   114  94.2  54.5  57.5  96.4 109.2 126.2   126 130.6
## cvpred       96.4 109.2   114  94.2  54.8  57.9  96.6 109.4 126.2   126 130.6
## pm2.5        31.0  69.0    48  30.0  22.0  31.0  63.0  83.0  98.0    99  98.0
## CV residual -65.4 -40.2   -66 -64.2 -32.8 -26.9 -33.6 -26.4 -28.2   -27 -32.6
##             21027 21030 21032 21034 21036 21038 21040  21043 21045 21046 21051
## Predicted   141.4 147.8 125.3 104.7  73.7  42.3  12.5 -1.008  20.2 23.76 112.3
## cvpred      141.2 147.5 125.3 104.9  74.1  43.0  13.3 -0.193  20.9 24.43 112.4
## pm2.5        98.0 138.0 146.0 129.0 104.0  67.0  27.0 31.000  36.0 28.00  58.0
## CV residual -43.2  -9.5  20.7  24.1  29.9  24.0  13.7 31.193  15.1  3.57 -54.4
##             21052 21055 21060 21061 21067 21071 21076 21082 21085 21096 21097
## Predicted   118.2 106.7  74.7  68.3  65.9  83.5 115.7  89.3  76.2  88.6 97.59
## cvpred      118.2 106.8  75.2  68.8  66.5  83.9 115.8  89.6  76.7  88.9 97.91
## pm2.5        63.0  80.0 134.0 162.0 151.0 158.0 135.0 125.0 143.0 134.0 94.00
## CV residual -55.2 -26.8  58.8  93.2  84.5  74.1  19.2  35.4  66.3  45.1 -3.91
##             21103  21105 21108 21109 21111 21112 21113 21114 21118 21120 21132
## Predicted    99.2  96.72  69.3  58.6  64.8 108.7 102.5 105.7 120.3 114.4  48.0
## cvpred       99.5  97.05  69.7  59.2  65.4 108.9 102.7 105.9 120.3 114.4  48.4
## pm2.5        86.0 102.00 104.0  99.0 105.0  76.0  33.0  26.0  22.0  15.0   6.0
## CV residual -13.5   4.95  34.3  39.8  39.6 -32.9 -69.7 -79.9 -98.3 -99.4 -42.4
##             21133 21136 21140 21141 21143  21151 21153 21160 21165 21170 21171
## Predicted    42.7  39.6  46.2  66.3 105.2 118.61  97.7 43.70 139.9 143.2 142.7
## cvpred       43.2  40.1  46.6  66.5 105.2 118.51  97.8 44.21 139.8 143.1 142.6
## pm2.5         6.0  10.0   9.0  16.0  29.0 115.00  82.0 38.00  43.0  51.0  55.0
## CV residual -37.2 -30.1 -37.6 -50.5 -76.2  -3.51 -15.8 -6.21 -96.8 -92.1 -87.6
##             21178 21181 21189  21193  21196  21198 21201 21206 21208 21211
## Predicted   120.9  91.6 133.5 146.94 145.96 148.92 141.5  88.3 52.41  53.2
## cvpred      120.9  91.8 133.5 146.89 145.92 148.81 141.6  88.7 53.01  53.9
## pm2.5        54.0  55.0 121.0 143.00 143.00 145.00 180.0 108.0 63.00  67.0
## CV residual -66.9 -36.8 -12.5  -3.89  -2.92  -3.81  38.4  19.3  9.99  13.1
##             21212 21214 21219 21220 21228 21230 21232 21234 21235 21236 21239
## Predicted    57.0  89.7 101.6 110.6   125 130.3   135 130.7 135.0 136.2 142.8
## cvpred       57.6  90.1 101.9 110.9   125 130.5   135 130.8 135.2 136.3 142.8
## pm2.5        71.0 117.0 178.0 175.0   246 206.0   261  39.0  41.0  57.0  84.0
## CV residual  13.4  26.9  76.1  64.1   121  75.5   126 -91.8 -94.2 -79.3 -58.8
##             21241 21243 21248 21249 21250 21251 21258 21259 21261 21263 21267
## Predicted   143.2 148.9 142.3   137 125.9 116.6  42.3  40.9  49.5  72.3 127.2
## cvpred      143.1 148.8 142.3   137 126.1 116.9  43.0  41.6  50.1  72.8 127.2
## pm2.5        95.0 135.0 161.0   167 164.0 148.0  66.0  62.0  61.0  47.0  72.0
## CV residual -48.1 -13.8  18.7    30  37.9  31.1  23.0  20.4  10.9 -25.8 -55.2
##             21268 21272 21274 21275 21278 21282 21287 21290 21291 21294 21295
## Predicted   126.7 105.7  53.7  28.3 11.81 36.91  95.6   103   103 110.1 114.4
## cvpred      126.8 105.9  54.2  29.0 12.59 37.63  96.0   104   103 110.2 114.5
## pm2.5        86.0  87.0  42.0  15.0  5.00 47.00 135.0   237   219 122.0 130.0
## CV residual -40.8 -18.9 -12.2 -14.0 -7.59  9.37  39.0   133   116  11.8  15.5
##             21296 21298 21299 21302 21303 21305 21309 21314 21316 21317 21320
## Predicted   103.8   103  97.3  85.3  83.7  86.8 103.2 119.6 128.4 123.8   113
## cvpred      104.1   103  97.7  85.8  84.3  87.3 103.5 119.7 128.5 123.8   113
## pm2.5       148.0   194 193.0 205.0 203.0 212.0  45.0  50.0  49.0  56.0    45
## CV residual  43.9    91  95.3 119.2 118.7 124.7 -58.5 -69.7 -79.5 -67.8   -68
##             21322 21323 21324 21327 21335 21339 21344 21348 21350 21352 21353
## Predicted    93.0  82.2  76.1 56.55  74.1 112.4 123.0  91.5  60.8  39.6  42.4
## cvpred       93.3  82.6  76.6 57.17  74.5 112.6 123.1  91.9  61.4  40.3  43.1
## pm2.5        44.0  48.0  50.0 61.00 129.0 101.0  82.0 111.0  82.0  56.0  56.0
## CV residual -49.3 -34.6 -26.6  3.83  54.5 -11.6 -41.1  19.1  20.6  15.7  12.9
##             21356 21357 21359 21361  21365 21372 21373 21376 21378 21380 21381
## Predicted    58.2  68.0  89.5  97.6 118.73  99.5  84.7  47.1 130.2   136   136
## cvpred       58.9  68.6  89.9  98.1 119.06  99.9  85.2  47.9 130.3   137   136
## pm2.5        46.0  58.0  69.0  71.0 110.00 181.0 177.0 116.0  66.0    29    33
## CV residual -12.9 -10.6 -20.9 -27.1  -9.06  81.1  91.8  68.1 -64.3  -108  -103
##             21382 21383 21390 21391 21399 21403 21404 21407 21415 21416 21419
## Predicted     136   142   119   125  45.1 -3.11  8.15  65.3 131.4 110.8  52.7
## cvpred        136   142   119   126  45.5 -2.45  8.70  65.7 131.3 110.9  53.2
## pm2.5          32    38     7     8  10.0  1.00  7.00  20.0  33.0  54.0  31.0
## CV residual  -104  -104  -112  -118 -35.5  3.45 -1.70 -45.7 -98.3 -56.9 -22.2
##             21421  21426 21430 21431 21432 21434 21436 21438 21439 21440 21444
## Predicted   -5.33 -0.589  96.9  81.1 104.4   126 121.6 117.6 101.4  89.5  51.6
## cvpred      -4.59  0.168  97.1  81.4 104.5   126 121.6 117.6 101.4  89.7  52.1
## pm2.5        8.00 13.000  22.0  68.0  75.0    75  71.0  23.0  23.0  24.0   4.0
## CV residual 12.59 12.832 -75.1 -13.4 -29.5   -51 -50.6 -94.6 -78.4 -65.7 -48.1
##             21446 21449 21452 21454 21455 21457 21467 21474 21475 21481 21483
## Predicted    42.1  41.7  69.3  78.6  77.5  96.9 103.6  83.6  83.1 112.4 110.4
## cvpred       42.7  42.3  69.7  78.9  77.8  97.1 103.8  83.9  83.5 112.5 110.6
## pm2.5         4.0   6.0  15.0  10.0  11.0  11.0 152.0  61.0  54.0  17.0  12.0
## CV residual -38.7 -36.3 -54.7 -68.9 -66.8 -86.1  48.2 -22.9 -29.5 -95.5 -98.6
##             21484 21485 21494 21496 21508 21509 21510 21512 21514 21516 21519
## Predicted     130   129  78.9  60.9   139   140   135  93.6  67.5  70.2  53.7
## cvpred        130   129  79.3  61.3   139   139   135  93.9  67.9  70.6  54.2
## pm2.5          11    13  17.0   8.0    15     9    14  11.0   9.0   4.0   6.0
## CV residual  -119  -116 -62.3 -53.3  -124  -130  -121 -82.9 -58.9 -66.6 -48.2
##             21530 21534 21538 21541 21542 21548 21549 21554 21556 21560 21561
## Predicted     113 120.1  74.7  34.9  24.3  73.4 102.5 123.0 124.0 117.1 102.5
## cvpred        113 120.2  75.1  35.6  25.1  73.9 102.8 123.1 124.1 117.3 102.8
## pm2.5          11  76.0  15.0  11.0  12.0  25.0  29.0  53.0  49.0  46.0  49.0
## CV residual  -102 -44.2 -60.1 -24.6 -13.1 -48.9 -73.8 -70.1 -75.1 -71.3 -53.8
##             21562 21564 21566 21567 21572 21574 21577 21585 21589 21592 21593
## Predicted    77.6  66.4  27.4  20.9  15.6  73.4  68.8 101.1  79.1  61.0  69.7
## cvpred       78.0  67.0  28.2  21.8  16.5  73.9  69.3 101.5  79.6  61.7  70.3
## pm2.5        54.0  87.0 104.0 127.0  93.0  86.0 101.0 144.0 155.0 164.0 202.0
## CV residual -24.0  20.0  75.8 105.2  76.5  12.1  31.7  42.5  75.4 102.3 131.7
##             21596 21600 21606 21607 21611 21612 21614 21615 21616 21617 21625
## Predicted    90.1   107 123.7 123.2 106.1  95.0  85.2  88.5  87.1  90.2   124
## cvpred       90.6   107 123.9 123.4 106.4  95.4  85.7  89.0  87.7  90.7   124
## pm2.5       254.0   266 147.0 139.0 135.0 157.0 161.0 166.0 208.0 275.0   277
## CV residual 163.4   159  23.1  15.6  28.6  61.6  75.3  77.0 120.3 184.3   153
##              21633 21634 21637 21641 21649 21654 21662 21668 21669 21670 21675
## Predicted   116.74 106.2  95.5  77.6   116 140.1  80.4  99.5 103.7 103.5 141.5
## cvpred      116.98 106.6  95.9  78.2   116 140.2  81.0  99.9 104.2 103.9 141.6
## pm2.5       111.00  94.0  83.0 130.0   185 203.0 154.0 210.0 183.0 191.0  71.0
## CV residual  -5.98 -12.6 -12.9  51.8    69  62.8  73.0 110.1  78.8  87.1 -70.6
##             21684 21686 21687 21688   21692 21693  21698 21702 21712 21713
## Predicted   117.4   110 108.7   102 109.340 108.5 130.28 140.8 124.6 119.3
## cvpred      117.7   110 109.2   103 109.738 108.9 130.47 140.9 124.9 119.6
## pm2.5        85.0   125 156.0   160 109.000  98.0 138.00 181.0 167.0 173.0
## CV residual -32.7    15  46.8    57  -0.738 -10.9   7.53  40.1  42.1  53.4
##             21714 21719 21729 21732 21733  21736  21737 21739 21746 21748 21751
## Predicted   119.5 136.9 128.9 116.3 120.2 138.30 133.67 133.0 144.8   145 145.7
## cvpred      119.8 137.2 129.1 116.6 120.5 138.51 133.89 133.3 144.9   145 145.7
## pm2.5       178.0 224.0 162.0 132.0 143.0 130.00 140.00 196.0  71.0    61  86.0
## CV residual  58.2  86.8  32.9  15.4  22.5  -8.51   6.11  62.7 -73.9   -84 -59.7
##             21752 21754 21756 21757 21761 21767  21773  21774  21781 21786
## Predicted   145.2 134.9 119.1 117.3 109.2 123.2 126.14 135.41 122.06 116.2
## cvpred      145.3 135.1 119.4 117.6 109.6 123.6 126.33 135.56 122.36 116.6
## pm2.5        98.0  90.0  80.0  91.0 135.0  62.0 131.00 134.00 115.00 131.0
## CV residual -47.3 -45.1 -39.4 -26.6  25.4 -61.6   4.67  -1.56  -7.36  14.4
##             21789 21791 21796 21798 21799 21800 21805 21806 21807 21812 21814
## Predicted   125.4 123.6 136.4 140.4 144.6 125.1 101.0  95.5  95.8 107.2   116
## cvpred      125.6 123.9 136.5 140.5 144.7 125.4 101.4  95.9  96.3 107.5   116
## pm2.5        59.0  47.0  77.0 127.0 130.0 139.0  44.0  58.0  63.0  36.0    51
## CV residual -66.6 -76.9 -59.5 -13.5 -14.7  13.6 -57.4 -37.9 -33.3 -71.5   -65
##             21816 21817 21822 21826 21830  21840 21847 21858 21860 21863 21864
## Predicted   119.9 119.4 127.4 140.8 133.0 145.17 145.7 128.5 127.6 134.7 140.0
## cvpred      120.1 119.7 127.6 140.9 133.1 145.26 145.7 128.8 127.8 134.8 140.2
## pm2.5        34.0  34.0  53.0  74.0 106.0 151.00  91.0  73.0  73.0  98.0 106.0
## CV residual -86.1 -85.7 -74.6 -66.9 -27.1   5.74 -54.7 -55.8 -54.8 -36.8 -34.2
##             21868 21869 21870 21874 21889 21901 21904 21910 21911 21913 21914
## Predicted   134.7 139.3   139 117.2 114.7  96.2  78.2 114.9 114.8 125.3 118.1
## cvpred      134.8 139.4   139 117.5 115.1  96.8  79.0 115.4 115.3 125.7 118.5
## pm2.5       105.0  97.0   127  78.0  77.0 137.0 133.0 192.0 199.0 200.0 178.0
## CV residual -29.8 -42.4   -12 -39.5 -38.1  40.2  54.0  76.6  83.7  74.3  59.5
##             21916 21923 21933 21934 21937 21938 21941 21947 21948 21949 21950
## Predicted   100.1  57.8  49.5  81.9 107.1 121.5 130.7  61.8  56.6  51.0  49.8
## cvpred      100.5  58.4  50.1  82.4 107.4 121.7 130.8  62.4  57.3  51.8  50.6
## pm2.5        84.0  12.0  24.0  27.0  33.0  45.0  45.0  20.0  16.0  18.0  18.0
## CV residual -16.5 -46.4 -26.1 -55.4 -74.4 -76.7 -85.8 -42.4 -41.3 -33.8 -32.6
##             21951 21953 21954 21958 21960 21962  21968 21969 21971 21979 21980
## Predicted    46.4  46.8  51.0  77.6  85.0  84.4 106.10 101.2  90.7  99.2  94.5
## cvpred       47.1  47.5  51.8  78.2  85.5  84.8 106.44 101.6  91.2  99.7  94.9
## pm2.5        15.0  22.0  20.0  33.0 103.0  60.0 114.00  96.0  81.0 106.0 105.0
## CV residual -32.1 -25.5 -31.8 -45.2  17.5 -24.8   7.56  -5.6 -10.2   6.3  10.1
##             21983 21984 21989 21991 21995 21996 21997  22000  22001 22005 22007
## Predicted    92.6 100.8 139.4 139.2 127.9 127.1 117.0 117.91 112.42 118.9 134.8
## cvpred       93.1 101.2 139.6 139.3 128.2 127.3 117.4 118.24 112.77 119.2 134.9
## pm2.5        83.0  68.0  94.0  85.0  89.0  93.0  97.0 109.00 109.00 133.0 122.0
## CV residual -10.1 -33.2 -45.6 -54.3 -39.2 -34.3 -20.4  -9.24  -3.77  13.8 -12.9
##             22008 22010 22013 22018 22019 22025 22028 22030 22031 22032 22036
## Predicted     135 140.8 135.7 129.5   129 133.2 132.2 136.3 138.5 138.3 138.3
## cvpred        135 140.9 135.8 129.8   129 133.4 132.5 136.6 138.8 138.5 138.5
## pm2.5          32  46.0  55.0  90.0   112 168.0 184.0 188.0 189.0 179.0 180.0
## CV residual  -103 -94.9 -80.8 -39.8   -17  34.6  51.5  51.4  50.2  40.5  41.5
##             22040 22044 22045 22046  22047 22054 22060 22064 22070  22076 22079
## Predicted   138.5 120.4   120 113.9 102.82   111 132.7 132.2 107.0 122.86 126.2
## cvpred      138.8 120.8   120 114.4 103.39   112 132.9 132.5 107.5 123.26 126.5
## pm2.5       179.0 168.0   178 157.0 110.00   232 149.0 184.0 135.0 119.00 115.0
## CV residual  40.2  47.2    58  42.6   6.61   120  16.1  51.5  27.5  -4.26 -11.5
##             22081 22082 22085 22090 22092 22094 22098 22102 22109 22112 22119
## Predicted   129.9 134.2 138.5 137.3 137.5 120.8 122.0 124.6 138.3 130.6 104.5
## cvpred      130.3 134.5 138.8 137.6 137.8 121.2 122.4 124.9 138.5 130.9 105.1
## pm2.5       115.0 103.0  95.0 122.0 104.0 107.0  90.0  72.0  52.0  52.0  46.0
## CV residual -15.3 -31.5 -43.8 -15.6 -33.8 -14.2 -32.4 -52.9 -86.5 -78.9 -59.1
##             22122 22123 22125 22129 22131 22137 22140 22143 22145 22146 22147
## Predicted   105.6 108.8   129   135 134.9 144.2 118.8 112.6 102.0 102.4 116.2
## cvpred      106.2 109.3   129   135 135.1 144.3 119.1 113.1 102.5 102.9 116.6
## pm2.5        67.0  56.0    22    25  45.0  86.0  95.0  76.0  87.0  88.0  94.0
## CV residual -39.2 -53.3  -107  -110 -90.1 -58.3 -24.1 -37.1 -15.5 -14.9 -22.6
##             22148 22153 22154 22157 22158 22162 22164 22166 22168 22178 22179
## Predicted   136.9   135   140   139   144   118 104.1  83.2  98.2   133   135
## cvpred      137.2   135   140   139   144   118 104.6  83.8  98.8   134   135
## pm2.5        61.0    28    20    19    27    20  57.0  35.0  13.0    26    18
## CV residual -76.2  -107  -120  -120  -117   -98 -47.6 -48.8 -85.8  -108  -117
##             22182 22183 22184 22185 22186 22191 22192 22193 22194 22200 22203
## Predicted     135   139   134 114.0 104.7  89.7  80.7  89.0  98.4 134.2 135.0
## cvpred        135   139   134 114.3 105.1  90.2  81.2  89.5  98.9 134.4 135.2
## pm2.5          25    33    25  22.0  15.0  14.0  17.0  28.0  34.0  38.0  61.0
## CV residual  -110  -106  -109 -92.3 -90.1 -76.2 -64.2 -61.5 -64.9 -96.4 -74.2
##             22207 22221 22224 22230 22231 22244 22247 22252 22253 22258  22260
## Predicted   130.3  99.0 107.3 140.8 136.2  79.3  87.2 118.0 122.7   105 89.205
## cvpred      130.5  99.4 107.6 140.9 136.3  79.9  87.6 118.3 122.9   105 89.757
## pm2.5        38.0  34.0  53.0  52.0  54.0  32.0  53.0  86.0  63.0   126 90.000
## CV residual -92.5 -65.4 -54.6 -88.9 -82.3 -47.9 -34.6 -32.3 -59.9    21  0.243
##             22261 22265 22266 22267 22271 22273 22274 22275 22281 22285 22286
## Predicted   78.83  59.2  58.8  67.0  83.5  88.4 111.6 115.6 119.0  95.0 84.64
## cvpred      79.44  59.9  59.5  67.7  84.0  88.8 111.9 115.9 119.3  95.6 85.28
## pm2.5       85.00  51.0  45.0  52.0  55.0  60.0  55.0  61.0 108.0  79.0 77.00
## CV residual  5.56  -8.9 -14.5 -15.7 -29.0 -28.8 -56.9 -54.9 -11.3 -16.6 -8.28
##             22289 22292 22300 22304 22307  22309  22312 22313 22314  22316
## Predicted   77.19 83.90 111.6 110.0 88.00 103.86  96.51 95.66 99.18  98.58
## cvpred      77.87 84.53 112.1 110.5 88.65 104.31  97.04 96.19 99.72  99.09
## pm2.5       83.00 79.00  99.0  54.0 81.00  96.00 103.00 95.00 98.00 105.00
## CV residual  5.13 -5.53 -13.1 -56.5 -7.65  -8.31   5.96 -1.19 -1.72   5.91
##             22318 22319 22322 22324  22326 22327 22328 22330 22335 22338 22342
## Predicted   112.3 111.4 119.8 138.5 133.42 132.9 136.8 125.6 102.6 100.7 117.8
## cvpred      112.7 111.8 120.2 138.8 133.65 133.2 137.1 125.9 103.1 101.3 118.2
## pm2.5       100.0 100.0  83.0 105.0 124.00 123.0 116.0 132.0 115.0 142.0 138.0
## CV residual -12.7 -11.8 -37.2 -33.8  -9.65 -10.2 -21.1   6.1  11.9  40.7  19.8
##             22344 22350 22353 22355 22359 22360 22362 22365 22370 22373 22379
## Predicted   116.7 133.5 126.8 122.1   103  93.3  95.7 113.7   121 125.1   110
## cvpred      117.1 133.8 127.1 122.5   104  93.9  96.4 114.2   122 125.6   111
## pm2.5       146.0 195.0 206.0 212.0   220 189.0 181.0 189.0   239 198.0   278
## CV residual  28.9  61.2  78.9  89.5   116  95.1  84.6  74.8   117  72.4   167
##             22381 22385 22390 22393 22396 22397 22409 22411 22414 22416 22422
## Predicted     109   135   143   143   141   140  44.5  84.1 128.1 111.2   132
## cvpred        110   135   144   143   141   140  45.3  84.7 128.5 111.5   132
## pm2.5         293    31    21    28    12    11  12.0  17.0  39.0  20.0    17
## CV residual   183  -104  -123  -115  -129  -129 -33.3 -67.7 -89.5 -91.5  -115
##             22425 22427 22428 22435 22438 22440 22447 22448 22449 22454 22455
## Predicted   109.4  89.6  84.8 104.4 103.1 111.9 134.4 133.4 123.7 107.8   107
## cvpred      109.7  90.1  85.4 104.9 103.6 112.3 134.6 133.7 123.9 108.2   108
## pm2.5        17.0  13.0  20.0  63.0  30.0  23.0  53.0  56.0  66.0  80.0    69
## CV residual -92.7 -77.1 -65.4 -41.9 -73.6 -89.3 -81.6 -77.7 -57.9 -28.2   -39
##             22458 22459 22460 22461 22464 22470 22471 22472 22473 22474 22475
## Predicted    98.2 103.5 112.1 116.8 119.3 138.5 133.2 137.1 131.1 135.3 139.2
## cvpred       98.8 103.9 112.6 117.2 119.7 138.8 133.4 137.3 131.4 135.6 139.5
## pm2.5        65.0  65.0  76.0  83.0 103.0  56.0  88.0  90.0  95.0 102.0 122.0
## CV residual -33.8 -38.9 -36.6 -34.2 -16.7 -82.8 -45.4 -47.3 -36.4 -33.6 -17.5
##              22477 22481 22482 22483 22484 22487 22489 22493 22494 22496 22497
## Predicted   117.73 119.0 126.8 121.8 126.4 133.1 131.4 137.2 136.1   138 141.9
## cvpred      118.17 119.5 127.2 122.2 126.8 133.5 131.8 137.4 136.3   138 142.2
## pm2.5       121.00  62.0  79.0  75.0  68.0  54.0  73.0  78.0  69.0    54  68.0
## CV residual   2.83 -57.5 -48.2 -47.2 -58.8 -79.5 -58.8 -59.4 -67.3   -84 -74.2
##             22500 22501 22502 22504 22506 22510 22512 22519 22520 22524 22526
## Predicted   129.6 127.7 127.4   130 129.6   138 132.7 137.5 137.1 137.0 131.2
## cvpred      129.9 128.1 127.7   130 129.9   138 132.9 137.8 137.3 137.3 131.5
## pm2.5        61.0  46.0  61.0    29  46.0    39  56.0  79.0  77.0  99.0  94.0
## CV residual -68.9 -82.1 -66.7  -101 -83.9   -99 -76.9 -58.8 -60.3 -38.3 -37.5
##             22534 22535 22536 22538 22540 22542  22546  22548 22601 22608 22612
## Predicted     132 136.3   142 135.9 141.9 136.2 137.27 124.90 132.4 143.3   146
## cvpred        132 136.6   142 136.2 142.2 136.5 137.57 125.35 132.7 143.5   146
## pm2.5         108 109.0    37  83.0  88.0  98.0 130.00 128.00  49.0  47.0    35
## CV residual   -24 -27.6  -105 -53.2 -54.2 -38.5  -7.57   2.65 -83.7 -96.5  -111
##             22613 22614 22615 22616 22619 22632 22636 22639 22640 22646 22649
## Predicted     140   144   145   145   141   139   136   146   145   144   135
## cvpred        140   145   145   145   141   139   136   146   145   144   135
## pm2.5          35    39    44    29    16    22     9    14    17    19     6
## CV residual  -105  -106  -101  -116  -125  -117  -127  -132  -128  -125  -129
##             22652 22655 22656 22657 22662 22675 22681 22682 22683 22689 22692
## Predicted     133   135   141   141   141   106 131.6 135.8 135.3 137.5   117
## cvpred        133   135   141   141   141   106 131.8 136.1 135.6 137.8   117
## pm2.5          13    17    11    18    16    18  69.0  77.0  64.0  77.0    76
## CV residual  -120  -118  -130  -123  -125   -88 -62.8 -59.1 -71.6 -60.8   -41
##             22693 22695 22698 22712 22717 22718 22720 22724 22733 22736 22738
## Predicted   112.3 100.6 108.7 127.2  85.5  88.7  96.7 103.3 138.3 136.8 122.1
## cvpred      112.7 101.2 109.2 127.5  86.1  89.3  97.3 103.8 138.5 137.1 122.5
## pm2.5        81.0  38.0  50.0  36.0  18.0  17.0  22.0  24.0  47.0  53.0  51.0
## CV residual -31.7 -63.2 -59.2 -91.5 -68.1 -72.3 -75.3 -79.8 -91.5 -84.1 -71.5
##             22744 22745 22746 22747 22749 22750 22755 22759 22761 22770 22771
## Predicted    91.9  95.4  94.5  98.8 117.2 111.3 132.4 142.9 126.8 102.2 102.1
## cvpred       92.4  96.0  95.1  99.4 117.7 111.7 132.7 143.1 127.2 102.8 102.6
## pm2.5        39.0  29.0  23.0  24.0  69.0  69.0  74.0  95.0  85.0  46.0  47.0
## CV residual -53.4 -67.0 -72.1 -75.4 -48.7 -42.7 -58.7 -48.1 -42.2 -56.8 -55.6
##             22774 22777 22781 22783 22787 22789 22795 22797 22801 22809 22811
## Predicted   115.3   115 142.9 142.9 116.3   111   111 116.4 130.8 137.0 130.7
## cvpred      115.7   115 143.1 143.1 116.7   111   112 116.8 131.2 137.3 131.1
## pm2.5        44.0    57  67.0  73.0  56.0    63    61  73.0  89.0 120.0 106.0
## CV residual -71.7   -58 -76.1 -70.1 -60.7   -48   -51 -43.8 -42.2 -17.3 -25.1
##             22814 22815 22817 22819 22820 22825 22827 22832 22833 22835 22837
## Predicted   115.8 115.3 114.9 108.5 122.4   142 134.7   133 123.1 112.4  78.7
## cvpred      116.3 115.8 115.4 108.9 122.8   142 134.8   133 123.5 112.8  79.3
## pm2.5        80.0  76.0  33.0  25.0  29.0    31  37.0    23  40.0  49.0  46.0
## CV residual -36.3 -39.8 -82.4 -83.9 -93.8  -111 -97.8  -110 -83.5 -63.8 -33.3
##             22839 22846 22848 22851 22853 22854 22855 22858  22859 22862 22863
## Predicted    76.2 114.0 129.0 137.6 143.4 143.4 143.2 121.9 112.14  88.5  83.2
## cvpred       76.9 114.4 129.3 137.8 143.6 143.6 143.4 122.3 112.59  89.0  83.8
## pm2.5        48.0  38.0  41.0  53.0  72.0  85.0  89.0 116.0 120.00  70.0  55.0
## CV residual -28.9 -76.4 -88.3 -84.8 -71.6 -58.6 -54.4  -6.3   7.41 -19.0 -28.8
##             22867 22876 22878 22881 22883 22884 22885 22936 22940 22941 22944
## Predicted    90.4 132.9 139.0   129 121.5 123.1   105  72.7  93.5   127 140.6
## cvpred       91.0 133.2 139.2   129 121.9 123.5   105  73.2  93.9   127 140.6
## pm2.5        60.0 105.0 114.0   112 136.0 137.0   138  14.0  32.0    33  47.0
## CV residual -31.0 -28.2 -25.2   -17  14.1  13.5    33 -59.2 -61.9   -94 -93.6
##             22948 22951 22953 22955 22956 22963 22968 22970 22971 22972 22974
## Predicted   141.0 142.0 136.2 124.6 104.8 102.8 118.4 138.7 142.8 148.2 148.2
## cvpred      141.1 142.1 136.3 124.9 105.1 103.1 118.6 138.6 142.8 148.1 148.1
## pm2.5        71.0  66.0  73.0 104.0  76.0  50.0  40.0  57.0  59.0  68.0  67.0
## CV residual -70.1 -76.1 -63.3 -20.9 -29.1 -53.1 -78.6 -81.6 -83.8 -80.1 -81.1
##             22975 22977 22982 22984 22988 22991 22994 22995 22996 22997 23007
## Predicted   148.3 126.0  89.6  79.7  94.7 102.3 140.8 135.4 140.8 140.5  79.5
## cvpred      148.2 126.2  90.1  80.3  95.2 102.7 140.9 135.6 140.9 140.6  80.0
## pm2.5        73.0  70.0  26.0  16.0  31.0  67.0  90.0  96.0  88.0  86.0  53.0
## CV residual -75.2 -56.2 -64.1 -64.3 -64.2 -35.7 -50.9 -39.6 -52.9 -54.6 -27.0
##             23010 23012 23015 23016 23018 23019 23020 23024 23028 23035 23037
## Predicted    85.2  97.6 105.7 104.3 103.4 112.4 121.1 134.9 121.1 109.9 112.8
## cvpred       85.7  98.1 106.1 104.8 103.8 112.7 121.4 135.1 121.4 110.4 113.3
## pm2.5        41.0  67.0  73.0  77.0  67.0  64.0  77.0 119.0 146.0 147.0 148.0
## CV residual -44.7 -31.1 -33.1 -27.8 -36.8 -48.7 -44.4 -16.1  24.6  36.6  34.7
##             23038 23048 23050 23051 23126 23128 23131 23132 23133 23134 23136
## Predicted   111.7 119.9 113.0 128.3  52.4  45.1  69.3  83.1   107 120.2 128.9
## cvpred      112.2 120.3 113.5 128.6  52.8  45.7  69.7  83.4   107 120.3 128.9
## pm2.5       145.0 153.0 182.0 190.0   3.0   8.0   5.0  20.0    23  28.0  29.0
## CV residual  32.8  32.7  68.5  61.4 -49.8 -37.7 -64.7 -63.4   -84 -92.3 -99.9
##             23138 23139 23145 23149 23158 23161 23164 23166 23173 23175 23176
## Predicted     144   140  75.3  34.7 107.8 129.9 135.8 141.4  87.5 85.95 76.08
## cvpred        144   140  75.6  35.2 107.9 129.9 135.7 141.2  87.9 86.44 76.59
## pm2.5          42    24  21.0   6.0  29.0  40.0  67.0  87.0 110.0 88.00 70.00
## CV residual  -102  -116 -54.6 -29.2 -78.9 -89.9 -68.7 -54.2  22.1  1.56 -6.59
##             23178 23182 23185 23186 23187 23189 23190 23191 23198 23199 23204
## Predicted   73.63 109.5 132.8 137.4   143 142.5 143.8 147.9 58.30  47.7  81.8
## cvpred      74.16 109.8 132.8 137.4   143 142.5 143.7 147.9 58.83  48.3  82.2
## pm2.5       77.00  66.0  66.0  71.0    73  88.0 101.0 110.0 66.00  62.0  59.0
## CV residual  2.84 -43.8 -66.8 -66.4   -70 -54.5 -42.7 -37.9  7.17  13.7 -23.2
##             23205 23208 23209 23221 23224 23227 23228 23229 23232  23233 23239
## Predicted   101.1 127.3 121.3  96.6  71.7  87.7 101.5 106.1 123.9 124.42 141.6
## cvpred      101.4 127.4 121.4  97.0  72.2  88.1 101.8 106.4 124.1 124.61 141.6
## pm2.5        71.0 103.0  90.0 149.0 120.0 123.0 131.0 127.0 114.0 120.00 180.0
## CV residual -30.4 -24.4 -31.4  52.0  47.8  34.9  29.2  20.6 -10.1  -4.61  38.4
##             23246 23248 23255  23256 23257 23259 23261 23264 23266 23268 23269
## Predicted    83.4  81.4 109.2 118.24   130 134.2 138.6 139.0 132.9   124 108.5
## cvpred       83.9  81.9 109.6 118.59   130 134.4 138.7 139.2 133.2   124 108.9
## pm2.5       161.0 146.0 134.0 128.00   125  93.0  93.0  81.0  73.0    48  46.0
## CV residual  77.1  64.1  24.4   9.41    -5 -41.4 -45.7 -58.2 -60.2   -76 -62.9
##             23270 23271 23275 23279 23282 23285 23287 23288 23295 23297 23298
## Predicted   108.0 106.8 113.4 126.4 139.3 144.5 144.2 143.7  74.3  74.6 60.28
## cvpred      108.4 107.2 113.8 126.7 139.5 144.7 144.3 143.8  75.0  75.2 60.99
## pm2.5        47.0  48.0  56.0  54.0  64.0  80.0  83.0  83.0  64.0  55.0 56.00
## CV residual -61.4 -59.2 -57.8 -72.7 -75.5 -64.7 -61.3 -60.8 -11.0 -20.2 -4.99
##              23301 23305 23309 23311 23316 23318 23322 23323 23332 23336 23338
## Predicted   111.41 126.8 138.6 138.3  65.2  51.3 100.0  99.2   134   129   113
## cvpred      111.84 127.1 138.7 138.5  65.8  52.0 100.6  99.7   134   129   114
## pm2.5       115.00 154.0 153.0 115.0  35.0  26.0  63.0 115.0   266   302   252
## CV residual   3.16  26.9  14.3 -23.5 -30.8 -26.0 -37.6  15.3   132   173   138
##             23341 23345 23347 23350 23355 23357 23359 23360 23361 23367 23369
## Predicted     107  79.8  92.8   123 136.1   131 138.5   138   132  84.5  86.7
## cvpred        107  80.4  93.4   123 136.3   131 138.8   138   133  85.2  87.4
## pm2.5         232 195.0 176.0   229 197.0   207 232.0   240   245 142.0 135.0
## CV residual   125 114.6  82.6   106  60.7    76  93.2   102   112  56.8  47.6
##             23371 23381 23382 23383 23395 23399 23402 23405 23409 23414 23417
## Predicted    99.6 139.3 138.3 143.7 138.2 139.3 139.0 140.2   128 109.2   121
## cvpred      100.2 139.5 138.5 143.8 138.4 139.5 139.2 140.3   128 109.6   121
## pm2.5       150.0 183.0 186.0 203.0 110.0 106.0 103.0 123.0     5  13.0    13
## CV residual  49.8  43.5  47.5  59.2 -28.4 -33.5 -36.2 -17.3  -123 -96.6  -108
##             23425 23426 23427 23430 23434 23435 23439 23441 23443 23448 23455
## Predicted   100.1   116   111   113  86.8  94.6  51.7  52.0  72.1  74.0   131
## cvpred      100.3   116   111   113  87.1  94.8  52.2  52.5  72.5  74.3   131
## pm2.5         7.0     5     6     6  17.0  11.0  11.0  11.0  13.0  11.0    10
## CV residual -93.3  -111  -105  -107 -70.1 -83.8 -41.2 -41.5 -59.5 -63.3  -121
##             23457 23460 23461 23467 23468 23470 23472 23474 23477 23483 23484
## Predicted    98.2  42.4  40.5  79.5  93.6   107   131   142   147  95.2  89.8
## cvpred       98.3  42.8  41.0  79.8  93.8   107   131   141   146  95.4  90.1
## pm2.5        12.0   7.0   7.0  15.0  19.0    24    27    37    31  22.0  21.0
## CV residual -86.3 -35.8 -34.0 -64.8 -74.8   -83  -104  -104  -115 -73.4 -69.1
##             23485 23489 23490 23493 23496 23497 23499 23500 23504 23505 23506
## Predicted    79.8  61.6  56.0 100.5   124 128.9 140.7 140.7 140.3 139.2 124.7
## cvpred       80.2  62.1  56.5 100.8   124 128.9 140.5 140.5 140.2 139.1 124.8
## pm2.5        31.0  52.0  34.0  37.0    34  39.0  47.0  55.0  72.0  70.0  63.0
## CV residual -49.2 -10.1 -22.5 -63.8   -90 -89.9 -93.5 -85.5 -68.2 -69.1 -61.8
##              23510 23514  23516  23517 23518  23521 23532 23533 23534 23536
## Predicted   108.35 110.1 138.65 143.04   143 146.80 114.5 104.2 116.0 109.4
## cvpred      108.57 110.3 138.64 143.02   143 146.79 114.8 104.5 116.3 109.7
## pm2.5       101.00  98.0 142.00 150.00   154 143.00  99.0  81.0  60.0  38.0
## CV residual  -7.57 -12.3   3.36   6.98    11  -3.79 -15.8 -23.5 -56.3 -71.7
##             23538 23541 23542 23545 23549 23550 23553 23555 23557 23560 23562
## Predicted   112.1   133   138 142.3 141.8   143 127.0 106.9  96.6   101  99.6
## cvpred      112.4   133   138 142.3 141.8   143 127.1 107.2  97.0   101 100.0
## pm2.5        32.0    26    33  44.0  42.0    50  34.0  39.0  34.0    52  64.0
## CV residual -80.4  -107  -105 -98.3 -99.8   -93 -93.1 -68.2 -63.0   -49 -36.0
##             23564 23570 23574 23575 23581  23583 23584  23585 23587 23589 23590
## Predicted   117.8   147 147.4 147.4 110.0 105.36 105.0  99.74 113.0 116.5   121
## cvpred      118.1   147 147.4 147.4 110.3 105.73 105.4 100.14 113.4 116.8   121
## pm2.5        58.0    80 124.0 132.0 133.0 103.00  87.0  93.00  80.0  90.0   106
## CV residual -60.1   -67 -23.4 -15.4  22.7  -2.73 -18.4  -7.14 -33.4 -26.8   -15
##              23591 23593 23594 23601 23602 23605 23608  23609 23612 23615 23617
## Predicted   115.86 146.7 146.4 135.7 125.4 109.3   101  99.74 122.8 125.5 125.3
## cvpred      116.13 146.7 146.4 135.8 125.6 109.6   101 100.14 123.1 125.7 125.5
## pm2.5       118.00 126.0 129.0 173.0 180.0 161.0   116 106.00  78.0  96.0 108.0
## CV residual   1.87 -20.7 -17.4  37.2  54.4  51.4    15   5.86 -45.1 -29.7 -17.5
##             23618  23620 23622 23623  23624 23625 23627 23628 23635 23637 23638
## Predicted   136.4 136.16 141.5 141.5 135.91 140.8   135 133.7 112.9 116.3 147.4
## cvpred      136.5 136.26 141.6 141.6 136.02 140.9   135 133.9 113.2 116.6 147.4
## pm2.5       116.0 133.00 115.0 123.0 134.00 160.0   150 174.0  75.0  99.0  88.0
## CV residual -20.5  -3.26 -26.6 -18.6  -2.02  19.1    15  40.1 -38.2 -17.6 -59.4
##             23641 23646 23647 23649 23652 23657 23658 23670 23673 23674 23683
## Predicted   147.4   112   116  87.4  59.4  56.4  59.7   134 107.5  93.3  96.9
## cvpred      147.4   112   116  87.7  59.8  56.8  60.1   134 107.5  93.4  97.1
## pm2.5        62.0     6     6  10.0   7.0  10.0   9.0    16  27.0  16.0  17.0
## CV residual -85.4  -106  -110 -77.7 -52.8 -46.8 -51.1  -118 -80.5 -77.4 -80.1
##             23684 23685 23699 23703 23709 23721 23726 23727 23731 23739 23745
## Predicted     111 112.3  73.8  50.1 102.7 116.2  57.9  53.5  80.3 146.0 128.2
## cvpred        111 112.4  74.2  50.5 102.8 116.3  58.3  53.9  80.6 145.8 128.2
## pm2.5          10  16.0  14.0   6.0  25.0  24.0  26.0  29.0  24.0  79.0  43.0
## CV residual  -101 -96.4 -60.2 -44.5 -77.8 -92.3 -32.3 -24.9 -56.6 -66.8 -85.2
##             23749 23752 23765 23766 23770 23772 23778 23781 23784 23785 23787
## Predicted    80.3 47.99 145.3 139.3  98.5  67.5  62.5  70.1 140.7 140.9 126.4
## cvpred       80.6 48.45 145.1 139.2  98.7  67.9  62.9  70.4 140.5 140.8 126.3
## pm2.5        66.0 41.00  47.0  40.0  33.0  32.0  18.0  49.0  74.0  59.0  69.0
## CV residual -14.6 -7.45 -98.1 -99.2 -65.7 -35.9 -44.9 -21.4 -66.5 -81.8 -57.3
##             23792 23794 23796 23798 23805 23806 23808 23812 23821 23825 23826
## Predicted   116.7  80.3  44.2  38.1  62.4  56.2  82.4 141.8  52.4  27.2  40.7
## cvpred      116.7  80.6  44.7  38.6  62.7  56.6  82.7 141.6  52.8  27.8  41.2
## pm2.5        31.0  28.0  29.0  23.0  33.0  34.0  33.0  62.0  22.0  58.0  66.0
## CV residual -85.7 -52.6 -15.7 -15.6 -29.7 -22.6 -49.7 -79.6 -30.8  30.2  24.8
##             23839 23842 23844 23847 23848 23849  23853  23854 23855 23856 23861
## Predicted   144.8 124.0 107.4  92.2 87.07  73.8 129.82 133.52 138.4 143.3 139.4
## cvpred      144.6 124.1 107.6  92.6 87.51  74.2 129.93 133.55 138.4 143.2 139.3
## pm2.5        65.0  71.0 128.0 123.0 96.00  94.0 124.00 127.00 146.0 156.0 170.0
## CV residual -79.6 -53.1  20.4  30.4  8.49  19.8  -5.93  -6.55   7.6  12.8  30.7
##             23864 23866 23869 23876 23879 23880 23882 23883 23888 23896 23899
## Predicted   138.7 132.5   111 105.3  85.9  86.1 133.5 138.7   143  98.1 106.5
## cvpred      138.6 132.6   111 105.6  86.2  86.4 133.5 138.6   143  98.4 106.8
## pm2.5       188.0 193.0   238 134.0  56.0  50.0  50.0  54.0   169  96.0  75.0
## CV residual  49.4  60.4   127  28.4 -30.2 -36.4 -83.5 -84.6    26  -2.4 -31.8
##             23900  23903  23905 23913 23917 23919 23920 23923  23925 23926
## Predicted   120.7 117.39 134.27 132.3 93.20  77.6 73.55 118.1 127.39 113.1
## cvpred      120.8 117.54 134.26 132.3 93.55  78.0 74.01 118.3 127.51 113.3
## pm2.5        82.0 127.00 128.00  90.0 91.00  95.0 83.00 104.0 121.00 159.0
## CV residual -38.8   9.46  -6.26 -42.3 -2.55  17.0  8.99 -14.3  -6.51  45.7
##              23927 23928 23930 23934 23935 23936 23940 23944 23948 23953 23957
## Predicted   124.13 123.9 134.8   140   139   139 108.6 107.2 127.6 115.9 134.5
## cvpred      124.18 123.9 134.7   140   139   139 108.8 107.5 127.8 116.1 134.5
## pm2.5       128.00 101.0  58.0    32    32    34  61.0 101.0  76.0  46.0  68.0
## CV residual   3.82 -22.9 -76.7  -108  -107  -105 -47.8  -6.5 -51.8 -70.1 -66.5
##             23959 23960 23964 23969 23971 23973 23976 23979 23980 23986 23990
## Predicted   133.7 133.3 115.1 138.4   139   138   140   145   140 119.8  66.3
## cvpred      133.8 133.3 115.4 138.4   139   138   140   145   140 119.9  66.7
## pm2.5        81.0  83.0  88.0  96.0    19    15    13    25    19  30.0  17.0
## CV residual -52.8 -50.3 -27.4 -42.4  -120  -123  -127  -120  -121 -89.9 -49.7
##             23992 23993 23994 23995 23999 24001 24002 24006 24007 24008 24009
## Predicted    30.8  35.5  90.3 105.0 140.1 140.9 145.3   152   147 145.8 148.6
## cvpred       31.3  35.9  90.6 105.1 140.1 140.8 145.1   151   147 145.6 148.4
## pm2.5        11.0   9.0   9.0  14.0  55.0  49.0  51.0    50    49  47.0  62.0
## CV residual -20.3 -26.9 -81.6 -91.1 -85.1 -91.8 -94.1  -101   -98 -98.6 -86.4
##             24022 24023 24032 24033 24036 24038 24039 24040 24043 24046 24050
## Predicted    85.3  84.7  36.4  18.7 -23.4 -34.3 -46.9 -58.8 -28.0 -22.4  15.2
## cvpred       85.4  84.7  36.8  19.2 -22.7 -33.5 -46.0 -57.8 -27.2 -21.6  15.9
## pm2.5         9.0   9.0   2.0   4.0   4.0   5.0   2.0   0.0   2.0   5.0   7.0
## CV residual -76.4 -75.7 -34.8 -15.2  26.7  38.5  48.0  57.8  29.2  26.6  -8.9
##             24055 24057 24059 24060 24061 24064 24066 24067 24068 24069 24070
## Predicted     125  86.2  52.2  36.7  31.2  23.8  51.4  85.3   128   132 127.8
## cvpred        125  86.2  52.5  37.1  31.6  24.2  51.7  85.4   128   132 127.6
## pm2.5           6   9.0   7.0   2.0   5.0   4.0   5.0  12.0    21    30  62.0
## CV residual  -119 -77.2 -45.5 -35.1 -26.6 -20.2 -46.7 -73.4  -107  -102 -65.6
##             24073 24076 24077 24078 24082 24089 24090 24092 24094 24095 24096
## Predicted     125   140   136   141  85.9  27.2  50.1  88.0 128.5   138   139
## cvpred        125   140   135   141  86.0  27.6  50.5  88.1 128.3   138   139
## pm2.5          21     1    19    22  17.0   3.0   4.0  25.0  29.0    29    28
## CV residual  -104  -139  -116  -119 -69.0 -24.6 -46.5 -63.1 -99.3  -109  -111
##             24097 24098 24099 24102 24109 24110 24113 24115 24118 24120 24124
## Predicted   139.5 143.9 148.8   149  68.9  62.5  53.4  85.5 141.6 141.6   147
## cvpred      139.2 143.6 148.5   149  69.2  62.9  53.8  85.7 141.5 141.5   147
## pm2.5        41.0  60.0  65.0    31  25.0  32.0  42.0  59.0 104.0 108.0   115
## CV residual -98.2 -83.6 -83.5  -118 -44.2 -30.9 -11.8 -26.7 -37.5 -33.5   -32
##             24130 24132 24146 24151 24152 24155 24160 24161 24166 24173 24176
## Predicted   121.6 110.6   151   146   140  46.8  41.5  45.4  80.3   140   139
## cvpred      121.6 110.7   150   145   140  47.2  41.8  45.7  80.4   140   139
## pm2.5        87.0 140.0   259    24    16  10.0  12.0   9.0  17.0     7    13
## CV residual -34.6  29.3   109  -121  -124 -37.2 -29.8 -36.7 -63.4  -133  -126
##             24181 24182 24183 24188 24193 24194 24197 24201 24206 24207 24217
## Predicted    46.9  40.2  25.0  61.0   124   139   144   125  63.4  63.8 141.4
## cvpred       47.3  40.6  25.4  61.2   124   138   144   125  63.7  64.1 141.2
## pm2.5         8.0  11.0  12.0  16.0    27    37    16    24  14.0  16.0 189.0
## CV residual -39.3 -29.6 -13.4 -45.2   -97  -101  -128  -101 -49.7 -48.1  47.8
##             24220 24221 24226 24230 24233 24234 24235 24236  24241 24245 24250
## Predicted   142.4 142.9 103.7  50.6  32.2  50.0  97.4  90.6 147.53 149.0 123.8
## cvpred      142.2 142.6 103.7  50.9  32.6  50.3  97.4  90.8 147.28 148.7 123.8
## pm2.5       173.0 171.0  61.0  28.0  20.0  37.0  80.0 109.0 145.00 129.0  76.0
## CV residual  30.8  28.4 -42.7 -22.9 -12.6 -13.3 -17.4  18.2  -2.28 -19.7 -47.8
##             24255 24262 24265 24267 24270 24272 24278 24279 24280 24281 24286
## Predicted    90.4 135.5 145.8 147.0   153 152.8   109   104  98.6  93.1   140
## cvpred       90.7 135.4 145.6 146.8   153 152.5   109   104  98.8  93.4   140
## pm2.5       167.0 170.0 189.0 207.0   262 215.0   237   264 263.0 227.0   343
## CV residual  76.3  34.6  43.4  60.2   109  62.5   128   160 164.2 133.6   203
##             24287 24289   24296 24297  24298 24302 24303 24310 24311 24316
## Predicted     140   135 144.795 134.4 123.03  40.0  37.3  48.9  47.7  50.8
## cvpred        140   134 144.663 134.4 123.09  40.4  37.7  49.3  48.1  51.1
## pm2.5         347   446 145.000 160.0 128.00  11.0  11.0   8.0   8.0   9.0
## CV residual   207   312   0.337  25.6   4.91 -29.4 -26.7 -41.3 -40.1 -42.1
##             24320 24322 24326 24328 24331 24335 24337 24343 24345 24349 24350
## Predicted     132  91.9  31.6  20.2  83.2  66.3 141.0   153 141.0  78.5  53.1
## cvpred        131  91.9  31.9  20.5  83.1  66.4 140.7   152 140.7  78.6  53.3
## pm2.5           9  20.0   8.0   5.0  15.0  51.0  80.0    84  82.0 185.0 139.0
## CV residual  -122 -71.9 -23.9 -15.5 -68.1 -15.4 -60.7   -68 -58.7 106.4  85.7
##             24357 24360  24364 24365 24367  24369 24370 24372  24374 24375
## Predicted   129.0 130.5 130.01 129.8   129 128.79 128.5 128.1 127.57 127.3
## cvpred      128.8 130.2 129.75 129.5   129 128.54 128.3 127.8 127.34 127.1
## pm2.5       158.0 191.0 134.00 177.0   173 125.00 123.0 152.0 132.00 143.0
## CV residual  29.2  60.8   4.25  47.5    44  -3.54  -5.3  24.2   4.66  15.9
##             24381 24383 24384 24385 24388 24392 24395 24396 24398 24400 24403
## Predicted   125.9   125   125   125   124   123   122   122   122   121   120
## cvpred      125.6   125   125   125   124   123   122   122   122   121   120
## pm2.5       214.0   248   269   256    30     9    10     8     8    17    11
## CV residual  88.4   123   144   131   -94  -114  -112  -114  -114  -104  -109
##             24406 24415 24418 24420 24421 24425 24427 24428  24432 24435 24437
## Predicted   119.8 106.5 105.8 105.3 105.1 104.1 103.6 103.4 102.39 101.7 101.2
## cvpred      119.6 106.5 105.8 105.3 105.1 104.1 103.6 103.4 102.44 101.7 101.2
## pm2.5        59.0  24.0  11.0  14.0  13.0  29.0  34.0  56.0 109.00 131.0 123.0
## CV residual -60.6 -82.5 -94.8 -91.3 -92.1 -75.1 -69.6 -47.4   6.56  29.3  21.8
##              24439 24440 24441 24443 24445  24448  24456 24460 24464 24468
## Predicted   100.68 100.4 100.2  99.7  99.2  98.49 101.67 147.5 151.4   124
## cvpred      100.75 100.5 100.3  99.8  99.3  98.58 101.73 147.3 151.2   123
## pm2.5        98.00  82.0  79.0  80.0  88.0 102.00  99.00  94.0  71.0    14
## CV residual  -2.75 -18.5 -21.3 -19.8 -11.3   3.42  -2.73 -53.3 -80.2  -109
##             24473 24475 24481 24482 24485 24490 24495 24497 24503 24504 24505
## Predicted    42.5  40.2  66.7   113   150  76.3  6.20  5.68   134 138.6 148.7
## cvpred       42.7  40.3  66.6   112   149  76.1  6.47  5.99   134 138.2 148.1
## pm2.5         7.0   9.0   7.0     8     5  22.0 11.00 13.00    59  70.0  82.0
## CV residual -35.7 -31.3 -59.6  -104  -144 -54.1  4.53  7.01   -75 -68.2 -66.1
##             24506 24511 24513 24514 24517 24521 24523 24530 24536 24537 24541
## Predicted   148.4 154.5   140 110.3 43.98  59.5  68.7 147.0 157.9 151.8  91.2
## cvpred      147.9 153.9   140 110.1 44.18  59.6  68.7 146.6 157.3 151.3  91.2
## pm2.5        85.0  71.0    34  38.0 39.00  18.0  37.0 130.0  60.0  65.0 189.0
## CV residual -62.9 -82.9  -106 -72.1 -5.18 -41.6 -31.7 -16.6 -97.3 -86.3  97.8
##             24546 24549 24552 24554 24555 24557 24559 24562 24564 24566 24575
## Predicted     104   150   156   151   151 151.3 149.6 129.7  98.9  70.4 121.1
## cvpred        104   149   155   151   150 150.8 149.1 129.5  99.0  70.6 120.9
## pm2.5         219   277   285   308   285 233.0 213.0 215.0 214.0 176.0  56.0
## CV residual   115   128   130   157   135  82.2  63.9  85.5 115.0 105.4 -64.9
##             24576 24578 24582 24583 24584 24585 24589 24591 24594 24596 24600
## Predicted     135 125.4   125 121.0 125.6 116.7 138.0 141.2 141.5   154   149
## cvpred        135 125.1   125 120.8 125.4 116.5 137.8 140.9 141.3   153   149
## pm2.5          42  43.0    55  53.0  48.0  56.0  57.0  49.0  43.0    40    41
## CV residual   -93 -82.1   -70 -67.8 -77.4 -60.5 -80.8 -91.9 -98.3  -113  -108
##             24601 24603 24606 24607 24609 24613 24622 24623 24625 24626 24633
## Predicted     148   156 124.9   119 108.1  55.5 146.9 147.4   153   153   152
## cvpred        148   156 124.6   119 107.9  55.7 146.5 146.9   152   152   152
## pm2.5          41    36  39.0    16  11.0  14.0  69.0  58.0    36    34    34
## CV residual  -107  -120 -85.6  -103 -96.9 -41.7 -77.5 -88.9  -116  -118  -118
##             24638 24639 24642 24645  24650 24653 24655 24659 24660 24663  24670
## Predicted   61.90 53.24  82.2   145 151.15 156.9 152.8 109.5 85.80  7.09 139.27
## cvpred      62.04 53.42  82.2   145 150.71 156.4 152.2 109.4 85.86  7.56 138.99
## pm2.5       59.00 60.00  41.0   125 154.00 132.0 108.0  77.0 82.00 42.00 129.00
## CV residual -3.04  6.58 -41.2   -20   3.29 -24.4 -44.2 -32.4 -3.86 34.44  -9.99
##             24673 24675 24677 24681 24684 24695 24697 24700 24704 24705 24712
## Predicted   151.0   155 145.8   140 104.1   138   147 151.7 151.7   151   136
## cvpred      150.6   155 145.4   140 104.1   137   147 151.4 151.4   151   136
## pm2.5       174.0   202  89.0    55 131.0   301   293 235.0 240.0   253   293
## CV residual  23.4    47 -56.4   -85  26.9   164   146  83.6  88.6   102   157
##             24715 24718 24719 24720 24732 24733 24734 24735 24740  24741 24745
## Predicted     142   140   134   138   108  77.8  52.9  51.0  37.2 18.496  71.1
## cvpred        142   140   134   138   108  78.0  53.2  51.3  37.5 18.729  71.0
## pm2.5         317   307   309   299   222 232.0 166.0 105.0  20.0 19.000  11.0
## CV residual   175   167   175   161   114 154.0 112.8  53.7 -17.5  0.271 -60.0
##             24747 24748 24749 24751 24756 24761 24763 24764 24765 24774 24777
## Predicted    82.8  96.6 100.7   113  71.3  72.0  94.4 102.1 109.7 132.0 127.1
## cvpred       82.7  96.4 100.4   113  71.2  71.9  94.2 101.9 109.6 131.7 126.8
## pm2.5        13.0   7.0  11.0    13   8.0  26.0  52.0  57.0  54.0  48.0  58.0
## CV residual -69.7 -89.4 -89.4  -100 -63.2 -45.9 -42.2 -44.9 -55.6 -83.7 -68.8
##             24778 24779 24781 24782 24785 24788 24789 24797 24798 24800 24801
## Predicted   126.9 117.1 111.0 105.6 101.2  75.8  94.5   138   129   143 121.8
## cvpred      126.6 116.9 110.8 105.5 101.1  75.6  94.2   138   129   142 121.4
## pm2.5        58.0  68.0  67.0  65.0   9.0  11.0  10.0    12    16    25  29.0
## CV residual -68.6 -48.9 -43.8 -40.5 -92.1 -64.6 -84.2  -126  -113  -117 -92.4
##             24806 24807 24812 24816 24817 24821 24824 24825 24826 24827 24830
## Predicted   58.59  57.0  86.0  49.6  53.1 109.4   147   145  78.4  63.4 20.45
## cvpred      58.51  56.9  85.8  49.5  53.0 108.9   146   144  78.2  63.2 20.48
## pm2.5       49.00  37.0  68.0   8.0   7.0  13.0    28    34  15.0  16.0 12.00
## CV residual -9.51 -19.9 -17.8 -41.5 -46.0 -95.9  -118  -110 -63.2 -47.2 -8.48
##             24832 24833 24834 24845 24855 24863 24867 24869 24870 24879 24881
## Predicted   16.76  5.65  41.6   152  56.2 116.4 152.8 154.0 148.4 109.9 111.0
## cvpred      16.86  5.81  41.5   151  56.3 116.1 152.2 153.4 147.9 109.7 110.8
## pm2.5       10.00 13.00  11.0    78  81.0 173.0 124.0 126.0 136.0 175.0 164.0
## CV residual -6.86  7.19 -30.5   -73  24.7  56.9 -28.2 -27.4 -11.9  65.3  53.2
##             24886 24888 24889 24890 24891 24892 24893 24894 24900  24905 24910
## Predicted   151.3 146.3   150 150.3 151.3 151.8 151.3 155.7 131.3 147.07   140
## cvpred      150.8 145.9   150 149.9 150.8 151.3 150.8 155.2 131.1 146.75   139
## pm2.5       214.0 209.0   228 212.0 206.0 199.0 210.0 194.0 205.0 156.00    10
## CV residual  63.2  63.1    78  62.1  55.2  47.7  59.2  38.8  73.9   9.25  -129
##             24912 24913 24914 24915 24917 24927 24930 24939 24943 24944 24945
## Predicted     135   132   135   127   126  96.1  83.3  43.0  28.5  27.2 20.10
## cvpred        134   132   135   127   125  96.0  83.4  43.4  29.0  27.7 20.67
## pm2.5          12    14    11    10     6  27.0  25.0  17.0  19.0  16.0 19.00
## CV residual  -122  -118  -124  -117  -119 -69.0 -58.4 -26.4 -10.0 -11.7 -1.67
##             24947 24955 24958 24959   24960 24962 24963 24966 24968 24970 24972
## Predicted    4.17 -7.98 -7.75 -3.72 -0.9319  17.4   142 131.7 151.1 124.6 100.8
## cvpred       4.93 -7.08 -6.84 -2.84 -0.0403  18.1   141 131.2 150.5 124.2 100.5
## pm2.5       26.00 36.00 40.00 32.00 38.0000  42.0    48  50.0  54.0  66.0  71.0
## CV residual 21.07 43.08 46.84 34.84 38.0403  23.9   -93 -81.2 -96.5 -58.2 -29.5
##             24974   24978  24979 24985 24986 24987 24988 24993 24995 24999
## Predicted    90.3 114.705 114.46 155.0 160.0 159.8 155.8 152.9 76.61 36.56
## cvpred       90.1 114.382 114.14 154.4 159.3 159.1 155.1 152.3 76.51 36.69
## pm2.5        77.0 114.000 109.00  99.0 114.0 132.0 106.0  95.0 85.00 31.00
## CV residual -13.1  -0.382  -5.14 -55.4 -45.3 -27.1 -49.1 -57.3  8.49 -5.69
##             25000 25001 25002 25004 25005 25007 25008 25011 25020 25022 25023
## Predicted   39.73 43.27  51.4    58  57.2  55.5  59.7  96.5  82.5  67.1  65.9
## cvpred      39.84 43.35  51.5    58  57.2  55.5  59.7  96.2  82.3  67.0  65.8
## pm2.5       32.00 40.00  32.0    39  43.0  43.0  44.0  32.0  51.0  29.0  50.0
## CV residual -7.84 -3.35 -19.5   -19 -14.2 -12.5 -15.7 -64.2 -31.3 -38.0 -15.8
##             25035 25036 25041 25047 25048 25049 25051 25053  25054  25057 25058
## Predicted   144.8   140   148 107.3  97.3 103.7 143.0 148.4 152.53 142.04 143.3
## cvpred      144.2   139   147 107.1  97.2 103.5 142.5 147.9 152.01 141.57 142.8
## pm2.5       135.0   116   118  71.0  71.0  44.0  67.0 116.0 143.00 132.00 116.0
## CV residual  -9.2   -23   -29 -36.1 -26.2 -59.5 -75.5 -31.9  -9.01  -9.57 -26.8
##             25061 25062 25066 25072 25075 25080 25081 25085 25086 25089 25093
## Predicted   147.4 147.6   145 144.0   142  98.5  96.8  70.7  68.2  56.8  33.0
## cvpred      146.9 147.2   145 143.5   142  98.2  96.5  70.4  68.0  56.7  33.1
## pm2.5       122.0 130.0   110  46.0    26  12.0  10.0   9.0  11.0   9.0  13.0
## CV residual -24.9 -17.2   -35 -97.5  -116 -86.2 -86.5 -61.4 -57.0 -47.7 -20.1
##             25097 25098 25101 25106 25107 25110 25114 25115 25117 25120 25122
## Predicted   16.43  24.4 17.99  21.9 20.78 11.61  87.5  72.3  60.0  39.3  53.1
## cvpred      16.71  24.6 18.28  22.1 21.06 11.95  87.0  71.9  59.8  39.1  53.0
## pm2.5       13.00  12.0  9.00  12.0 12.00 13.00  22.0  18.0  26.0  26.0  23.0
## CV residual -3.71 -12.6 -9.28 -10.1 -9.06  1.05 -65.0 -53.9 -33.8 -13.1 -30.0
##             25123 25127 25130 25132 25133 25137 25138 25144 25145 25148 25149
## Predicted    56.7  65.9  72.1  39.8  46.3  42.8  35.2 -8.65 -19.6 -1.71 -13.5
## cvpred       56.5  65.7  71.9  39.7  46.1  42.7  35.2 -8.35 -19.3 -1.45 -13.2
## pm2.5        34.0   8.0  12.0   8.0  14.0  10.0  14.0 12.00   8.0 11.00  18.0
## CV residual -22.5 -57.7 -59.9 -31.7 -32.1 -32.7 -21.2 20.35  27.3 12.45  31.2
##             25151 25155 25156 25159 25161 25165 25172 25174  25177  25179 25181
## Predicted   -14.8 -1.90  1.64   127 104.4  55.8 124.7 143.3 149.88 154.39 159.5
## cvpred      -14.5 -1.58  1.94   126 103.8  55.5 124.1 142.5 149.05 153.55 158.6
## pm2.5        24.0 17.00 14.00    16  23.0  27.0  49.0  81.0 144.00 162.00 171.0
## CV residual  38.5 18.58 12.06  -110 -80.8 -28.5 -75.1 -61.5  -5.05   8.45  12.4
##             25184 25185 25186 25187 25188 25190 25192 25196 25197 25208 25215
## Predicted   159.5 158.5 133.1 123.3 113.6 103.8  85.0  89.2 134.9 160.5 123.5
## cvpred      158.6 157.7 132.5 122.8 113.1 103.4  84.7  88.8 134.4 159.8 123.1
## pm2.5        85.0 103.0  83.0 112.0 146.0 191.0 227.0 122.0 113.0 170.0 182.0
## CV residual -73.6 -54.7 -49.5 -10.8  32.9  87.6 142.3  33.2 -21.4  10.2  58.9
##             25218 25224 25229 25232 25235 25236 25238 25240 25241 25242 25244
## Predicted    92.3  90.1   144 128.0 102.6 107.2  88.4  74.3  83.3 101.8 136.7
## cvpred       92.0  89.8   143 127.4 102.2 106.8  88.1  74.0  83.0 101.5 136.2
## pm2.5        17.0  18.0    35  57.0  50.0  51.0  56.0  64.0  72.0  69.0  57.0
## CV residual -75.0 -71.8  -108 -70.4 -52.2 -55.8 -32.1 -10.0 -11.0 -32.5 -79.2
##             25245  25247 25248 25249 25250 25251  25255  25256 25257 25258
## Predicted     142 137.24 136.7 136.3 151.4 152.9 152.64 158.02 151.6 140.1
## cvpred        141 136.62 136.1 135.7 150.7 152.1 151.89 157.22 150.9 139.6
## pm2.5          93 135.00 157.0 179.0 171.0 180.0 154.00 167.00 164.0 168.0
## CV residual   -48  -1.62  20.9  43.3  20.3  27.9   2.11   9.78  13.1  28.4
##             25259 25264 25265 25269 25272 25277 25278 25281 25287  25319  25320
## Predicted     126 109.8 110.8  75.1  67.1  69.2  72.7 116.3  61.9 147.01 152.14
## cvpred        126 109.5 110.5  74.8  66.8  69.0  72.5 115.7  61.6 146.33 151.42
## pm2.5         179 156.0 153.0  11.0   7.0   6.0  12.0  22.0  22.0 141.00 153.00
## CV residual    53  46.5  42.5 -63.8 -59.8 -63.0 -60.5 -93.7 -39.6  -5.33   1.58
##             25323 25324 25329 25331 25334 25335 25339 25343 25349 25350 25352
## Predicted     148   148   158   135 106.2  96.4   141   151   157   151 149.9
## cvpred        147   148   157   135 105.9  96.1   141   150   156   151 149.3
## pm2.5         164   248   305   280 183.0 196.0   269   338   359   318 236.0
## CV residual    17   100   148   145  77.1  99.9   128   188   203   167  86.7
##             25354 25356 25357 25366 25370 25373 25376 25378 25381 25386 25388
## Predicted   144.8 132.8 124.7  54.7 105.5   129   138  93.8  67.0  69.8 86.90
## cvpred      144.2 132.3 124.3  54.3 104.8   128   138  93.2  66.6  69.4 86.44
## pm2.5       226.0  84.0  33.0   6.0  16.0    12    21  27.0  30.0  49.0 85.00
## CV residual  81.8 -48.3 -91.3 -48.3 -88.8  -116  -117 -66.2 -36.6 -20.4 -1.44
##             25390  25391 25395 25396 25399 25400 25404 25411 25414 25417 25420
## Predicted    98.6  97.74 156.4   156 156.6 161.8 105.1 117.5 154.4   149   153
## cvpred       98.1  97.25 155.4   155 155.7 160.8 104.6 116.9 153.6   148   153
## pm2.5       105.0 100.00 123.0   131 177.0 148.0  84.0 202.0 209.0   326   413
## CV residual   6.9   2.75 -32.4   -24  21.3 -12.8 -20.6  85.1  55.4   178   260
##             25422 25428 25431 25438 25440 25447 25448 25452 25461 25471 25472
## Predicted     149  91.5  49.9  93.5 106.6  75.2  74.1  39.8  67.4 141.7 147.9
## cvpred        148  91.1  49.7  92.9 105.9  74.7  73.6  39.6  67.0 140.9 146.9
## pm2.5         329 109.0  14.0  13.0  32.0  15.0  15.0  11.0  44.0 182.0 184.0
## CV residual   181  17.9 -35.7 -79.9 -73.9 -59.7 -58.6 -28.6 -23.0  41.1  37.1
##             25478 25481 25482 25483 25484 25488 25491 25492 25499 25503 25506
## Predicted     113   119   139   138   148  31.7 44.41  55.2  38.5 20.62 24.60
## cvpred        112   119   138   138   148  31.4 44.15  55.0  38.3 20.62 24.65
## pm2.5         230   241   245   247   276  73.0 53.00  37.0  23.0 11.00 19.00
## CV residual   118   122   107   109   128  41.6  8.85 -18.0 -15.3 -9.62 -5.65
##             25508 25510 25512 25521 25523 25525 25530 25535 25537 25538 25541
## Predicted    61.7  89.8 118.6 145.4 111.7  56.8  80.8 142.5 136.8   136   102
## cvpred       61.5  89.2 117.8 144.6 111.1  56.4  80.2 141.6 135.9   135   101
## pm2.5        18.0  24.0  43.0  76.0  58.0  38.0  49.0  79.0 167.0   152    31
## CV residual -43.5 -65.2 -74.8 -68.6 -53.1 -18.4 -31.2 -62.6  31.1    17   -70
##             25542 25543 25548 25550 25552 25557 25559 25562 25563 25568 25571
## Predicted    91.4  89.9  62.9  46.3  39.7  99.4  98.6 122.3   131   144 115.2
## cvpred       90.7  89.2  62.4  45.9  39.3  98.5  97.8 121.4   130   143 114.4
## pm2.5        24.0  17.0  18.0  16.0   9.0  20.0  45.0  46.0    37    57 101.0
## CV residual -66.7 -72.2 -44.4 -29.9 -30.3 -78.5 -52.8 -75.4   -93   -86 -13.4
##             25572   25574 25575 25576 25577 25581 25585 25586 25587 25588
## Predicted   114.7 107.340 105.5 112.9 121.1   142 161.0 160.8 166.2 165.9
## cvpred      113.9 106.632 104.8 112.3 120.4   141 160.1 159.8 165.1 164.9
## pm2.5       117.0 107.000  90.0  78.0  76.0    97 128.0 129.0 132.0 151.0
## CV residual   3.1   0.368 -14.8 -34.3 -44.4   -44 -32.1 -30.8 -33.1 -13.9
##              25590 25591 25601 25604 25609 25611 25613 25614 25616 25617 25620
## Predicted   161.78 166.2   149   152   161   160   159   150 103.3  86.9  57.7
## cvpred      160.75 165.1   148   151   160   159   158   149 102.6  86.4  57.4
## pm2.5       166.00 155.0   332   277   322   327    36     9  12.0  12.0  15.0
## CV residual   5.25 -10.1   184   126   162   168  -122  -140 -90.6 -74.4 -42.4
##             25621 25624 25626 25627 25638 25643 25649 25650 25651 25653 25655
## Predicted    46.3  40.1  50.6  48.7 150.1 132.0  89.8 113.2  94.4 143.2 118.2
## cvpred       46.0  39.9  50.3  48.4 149.1 131.2  89.2 112.5  93.8 142.3 117.4
## pm2.5        20.0  14.0  11.0  14.0 102.0  71.0 138.0 128.0 138.0 123.0  50.0
## CV residual -26.0 -25.9 -39.3 -34.4 -47.1 -60.2  48.8  15.5  44.2 -19.3 -67.4
##             25658 25661 25662 25665 25666 25667 25669 25673 25676 25680 25681
## Predicted     145  98.2  91.6  83.4  76.7  70.6  50.1  39.8  59.2   138   137
## cvpred        144  97.5  91.0  82.8  76.1  70.0  49.6  39.4  58.7   137   136
## pm2.5          35   9.0   9.0   9.0   9.0   9.0   9.0   7.0   9.0    29    26
## CV residual  -109 -88.5 -82.0 -73.8 -67.1 -61.0 -40.6 -32.4 -49.7  -108  -110
##             25686 25692 25694 25696 25697 25698 25699 25702 25714 25718 25719
## Predicted   123.1 124.9 100.5  91.6  96.3 101.2 124.4 141.3 112.8  73.7  63.2
## cvpred      122.1 124.1  99.8  90.9  95.5 100.4 123.5 140.3 111.9  73.1  62.7
## pm2.5        49.0  83.0  44.0  39.0  54.0  78.0  95.0 144.0  35.0  50.0  95.0
## CV residual -73.1 -41.1 -55.8 -51.9 -41.5 -22.4 -28.5   3.7 -76.9 -23.1  32.3
##             25729 25731 25732 25736 25741  25744 25749 25750 25758 25760 25761
## Predicted    67.6  63.7  61.5  58.2 22.46 14.601 22.86  30.8 11.31  27.9    26
## cvpred       66.9  63.0  60.8  57.6 22.17 14.426 22.67  30.6 11.26  27.8    26
## pm2.5        16.0   9.0   9.0  11.0 16.00 14.000 15.00  14.0 13.00  16.0    15
## CV residual -50.9 -54.0 -51.8 -46.6 -6.17 -0.426 -7.67 -16.6  1.74 -11.8   -11
##             25763 25771 25777 25780 25788 25790 25791 25792 25793 25794 25795
## Predicted   -2.32  98.9   116 108.1 103.0 103.9 107.4 107.0 106.5 119.3 134.5
## cvpred      -2.14  98.1   115 107.3 102.3 103.2 106.8 106.3 105.8 118.5 133.6
## pm2.5       19.00  27.0    37  29.0  68.0  75.0  82.0  96.0  92.0  80.0  97.0
## CV residual 21.14 -71.1   -78 -78.3 -34.3 -28.2 -24.8 -10.3 -13.8 -38.5 -36.6
##             25796 25803 25819 25821  25833 25841 25843 25844 25846 25847 25848
## Predicted   133.5 149.4 131.7 135.4 151.91   158   153   153   159   159   159
## cvpred      132.6 148.3 130.9 134.6 151.12   157   152   152   158   158   158
## pm2.5       104.0 200.0 179.0 146.0 149.00   284   289   281   287   290   259
## CV residual -28.6  51.7  48.1  11.4  -2.12   127   137   129   129   132   101
##             25850 25851 25854 25857 25863 25870 25872 25888 25889 25891 25894
## Predicted     159   159 158.0 151.4 137.9   133 144.8 121.2   125 151.4 161.0
## cvpred        158   158 157.2 150.7 137.2   132 144.1 120.9   125 150.7 160.3
## pm2.5         274   281 247.0 235.0 196.0   212 217.0 197.0   204 199.0 225.0
## CV residual   116   123  89.8  84.3  58.8    80  72.9  76.1    79  48.3  64.7
##             25896 25897 25898 25910 25912 25915 25919 25922 25923 25925 25929
## Predicted   160.9 155.5   155   150   145   146   156   151   159 157.6 150.3
## cvpred      160.2 154.8   154   149   144   146   155   150   158 156.9 149.6
## pm2.5       221.0 192.0   256   305   284   290   309   284   262 243.0  91.0
## CV residual  60.8  37.2   102   156   140   144   154   134   104  86.1 -58.6
##             25934 25935 25939 25941  25943 25950 25956 25959 25961 25963 25964
## Predicted   137.5 153.6 153.6 153.6 157.41   124  97.0  85.5  82.7  70.0  73.2
## cvpred      136.8 152.8 152.8 152.8 156.61   123  96.5  85.1  82.3  69.6  72.7
## pm2.5        70.0  72.0 101.0 115.0 155.00    20  13.0  16.0  22.0  22.0  22.0
## CV residual -66.8 -80.8 -51.8 -37.8  -1.61  -103 -83.5 -69.1 -60.3 -47.6 -50.7
##             25965 25971 25972 25973 25975 25983 25984 25986 25987 25989 25990
## Predicted    66.8  81.8  81.0   123   123 101.0 101.5 120.6 116.4 124.9 133.2
## cvpred       66.4  81.3  80.5   122   122 100.3 100.8 119.7 115.6 124.1 132.4
## pm2.5        17.0  22.0  16.0    18    13  24.0  25.0  53.0  69.0  78.0  81.0
## CV residual -49.4 -59.3 -64.5  -104  -109 -76.3 -75.8 -66.7 -46.6 -46.1 -51.4
##             25991 25994 25995 25997 26000 26002 26006 26011 26014 26015 26017
## Predicted   132.4 148.6 149.1   143 143.5 142.3 132.0 157.4 157.4   157   149
## cvpred      131.5 147.6 148.1   142 142.5 141.3 131.2 156.4 156.4   156   148
## pm2.5        90.0 114.0 124.0   166 199.0 158.0 186.0 245.0 256.0   290   244
## CV residual -41.5 -33.6 -24.1    24  56.5  16.7  54.8  88.6  99.6   134    96
##             26018 26020 26021 26022 26026 26028 26029 26030 26032 26034 26036
## Predicted   155.8 158.9 154.0   153 152.3 150.8 145.4   140   145   146 148.9
## cvpred      154.8 157.8 152.9   152 151.3 149.9 144.6   139   145   145 148.1
## pm2.5       244.0 217.0 244.0   267 187.0 175.0 208.0   244   246   308 229.0
## CV residual  89.2  59.2  91.1   115  35.7  25.1  63.4   105   101   163  80.9
##             26037 26038 26040 26041 26047 26055 26059 26065 26067 26069 26076
## Predicted   159.5   164   160   160   161  99.2  90.7   117   128 120.9  92.6
## cvpred      158.6   163   159   159   160  98.7  90.1   116   127 119.9  91.9
## pm2.5       218.0   229   314   315   299  29.0  23.0    16    21  22.0  25.0
## CV residual  59.4    66   155   156   139 -69.7 -67.1  -100  -106 -97.9 -66.9
##             26079 26080 26081 26087 26088 26094 26230 26232 26233 26236 26238
## Predicted   103.2  96.4  99.0  79.4  76.4  64.2 144.2   160   159 118.4 107.5
## cvpred      102.5  95.7  98.4  78.7  75.6  63.5 143.5   159   159 117.7 106.7
## pm2.5        32.0  32.0  34.0  15.0  12.0  12.0 191.0   288   284  71.0  15.0
## CV residual -70.5 -63.7 -64.4 -63.7 -63.6 -51.5  47.5   129   125 -46.7 -91.7
##             26241 26243 26245 26246 26247 26249 26251 26252 26254 26259 26261
## Predicted    90.7  80.6  69.7  67.1  55.2  54.9  64.4  54.4 103.4 103.3  90.3
## cvpred       89.9  80.0  69.2  66.6  54.8  54.5  64.0  54.0 102.5 102.4  89.6
## pm2.5        16.0  17.0  16.0  15.0  13.0  11.0  20.0  14.0  15.0  11.0  11.0
## CV residual -73.9 -63.0 -53.2 -51.6 -41.8 -43.5 -44.0 -40.0 -87.5 -91.4 -78.6
##             26264 26266 26271 26272 26276 26281 26282 26283  26284 26297 26298
## Predicted    86.8  88.4  53.8  47.2  66.6 147.0 152.6 153.1 153.61  85.3  94.3
## cvpred       86.1  87.8  53.4  46.9  66.2 145.9 151.4 151.9 152.36  84.7  93.7
## pm2.5        14.0  18.0  17.0  16.0  19.0  97.0  95.0 131.0 147.00  54.0  78.0
## CV residual -72.1 -69.8 -36.4 -30.9 -47.2 -48.9 -56.4 -20.9  -5.36 -30.7 -15.7
##             26303 26305 26307 26309 26310 26312 26314 26317 26318 26320 26323
## Predicted     149   141   146   147   156   120  99.7  65.3  68.2  59.9  59.9
## cvpred        148   141   145   146   155   120  98.9  64.7  67.6  59.3  59.3
## pm2.5          45    35    32    16    15     9  14.0  10.0  16.0  15.0  15.0
## CV residual  -103  -106  -113  -130  -140  -111 -84.9 -54.7 -51.6 -44.3 -44.3
##             26329 26331 26335 26336 26338 26339 26343 26346 26349 26351 26352
## Predicted    63.1  59.2  56.6  54.4  43.8  31.2 13.44  4.98  3.26  8.12  10.1
## cvpred       62.4  58.5  55.9  53.8  43.3  30.8 13.28  4.92  3.20  8.05  10.0
## pm2.5        19.0  19.0  17.0  15.0  15.0  15.0 20.00 25.00 20.00 21.00  27.0
## CV residual -43.4 -39.5 -38.9 -38.8 -28.3 -15.8  6.72 20.08 16.80 12.95  17.0
##             26354 26356 26359 26360 26361 26362 26364 26365 26366 26370 26379
## Predicted   -3.86 -2.90   108   116 112.7  97.4  91.3  86.4  85.6 101.1   142
## cvpred      -3.84 -2.88   107   115 111.5  96.4  90.3  85.5  84.8 100.2   141
## pm2.5       21.00 18.00    13    13  17.0  22.0  26.0  26.0  18.0  18.0    35
## CV residual 24.84 20.88   -94  -102 -94.5 -74.4 -64.3 -59.5 -66.8 -82.2  -106
##             26380 26382 26387  26393 26395  26396   26397 26399 26401 26402
## Predicted   146.4 134.5  99.7 79.990 114.8 119.55 133.324   148 153.4 145.1
## cvpred      145.1 133.3  98.9 79.226 113.8 118.53 132.252   147 152.1 143.9
## pm2.5        58.0  62.0  39.0 79.000  94.0 113.00 132.000   205 198.0 176.0
## CV residual -87.1 -71.3 -59.9 -0.226 -19.8  -5.53  -0.252    58  45.9  32.1
##             26406 26409 26413 26414 26416 26417 26418 26422 26429 26430 26431
## Predicted     127 103.6  78.7  72.3  60.0  64.7  79.1 117.5   146   145   139
## cvpred        126 102.6  78.0  71.6  59.5  64.1  78.4 116.5   145   144   138
## pm2.5          30  29.0  39.0  38.0  37.0  36.0  41.0  73.0    40    39    30
## CV residual   -96 -73.6 -39.0 -33.6 -22.5 -28.1 -37.4 -43.5  -105  -105  -108
##             26432 26438 26443 26447 26451 26456 26458 26461  26462 26463 26465
## Predicted     138  87.6  98.6   146 152.0 143.7 125.4 109.9 100.03  76.6  77.5
## cvpred        137  86.9  97.9   145 150.8 142.6 124.5 109.2  99.35  76.0  76.9
## pm2.5          32  70.0 204.0   413 173.0  88.0  71.0  89.0 102.00 113.0  33.0
## CV residual  -105 -16.9 106.1   268  22.2 -54.6 -53.5 -20.2   2.65  37.0 -43.9
##             26467 26469 26470 26476 26478 26481 26482 26484 26485 26490 26492
## Predicted   115.7 135.2 140.1   145   162 155.0 148.6  97.9  81.7  64.2  91.8
## cvpred      114.9 134.3 139.1   144   160 153.9 147.6  97.1  81.1  63.6  91.0
## pm2.5       150.0 194.0 233.0   326   365 159.0 170.0  19.0  20.0  16.0  18.0
## CV residual  35.1  59.7  93.9   182   205   5.1  22.4 -78.1 -61.1 -47.6 -73.0
##             26497 26499 26508 26509 26511 26515 26519 26522 26525 26526 26527
## Predicted   111.2   109  93.8  92.8  53.8  95.7 136.2   152 152.5 151.7 150.4
## cvpred      110.1   108  93.0  92.0  53.3  94.9 135.2   151 151.3 150.4 149.2
## pm2.5        23.0    22  48.0  59.0  72.0  75.0  63.0   304 179.0 162.0 111.0
## CV residual -87.1   -86 -45.0 -33.0  18.7 -19.9 -72.2   153  27.7  11.6 -38.2
##             26534 26535 26536 26538 26541 26545 26546 26549 26550 26551 26552
## Predicted   119.1 127.3 126.9   145   154   161   156   155   155   154   154
## cvpred      118.3 126.6 126.1   144   153   160   155   154   154   154   153
## pm2.5        97.0 111.0 167.0   395   421   434   425   402   429   408   456
## CV residual -21.3 -15.6  40.9   251   268   274   270   248   275   254   303
##             26556 26558 26563 26564 26571 26574 26577 26580 26581 26583 26586
## Predicted     144   135 135.5   141   165   165   162   137   137   134   148
## cvpred        143   135 134.7   140   164   163   160   136   136   133   147
## pm2.5         377   343 216.0   291   442   287   278   383   472   529   810
## CV residual   234   208  81.3   151   278   124   118   247   336   396   663
##             26587 26590 26593 26598 26600 26602 26611 26613 26617 26618 26620
## Predicted     154   163   162   160   149   142   155   152   158   163   167
## cvpred        153   161   161   159   148   141   154   151   157   162   166
## pm2.5         776   852   744   673   475   288   334   333   309   298   523
## CV residual   623   691   583   514   327   147   180   182   152   136   357
##             26623 26624 26625 26626 26629 26631 26632 26634 26641 26645 26646
## Predicted     159   154   158   155   145   133   132   145 140.6 139.4   138
## cvpred        158   153   157   154   144   133   132   144 139.8 138.6   137
## pm2.5         328   308   358   296   335   307   271   277 151.0  61.0    71
## CV residual   170   155   201   142   191   174   139   133  11.2 -77.6   -66
##             26648 26651 26652 26658 26661 26662 26664 26666 26669 26671 26673
## Predicted   141.3 139.1 137.8 145.4 161.6 162.3 163.0 157.5 115.9 113.7 163.8
## cvpred      140.5 138.4 137.2 144.6 160.6 161.2 161.9 156.5 115.1 112.9 162.7
## pm2.5        74.0  79.0  69.0 134.0 183.0 181.0 227.0 189.0  46.0  35.0  82.0
## CV residual -66.5 -59.4 -68.2 -10.6  22.4  19.8  65.1  32.5 -69.1 -77.9 -80.7
##             26677 26681 26683 26684 26688 26690 26691 26697 26699 26700 26705
## Predicted   104.0  84.4   110   119 121.6   130   126 119.4 102.0  95.0 65.49
## cvpred      103.4  83.8   109   118 120.6   129   125 118.5 101.3  94.4 65.01
## pm2.5       194.0  45.0   227   219  28.0    25    24  33.0  34.0  38.0 71.00
## CV residual  90.6 -38.8   118   101 -92.6  -104  -101 -85.5 -67.3 -56.4  5.99
##             26708  26709 26711 26714 26715 26717 26728 26732 26733 26735 26737
## Predicted   105.1 104.63 139.1   155 155.2 150.9  88.2   128   138   148   142
## cvpred      104.5 103.98 138.2   154 154.1 149.8  87.6   127   137   147   141
## pm2.5        86.0 107.00 208.0   283 214.0 231.0 176.0   448   485   573   412
## CV residual -18.5   3.02  69.8   129  59.9  81.2  88.4   321   348   426   271
##             26740 26745 26750 26752 26755  26757 26760 26762 26763 26765 26767
## Predicted     139 158.6 106.2  91.3 131.0 120.96 119.9 114.9 122.9 127.7 150.8
## cvpred        138 157.6 105.6  90.8 130.2 120.29 119.2 114.2 122.2 126.9 149.9
## pm2.5         253 237.0 201.0  76.0  85.0 115.00  72.0  91.0  69.0  53.0  64.0
## CV residual   115  79.4  95.4 -14.8 -45.2  -5.29 -47.2 -23.2 -53.2 -73.9 -85.9
##             26769 26771 26779 26782 26784  26787 26788 26791  26792 26795 26797
## Predicted   159.5 157.7 158.8 153.4 158.8 158.28 158.8 157.3 157.20 148.1 122.9
## cvpred      158.6 156.8 157.9 152.6 157.9 157.44 157.9 156.5 156.32 147.4 122.3
## pm2.5        87.0  80.0 142.0 156.0 169.0 156.00 198.0 187.0 154.00 159.0 156.0
## CV residual -71.6 -76.8 -15.9   3.4  11.1  -1.44  40.1  30.5  -2.32  11.6  33.7
##             26801 26807 26819 26824 26829 26831 26833 26837 26838 26842 26843
## Predicted   114.8 155.6   164   153   160   154   165   161   156   160   160
## cvpred      114.3 154.7   163   152   159   153   164   160   155   159   159
## pm2.5        72.0 179.0    48   326   398   412   453   411   424   388   401
## CV residual -42.3  24.3  -115   174   239   259   289   251   269   229   242
##             26844 26845 26846 26847 26849 26854 26856 26860 26862 26863 26869
## Predicted     155   155   154   153   152   167   135 100.7 108.0 112.3  54.9
## cvpred        154   154   154   152   151   166   134 100.1 107.4 111.6  54.6
## pm2.5         402   396   395   392   301   399   398  18.0  16.0  12.0  12.0
## CV residual   248   242   241   240   150   233   264 -82.1 -91.4 -99.6 -42.6
##             26872 26874 26877 26883 26884 26886 26889 26890 26891 26893 26896
## Predicted    43.3  65.7  91.7 132.7 137.4 142.4 126.7 115.6 109.6  92.8 100.3
## cvpred       43.1  65.3  90.9 131.6 136.2 141.2 125.7 114.7 108.7  92.0  99.6
## pm2.5        13.0  14.0  30.0  47.0  46.0  47.0  48.0  40.0  50.0  53.0  84.0
## CV residual -30.1 -51.3 -60.9 -84.6 -90.2 -94.2 -77.7 -74.7 -58.7 -39.0 -15.6
##             26898 26901 26903 26906 26908 26909 26912 26915  26917 26919 26920
## Predicted   119.6   144 149.5 159.8 164.8 160.4 159.3 133.2 117.33 102.2 106.1
## cvpred      118.8   143 148.5 158.6 163.6 159.2 158.1 132.4 116.62 101.6 105.5
## pm2.5        73.0   130 118.0 174.0 186.0 189.0 138.0  96.0 122.00 198.0 162.0
## CV residual -45.8   -13 -30.5  15.4  22.4  29.8 -20.1 -36.4   5.38  96.4  56.5
##             26922 26923 26925 26928 26929 26933 26934 26936 26937 26942 26945
## Predicted   120.0   134 146.1 156.4 151.3   159 163.3   162   162   159   149
## cvpred      119.3   133 145.3 155.4 150.4   158 162.2   161   161   158   148
## pm2.5       172.0   195 174.0 179.0 229.0   293 258.0   312   310   321   320
## CV residual  52.7    62  28.7  23.6  78.6   135  95.8   151   149   163   172
##             26947 26948 26952 26953 26956 26958 26960 26961 26963 26965 26970
## Predicted     154   154   154   154   160   160   160   154   148   132   137
## cvpred        153   153   154   153   159   159   159   153   147   131   136
## pm2.5         300   314   318   340   369   364   362   369   348   367   490
## CV residual   147   161   164   187   210   205   203   216   201   236   354
##             26983 26985 26987 26990 26996 27009 27010 27011 27014 27015 27016
## Predicted     160   160   164   159   155   159   153   153   158   153   153
## cvpred        159   159   163   158   154   158   152   152   157   152   153
## pm2.5         526   438   462   463   389   275   287   302   286   297   288
## CV residual   367   279   299   305   235   117   135   150   129   145   135
##             27017 27021 27025 27028 27029 27030 27031 27033 27034 27035 27036
## Predicted     154   153   154 153.4 153.6 153.4   154 158.0 162.4 156.7 157.3
## cvpred        153   152   153 152.6 152.8 152.6   153 157.2 161.6 155.9 156.5
## pm2.5         281   199   311 205.0 181.0 213.0   208 183.0 178.0 178.0 169.0
## CV residual   128    47   158  52.4  28.2  60.4    55  25.8  16.4  22.1  12.5
##             27038 27039  27040 27042 27044 27047 27052 27053 27054 27056 27058
## Predicted   161.4 161.7 161.41 161.4 159.9 152.6 164.4 151.9   137   140   126
## cvpred      160.6 160.9 160.64 160.6 159.2 151.9 163.5 151.1   136   139   125
## pm2.5       174.0 172.0 157.00 147.0 144.0 129.0  98.0  53.0    26    21    14
## CV residual  13.4  11.1  -3.64 -13.6 -15.2 -22.9 -65.5 -98.1  -110  -118  -111
##             27060 27061 27063 27064 27068 27075 27077 27078 27084 27087 27090
## Predicted   105.8 100.8  88.4  77.3  93.6 108.3   135   145  93.7  79.0  83.3
## cvpred      105.2 100.2  87.9  76.8  92.9 107.5   134   144  93.0  78.5  82.7
## pm2.5        20.0  24.0  19.0  21.0  23.0   9.0    16    15  50.0  51.0  57.0
## CV residual -85.2 -76.2 -68.9 -55.8 -69.9 -98.5  -118  -129 -43.0 -27.5 -25.7
##             27094 27096 27097 27104 27105 27106 27113 27114 27119 27121 27122
## Predicted   126.2 136.6 141.2 163.2 162.9 162.4 161.9 161.7 157.8   162 165.4
## cvpred      125.5 135.8 140.4 162.3 162.1 161.6 161.1 160.9 156.9   161 164.4
## pm2.5        84.0  90.0 114.0 126.0 126.0 138.0 228.0 227.0 233.0   215 217.0
## CV residual -41.5 -45.8 -26.4 -36.3 -36.1 -23.6  66.9  66.1  76.1    54  52.6
##             27127 27130 27137 27138 27142 27152 27156 27158 27172 27173 27178
## Predicted     126 115.1  90.0 109.0   121 142.0   148 157.5 161.8 162.4 159.3
## cvpred        125 114.3  89.4 108.4   120 141.3   147 156.7 160.8 161.3 158.4
## pm2.5          14  18.0  22.0  27.0    32  72.0    80  90.0 234.0 229.0 203.0
## CV residual  -111 -96.3 -67.4 -81.4   -88 -69.3   -67 -66.7  73.2  67.7  44.6
##             27179 27185 27187 27189 27190 27192 27195 27198 27206 27208 27216
## Predicted   152.9  61.2  63.1  64.0  61.3  58.0  66.7   128  75.5  84.3 101.0
## cvpred      152.1  60.7  62.5  63.3  60.6  57.3  66.1   126  74.7  83.5 100.1
## pm2.5       188.0  10.0   5.0   9.0  12.0   9.0   7.0     9  13.0  10.0  27.0
## CV residual  35.9 -50.7 -57.5 -54.3 -48.6 -48.3 -59.1  -117 -61.7 -73.5 -73.1
##             27217 27219 27220 27221 27222 27228 27234 27237  27238 27241 27243
## Predicted    95.3  98.7   117   126   130  90.6 104.3 129.5 143.88 139.4 138.4
## cvpred       94.3  97.7   116   125   128  89.8 103.6 128.6 142.88 138.4 137.4
## pm2.5        15.0  12.0     9    13    11  15.0  66.0 174.0 152.00 108.0 111.0
## CV residual -79.3 -85.7  -107  -112  -117 -74.8 -37.6  45.4   9.12 -30.4 -26.4
##             27256 27257 27258 27261 27262 27265 27266 27267 27269 27270 27272
## Predicted    89.0  84.1  98.5   117   132  94.8   107 125.2 102.3  97.0  94.6
## cvpred       88.5  83.6  97.9   116   132  94.1   107 124.3 101.5  96.3  93.8
## pm2.5       163.0 156.0 161.0   282   428  71.0   419 209.0  78.0  23.0  10.0
## CV residual  74.5  72.4  63.1   166   296 -23.1   312  84.7 -23.5 -73.3 -83.8
##             27274 27275 27277 27278 27279 27281 27282 27289 27290 27293 27296
## Predicted    91.1  84.7  67.3  61.6  51.9  49.9  71.7 118.4 107.1   125 131.3
## cvpred       90.4  84.0  66.8  61.1  51.5  49.4  71.2 117.5 106.2   124 130.3
## pm2.5        20.0  25.0  16.0  20.0  14.0  16.0  16.0  55.0  36.0    21  46.0
## CV residual -70.4 -59.0 -50.8 -41.1 -37.5 -33.4 -55.2 -62.5 -70.2  -103 -84.3
##             27297 27298 27300 27301 27313 27315 27317 27318 27320 27323 27325
## Predicted   115.8   110 133.2   128 147.1 152.1 156.6 157.9 163.3 135.4  56.2
## cvpred      114.9   109 132.4   127 146.2 151.2 155.7 156.9 162.2 134.6  55.8
## pm2.5        23.0    24  43.0    59  67.0  78.0 129.0 132.0 138.0  83.0  94.0
## CV residual -91.9   -85 -89.4   -68 -79.2 -73.2 -26.7 -24.9 -24.2 -51.6  38.2
##             27330 27333 27335 27336 27338 27341 27343 27344 27346 27347 27356
## Predicted    70.1 102.9 115.0 141.2 150.0   166   162   167   160   154   139
## cvpred       69.6 102.3 114.5 140.4 149.2   165   161   166   159   154   138
## pm2.5       115.0 162.0 183.0 190.0 229.0   267   290   304   326   352   312
## CV residual  45.4  59.7  68.5  49.6  79.8   102   129   138   167   198   174
##             27359 27360 27364 27367 27368 27370 27373 27374 27377 27378 27380
## Predicted     148   160 105.7 101.3  95.6  88.0  42.8  32.1  44.7  44.4  90.0
## cvpred        147   159 105.1 100.7  95.0  87.5  42.4  31.8  44.2  44.0  89.4
## pm2.5         344   384 143.0   9.0  11.0  13.0   9.0   7.0  18.0  16.0  22.0
## CV residual   197   225  37.9 -91.7 -84.0 -74.5 -33.4 -24.8 -26.2 -28.0 -67.4
##             27384 27385 27386 27388 27394 27395 27397 27399 27401 27406 27408
## Predicted    94.2 108.5  97.9  96.4  96.4  73.2  52.7 82.16  88.5 112.8 116.9
## cvpred       93.5 107.7  97.1  95.7  95.7  72.6  52.2 81.68  88.0 112.1 116.2
## pm2.5       197.0  48.0  17.0  15.0  16.0  11.0  27.0 75.00  54.0  66.0  77.0
## CV residual 103.5 -59.7 -80.1 -80.7 -79.7 -61.6 -25.2 -6.68 -34.0 -46.1 -39.2
##             27415 27420 27422 27423 27424 27425 27427 27435 27436 27441 27445
## Predicted   139.1 135.1 119.7 119.2 113.6 122.2 129.8   157 161.4   158  63.1
## cvpred      138.2 134.4 119.1 118.6 113.1 121.7 129.2   157 160.6   158  62.7
## pm2.5        81.0 121.0 139.0 144.0 149.0 159.0 167.0   296 220.0   276  74.0
## CV residual -57.2 -13.4  19.9  25.4  35.9  37.3  37.8   139  59.4   118  11.3
##             27446 27448 27449 27450 27453 27459 27460 27462 27463 27464 27465
## Predicted    34.1 21.42  29.5  32.3  75.8 101.5   106   114   114   125   119
## cvpred       33.8 21.19  29.2  32.0  75.2 100.8   105   114   113   124   118
## pm2.5        22.0 13.00  12.0  11.0  20.0  14.0    10    11    12    15    13
## CV residual -11.8 -8.19 -17.2 -21.0 -55.2 -86.8   -95  -103  -101  -109  -105
##             27466 27468 27469 27470 27471 27475 27477 27478 27482 27493 27494
## Predicted    95.1  71.5  61.5  47.1  56.5  70.9  78.7  96.4  88.0  55.4  41.2
## cvpred       94.5  71.0  61.0  46.7  56.0  70.3  78.1  95.7  87.3  54.9  40.6
## pm2.5        16.0  18.0  19.0  23.0  34.0  52.0  46.0  13.0   6.0  18.0  30.0
## CV residual -78.5 -53.0 -42.0 -23.7 -22.0 -18.3 -32.1 -82.7 -81.3 -36.9 -10.6
##             27496 27497 27499 27504 27506 27508 27509 27511 27512  27515 27520
## Predicted   50.63  58.8  88.5 123.4 126.8 137.1 154.5 154.3 155.2 125.60  50.7
## cvpred      50.16  58.3  87.9 122.6 126.1 136.2 153.4 153.2 154.1 124.89  50.4
## pm2.5       41.00  39.0  45.0  90.0  73.0  63.0  65.0 104.0 109.0 126.00  68.0
## CV residual -9.16 -19.3 -42.9 -32.6 -53.1 -73.2 -88.4 -49.2 -45.1   1.11  17.6
##             27528 27530  27535  27536 27537 27538 27539 27541 27542 27545 27549
## Predicted   116.6 125.7 150.95 150.46 150.0 149.5 149.3 138.2 139.0   123   149
## cvpred      115.7 124.8 150.15 149.67 149.2 148.7 148.5 137.6 138.3   122   148
## pm2.5        76.0  67.0 153.00 153.00 162.0 171.0 186.0 200.0 212.0   250   278
## CV residual -39.7 -57.8   2.85   3.33  12.8  22.3  37.5  62.4  73.7   128   130
##             27552 27553 27554 27556 27557 27562 27565   27571 27574 27577 27583
## Predicted     156   160   162   155 142.7  62.0  24.5 17.1740  91.3 129.6 144.3
## cvpred        155   159   161   154 141.9  61.6  24.2 16.9139  90.6 128.7 143.2
## pm2.5         332   339   322   266 219.0  10.0  14.0 17.0000  41.0  94.0  73.0
## CV residual   177   180   161   112  77.1 -51.6 -10.2  0.0861 -49.6 -34.7 -70.2
##             27594 27597 27601 27603 27604 27606 27610 27615 27617 27618 27623
## Predicted    43.8   108   112   126   135   142   134   104   109   109   128
## cvpred       43.6   107   111   125   135   141   134   104   109   109   128
## pm2.5       163.0   243   426   417   372   287   282   320   318   313   386
## CV residual 119.4   136   315   292   237   146   148   216   209   204   258
##             27624 27626 27627 27629 27631  27635 27638 27639 27640  27641
## Predicted     139 149.1 148.3 143.1 138.1 131.76 152.9 157.0 156.7 155.80
## cvpred        138 148.3 147.5 142.4 137.5 131.13 152.1 156.3 155.9 155.05
## pm2.5         383 226.0 222.0 207.0 183.0 137.00 118.0 128.0 143.0 153.00
## CV residual   245  77.7  74.5  64.6  45.5   5.87 -34.1 -28.3 -12.9  -2.05
##              27642 27644 27645   27646 27648   27653 27654   27655 27660 27664
## Predicted   155.31 154.7   149 143.840   138 153.044 152.2 156.460 113.7  81.2
## cvpred      154.57 153.9   148 143.141   137 152.174 151.3 155.563 113.3  81.0
## pm2.5       158.00 143.0   146 144.000   153 152.000 163.0 155.000 173.0 198.0
## CV residual   3.43 -10.9    -2   0.859    16  -0.174  11.7  -0.563  59.7 117.0
##             27666 27671 27673 27675 27676 27679 27680 27683 27686 27690 27692
## Predicted    80.0   136   154   160   161   159   164  93.3  2.53  13.4  70.8
## cvpred       79.7   136   153   159   160   158   163  93.0  2.62  13.4  70.6
## pm2.5       213.0   370   415   415   408   395   394 188.0 49.00  27.0 273.0
## CV residual 133.3   234   262   256   248   237   231  95.0 46.38  13.6 202.4
##             27695 27701 27710 27712 27717 27729 27733 27737 27740 27741 27747
## Predicted     120   147  10.6  18.4  35.7  73.9  39.4  19.9  58.3  49.0  92.3
## cvpred        120   146  10.6  18.3  35.5  73.2  39.0  19.6  57.8  48.4  91.5
## pm2.5         259   466  95.0  39.0  12.0  12.0  11.0   8.0  13.0  13.0   8.0
## CV residual   139   320  84.4  20.7 -23.5 -61.2 -28.0 -11.6 -44.8 -35.4 -83.5
##             27750 27753 27755 27756 27762 27763 27765 27766 27767 27784 27789
## Predicted   105.1  97.7  81.1  67.3 54.86  81.0 84.89  89.5 103.9 -3.46  73.1
## cvpred      104.3  97.0  80.5  66.8 54.45  80.4 84.31  88.9 103.3 -3.32  72.7
## pm2.5        10.0  18.0  17.0  24.0 59.00  67.0 81.00 100.0 120.0 19.00 162.0
## CV residual -94.3 -79.0 -63.5 -42.8  4.55 -13.4 -3.31  11.1  16.7 22.32  89.3
##             27790 27795 27799 27800 27807    27809 27811 27812 27814 27818
## Predicted   82.38  56.7   108   131 -10.6 -0.00986 17.32 31.11  66.5  78.1
## cvpred      81.95  56.5   108   131 -10.5  0.05905 17.28 30.98  66.2  77.7
## pm2.5       86.00   5.0     7     9  10.0 17.00000 25.00 36.00  54.0  98.0
## CV residual  4.05 -51.5  -101  -122  20.5 16.94095  7.72  5.02 -12.2  20.3
##              27819  27820  27822 27823 27830 27836 27840 27843 27847 27850
## Predicted    97.28 107.55 121.45 131.5  58.6   109   119 122.7 123.7  90.6
## cvpred       96.75 106.93 120.77 130.7  58.5   108   118 122.2 123.1  90.3
## pm2.5       101.00 115.00 116.00 116.0 181.0   225   275 220.0 206.0 196.0
## CV residual   4.25   8.07  -4.77 -14.7 122.5   117   157  97.8  82.9 105.7
##             27851 27853 27856 27857 27858 27861 27862 27864 27870 27876 27879
## Predicted    84.3  71.9  67.4  62.0  71.3   120   120   136   149  85.2  46.0
## cvpred       84.1  71.7  67.3  61.9  71.2   120   119   135   149  85.0  46.1
## pm2.5       188.0 204.0 267.0 246.0 247.0   257   257   245   334 289.0 293.0
## CV residual 103.9 132.3 199.7 184.1 175.8   137   138   110   185 204.0 246.9
##             27882 27884 27885 27887 27892 27894 27900 27901 27904  27910 27913
## Predicted    74.1   104   119   125   135   142  35.2  24.6  81.1 107.86 133.1
## cvpred       74.1   104   119   125   134   141  35.4  24.9  81.1 107.53 132.5
## pm2.5       201.0   195   294   516   364   357 139.0  95.0 216.0 101.00  87.0
## CV residual 126.9    91   175   391   230   216 103.6  70.1 134.9  -6.53 -45.5
##             27915  27918 27919 27920 27924 27929 27930 27931 27932 27938 27940
## Predicted   138.2 137.00 138.0 141.5  15.9 -10.3 -12.5 -9.83 -2.26  94.5  85.6
## cvpred      137.6 136.38 137.3 140.9  16.1 -10.2 -12.4 -9.71 -2.20  93.9  85.0
## pm2.5       114.0 129.00 122.0 122.0  33.0  19.0  16.0 13.00 16.00  15.0  20.0
## CV residual -23.6  -7.38 -15.3 -18.9  16.9  29.2  28.4 22.71 18.20 -78.9 -65.0
##             27941 27942 27947 27948 27951 27955 27957 27959 27960  27961 27966
## Predicted     129 114.2 33.84  13.5  4.02  31.1  53.9  66.8 86.10 80.474 130.5
## cvpred        128 113.4 33.62  13.3  4.03  31.0  53.7  66.5 85.71 80.131 129.8
## pm2.5          18  22.0 27.00  33.0 35.00  59.0  80.0  87.0 88.00 81.000 110.0
## CV residual  -110 -91.4 -6.62  19.7 30.97  28.0  26.3  20.5  2.29  0.869 -19.8
##             27967  27969 27973 27975 27977 27985 27988 27994  28001 28002 28004
## Predicted   131.0 114.57  77.4  59.9  52.1  89.9 121.1 153.9 147.64 141.9 141.7
## cvpred      130.2 114.02  77.2  59.8  52.1  89.7 120.6 153.3 147.16 141.5 141.2
## pm2.5       102.0 105.00 156.0 114.0 120.0 114.0 135.0 130.0 150.00 152.0 159.0
## CV residual -28.2  -9.02  78.8  54.2  67.9  24.3  14.4 -23.3   2.84  10.5  17.8
##             28005 28006 28008 28009 28011 28012 28013 28018 28021 28034 28036
## Predicted   148.4 154.0 149.9 123.0   114   128   122  90.7  54.2 137.5   142
## cvpred      147.9 153.4 149.3 122.4   113   127   122  90.2  53.9 136.8   141
## pm2.5       176.0 174.0 114.0  67.0    13    10    11  16.0  13.0  82.0    83
## CV residual  28.1  20.6 -35.3 -55.4  -100  -117  -111 -74.2 -40.9 -54.8   -58
##             28037 28039 28040 28041 28046 28048 28049 28050 28051 28053 28055
## Predicted   146.3 148.5 148.5   148 107.2  86.9  76.1  84.2  97.5 110.8 124.7
## cvpred      145.6 147.8 147.8   147 106.8  86.7  75.9  84.0  97.2 110.4 124.3
## pm2.5        92.0  84.0  75.0    88 124.0 109.0 111.0 121.0 128.0 126.0 165.0
## CV residual -53.6 -63.8 -72.8   -59  17.2  22.3  35.1  37.0  30.8  15.6  40.7
##             28056 28060 28062 28063 28065 28067 28070 28072 28074 28075 28077
## Predicted   124.3 139.0 152.9   158 151.4 130.9   101  99.8   104   119   133
## cvpred      123.8 138.3 152.1   157 150.7 130.4   100  99.6   104   119   133
## pm2.5       182.0 217.0 220.0   197 174.0 192.0   254 302.0   280   294   324
## CV residual  58.2  78.7  67.9    40  23.3  61.6   154 202.4   176   175   191
##             28080 28082 28084 28091 28097 28101 28104 28105 28107 28108 28111
## Predicted     145   149   137  99.9  76.5   115 130.1   134 135.2 140.1 140.1
## cvpred        144   148   136  99.7  76.4   115 129.6   134 134.7 139.6 139.6
## pm2.5         355   347   342 295.0 229.0   280 202.0   204 221.0 227.0 232.0
## CV residual   211   199   206 195.3 152.6   165  72.4    70  86.3  87.4  92.4
##             28116 28118 28126 28130 28133 28135 28138 28139 28140 28144 28146
## Predicted     118   107   142   131  58.9  62.4  24.4 -5.80  25.9  1.14  19.4
## cvpred        118   107   141   131  58.7  62.2  24.3 -5.69  25.7  1.10  19.3
## pm2.5         316   359   512   517  14.0  10.0  13.0 10.00   7.0 19.00  22.0
## CV residual   198   252   371   386 -44.7 -52.2 -11.3 15.69 -18.7 17.90   2.7
##             28147 28148 28168 28169 28170 28172 28176 28179 28180 28185 28187
## Predicted   31.37 110.1 137.9 141.9 146.0 150.0 159.6   159   162   155 149.3
## cvpred      31.21 109.7 137.4 141.4 145.4 149.4 158.8   158   162   154 148.6
## pm2.5       25.00  87.0  72.0  63.0  57.0  60.0  83.0    53    54    39  63.0
## CV residual -6.21 -22.7 -65.4 -78.4 -88.4 -89.4 -75.8  -105  -108  -115 -85.6
##             28192 28193 28194 28197 28199  28201 28203 28204 28208 28219 28220
## Predicted    99.3 102.1 106.1 131.4   135 128.04 131.5 126.2   148 123.8 128.0
## cvpred       98.9 101.7 105.7 130.8   134 127.53 130.9 125.7   147 123.3 127.6
## pm2.5        53.0  53.0  63.0  97.0   109 118.00  98.0  91.0   107 210.0 224.0
## CV residual -45.9 -48.7 -42.7 -33.8   -25  -9.53 -32.9 -34.7   -40  86.7  96.4
##             28221 28226 28231 28233 28239  28240 28242 28243 28245 28246 28248
## Predicted   130.6 132.2 100.3  68.7 69.35 76.521  73.3 81.26  98.6 107.8 120.0
## cvpred      130.1 131.6  99.8  68.4 69.17 76.353  73.2 81.09  98.3 107.4 119.5
## pm2.5       224.0 166.0  51.0  14.0 73.00 76.000  74.0 82.00  69.0  63.0  58.0
## CV residual  93.9  34.4 -48.8 -54.4  3.83 -0.353   0.8  0.91 -29.3 -44.4 -61.5
##             28249 28251 28254 28257 28264 28267 28268 28272 28276 28288 28294
## Predicted   124.0 127.8 125.3 112.5 97.67  56.3  55.1  78.6  96.9  30.9  73.0
## cvpred      123.5 127.3 124.8 112.1 97.34  56.2  54.9  78.1  96.3  30.7  72.6
## pm2.5        54.0  51.0  52.0  76.0 94.00  18.0  15.0   5.0  11.0  12.0  60.0
## CV residual -69.5 -76.3 -72.8 -36.1 -3.34 -38.2 -39.9 -73.1 -85.3 -18.7 -12.6
##             28295 28300 28303 28304 28306 28307 28310 28313 28317 28321 28322
## Predicted    81.6 134.8 139.5 138.5 119.0 109.4  79.0  63.5  85.5 93.42  92.6
## cvpred       81.2 134.2 138.8 137.8 118.4 108.9  78.7  63.3  85.2 93.04  92.2
## pm2.5        56.0  90.0 103.0 119.0 137.0 126.0 137.0 123.0 150.0 98.00 110.0
## CV residual -25.2 -44.2 -35.8 -18.8  18.6  17.1  58.3  59.7  64.8  4.96  17.8
##             28323 28326 28327 28328 28333 28338 28340 28341 28343 28344  28345
## Predicted    97.2 143.4 143.4   148   107  76.2   115 124.0   123 125.2 129.43
## cvpred       96.8 142.7 142.7   147   106  76.2   114 123.6   122 124.8 129.09
## pm2.5       128.0 187.0 188.0   196   240 210.0   220 223.0   231 154.0 128.00
## CV residual  31.2  44.3  45.3    49   134 133.8   106  99.4   109  29.2  -1.09
##             28349 28352 28353 28354 28355 28359 28362 28365 28366 28367 28371
## Predicted   146.9 147.6 146.5 135.8 126.4 29.72 -1.82  5.81  25.2  29.2  39.9
## cvpred      146.4 147.2 146.1 135.4 126.1 29.96 -1.58  5.86  25.0  29.0  39.7
## pm2.5       134.0 204.0 183.0 179.0 192.0 21.00 17.00 15.00  15.0  16.0   8.0
## CV residual -12.4  56.8  36.9  43.6  65.9 -8.96 18.58  9.14 -10.0 -13.0 -31.7
##             28373 28374 28375 28377 28382  28392 28395 28404 28409 28414 28415
## Predicted    47.7  75.4  93.4  42.4  58.9 119.26 138.0  65.6  64.7 116.7 115.6
## cvpred       47.4  74.9  92.8  42.1  58.7 118.81 137.3  65.4  64.6 116.2 115.1
## pm2.5         8.0  16.0  17.0  17.0  21.0 109.00 103.0  90.0  93.0  75.0  58.0
## CV residual -39.4 -58.9 -75.8 -25.1 -37.7  -9.81 -34.3  24.6  28.4 -41.2 -57.1
##             28420 28424  28426 28430  28433 28435 28440 28441 28442 28443 28447
## Predicted     111   133 93.669  83.6 102.47 114.9 131.6   130 129.5 128.7 126.7
## cvpred        110   132 93.304  83.4 102.24 114.6 131.2   130 129.2 128.3 126.4
## pm2.5          82    84 93.000  97.0  98.00  85.0 101.0   107 105.0 106.0 140.0
## CV residual   -28   -48 -0.304  13.6  -4.24 -29.6 -30.2   -23 -24.2 -22.3  13.6
##             28449 28450 28452 28455 28458 28460 28462 28463 28464 28465 28466
## Predicted   130.1 129.3 122.4   120   138   148   142   140   134   138   142
## cvpred      129.8 128.9 122.1   120   137   147   142   140   134   138   142
## pm2.5       155.0 174.0 203.0   251   253   254   256   255   246   244   259
## CV residual  25.2  45.1  80.9   131   116   107   114   115   112   106   117
##             28473 28477 28482 28484 28485 28501 28503 28506 28509 28511 28512
## Predicted   136.1  75.4  55.9  64.1  74.3  79.4  57.2  39.0  65.2  93.5  95.7
## cvpred      135.8  75.5  55.9  64.0  74.0  79.3  57.3  39.2  65.3  93.4  95.4
## pm2.5       158.0  29.0  38.0  29.0  20.0 169.0 144.0 130.0 112.0 122.0 130.0
## CV residual  22.2 -46.5 -17.9 -35.0 -54.0  89.7  86.7  90.8  46.7  28.6  34.6
##             28516 28519 28521 28523 28526 28532 28533 28534 28535 28536 28537
## Predicted   141.1 140.4 113.2  68.4  66.6  66.1  70.7  75.4  79.6  84.3  93.3
## cvpred      140.5 139.8 112.9  68.4  66.8  66.1  70.7  75.3  79.5  84.1  93.1
## pm2.5       184.0 194.0 153.0 126.0 178.0  46.0  33.0  32.0  34.0  37.0  38.0
## CV residual  43.5  54.2  40.1  57.6 111.2 -20.1 -37.7 -43.3 -45.5 -47.1 -55.1
##             28541 28542 28543 28547  28552 28555 28556 28557 28561 28568 28569
## Predicted    75.6  80.2  84.1 87.41 107.62 145.0 143.9 142.8 138.7 151.3 149.7
## cvpred       75.5  80.1  84.0 87.16 107.33 144.6 143.5 142.4 138.3 150.8 149.2
## pm2.5        48.0  47.0  56.0 83.00  98.00  84.0  91.0  99.0 122.0 116.0 106.0
## CV residual -27.5 -33.1 -28.0 -4.16  -9.33 -60.6 -52.5 -43.4 -16.3 -34.8 -43.2
##             28572 28574 28575 28578 28579 28583 28584 28585 28586 28588 28592
## Predicted   100.9  56.6  54.4  52.4  69.7  71.4  75.6   111 105.8   110   132
## cvpred      100.9  56.6  54.4  52.5  69.7  71.2  75.4   110 105.3   109   131
## pm2.5       122.0  24.0   9.0  11.0  11.0   8.0   9.0     8   7.0     6     9
## CV residual  21.1 -32.6 -45.4 -41.5 -58.7 -63.2 -66.4  -102 -98.3  -103  -122
##             28593 28595 28599 28600 28602 28603 28606 28610 28615 28617 28619
## Predicted    83.9  42.3  40.2  36.2  35.7  44.4  75.2  87.5 120.1   107  89.0
## cvpred       83.6  42.2  40.2  36.2  35.7  44.3  75.0  87.2 119.6   107  88.9
## pm2.5        17.0  16.0  10.0  15.0  13.0  11.0  33.0  43.0 104.0    69  63.0
## CV residual -66.6 -26.2 -30.2 -21.2 -22.7 -33.3 -42.0 -44.2 -15.6   -38 -25.9
##             28623 28629 28631 28634 28637 28638 28640 28642 28645 28646 28649
## Predicted    49.7  66.8 131.1 133.1  45.1  21.3  25.0 21.53  5.21 -2.24 -15.7
## cvpred       49.8  66.9 130.8 132.7  44.9  21.1  24.9 21.52  5.42 -1.99 -15.3
## pm2.5        89.0  97.0  93.0  59.0  27.0  33.0  13.0 17.00 14.00 12.00  12.0
## CV residual  39.2  30.1 -37.8 -73.7 -17.9  11.9 -11.9 -4.52  8.58 13.99  27.3
##             28652 28657 28665 28666 28676 28682 28683 28684 28687 28689 28690
## Predicted   -13.6  2.38 -4.67 -21.3  42.1  69.3  67.7  67.1  76.5    48  40.7
## cvpred      -13.3  2.75 -4.14 -20.6  41.9  69.1  67.6  66.9  76.3    48  40.8
## pm2.5        16.0 12.00 11.00  10.0  13.0  10.0  11.0   9.0   9.0     8  12.0
## CV residual  29.3  9.25 15.14  30.6 -28.9 -59.1 -56.6 -57.9 -67.3   -40 -28.8
##              28692 28693 28697 28699 28704 28708 28716 28719 28720 28723 28725
## Predicted   12.123 -4.23 -10.7 -8.69  11.2 37.19 -51.0 -77.5 -89.7 -90.4  51.1
## cvpred      12.355 -3.92 -10.2 -8.27  11.5 37.32 -50.2 -76.4 -88.6 -89.3  50.9
## pm2.5       12.000 10.00  10.0  6.00  26.0 41.00  10.0  14.0   9.0   6.0  11.0
## CV residual -0.355 13.92  20.2 14.27  14.5  3.68  60.2  90.4  97.6  95.3 -39.9
##             28726 28731 28732 28742 28743 28748 28751 28754 28758  28761 28765
## Predicted    89.1  99.9 122.8  24.4  12.5 44.84 56.40 108.8 133.3 107.08  31.5
## cvpred       88.8  99.5 122.3  24.6  12.8 45.03 56.59 108.6 132.8 106.92  31.9
## pm2.5        22.0  41.0  35.0  62.0  74.0 52.00 52.00  57.0 109.0 101.00 117.0
## CV residual -66.8 -58.5 -87.3  37.4  61.2  6.97 -4.59 -51.6 -23.8  -5.92  85.1
##             28766 28774 28777 28781 28782 28785 28787 28789 28792 28796 28798
## Predicted    33.4  27.5  29.6  78.4  68.6  30.0  20.1 61.37  52.4  61.7  65.1
## cvpred       33.8  27.7  29.6  77.9  68.2  29.9  20.1 61.35  52.5  61.7  65.1
## pm2.5        75.0  10.0   8.0   7.0   6.0   9.0  10.0 59.00  38.0  43.0  48.0
## CV residual  41.2 -17.7 -21.6 -70.9 -62.2 -20.9 -10.1 -2.35 -14.5 -18.7 -17.1
##             28804 28806 28807 28808 28809 28811 28817 28820 28825 28832 28837
## Predicted   114.7 120.3 125.7 119.1  95.4 71.25  69.7  94.6  93.5 111.1  44.9
## cvpred      114.4 119.9 125.3 118.8  95.2 71.18  69.8  94.5  93.4 110.9  45.1
## pm2.5        44.0  65.0  70.0  73.0  71.0 73.00  99.0  81.0  50.0  58.0  70.0
## CV residual -70.4 -54.9 -55.3 -45.8 -24.2  1.82  29.2 -13.5 -43.4 -52.9  24.9
##             28838 28844 28845 28846 28847 28849 28852 28854 28861 28864 28867
## Predicted    35.6 70.72  84.8 88.56  96.5 103.5 110.9 124.0  63.2  45.9 53.14
## cvpred       35.8 70.73  84.7 88.41  96.3 103.3 110.6 123.6  63.2  46.1 53.22
## pm2.5        57.0 62.00  96.0 81.00  78.0  57.0  47.0  27.0  41.0  63.0 60.00
## CV residual  21.2 -8.73  11.3 -7.41 -18.3 -46.3 -63.6 -96.6 -22.2  16.9  6.78
##             28871 28872 28873 28877 28884 28886 28889 28892 28900 28907 28911
## Predicted    88.4  91.4  70.2  69.9  20.6  4.02 -2.20 14.04 121.7 106.6 104.7
## cvpred       88.1  91.2  70.0  69.6  20.6  4.06 -2.14 13.99 121.3 106.4 104.4
## pm2.5        44.0  46.0  39.0   6.0   8.0  6.00  6.00  8.00  72.0  41.0  40.0
## CV residual -44.1 -45.2 -31.0 -63.6 -12.6  1.94  8.14 -5.99 -49.3 -65.4 -64.4
##             28912 28917 28918 28923 28924 28925 28928 28933 28934 28938 28941
## Predicted   103.6 120.1 128.5 134.9   134 155.0 153.0 74.90 69.28 71.09 82.20
## cvpred      103.3 119.7 128.1 134.5   134 154.4 152.5 74.83 69.26 71.09 82.11
## pm2.5        41.0  64.0  71.0  65.0    74  80.0  86.0 78.00 75.00 63.00 73.00
## CV residual -62.3 -55.7 -57.1 -69.5   -60 -74.4 -66.5  3.17  5.74 -8.09 -9.11
##             28947 28953 28955 28957 28960 28967 28968 28969 28970 28983 28985
## Predicted   129.4   137 111.7  84.8  70.5 91.63  90.3  94.3 102.7   110   103
## cvpred      128.9   137 111.5  84.8  70.7 91.64  90.3  94.3 102.7   110   103
## pm2.5       118.0   151 153.0 164.0 138.0 89.00  89.0 104.0 114.0   236   228
## CV residual -10.9    14  41.5  79.2  67.3 -2.64  -1.3   9.7  11.3   126   125
##             28987 28989 28999 29001 29007 29016 29022    29025 29027 29030
## Predicted   105.8 130.0 133.4 131.8   123 150.3 150.9 125.1957  99.7  7.84
## cvpred      105.8 129.8 133.1 131.6   123 149.9 150.4 125.0492  99.7  8.27
## pm2.5       158.0 171.0 175.0 203.0   250 236.0 125.0 125.0000  85.0 74.00
## CV residual  52.2  41.2  41.9  71.4   127  86.1 -25.4  -0.0492 -14.7 65.73
##             29031 29033 29035 29041 29043 29044 29045 29047 29052 29053 29054
## Predicted   -12.1 -8.77  35.5  63.8  65.7  69.8  64.3  42.4 -14.1 -17.3 -24.6
## cvpred      -11.7 -8.25  35.8  63.8  65.7  69.7  64.3  42.5 -13.5 -16.6 -23.9
## pm2.5        36.0  9.00  11.0   6.0  14.0  12.0  16.0  15.0  10.0  10.0   9.0
## CV residual  47.7 17.25 -24.8 -57.8 -51.7 -57.7 -48.3 -27.5  23.5  26.6  32.9
##             29060 29071 29075 29076 29077 29081 29083 29084 29085 29091 29098
## Predicted   -49.0 124.7  50.2  57.7  43.0  37.7  45.5  54.4  53.8  84.7  36.2
## cvpred      -48.3 124.3  50.4  57.9  43.2  38.1  45.8  54.7  54.0  84.6  36.4
## pm2.5         8.0 100.0  87.0  81.0  80.0  66.0  74.0  80.0  74.0  63.0  61.0
## CV residual  56.3 -24.3  36.6  23.1  36.8  27.9  28.2  25.3  20.0 -21.6  24.6
##             29100 29102 29103 29112 29115 29125 29127 29130 29132 29138 29143
## Predicted   50.28  42.4  40.6  86.2 94.66 103.7  99.2  97.7  38.1  21.0   124
## cvpred      50.53  42.8  41.0  86.3 94.68 103.7  99.2  97.8  38.3  21.1   124
## pm2.5       45.00  54.0  64.0  97.0 89.00  89.0  82.0  92.0  74.0  11.0    17
## CV residual -5.53  11.2  23.0  10.7 -5.68 -14.7 -17.2  -5.8  35.7 -10.1  -107
##             29144 29146 29152 29155 29160 29163 29165 29172 29174 29177 29178
## Predicted    92.9  7.90 -60.8 -54.1 -43.1  9.05  68.4 -12.4 -23.1 -31.7 -31.2
## cvpred       92.8  8.22 -60.0 -53.3 -42.4  9.24  68.2 -11.9 -22.5 -31.1 -30.6
## pm2.5        21.0 20.00  30.0  38.0  48.0 12.00  11.0  11.0  11.0  16.0  11.0
## CV residual -71.8 11.78  90.0  91.3  90.4  2.76 -57.2  22.9  33.5  47.1  41.6
##             29179 29183 29184 29185 29188 29192 29193 29196 29197 29200 29204
## Predicted   -38.9  19.3  64.8  77.6 114.0 102.9  82.2  43.6 21.42  10.0  46.2
## cvpred      -38.4  19.5  64.8  77.5 113.7 102.8  82.2  43.8 21.72  10.5  46.5
## pm2.5        13.0  40.0  38.0  38.0  36.0  83.0  45.0  27.0 24.00  33.0  59.0
## CV residual  51.4  20.5 -26.8 -39.5 -77.7 -19.8 -37.2 -16.8  2.28  22.5  12.5
##             29207 29211 29215  29219 29221 29223 29235 29238 29239 29243 29244
## Predicted    74.4  76.5 105.8  94.06  55.6  39.0 138.5 138.8 133.6 102.6  93.3
## cvpred       74.5  76.6 105.7  94.15  55.9  39.4 138.3 138.5 133.4 102.7  93.4
## pm2.5        56.0  52.0  88.0 102.00  78.0  98.0  82.0  48.0  52.0  57.0  63.0
## CV residual -18.5 -24.6 -17.7   7.85  22.1  58.6 -56.3 -90.5 -81.4 -45.7 -30.4
##             29249 29255 29257 29261 29262 29263 29264 29266 29270 29271 29272
## Predicted   69.03  97.7 106.4 113.3 112.5 134.1 128.2 106.7  54.6  43.9  32.8
## cvpred      69.27  97.8 106.4 113.3 112.4 133.9 128.1 106.8  55.0  44.3  33.2
## pm2.5       67.00  77.0  86.0  83.0  88.0  98.0 112.0 131.0  82.0  78.0  70.0
## CV residual -2.27 -20.8 -20.4 -30.3 -24.4 -35.9 -16.1  24.2  27.0  33.7  36.8
##             29273 29274 29280 29282 29283 29285 29293 29296 29297 29300 29305
## Predicted    22.9  16.9 92.65  96.8 105.8 124.0  84.4  69.1  72.3  83.7   134
## cvpred       23.4  17.4 92.81  96.9 105.9 123.8  84.8  69.5  72.8  84.1   134
## pm2.5        64.0  65.0 84.00 134.0 136.0 144.0 156.0 182.0 179.0 211.0   284
## CV residual  40.6  47.6 -8.81  37.1  30.1  20.2  71.2 112.5 106.2 126.9   150
##             29311 29312 29313 29314 29320 29324 29325 29327 29334 29335 29341
## Predicted     145   144   124   113  39.3  50.5  69.1 119.6 140.9 135.8  87.0
## cvpred        145   144   124   113  39.9  51.0  69.5 119.7 140.8 135.7  87.4
## pm2.5         318   312   286   271 103.0  90.0 135.0 143.0 169.0 185.0 194.0
## CV residual   173   168   162   158  63.1  39.0  65.5  23.3  28.2  49.3 106.6
##             29343 29345 29348 29358  29360 29365 29372 29374 29375 29377 29378
## Predicted    66.2  59.4  71.2 122.4 107.96  86.8  89.7  88.7  88.8 106.6   107
## cvpred       66.7  59.9  71.7 122.3 107.99  87.1  90.0  89.0  89.1 106.7   107
## pm2.5       127.0 143.0 172.0 137.0 116.00 116.0  60.0  77.0  42.0  42.0    53
## CV residual  60.3  83.1 100.3  14.7   8.01  28.9 -30.0 -12.0 -47.1 -64.7   -54
##             29380 29383 29384 29385 29386 29390 29391 29393 29394 29397 29399
## Predicted     125 123.2 122.1 116.6 115.7 111.7  96.2 104.0 103.5 131.1 135.3
## cvpred        125 123.2 122.1 116.6 115.8 111.8  96.4 104.1 103.7 131.1 135.2
## pm2.5          48  56.0  64.0  52.0  17.0  35.0  28.0  53.0  60.0  64.0  64.0
## CV residual   -77 -67.2 -58.1 -64.6 -98.8 -76.8 -68.4 -51.1 -43.7 -67.1 -71.2
##             29410 29411 29412 29413 29419 29421 29427 29431 29435 29437 29443
## Predicted    45.5  24.3  1.91  34.6 -34.5  7.80   124 144.4  34.8 -33.2 -37.5
## cvpred       45.8  24.7  2.50  35.1 -33.8  8.32   124 144.1  35.3 -32.4 -36.7
## pm2.5        27.0   9.0 13.00  16.0  16.0 38.00    52 115.0  83.0  26.0  55.0
## CV residual -18.8 -15.7 10.50 -19.1  49.8 29.68   -72 -29.1  47.7  58.4  91.7
##             29444 29445 29452 29457 29458 29462 29466 29471 29475 29481 29484
## Predicted   -22.2  6.96 104.4  11.8  15.4 -41.7 -6.96  42.7  99.7  73.6  33.1
## cvpred      -21.6  7.39 104.2  12.1  15.8 -41.0 -6.37  43.0  99.7  73.7  33.4
## pm2.5        26.0 37.00 119.0  47.0  29.0  12.0 24.00  79.0  50.0 130.0  69.0
## CV residual  47.6 29.61  14.8  34.9  13.2  53.0 30.37  36.0 -49.7  56.3  35.6
##             29487 29488 29489 29490 29491 29492 29496 29500 29502 29503 29506
## Predicted    47.9  41.9  45.2  59.0  67.6  76.3 125.3  13.2  24.3  31.1  18.4
## cvpred       48.3  42.4  45.7  59.4  68.0  76.6 125.3  13.6  24.6  31.5  18.9
## pm2.5        72.0  75.0  90.0 103.0 115.0 120.0 176.0  89.0  50.0  15.0  47.0
## CV residual  23.7  32.6  44.3  43.6  47.0  43.4  50.7  75.4  25.4 -16.5  28.1
##             29513 29514 29515 29517 29518 29523 29525 29526 29534 29535 29536
## Predicted    4.68  9.57 34.46  16.3  21.4 109.2 119.0 118.7  39.6  38.7  42.0
## cvpred       5.36 10.21 34.97  16.8  21.9 109.2 118.9 118.6  40.1  39.2  42.5
## pm2.5       23.00 19.00 38.00  37.0  42.0  55.0  86.0 105.0  76.0  58.0  48.0
## CV residual 17.64  8.79  3.03  20.2  20.1 -54.2 -32.9 -13.6  35.9  18.8   5.5
##              29537 29538 29541 29543 29547 29550 29556 29557 29558 29559 29561
## Predicted   40.665 43.95  75.1  84.0 106.2 133.3  70.6 66.65  61.4  60.5  62.5
## cvpred      41.163 44.45  75.4  84.2 106.3 133.1  70.9 67.04  61.8  61.0  62.9
## pm2.5       42.000 37.00  53.0  38.0  38.0  49.0  37.0 63.00  51.0 124.0 101.0
## CV residual  0.837 -7.45 -22.4 -46.2 -68.3 -84.1 -33.9 -4.04 -10.8  63.0  38.1
##             29562 29567 29568 29571  29576  29578 29602 29604 29611 29620 29624
## Predicted    66.5  96.4 100.4 116.7 121.62 114.38 116.0 103.1  84.4 123.2 132.9
## cvpred       66.9  96.6 100.6 116.7 121.59 114.46 116.2 103.4  84.8 123.2 132.9
## pm2.5        85.0  79.0  83.0  79.0 119.00 121.00 154.0 150.0  72.0  58.0  70.0
## CV residual  18.1 -17.6 -17.6 -37.7  -2.59   6.54  37.8  46.6 -12.8 -65.2 -62.9
##              29629 29630 29633 29638 29643 29644 29645 29646 29653 29658 29659
## Predicted   109.10  43.6 -59.1 -2.71  99.3  85.2 109.6 113.7 -19.5 -7.78  4.78
## cvpred      109.28  44.1 -58.4 -2.21  99.1  85.0 109.3 113.4 -18.9 -7.08  5.43
## pm2.5       101.00  79.0  44.0 22.00  16.0  21.0  22.0  20.0  27.0 42.00 41.00
## CV residual  -8.28  34.9 102.4 24.21 -83.1 -64.0 -87.3 -93.4  45.9 49.08 35.57
##             29661 29662 29665 29673 29674 29675 29676 29680 29681 29682 29685
## Predicted    16.4  29.2  60.6 96.70  90.3  71.2  57.9  66.2  69.8  60.0   103
## cvpred       16.9  29.7  61.0 96.86  90.6  71.5  58.3  66.7  70.2  60.5   103
## pm2.5       118.0 107.0  76.0 99.00 101.0  99.0 101.0 105.0 106.0 118.0   144
## CV residual 101.1  77.3  15.0  2.14  10.4  27.5  42.7  38.3  35.8  57.5    41
##             29687 29691 29692 29699 29706 29709 29710 29711 29712 29713 29714
## Predicted    78.9 111.9 121.1  57.4  34.8 32.72  47.6  56.7  79.8  93.5 113.1
## cvpred       79.2 111.9 121.1  57.8  35.3 33.25  48.0  57.0  80.1  93.7 113.1
## pm2.5       129.0  53.0  61.0  98.0  48.0 29.00  36.0  35.0  38.0  38.0  29.0
## CV residual  49.8 -58.9 -60.1  40.2  12.7 -4.25 -12.0 -22.0 -42.1 -55.7 -84.1
##             29716 29717 29719 29720 29723 29724 29725 29730 29731 29732 29733
## Predicted   118.2 122.1 98.95  88.2  68.1 58.63  49.1  65.9  83.6  75.1  79.8
## cvpred      118.2 122.1 98.99  88.3  68.5 58.99  49.5  66.4  84.1  75.6  80.2
## pm2.5        59.0  70.0 94.00  50.0  45.0 61.00  71.0 149.0  97.0  89.0  91.0
## CV residual -59.2 -52.1 -4.99 -38.3 -23.5  2.01  21.5  82.6  12.9  13.4  10.8
##              29734 29736 29738 29740 29744 29757 29762 29766 29768 29769 29774
## Predicted   108.35 127.6 132.0 137.2 116.6  94.6 119.6 140.1 109.2  93.7  50.1
## cvpred      108.57 127.8 132.1 137.2 116.8  94.8 119.7 140.1 109.4  94.0  50.7
## pm2.5       103.00 148.0 205.0 233.0 201.0  47.0  37.0  74.0  44.0  32.0  77.0
## CV residual  -5.57  20.2  72.9  95.8  84.2 -47.8 -82.7 -66.1 -65.4 -62.0  26.3
##             29776 29778 29781 29784 29786 29788  29791  29795  29797  29802
## Predicted    47.9  55.2 82.08 112.2 127.6 132.3 131.77 120.52 112.74 117.98
## cvpred       48.5  55.8 82.48 112.5 127.8 132.4 131.88 120.74 112.95 118.16
## pm2.5        76.0  86.0 76.00  67.0 103.0 120.0 129.00 114.00 117.00 124.00
## CV residual  27.5  30.2 -6.48 -45.5 -24.8 -12.4  -2.88  -6.74   4.05   5.84
##             29806 29807 29809 29813 29819 29821 29823 29826 29831 29834 29842
## Predicted   133.9 132.7 127.0 143.9 128.9   118   113 108.4 131.4 129.5 137.3
## cvpred      133.9 132.8 127.1 143.8 128.9   118   113 108.6 131.5 129.5 137.3
## pm2.5        67.0  57.0  47.0  68.0  65.0    72    75  86.0  89.0  94.0 122.0
## CV residual -66.9 -75.8 -80.1 -75.8 -63.9   -46   -38 -22.6 -42.5 -35.5 -15.3
##             29843 29852 29853 29856 29859 29860 29873 29875  29877 29879 29880
## Predicted   131.1 103.1   113  89.9  44.1  52.1   -66 -74.6 23.619  48.5  52.3
## cvpred      131.1 103.4   113  90.1  44.5  52.4   -65 -73.5 24.136  48.9  52.7
## pm2.5       120.0  48.0    64 113.0  18.0  13.0    22  18.0 25.000  34.0  42.0
## CV residual -11.1 -55.4   -49  22.9 -26.5 -39.4    87  91.5  0.864 -14.9 -10.7
##             29884 29886 29887 29889 29892 29895 29898 29902 29906 29908 29909
## Predicted     127 123.3 122.6  77.7 37.34 -13.8 -38.5  23.5  37.3  79.1  73.5
## cvpred        127 123.1 122.5  77.9 37.93 -12.9 -37.5  24.2  37.9  79.5  73.9
## pm2.5          51  91.0  79.0  60.0 47.00  65.0  44.0  63.0  46.0  50.0  62.0
## CV residual   -76 -32.1 -43.5 -17.9  9.07  77.9  81.5  38.8   8.1 -29.5 -11.9
##             29913 29914 29915 29916 29918 29920 29921 29923 29924  29926  29930
## Predicted   107.4 95.51  94.7 88.41  70.8  49.3  48.5  59.4  73.0 102.72 112.99
## cvpred      107.6 95.85  95.0 88.82  71.4  50.0  49.1  60.1  73.5 103.02 113.18
## pm2.5        89.0 86.00 117.0 96.00  98.0 104.0 101.0 113.0 101.0 110.00 121.00
## CV residual -18.6 -9.85  22.0  7.18  26.6  54.0  51.9  52.9  27.5   6.98   7.82
##             29931 29939 29941 29945  29948 29950 29951 29959 29961 29963 29971
## Predicted   128.4 -3.46 -10.9 -7.36 60.548  73.0  87.2 128.5 125.8   115  96.8
## cvpred      128.5 -2.81 -10.2 -6.70 60.965  73.3  87.4 128.6 125.9   115  97.2
## pm2.5       141.0 53.00  26.0 23.00 60.000  54.0  41.0 168.0 220.0   217 138.0
## CV residual  12.5 55.81  36.2 29.70 -0.965 -19.3 -46.4  39.4  94.1   102  40.8
##             29973 29975 29978 29979 29985 29989  29993 30000 30002 30004 30010
## Predicted   100.3 104.1 132.8   138 111.6  26.7  -5.48 109.3  94.7 101.4 103.9
## cvpred      100.7 104.5 132.8   138 111.9  27.4  -4.68 109.5  95.0 101.6 104.2
## pm2.5       127.0 122.0 160.0   168 170.0  89.0 123.00 171.0 164.0 152.0 149.0
## CV residual  26.3  17.5  27.2    30  58.1  61.6 127.68  61.5  69.0  50.4  44.8
##             30014 30019 30025 30032 30034  30035 30039 30040 30047 30048 30053
## Predicted   141.9 132.8 140.3 142.0 146.7 146.19 133.7 133.2 137.7 137.7 137.2
## cvpred      141.9 132.8 140.4 142.1 146.7 146.18 133.8 133.3 137.7 137.7 137.2
## pm2.5       124.0  71.0  76.0 109.0 132.0 140.00 184.0 182.0 178.0 173.0 176.0
## CV residual -17.9 -61.8 -64.4 -33.1 -14.7  -6.18  50.2  48.7  40.3  35.3  38.8
##             30057  30061  30064 30066 30070 30072 30078 30079 30081 30083 30084
## Predicted   144.5 142.29 141.29 141.3 139.1 132.6 136.2 135.7 129.1 141.7 140.4
## cvpred      144.5 142.31 141.35 141.4 139.2 132.7 136.3 135.8 129.2 141.7 140.5
## pm2.5       104.0 141.00 140.00 173.0 162.0 156.0 148.0 100.0 103.0 122.0 129.0
## CV residual -40.5  -1.31  -1.35  31.6  22.8  23.3  11.7 -35.8 -26.2 -19.7 -11.5
##             30087 30088 30090   30095  30099 30100  30101 30102 30110 30111
## Predicted   135.8 135.3 136.2 141.537 140.55 141.5 141.29 141.5 135.2 134.7
## cvpred      135.9 135.4 136.3 141.595 140.62 141.6 141.35 141.6 135.3 134.8
## pm2.5       138.0 150.0 162.0 142.000 138.00 139.0 135.00 134.0 221.0 206.0
## CV residual   2.1  14.6  25.7   0.405  -2.62  -2.6  -6.35  -7.6  85.7  71.2
##             30112 30113 30114 30117 30119 30121 30123  30124   30125 30126
## Predicted   136.4 136.2 130.8 134.8 141.5 141.5 141.7 141.29 141.537 141.3
## cvpred      136.5 136.3 130.9 134.9 141.6 141.6 141.7 141.35 141.595 141.4
## pm2.5       189.0 187.0 187.0 196.0 184.0 172.0 169.0 146.00 142.000 130.0
## CV residual  52.5  50.7  56.1  61.1  42.4  30.4  27.3   4.65   0.405 -11.4
##             30127 30128 30129 30133 30141 30145 30154 30158 30162 30176 30180
## Predicted   141.2 141.3   142   131 116.5   143 133.3  88.6  83.8 133.3 106.4
## cvpred      141.2 141.4   142   131 116.7   143 133.3  88.9  84.2 133.3 106.6
## pm2.5       153.0 110.0    21    14  22.0    33  47.0  25.0  18.0  87.0  69.0
## CV residual  11.8 -31.4  -121  -117 -94.7  -110 -86.3 -63.9 -66.2 -46.3 -37.6
##             30181 30182  30185 30189 30193 30200 30202 30203 30208 30210 30211
## Predicted   100.4 94.15 96.720 103.8   125   135 114.5 103.4  83.5 82.32  81.5
## cvpred      100.7 94.53 97.057 103.9   125   135 114.6 103.6  84.0 82.75  81.9
## pm2.5        81.0 96.00 98.000  41.0    22    76  55.0  50.0  72.0 87.00  83.0
## CV residual -19.7  1.47  0.943 -62.9  -103   -59 -59.6 -53.6 -12.0  4.25   1.1
##              30214  30215 30217 30218 30220 30222 30224 30249 30254 30256 30263
## Predicted   104.17 103.31   113 134.3 139.4 139.2 123.0 84.64  53.7  41.5  69.4
## cvpred      104.44 103.59   113 134.3 139.3 139.1 123.1 85.03  54.4  42.2  70.0
## pm2.5       113.00 101.00    93  98.0 108.0 106.0 111.0 94.00 132.0 111.0 115.0
## CV residual   8.56  -2.59   -20 -36.3 -31.3 -33.1 -12.1  8.97  77.6  68.8  45.0
##              30268 30270 30271 30273  30274 30275 30279 30281 30286 30291 30293
## Predicted   105.10 119.4 119.6 107.9 101.50  95.9  76.8  71.2  97.3 113.0 112.2
## cvpred      105.25 119.5 119.7 108.1 101.79  96.2  77.3  71.8  97.7 113.2 112.5
## pm2.5       100.00  70.0  69.0  93.0  95.00 108.0 141.0 144.0 203.0 147.0 131.0
## CV residual  -5.25 -49.5 -50.7 -15.1  -6.79  11.8  63.7  72.2 105.3  33.8  18.5
##             30310 30314 30322 30324 30330 30333 30337 30339 30347 30349 30353
## Predicted   126.7 127.6  95.6  80.4  75.6  92.5 112.2   122  76.4  41.0 35.16
## cvpred      126.9 127.8  96.0  80.8  76.1  93.0 112.5   122  77.0  41.8 35.94
## pm2.5       199.0 101.0  20.0  14.0  40.0  55.0  49.0    62  23.0  28.0 33.00
## CV residual  72.1 -26.8 -76.0 -66.8 -36.1 -38.0 -63.5   -60 -54.0 -13.8 -2.94
##              30354 30362 30366 30367 30373 30374 30376 30379 30381 30382 30384
## Predicted   33.807   122 132.0 131.1  33.7 28.11 10.56  34.6 33.50 48.63  91.7
## cvpred      34.607   122 132.1 131.3  34.5 28.91 11.41  35.3 34.22 49.28  92.1
## pm2.5       35.000    76  86.0  85.0  21.0 22.00 20.00  21.0 44.00 48.00  59.0
## CV residual  0.393   -46 -46.1 -46.3 -13.5 -6.91  8.59 -14.3  9.78 -1.28 -33.1
##              30387  30388 30399 30400 30401 30403 30408 30414 30416 30420 30422
## Predicted   101.72 111.48  67.3  66.8  66.7  97.5 106.4 132.0   121  71.3  64.4
## cvpred      102.06 111.77  67.9  67.4  67.2  98.0 106.7 132.1   121  71.9  65.1
## pm2.5        95.00 108.00  30.0  34.0  51.0 118.0 129.0 154.0    58  84.0  32.0
## CV residual  -7.06  -3.77 -37.9 -33.4 -16.2  20.0  22.3  21.9   -63  12.1 -33.1
##             30424 30425 30426 30428 30429 30433 30436 30446 30447 30450 30454
## Predicted    57.3  79.1  82.9  85.6  84.9  92.6   113 125.2 128.7 126.1 129.9
## cvpred       57.9  79.6  83.4  86.1  85.4  93.1   113 125.3 128.9 126.3 130.1
## pm2.5        46.0  67.0  67.0  70.0  48.0  42.0    45  40.0  45.0  69.0  45.0
## CV residual -11.9 -12.6 -16.4 -16.1 -37.4 -51.1   -68 -85.3 -83.9 -57.3 -85.1
##             30455 30456 30462 30463 30465 30466 30472 30473 30490 30491 30493
## Predicted   129.4 137.2 141.5 141.7 120.3 111.2  58.1  57.3 115.1 109.1 102.0
## cvpred      129.6 137.2 141.6 141.7 120.5 111.5  58.7  57.9 115.4 109.5 102.5
## pm2.5        44.0  51.0 103.0 103.0  87.0  61.0  32.0  40.0 194.0 153.0 147.0
## CV residual -85.6 -86.2 -38.6 -38.7 -33.5 -50.5 -26.7 -17.9  78.6  43.5  44.5
##             30498 30499 30500 30502 30503 30505 30507 30508 30509 30512 30515
## Predicted    91.6  90.5  99.2 135.0 135.7 136.4 140.3 140.5 140.5 135.7 130.3
## cvpred       92.2  91.1  99.7 135.2 135.8 136.5 140.4 140.6 140.6 135.8 130.5
## pm2.5       120.0 122.0 122.0  45.0  45.0  48.0  52.0  58.0  64.0 103.0 150.0
## CV residual  27.8  30.9  22.3 -90.2 -90.8 -88.5 -88.4 -82.6 -76.6 -32.8  19.5
##             30517 30518  30520 30532 30534 30535 30539  30545 30547  30549
## Predicted   130.3 130.5 124.77 136.2 140.5 140.3 123.9 87.335  89.3  98.18
## cvpred      130.5 130.7 125.01 136.3 140.6 140.4 124.2 87.948  89.9  98.74
## pm2.5       161.0 103.0 128.00 158.0 178.0 186.0 187.0 87.000  86.0 101.00
## CV residual  30.5 -27.7   2.99  21.7  37.4  45.6  62.8 -0.948  -3.9   2.26
##             30551 30560 30562 30570 30571 30572  30573 30576 30577 30579 30583
## Predicted   106.0   125  98.5  66.2  74.9  93.5  99.72 118.8 122.5   121   128
## cvpred      106.5   125  98.9  66.8  75.5  94.0 100.18 119.1 122.9   122   128
## pm2.5       137.0    89 183.0  50.0  56.0  88.0  96.00 150.0 184.0   339   265
## CV residual  30.5   -36  84.1 -16.8 -19.5  -6.0  -4.18  30.9  61.1   217   137
##             30584 30585 30586 30587 30590 30591 30592 30596 30599 30605 30606
## Predicted     127   121   120   124   111   110   109   123   141   141 140.8
## cvpred        127   121   120   124   111   110   109   123   141   141 140.9
## pm2.5         257   240   243   229   242   297   369   466   267    68  72.0
## CV residual   130   119   123   105   131   187   260   343   126   -73 -68.9
##             30622 30623 30625 30626 30630 30632 30634 30636 30637 30639 30642
## Predicted   133.9 139.0 139.0 134.9 139.8 138.4   132   119 118.5 112.0 122.4
## cvpred      134.1 139.2 139.2 135.1 139.9 138.6   133   120 118.9 112.5 122.8
## pm2.5       146.0 164.0 186.0 183.0 194.0 190.0   250   244 178.0 156.0 145.0
## CV residual  11.9  24.8  46.8  47.9  54.1  51.4   117   124  59.1  43.5  22.2
##             30644 30645 30649 30650  30651 30653 30654 30659 30660 30662 30666
## Predicted   126.4 122.9 132.9 128.3 133.54 134.2 134.3 127.9 128.3 128.0 132.7
## cvpred      126.8 123.2 133.2 128.6 133.77 134.4 134.5 128.2 128.6 128.3 132.9
## pm2.5       146.0 176.0 155.0 144.0 141.00 147.0 154.0 143.0 150.0 172.0 193.0
## CV residual  19.2  52.8  21.8  15.4   7.23  12.6  19.5  14.8  21.4  43.7  60.1
##             30671 30672 30673 30676 30680 30686 30687 30693 30694 30698 30700
## Predicted   132.9 137.9   134   131 112.3  35.2  33.2  62.0  69.9  90.7   130
## cvpred      133.2 138.1   134   131 112.6  36.1  34.2  62.7  70.6  91.2   130
## pm2.5        69.0  50.0    41    18  18.0  15.0   9.0  24.0  27.0  31.0    29
## CV residual -64.2 -88.1   -93  -113 -94.6 -21.1 -25.2 -38.7 -43.6 -60.2  -101
##             30701 30702 30704 30708 30715 30719 30722 30726 30729 30730 30731
## Predicted   135.2 134.9   114  72.8  39.0  88.3 105.4 128.3  90.3  88.7  75.4
## cvpred      135.3 135.1   114  73.5  39.9  88.9 105.7 128.5  90.8  89.2  76.0
## pm2.5        37.0  43.0    56  14.0  17.0  47.0  69.0  35.0  24.0  21.0  18.0
## CV residual -98.3 -92.1   -58 -59.5 -22.9 -41.9 -36.7 -93.5 -66.8 -68.2 -58.0
##             30732 30733 30735 30739 30740 30741 30742 30743 30744 30746 30747
## Predicted    77.5  64.7  46.0 111.2 119.4 120.4 119.3 116.4 121.9   126   120
## cvpred       78.1  65.4  46.8 111.5 119.7 120.6 119.5 116.6 122.1   126   120
## pm2.5        19.0  26.0  14.0  45.0  29.0  30.0  24.0  28.0  38.0    25    18
## CV residual -59.1 -39.4 -32.8 -66.5 -90.7 -90.6 -95.5 -88.6 -84.1  -101  -102
##             30748 30750 30751 30752 30753 30754 30758 30759 30761 30764 30770
## Predicted     129   122 110.9 104.5  93.1  86.4  42.0  46.4  45.5  62.9 106.8
## cvpred        129   122 111.2 104.9  93.6  87.0  42.8  47.1  46.3  63.5 107.2
## pm2.5          21    19  25.0  26.0  23.0  24.0  12.0  14.0  20.0  24.0  38.0
## CV residual  -108  -103 -86.2 -78.9 -70.6 -63.0 -30.8 -33.1 -26.3 -39.5 -69.2
##             30775 30778 30780 30783 30790 30792 30795 30798 30805 30806 30808
## Predicted   123.9 108.2  88.1 46.47  76.3 115.5 132.7 135.7 106.8  96.4 92.93
## cvpred      124.2 108.7  88.7 47.28  77.0 115.8 132.9 135.8 107.2  96.9 93.56
## pm2.5        74.0 119.0  57.0 42.00  64.0  26.0  47.0  49.0  66.0  65.0 97.00
## CV residual -50.2  10.3 -31.7 -5.28 -13.0 -89.8 -85.9 -86.8 -41.2 -31.9  3.44
##             30812 30816 30820 30822 30824 30826 30828 30831 30834 30835  30839
## Predicted    98.7   111 139.0 139.3 138.3 133.2 133.2 122.9 120.7 119.8 133.41
## cvpred       99.3   112 139.2 139.5 138.5 133.4 133.4 123.2 121.1 120.2 133.67
## pm2.5       130.0   195  64.0  56.0  71.0  79.0  79.0  85.0  91.0 104.0 140.00
## CV residual  30.7    83 -75.2 -83.5 -67.5 -54.4 -54.4 -38.2 -30.1 -16.2   6.33
##              30840  30845  30846  30850 30854 30856 30858 30862 30866 30870
## Predicted   137.79 137.79 132.91 131.93 133.7 134.7   134   139 139.2 137.6
## cvpred      138.04 138.04 133.18 132.21 133.9 134.8   134   139 139.3 137.7
## pm2.5       141.00 143.00 139.00 124.00  59.0  46.0    34    46  46.0  41.0
## CV residual   2.96   4.96   5.82  -8.21 -74.9 -88.8  -100   -93 -93.3 -96.7
##             30871 30876 30886 30888 30889 30895 30896 30898 30899 30900 30901
## Predicted     137 124.4 119.6   119 123.3 120.8 119.9 108.3 102.7  97.1 119.3
## cvpred        137 124.7 119.9   119 123.6 121.1 120.3 108.8 103.2  97.6 119.6
## pm2.5          34  37.0  41.0    40  32.0  33.0  34.0  29.0  46.0  36.0  43.0
## CV residual  -103 -87.7 -78.9   -79 -91.6 -88.1 -86.3 -79.8 -57.2 -61.6 -76.6
##             30905 30908 30909 30910 30916 30919 30920 30922 30933  30935
## Predicted   100.2 115.1 120.0 114.0 140.8 139.5 139.3 118.5 116.3 120.42
## cvpred      100.6 115.4 120.3 114.3 140.9 139.7 139.5 118.9 116.7 120.81
## pm2.5        42.0  53.0  46.0  50.0  74.0  71.0  71.0  71.0  64.0 125.00
## CV residual -58.6 -62.4 -74.3 -64.3 -66.9 -68.7 -68.5 -47.9 -52.7   4.19
##               30938 30940  30944  30951 30952  30956 30957  30958 30960 30961
## Predicted   118.962 134.2 132.91 101.27  95.6 102.47 111.1 110.78 109.8 114.5
## cvpred      119.338 134.4 133.18 101.78  96.2 102.99 111.6 111.22 110.2 114.8
## pm2.5       120.000 123.0 136.00  93.00  80.0  98.00  82.0 116.00 131.0  94.0
## CV residual   0.662 -11.4   2.82  -8.78 -16.2  -4.99 -29.6   4.78  20.8 -20.8
##             30964 30965  30966 30968 30969 30970 30975 30981 30982 30983 30984
## Predicted   117.0 120.5 120.05 114.7 113.4 107.8  98.7 113.0 113.8 118.0 134.2
## cvpred      117.4 120.9 120.42 115.1 113.9 108.3  99.2 113.4 114.1 118.4 134.4
## pm2.5       101.0  99.0 113.00 162.0 127.0  93.0  75.0  67.0  59.0  66.0  71.0
## CV residual -16.4 -21.9  -7.42  46.9  13.1 -15.3 -24.2 -46.4 -55.1 -52.4 -63.4
##             30990 30991 31000 31004 31006 31007 31009 31010 31011 31012 31016
## Predicted   139.0 142.6 121.4 138.5   138 137.3 138.5 138.3 139.3 138.3   115
## cvpred      139.2 142.7 121.8 138.8   138 137.5 138.8 138.5 139.5 138.5   116
## pm2.5        68.0  53.0  59.0  59.0    70  61.0  56.0  60.0  64.0  66.0    15
## CV residual -71.2 -89.7 -62.8 -79.8   -68 -76.5 -82.8 -78.5 -75.5 -72.5  -101
##             31022 31024 31031 31032 31038 31039 31041 31051 31058 31061 31063
## Predicted    39.6  41.0 107.1  97.3 142.0 135.3 115.9  57.5 112.1 124.2 138.3
## cvpred       40.3  41.8 107.4  97.7 142.1 135.4 116.2  58.2 112.5 124.6 138.5
## pm2.5        11.0   8.0  36.0  39.0  50.0  43.0  47.0  35.0 100.0 149.0 150.0
## CV residual -29.3 -33.8 -71.4 -58.7 -92.1 -92.4 -69.2 -23.2 -12.5  24.4  11.5
##             31066 31069 31077 31078  31083 31084 31088  31094 31095 31097 31098
## Predicted   131.4 118.9   112 111.8 130.28 130.0 128.3 103.35  98.5  97.1 96.26
## cvpred      131.7 119.2   112 112.2 130.47 130.2 128.5 103.85  99.0  97.7 96.81
## pm2.5       163.0 175.0    91  99.0 126.00 141.0 165.0  95.00 109.0 111.0 98.00
## CV residual  31.3  55.8   -21 -13.2  -4.47  10.8  36.5  -8.85  10.0  13.3  1.19
##             31101 31105 31106 31108 31109  31115 31120 31122  31127 31138 31139
## Predicted   113.8 134.2 139.3 139.3 139.0 85.068  39.5  54.1 118.51 114.1 108.0
## cvpred      114.3 134.4 139.5 139.5 139.2 85.623  40.2  54.7 118.87 114.5 108.5
## pm2.5        97.0 119.0 127.0 170.0 170.0 86.000  15.0  17.0 128.00  77.0  80.0
## CV residual -17.3 -15.4 -12.5  30.5  30.8  0.377 -25.2 -37.7   9.13 -37.5 -28.5
##             31143 31148 31151 31153 31155 31159 31172 31174  31175 31178 31179
## Predicted    88.1  90.7   120 123.6 123.3 134.7  94.1 110.7 110.49   120 115.1
## cvpred       88.7  91.2   120 123.9 123.6 134.8  94.6 111.1 110.82   120 115.4
## pm2.5        65.0  48.0    48  61.0  84.0 118.0 117.0 124.0 107.00    71  80.0
## CV residual -23.7 -43.2   -72 -62.9 -39.6 -16.8  22.4  12.9  -3.82   -49 -35.4
##             31180 31182 31184 31185 31186 31191 31199 31207 31208 31209 31210
## Predicted   115.0 109.8 117.3 111.2 100.9  70.6 106.5   134 117.3 101.4  90.2
## cvpred      115.3 110.1 117.6 111.5 101.2  71.2 106.9   134 117.6 101.9  90.7
## pm2.5        83.0  49.0  59.0  44.0  27.0  28.0  46.0    79  72.0  62.0  51.0
## CV residual -32.3 -61.1 -58.6 -67.5 -74.2 -43.2 -60.9   -55 -45.6 -39.9 -39.7
##              31216 31218 31220 31226 31229 31231 31232 31235 31237 31239 31240
## Predicted   13.550 14.38 17.31 120.0 114.0 102.9  91.6  65.9  42.4  36.6  40.1
## cvpred      14.486 15.35 18.25 120.3 114.3 103.3  92.0  66.6  43.1  37.4  41.0
## pm2.5       15.000 17.00 17.00  26.0  18.0  18.0  17.0  24.0  22.0  20.0  30.0
## CV residual  0.514  1.65 -1.25 -94.3 -96.3 -85.3 -75.0 -42.6 -21.1 -17.4 -11.0
##             31242 31243 31245 31250 31254 31259 31261 31262 31267 31268 31272
## Predicted   38.44  60.5  82.5  94.9 110.7  99.9 124.2   130 109.7 109.4 124.6
## cvpred      39.25  61.2  83.1  95.4 111.1 100.3 124.4   130 110.1 109.7 124.9
## pm2.5       30.00  48.0  66.0  42.0  40.0  53.0  59.0    46  56.0  62.0  71.0
## CV residual -9.25 -13.2 -17.1 -53.4 -71.1 -47.3 -65.4   -84 -54.1 -47.7 -53.9
##             31274 31276 31277 31278 31279 31284 31288 31289 31294 31297 31298
## Predicted   128.5 134.2 129.5 134.2 128.5 133.9 133.4 132.9 132.7 134.2 135.0
## cvpred      128.8 134.4 129.8 134.4 128.8 134.1 133.7 133.2 132.9 134.4 135.2
## pm2.5        85.0  80.0  83.0  89.0  87.0  88.0 118.0 119.0 164.0 171.0 178.0
## CV residual -43.8 -54.4 -46.8 -45.4 -41.8 -46.1 -15.7 -14.2  31.1  36.6  42.8
##             31302 31304 31307 31308 31310 31311 31312 31313 31316 31317 31319
## Predicted   133.4 130.2  90.0  75.3  44.8 35.87  35.9 29.88  63.1  76.9  90.7
## cvpred      133.6 130.5  90.5  75.9  45.6 36.73  36.7 30.79  63.8  77.5  91.2
## pm2.5       103.0  93.0  32.0  32.0  20.0 28.00  20.0 22.00  26.0  27.0  33.0
## CV residual -30.6 -37.5 -58.5 -43.9 -25.6 -8.73 -16.7 -8.79 -37.8 -50.5 -58.2
##             31320 31322 31323 31325 31330 31335 31338 31339 31341 31343 31345
## Predicted   114.4 118.5 123.2   124 112.6   101 102.6 107.2 112.1 106.2 125.2
## cvpred      114.7 118.9 123.5   124 113.1   102 103.1 107.7 112.6 106.6 125.5
## pm2.5        33.0  38.0  49.0    79  76.0    84  53.0  40.0  60.0  70.0 106.0
## CV residual -81.7 -80.9 -74.5   -45 -37.1   -18 -50.1 -67.7 -52.6 -36.6 -19.5
##              31352 31353 31358 31359 31362 31368 31369 31370 31372 31373 31374
## Predicted   133.41   124  87.2  83.0  71.2 110.6 129.1   129   125   124   124
## cvpred      133.67   124  87.9  83.6  71.9 111.1 129.2   129   125   125   124
## pm2.5       135.00   139 128.0  96.0  55.0  96.0  76.0    18    22    20    20
## CV residual   1.33    15  40.1  12.4 -16.9 -15.1 -53.2  -111  -103  -105  -104
##             31376 31381 31382 31387  31388 31389 31390 31391 31392 31393 31396
## Predicted     131  84.3  78.3 92.09 107.74 114.2 126.5   130   134 135.4   137
## cvpred        131  84.9  79.0 92.69 108.22 114.4 126.7   130   134 135.6   137
## pm2.5          29  35.0  47.0 88.00 106.00  85.0  31.0    24    33  36.0    31
## CV residual  -102 -49.9 -32.0 -4.69  -2.22 -29.4 -95.7  -106  -101 -99.6  -106
##             31399 31405 31410 31413 31415 31417 31418 31424 31427 31433  31434
## Predicted   130.7 120.1 110.7 130.5 135.5 135.2 134.9 129.7 114.4 101.8  96.51
## cvpred      130.8 120.4 111.1 130.7 135.7 135.3 135.1 129.9 114.7 102.3  97.04
## pm2.5        37.0  42.0  45.0  59.0  68.0  76.0  80.0  61.0  68.0  89.0 107.00
## CV residual -93.8 -78.4 -66.1 -71.7 -67.7 -59.3 -55.1 -68.9 -46.7 -13.3   9.96
##              31435 31436 31437 31444 31445 31448 31449 31450 31458 31459 31461
## Predicted    98.00 105.0 104.0  97.5 122.3   116 106.1  90.7  65.8  73.9  96.9
## cvpred       98.48 105.4 104.4  97.8 122.4   116 106.4  91.2  66.4  74.6  97.4
## pm2.5       102.00  48.0  47.0  19.0  25.0    18  21.0  26.0  30.0  29.0  55.0
## CV residual   3.52 -57.4 -57.4 -78.8 -97.4   -98 -85.4 -65.2 -36.4 -45.6 -42.4
##             31462 31470 31472 31476 31477 31480 31481 31482 31488 31491 31495
## Predicted   100.4 130.3 129.0  97.9  83.5  80.1  83.7 92.07   130 136.2 136.2
## cvpred      100.9 130.5 129.3  98.4  84.0  80.8  84.3 92.71   130 136.3 136.2
## pm2.5        62.0 100.0 109.0  66.0  58.0  75.0  62.0 96.00    28  42.0  50.0
## CV residual -38.9 -30.5 -20.3 -32.4 -26.0  -5.8 -22.3  3.29  -102 -94.3 -86.2
##             31501 31502 31503 31508 31511 31516 31519 31520    31521 31523
## Predicted    90.0  85.1  75.3  96.4 115.0 127.8 128.3 123.9 123.6439 122.4
## cvpred       90.5  85.6  75.9  96.9 115.3 128.1 128.6 124.2 123.9578 122.8
## pm2.5        35.0  41.0  41.0  43.0  39.0  80.0  94.0 116.0 124.0000 139.0
## CV residual -55.5 -44.6 -34.9 -53.9 -76.3 -48.1 -34.6  -8.2   0.0422  16.2
##             31527 31530 31532 31533 31534 31541 31542 31546 31549 31554 31555
## Predicted   106.0  98.8 111.0 115.2 119.9   130 129.2 113.0  93.7 107.8 106.4
## cvpred      106.6  99.4 111.5 115.8 120.4   130 129.4 113.4  94.2 108.1 106.8
## pm2.5       138.0 122.0 147.0 154.0 168.0    37  48.0  39.0  34.0  18.0  23.0
## CV residual  31.4  22.6  35.5  38.2  47.6   -93 -81.4 -74.4 -60.2 -90.1 -83.8
##             31560 31561 31564 31567 31572 31581 31583 31587 31588 31590 31598
## Predicted   112.2   112   131   126  84.6 108.5 100.2 123.0   128   126  51.1
## cvpred      112.5   112   131   126  85.1 108.9 100.6 123.2   128   127  51.9
## pm2.5        16.0    21    20    21  27.0  59.0  27.0  26.0    24    23  38.0
## CV residual -96.5   -91  -111  -105 -58.1 -49.9 -73.6 -97.2  -104  -104 -13.9
##             31602 31604 31606 31607 31608 31611 31613 31614 31617 31619 31629
## Predicted    67.0  70.6 118.2 108.2 117.3 129.0 124.4 123.9 114.3 109.0  98.4
## cvpred       67.7  71.3 118.6 108.7 117.7 129.3 124.6 124.2 114.6 109.4  99.0
## pm2.5        36.0  43.0  60.0  65.0  56.0 101.0  62.0  54.0  39.0  62.0 111.0
## CV residual -31.7 -28.3 -58.6 -43.7 -61.7 -28.3 -62.6 -70.2 -75.6 -47.4  12.0
##             31630 31633 31640 31641 31644 31645 31648 31650 31661 31662 31664
## Predicted   118.0 128.3 126.8 121.2   121 109.4 106.3 127.5 124.9 124.4 127.8
## cvpred      118.4 128.6 127.1 121.6   121 109.9 106.9 127.9 125.1 124.7 128.1
## pm2.5       109.0  74.0 203.0 208.0   194 161.0 143.0  55.0  48.0  42.0  42.0
## CV residual  -9.4 -54.6  75.9  86.4    73  51.1  36.1 -72.9 -77.1 -82.7 -86.1
##             31667 31669 31673 31675 31681 31682 31685 31686 31687 31696 31705
## Predicted   115.3  98.2  84.7  92.3 127.5 127.8 126.0   126 125.2  91.5 120.4
## cvpred      115.7  98.7  85.4  92.9 127.9 128.1 126.3   126 125.5  92.1 120.6
## pm2.5        48.0  47.0  51.0  53.0  82.0  87.0  69.0    63  73.0  78.0  49.0
## CV residual -67.7 -51.7 -34.4 -39.9 -45.9 -41.1 -57.3   -63 -52.5 -14.1 -71.6
##             31706 31708 31715 31716 31721 31726 31729 31730 31732 31733 31736
## Predicted   123.9 125.1 103.1 101.9  96.6   107 110.7 115.4 110.0 113.9 127.5
## cvpred      124.2 125.4 103.6 102.4  97.2   108 111.3 115.9 110.5 114.4 127.9
## pm2.5        73.0  41.0  66.0  65.0  69.0    88  57.0  61.0  72.0  70.0  79.0
## CV residual -51.2 -84.4 -37.6 -37.4 -28.2   -20 -54.3 -54.9 -38.5 -44.4 -48.9
##             31740 31742 31747 31748 31752 31757 31758 31759 31760 31761 31762
## Predicted   106.7 96.24 106.2 110.9 118.4 128.3 128.0 127.5 127.3 127.3 126.8
## cvpred      107.3 96.83 106.8 111.4 118.9 128.6 128.3 127.9 127.6 127.6 127.1
## pm2.5        91.0 94.00 139.0 142.0 160.0  61.0  60.0  57.0  68.0  75.0  83.0
## CV residual -16.3 -2.83  32.2  30.6  41.1 -67.6 -68.3 -70.9 -59.6 -52.6 -44.1
##             31765 31769 31779 31783 31784 31787 31791  31794 31800 31802 31803
## Predicted   116.0 120.6 126.8  74.9  58.2 33.44  10.6 -0.684  93.7  98.5  98.8
## cvpred      116.5 121.1 127.2  75.4  58.9 34.24  11.6  0.387  94.0  98.7  99.1
## pm2.5        98.0 136.0 145.0  26.0  21.0 32.00  29.0 20.000  17.0   9.0  13.0
## CV residual -18.5  14.9  17.8 -49.4 -37.9 -2.24  17.4 19.613 -77.0 -89.7 -86.1
##             31805 31807 31809 31810 31817 31824 31833 31841 31842 31843 31848
## Predicted     123   118  77.7  75.8  47.9 112.0  92.2 17.06  43.9  53.6 120.0
## cvpred        123   118  78.1  76.3  48.6 112.2  92.6 17.82  44.6  54.2 120.3
## pm2.5          15    13  10.0  16.0  15.0  27.0  19.0 12.00  17.0  25.0  48.0
## CV residual  -108  -105 -68.1 -60.3 -33.6 -85.2 -73.6 -5.82 -27.6 -29.2 -72.3
##             31858  31860 31862 31864 31866 31872 31892 31893 31895  31901
## Predicted   104.9 97.999 96.28 117.0 123.0 134.2  95.0  99.6 113.3 136.40
## cvpred      105.2 98.476 96.78 117.4 123.3 134.4  95.4 100.0 113.6 136.51
## pm2.5       118.0 98.000 92.00  63.0  75.0 115.0  74.0  73.0  93.0 144.00
## CV residual  12.8 -0.476 -4.78 -54.4 -48.3 -19.4 -21.4 -27.0 -20.6   7.49
##              31905  31907  31908 31915 31916 31918 31921 31927 31930 31931
## Predicted   120.39 115.87 120.01 108.4 124.6   130 134.7 126.4  99.2  79.1
## cvpred      120.63 116.15 120.29 108.8 124.9   130 134.8 126.6  99.7  79.6
## pm2.5       117.00 119.00 115.00 128.0 105.0   123 110.0  72.0  77.0  68.0
## CV residual  -3.63   2.85  -5.29  19.2 -19.9    -7 -24.8 -54.6 -22.7 -11.6
##             31935 31936 31939 31940 31941 31949 31951 31953 31954 31959 31962
## Predicted    32.8  36.6  49.2  96.6 106.6 127.6 126.3 104.0  83.4  38.4  33.5
## cvpred       33.5  37.4  49.9  97.0 106.9 127.7 126.4 104.3  83.9  39.1  34.2
## pm2.5         5.0  12.0  18.0  19.0  23.0  64.0  38.0  31.0  31.0  11.0  18.0
## CV residual -28.5 -25.4 -31.9 -78.0 -83.9 -63.7 -88.4 -73.3 -52.9 -28.1 -16.2
##             31963 31964 31966 31969 31970 31971 31972 31974 31978 31982 31983
## Predicted    57.2  80.8  94.5 126.6 126.1 132.5 132.0 131.8  87.1  52.1 37.00
## cvpred       57.8  81.3  94.9 126.8 126.3 132.6 132.1 131.8  87.5  52.8 37.78
## pm2.5        17.0  39.0  47.0  70.0  95.0 101.0  59.0  47.0  29.0  33.0 31.00
## CV residual -40.8 -42.3 -47.9 -56.8 -31.3 -31.6 -73.1 -84.8 -58.5 -19.8 -6.78
##             31990 31991 31993 32004 32009 32012 32014 32022 32024 32025 32027
## Predicted    82.8 102.0   112  36.8  62.1 92.01 104.0  99.2  97.9  97.4  94.9
## cvpred       83.3 102.3   112  37.5  62.8 92.52 104.4  99.6  98.3  97.8  95.4
## pm2.5        41.0  50.0    51  16.0  38.0 98.00  71.0  51.0  56.0  57.0  60.0
## CV residual -42.3 -52.3   -61 -21.5 -24.8  5.48 -33.4 -48.6 -42.3 -40.8 -35.4
##             32033 32038 32041 32043 32044 32049 32050 32051 32055 32058 32059
## Predicted   113.8 114.4 112.1 109.6 108.8   136 136.4 135.7   120 119.0 123.2
## cvpred      114.1 114.7 112.4 109.9 109.1   136 136.5 135.8   120 119.3 123.5
## pm2.5        61.0  55.0  33.0  39.0  40.0    68  69.0  75.0    81  74.0  75.0
## CV residual -53.1 -59.7 -79.4 -70.9 -69.1   -68 -67.5 -60.8   -39 -45.3 -48.5
##             32060 32066 32068 32071 32072 32073 32081 32082 32083 32085 32086
## Predicted   128.1 135.7 140.5   112  67.6  55.6 13.55  20.4  28.4  34.1  42.3
## cvpred      128.3 135.8 140.6   112  68.0  56.1 14.37  21.2  29.2  34.9  43.0
## pm2.5        72.0 124.0 118.0    16  20.0  14.0  7.00  10.0   8.0  15.0  12.0
## CV residual -56.3 -11.8 -22.6   -96 -48.0 -42.1 -7.37 -11.2 -21.2 -19.9 -31.0
##             32089 32090 32091 32095 32096 32097 32101 32108 32116 32118 32119
## Predicted    94.0  83.9  96.4 109.1 108.3  97.5  40.9  81.2   126   131   125
## cvpred       94.2  84.1  96.6 109.2 108.4  97.7  41.4  81.5   126   131   125
## pm2.5        14.0   8.0  10.0  10.0  13.0  13.0   9.0  18.0    43    30    18
## CV residual -80.2 -76.1 -86.6 -99.2 -95.4 -84.7 -32.4 -63.5   -83  -101  -107
##             32120 32124 32126 32129 32130 32131 32144 32145 32147 32153 32154
## Predicted   118.2  46.4  24.4  9.92  47.6  75.9 127.9 109.5  88.0  55.9  64.8
## cvpred      118.2  46.9  25.0 10.59  48.1  76.3 127.9 109.6  88.3  56.4  65.3
## pm2.5        21.0  13.0  10.0 15.00  18.0  21.0  42.0  39.0  33.0  45.0  49.0
## CV residual -97.2 -33.9 -15.0  4.41 -30.1 -55.3 -85.9 -70.6 -55.3 -11.4 -16.3
##             32161 32165 32168 32172 32177 32184 32189 32192 32195 32202  32204
## Predicted   129.1   135 125.5  80.5  78.1 123.1 138.7 132.9 107.6  92.1 115.28
## cvpred      129.2   135 125.5  80.9  78.5 123.3 138.6 132.9 107.9  92.5 115.51
## pm2.5        71.0    33  47.0  49.0  65.0  80.0 122.0  99.0  66.0 109.0 124.00
## CV residual -58.2  -102 -78.5 -31.9 -13.5 -43.3 -16.6 -33.9 -41.9  16.5   8.49
##              32205  32207 32211 32213 32215 32219 32222 32224 32231 32233 32237
## Predicted   120.17 108.93 121.6 131.4 132.4 122.5 127.4 122.3 132.4   137   133
## cvpred      120.36 109.19 121.8 131.5 132.5 122.7 127.5 122.4 132.5   137   133
## pm2.5       119.00 103.00 144.0 149.0  38.0  58.0  85.0  72.0  86.0    31    17
## CV residual  -1.36  -6.19  22.2  17.5 -94.5 -64.7 -42.5 -50.4 -46.5  -106  -116
##             32238 32244 32245 32247 32248 32251 32254 32262 32263 32265 32270
## Predicted     132  93.0  76.2  78.8  79.4 109.6 117.3 134.4 129.3 128.9  92.5
## cvpred        132  93.3  76.5  79.2  79.8 109.8 117.4 134.4 129.3 128.9  92.8
## pm2.5          14  11.0  14.0  13.0  14.0  34.0  57.0  65.0  64.0  62.0  68.0
## CV residual  -118 -82.3 -62.5 -66.2 -65.8 -75.8 -60.4 -69.4 -65.3 -66.9 -24.8
##             32273 32274 32275  32280 32281  32283 32285 32289 32298 32304
## Predicted    81.6  85.6 103.8 133.27 133.3 134.02 138.9 125.9  47.1 134.3
## cvpred       82.0  86.0 104.1 133.31 133.3 134.02 138.9 126.1  47.6 134.3
## pm2.5        67.0  73.0  88.0 128.00 132.0 142.00 124.0 101.0  24.0 123.0
## CV residual -15.0 -13.0 -16.1  -5.31  -1.3   7.98 -14.9 -25.1 -23.6 -11.3
##              32307 32310 32311 32315 32325 32332 32336  32340 32343 32345 32346
## Predicted   133.78 134.8 129.9   113   109 132.5 133.5 122.25  81.5  89.0  97.7
## cvpred      133.78 134.7 129.9   113   109 132.6 133.5 122.42  81.9  89.4  98.0
## pm2.5       128.00  47.0  36.0    72   212  59.0  98.0 113.00  70.0  78.0  80.0
## CV residual  -5.78 -87.7 -93.9   -41   103 -73.6 -35.5  -9.42 -11.9 -11.4 -18.0
##             32348   32351  32352 32359 32361 32372 32373 32375 32381 32383
## Predicted   116.1 119.427 113.80 138.5 131.8  96.3 110.6 121.1   132   137
## cvpred      116.3 119.602 114.03 138.5 131.9  96.5 110.7 121.1   132   137
## pm2.5        89.0 119.000 106.00 116.0 142.0  17.0  61.0  97.0    39    26
## CV residual -27.3  -0.602  -8.03 -22.5  10.1 -79.5 -49.7 -24.1   -93  -111
##             32385 32386 32387 32388 32389 32391 32393 32400 32407 32410 32412
## Predicted   118.4 103.3 104.2 103.2 93.33 62.19  54.9 118.9 134.8 117.4  97.6
## cvpred      118.5 103.4 104.4 103.5 93.65 62.72  55.4 119.1 134.7 117.6  97.9
## pm2.5        33.0  36.0  92.0  92.0 91.00 67.00  73.0  98.0 151.0 159.0 153.0
## CV residual -85.5 -67.4 -12.4 -11.5 -2.65  4.28  17.6 -21.1  16.3  41.4  55.1
##             32416 32420 32423 32431 32438  32441 32442 32443 32446 32447 32454
## Predicted    83.6 121.5 129.2   131 126.0 132.02 131.8 131.8 136.3   137   137
## cvpred       84.1 121.7 129.4   131 126.2 132.13 131.9 131.9 136.4   137   137
## pm2.5       149.0 183.0 213.0    53 104.0 135.00 166.0 170.0 126.0   113   121
## CV residual  64.9  61.3  83.6   -78 -22.2   2.87  34.1  38.1 -10.4   -24   -16
##             32455 32459 32460 32465 32466 32468 32478 32481 32488 32492 32496
## Predicted   136.4 115.6  96.6 -8.63 -8.74  73.5  98.7  75.6  48.3  88.8 114.8
## cvpred      136.5 115.9  97.0 -7.89 -8.02  73.8  98.7  75.6  48.7  89.0 114.8
## pm2.5       111.0  91.0  83.0 12.00 12.00  32.0  16.0  15.0  26.0  32.0  40.0
## CV residual -25.5 -24.9 -14.0 19.89 20.02 -41.8 -82.7 -60.6 -22.7 -57.0 -74.8
##             32497 32499 32500 32501 32504 32507 32508 32512 32513 32515 32522
## Predicted   125.3   130   135 135.8 140.1   110  99.8  73.1  68.6  95.4 124.1
## cvpred      125.3   130   135 135.7 140.1   110 100.1  73.5  69.0  95.7 124.2
## pm2.5        32.0    29    35  64.0  88.0    66  62.0  37.0  37.0  50.0 130.0
## CV residual -93.3  -101  -100 -71.7 -52.1   -44 -38.1 -36.5 -32.0 -45.7   5.8
##             32525 32528 32535 32538 32544 32547 32556 32558  32566 32572  32577
## Predicted   128.1 128.1 137.2   137 136.4   136 125.8 119.3 126.53 132.5 127.63
## cvpred      128.2 128.2 137.2   137 136.5   136 125.9 119.5 126.66 132.6 127.75
## pm2.5        98.0  85.0  94.0    93 116.0   132 151.0 139.0 121.00 118.0 120.00
## CV residual -30.2 -43.2 -43.2   -44 -20.5    -4  25.1  19.5  -5.66 -14.6  -7.75
##              32581  32584 32586  32589 32590 32593 32594  32597 32598 32599
## Predicted   121.51 105.74   109 132.02 132.5 137.9 137.3 140.46   135 134.6
## cvpred      121.71 106.08   109 132.13 132.6 137.9 137.3 140.47   135 134.6
## pm2.5       129.00 103.00   124 128.00 129.0 153.0 156.0 131.00   114  98.0
## CV residual   7.29  -3.08    15  -4.13  -3.6  15.1  18.7  -9.47   -21 -36.6
##             32600 32603 32605 32607 32615 32617 32621 32628 32632 32633 32634
## Predicted   133.0  74.4  51.4  52.7 128.1 128.4 134.3  83.4 57.94  56.8  65.9
## cvpred      133.1  74.8  51.9  53.2 128.2 128.5 134.3  83.8 58.45  57.4  66.3
## pm2.5        87.0  29.0   7.0  12.0  71.0  89.0  63.0  51.0 63.00  38.0  37.0
## CV residual -46.1 -45.8 -44.9 -41.2 -57.2 -39.5 -71.3 -32.8  4.55 -19.4 -29.3
##             32638 32639 32640 32642 32644 32645  32656  32659  32661 32663
## Predicted    81.7  81.6 120.4 119.3   134 134.3 108.35 122.50 127.63 132.8
## cvpred       82.1  81.9 120.4 119.3   134 134.3 108.57 122.66 127.75 132.8
## pm2.5        36.0  32.0  35.0  43.0    42  43.0 101.00 120.00 135.00 149.0
## CV residual -46.1 -49.9 -85.4 -76.3   -92 -91.3  -7.57  -2.66   7.25  16.2
##             32667   32668 32674 32675 32676 32680 32684 32689 32693 32696 32697
## Predicted   137.2 137.411  99.6  98.1  86.9  61.3   120   137   142 102.1 100.5
## cvpred      137.2 137.442  99.7  98.1  87.1  61.6   120   137   141 101.9 100.4
## pm2.5       158.0 137.000   6.0   8.0   9.0  13.0    17    30     9  11.0   9.0
## CV residual  20.8  -0.442 -93.7 -90.1 -78.1 -48.6  -103  -107  -132 -90.9 -91.4
##             32698 32700 32701 32704 32706 32709 32710 32712 32715 32720 32721
## Predicted    80.3  58.6  43.8  21.2 20.01 120.2 130.1 112.1   113 122.7  84.4
## cvpred       80.4  58.8  44.1  21.6 20.41 120.1 129.9 111.9   113 122.4  84.3
## pm2.5        11.0  11.0  11.0   7.0 11.00  31.0  36.0  25.0     7  27.0  23.0
## CV residual -69.4 -47.8 -33.1 -14.6 -9.41 -89.1 -93.9 -86.9  -106 -95.4 -61.3
##             32724 32729 32730 32732 32735 32739 32740 32744 32745 32753 32758
## Predicted    29.5 12.71  20.6  41.9 115.8   141   140 114.3 110.0  48.5 132.6
## cvpred       29.7 13.13  21.0  42.1 115.7   140   140 114.3 109.9  48.9 132.5
## pm2.5        11.0  8.00  11.0  19.0  26.0    37    36  27.0  22.0  64.0 107.0
## CV residual -18.7 -5.13 -10.0 -23.1 -89.7  -103  -104 -87.3 -87.9  15.1 -25.5
##             32765  32768 32773 32775 32776 32778 32779 32788 32791 32792 32793
## Predicted   144.5 144.65  87.4  71.1  79.0  87.5   111 133.4 139.5 138.8   133
## cvpred      144.2 144.32  87.6  71.4  79.3  87.8   112 133.2 139.2 138.5   133
## pm2.5       143.0 137.00 161.0 202.0 229.0 254.0   259 210.0 232.0 238.0   253
## CV residual  -1.2  -7.32  73.4 130.6 149.7 166.2   147  76.8  92.8  99.5   120
##             32797 32798 32799 32804 32807 32808 32813 32814 32815 32817 32818
## Predicted     101  99.1   102   131   137   136   134   133 132.7   127 126.3
## cvpred        101  99.3   102   131   137   136   134   133 132.6   127 126.3
## pm2.5         265 236.0   213   262   272   286   259   233 226.0   228 221.0
## CV residual   164 136.7   111   131   135   150   125   100  93.4   101  94.7
##             32819 32822 32825 32826 32830 32832 32837 32838 32839  32842  32843
## Predicted   120.3   113   106   110 129.9 134.6 139.2 134.3 139.4 127.91 121.91
## cvpred      120.4   113   106   110 129.9 134.6 139.1 134.3 139.3 127.96 122.02
## pm2.5       211.0   228   212   219 207.0 210.0 228.0 202.0 122.0 120.00 127.00
## CV residual  90.6   115   106   109  77.1  75.4  88.9  67.7 -17.3  -7.96   4.98
##             32850 32854 32855 32857 32858  32862 32873 32875 32878 32880 32884
## Predicted   114.5 134.5   135 134.3 134.3 134.27  88.7 111.6 139.8   142 133.1
## cvpred      114.6 134.5   135 134.3 134.3 134.26  89.0 111.7 139.7   141 132.9
## pm2.5        92.0 200.0   208 173.0 170.0 136.00  12.0  13.0  50.0    36  37.0
## CV residual -22.6  65.5    73  38.7  35.7   1.74 -77.0 -98.7 -89.7  -105 -95.9
##             32888 32893 32903 32909 32916 32917 32918 32919 32923 32925 32926
## Predicted     143  28.1 129.5   140 87.96 86.86 85.00  78.8 110.7 119.7 119.5
## cvpred        143  28.4 129.3   140 88.07 86.98 85.18  79.0 110.8 119.7 119.5
## pm2.5          11   6.0  46.0    51 94.00 96.00 95.00  85.0  59.0  58.0  57.0
## CV residual  -132 -22.4 -83.3   -89  5.93  9.02  9.82   6.0 -51.8 -61.7 -62.5
##             32932 32935 32937 32938  32939 32942 32946 32951 32952 32958 32960
## Predicted     137 143.1 141.4 121.5 115.88 100.6 111.8   137   141   142   143
## cvpred        137 142.9 141.2 121.5 115.88 100.8 111.9   136   141   142   143
## pm2.5          55  63.0  83.0  95.0 119.00 159.0 170.0   388   403   282   294
## CV residual   -82 -79.9 -58.2 -26.5   3.12  58.2  58.1   252   262   140   151
##             32961 32962 32964 32968 32969 32973 32976 32977 32980 32981 32984
## Predicted     146   136   106  87.1  86.6   136   141   137   147   142 141.6
## cvpred        146   136   106  87.4  87.0   136   141   136   146   142 141.5
## pm2.5         310   322   301 250.0 229.0   342   324   353   278   244 197.0
## CV residual   164   186   195 162.6 142.0   206   183   217   132   102  55.5
##             32985 32986 32990 32996 32999 33000 33002 33003 33007 33014 33016
## Predicted     142 140.7 119.4 130.6 140.9 140.9 141.6 141.6 144.8 24.87 22.67
## cvpred        141 140.5 119.5 130.6 140.8 140.8 141.5 141.5 144.6 25.31 23.13
## pm2.5         260 229.0 171.0 188.0 205.0 210.0 196.0 192.0 166.0 33.00 15.00
## CV residual   119  88.5  51.5  57.4  64.2  69.2  54.5  50.5  21.4  7.69 -8.13
##             33017 33018 33019 33020 33021 33024 33029 33031 33033 33034 33048
## Predicted    26.9  70.6  85.2 112.8 103.6 131.1 123.9 124.6 118.4 107.9   127
## cvpred       27.4  70.8  85.3 112.8 103.6 131.1 123.7 124.4 118.3 107.9   127
## pm2.5        15.0  17.0  24.0  42.0  50.0  77.0  38.0  55.0  43.0  42.0    84
## CV residual -12.4 -53.8 -61.3 -70.8 -53.6 -54.1 -85.7 -69.4 -75.3 -65.9   -43
##             33049 33052 33053 33054 33057 33058 33059 33061 33064 33065 33066
## Predicted   121.2 132.9   139 139.5 138.0 132.9 132.4 126.8 106.2   106 116.1
## cvpred      121.1 132.7   139 139.2 137.8 132.7 132.2 126.7 106.3   106 116.1
## pm2.5        97.0  92.0    92  92.0 113.0 110.0 114.0 108.0 176.0   177 182.0
## CV residual -24.1 -40.7   -47 -47.2 -24.8 -22.7 -18.2 -18.7  69.7    71  65.9
##             33067 33068 33069 33076 33078 33080 33084 33086 33092 33095 33096
## Predicted   130.7 131.9 131.9 135.9 142.4 137.3  47.8  41.4  34.0  50.7  49.9
## cvpred      130.6 131.8 131.8 135.8 142.2 137.1  48.1  41.8  34.3  50.9  50.1
## pm2.5       181.0 197.0 197.0 203.0 200.0 205.0  14.0  19.0   9.0   8.0  16.0
## CV residual  50.4  65.2  65.2  67.2  57.8  67.9 -34.1 -22.8 -25.3 -42.9 -34.1
##             33100 33101 33103 33104 33109 33113 33114 33115 33119 33130 33131
## Predicted     128   133   133   143  41.1 46.01 71.39  98.9 129.8 104.6  83.9
## cvpred        128   133   133   142  41.4 46.29 71.54  99.0 129.5 104.5  84.0
## pm2.5          19    19    25    30  28.0 50.00 64.00  78.0 158.0  57.0  49.0
## CV residual  -109  -114  -108  -112 -13.4  3.71 -7.54 -21.0  28.5 -47.5 -35.0
##             33132 33134 33136 33138  33142 33145 33146 33148 33150 33151 33152
## Predicted   58.90  60.0 64.77 79.91 111.87 121.9 81.04 104.2 113.9 113.4 112.9
## cvpred      59.18  60.3 65.02 80.06 111.87 121.8 81.11 104.2 113.8 113.3 112.8
## pm2.5       51.00  47.0 64.00 84.00 106.00  96.0 91.00  51.0  33.0  34.0  39.0
## CV residual -8.18 -13.3 -1.02  3.94  -5.87 -25.8  9.89 -53.2 -80.8 -79.3 -73.8
##             33153 33154 33156 33161 33165 33169 33173 33174 33175 33177 33178
## Predicted   117.0 116.5 119.0 127.0 132.9 137.0 137.5   132 136.8  85.5  70.7
## cvpred      116.9 116.4 118.9 126.9 132.7 136.9 137.3   132 136.6  85.4  70.7
## pm2.5        45.0  46.0  46.0  76.0  59.0  86.0 103.0    88  80.0  39.0  20.0
## CV residual -71.9 -70.4 -72.9 -50.9 -73.7 -50.9 -34.3   -44 -56.6 -46.4 -50.7
##             33179 33180 33182 33184 33191 33192 33193 33194 33197 33200 33201
## Predicted    55.6  54.1  55.2  42.9 107.9   107 111.7 111.6   137   137 100.8
## cvpred       55.7  54.2  55.3  43.0 107.5   107 111.3 111.1   137   137 100.5
## pm2.5        17.0  14.0  12.0  11.0  28.0    21  26.0  25.0    10    13  18.0
## CV residual -38.7 -40.2 -43.3 -32.0 -79.5   -86 -85.3 -86.1  -127  -124 -82.5
##             33205 33206 33207 33208 33212 33219 33220 33223 33225 33227 33228
## Predicted    35.7  26.2  20.5 20.78  70.4 140.4 145.5   130   115  60.9 41.34
## cvpred       35.7  26.2  20.7 20.89  70.3 139.8 144.9   129   115  60.9 41.44
## pm2.5         9.0  12.0   8.0 15.00  29.0  71.0  69.0    41    72  42.0 46.00
## CV residual -26.7 -14.2 -12.7 -5.89 -41.3 -68.8 -75.9   -88   -43 -18.9  4.56
##             33230 33231 33232 33239 33243 33246 33247 33249 33250 33252 33253
## Predicted    17.9  8.16  13.4 109.4 138.9 144.0 149.1 142.5 126.9 101.5  90.3
## cvpred       18.2  8.45  13.7 109.2 138.4 143.5 148.6 142.1 126.6 101.3  90.3
## pm2.5        40.0 29.00  34.0 107.0 179.0 163.0 161.0  98.0 113.0 159.0 207.0
## CV residual  21.8 20.55  20.3  -2.2  40.6  19.5  12.4 -44.1 -13.6  57.7 116.7
##             33255 33256 33258 33261 33262 33263 33265 33269 33273 33274 33276
## Predicted    64.7  54.6  72.0 123.5 132.2   137 137.9   143 141.1 126.9   106
## cvpred       64.8  54.7  72.1 123.3 131.9   137 137.5   143 140.8 126.6   106
## pm2.5       148.0 131.0 144.0 175.0 189.0   206 224.0   282 235.0 225.0   226
## CV residual  83.2  76.3  71.9  51.7  57.1    69  86.5   139  94.2  98.4   120
##             33283 33285 33288 33290 33293 33300 33301 33303 33304 33305 33308
## Predicted     122   130   130   130   134  36.7  24.2 15.51 17.69 19.62  38.3
## cvpred        122   130   130   130   134  36.8  24.5 15.87 18.06 20.01  38.6
## pm2.5         234   271   277   263   260  12.0  12.0 17.00 13.00 12.00  13.0
## CV residual   112   141   147   133   126 -24.8 -12.5  1.13 -5.06 -8.01 -25.6
##             33309 33311 33312 33316 33320 33321 33324 33327 33328 33335 33340
## Predicted    47.0  38.8  52.3   105 120.7  98.9  51.5  31.7 27.55 100.1 137.9
## cvpred       47.2  39.0  52.5   105 120.3  98.7  51.5  31.9 27.76  99.8 137.4
## pm2.5        17.0  13.0  18.0    30  29.0  31.0  18.0  14.0 18.00  55.0 113.0
## CV residual -30.2 -26.0 -34.5   -75 -91.3 -67.7 -33.5 -17.9 -9.76 -44.8 -24.4
##             33343 33345 33348 33349 33350 33351 33353 33361 33365 33380 33384
## Predicted   144.1 132.6  91.6  73.4  63.0  48.0  59.9 138.9 138.9 123.0 135.8
## cvpred      143.6 132.2  91.5  73.4  63.1  48.2  60.1 138.4 138.4 122.9 135.4
## pm2.5        99.0  89.0 115.0 128.0 110.0  99.0  72.0 146.0 166.0  95.0  95.0
## CV residual -44.6 -43.2  23.5  54.6  46.9  50.8  11.9   7.6  27.6 -27.9 -40.4
##             33389 33391 33393 33394 33395 33397 33399 33401 33403 33405 33406
## Predicted     128   125 119.5  95.2  75.1 14.19  3.78 -9.16 31.43  62.8  71.7
## cvpred        127   124 119.1  94.9  74.9 14.31  4.00 -8.88 31.42  62.6  71.5
## pm2.5          27    21  22.0  27.0  26.0 18.00 15.00 21.00 27.00  25.0  18.0
## CV residual  -100  -103 -97.1 -67.9 -48.9  3.69 11.00 29.88 -4.42 -37.6 -53.5
##             33410 33413 33414 33415 33416 33417 33420 33430 33434 33435 33438
## Predicted    65.1  66.1  64.0 101.7   124  89.5  55.6  62.4  73.2  77.5 101.0
## cvpred       64.9  65.8  63.8 101.1   123  89.2  55.6  62.4  73.2  77.5 100.7
## pm2.5         9.0  13.0  12.0  14.0    21  25.0  17.0  38.0  42.0  40.0  41.0
## CV residual -55.9 -52.8 -51.8 -87.1  -102 -64.2 -38.6 -24.4 -31.2 -37.5 -59.7
##             33439 33440 33445 33447 33449 33451 33452 33454 33455 33460 33461
## Predicted    89.8  74.1  8.48  37.2  42.2 105.2    57  99.2 125.0   124 132.9
## cvpred       89.7  74.1  8.94  37.3  42.3 104.9    57  99.0 124.6   123 132.4
## pm2.5        36.0  36.0 26.00  26.0  23.0  36.0   100  73.0  92.0    39  42.0
## CV residual -53.7 -38.1 17.06 -11.3 -19.3 -68.9    43 -26.0 -32.6   -84 -90.4
##             33466 33467 33471 33476 33477 33482 33484 33485   33486 33490 33492
## Predicted    82.0  56.9  51.1 119.1 119.1 139.6 144.9 145.4 145.507 137.5  99.1
## cvpred       81.9  57.0  51.2 118.8 118.8 139.1 144.3 144.8 144.913 137.1  98.9
## pm2.5        38.0  38.0  62.0  91.0 129.0 165.0 199.0 196.0 144.000 127.0 197.0
## CV residual -43.9 -19.0  10.8 -27.8  10.2  25.9  54.7  51.2  -0.913 -10.1  98.1
##             33493 33494 33495 33497 33500 33504 33505 33509 33512 33513 33520
## Predicted    92.9  87.6    88  91.1   132   143   143   142   140   133  91.7
## cvpred       92.8  87.5    88  91.0   132   143   143   142   140   133  91.7
## pm2.5       222.0 245.0   241 243.0   295   385   407   270   273   269 270.0
## CV residual 129.2 157.5   153 152.0   163   242   264   128   133   136 178.3
##             33521 33525 33529 33535 33537 33539 33541 33546 33548 33550  33557
## Predicted     101   123   136   145 104.9  74.3  44.8  62.7 106.7 101.6 140.77
## cvpred        101   122   136   145 104.7  74.2  44.8  62.7 106.3 101.2 140.15
## pm2.5         292   393   367    17  24.0  14.0   7.0  17.0  35.0  46.0 135.00
## CV residual   191   271   231  -128 -80.7 -60.2 -37.8 -45.7 -71.3 -55.2  -5.15
##             33559 33562 33565 33568   33571 33572 33574  33576 33578  33581
## Predicted     147 119.9  75.4  73.5 124.223   128 138.9 139.62 144.1 144.77
## cvpred        146 119.5  75.3  73.5 123.849   128 138.4 139.11 143.6 144.18
## pm2.5          46  37.0  51.0 111.0 124.000   160 156.0 136.00 187.0 135.00
## CV residual  -100 -82.5 -24.3  37.5   0.151    32  17.6  -3.11  43.4  -9.18
##             33584 33587 33588 33591 33593 33598 33599 33602 33604  33610 33624
## Predicted   143.7 100.4  84.1  79.3  93.1 143.3 144.0   149   145 137.63 137.9
## cvpred      143.1 100.2  84.1  79.2  92.9 142.8 143.5   148   144 137.21 137.5
## pm2.5       118.0 112.0 126.0 131.0 151.0 211.0 229.0   289   299 139.00 205.0
## CV residual -25.1  11.8  41.9  51.8  58.1  68.2  85.5   141   155   1.79  67.5
##             33638 33639 33640 33649 33653 33655 33656 33657 33659 33664 33671
## Predicted     115   109   109   143 106.0  95.1  84.8  77.7  48.7  5.27  92.9
## cvpred        115   109   108   142 105.8  94.8  84.6  77.6  48.9  5.65  92.6
## pm2.5         388   329   310   334  52.0  12.0  14.0  12.0  11.0 10.00  11.0
## CV residual   273   220   202   192 -53.8 -82.8 -70.6 -65.6 -37.9  4.35 -81.6
##             33676 33677 33679 33685 33690 33691 33696 33697 33698 33700 33703
## Predicted     132   136 126.7  47.1  53.4  81.8 115.2   125 125.2   121 125.0
## cvpred        131   136 126.2  47.2  53.5  81.6 114.8   125 124.8   120 124.6
## pm2.5          26    27  46.0  32.0  33.0  46.0 129.0   158 178.0   223 142.0
## CV residual  -105  -109 -80.2 -15.2 -20.5 -35.6  14.2    33  53.2   103  17.4
##             33705 33710 33714 33716 33722 33723 33725 33727 33732 33737 33750
## Predicted   124.2  93.7   113   128   145   146   145   151  93.9 -24.4  36.9
## cvpred      123.8  93.5   113   128   144   145   145   150  93.8 -24.1  37.0
## pm2.5       151.0 183.0   190   254   270   247   263   238 173.0  15.0   8.0
## CV residual  27.2  89.5    77   126   126   102   118    88  79.2  39.1 -29.0
##             33751 33752 33756 33757 33758 33762 33763  33766 33771  33775
## Predicted    95.8   125  32.9  26.8 21.07  54.2 62.51 113.32 133.0 143.49
## cvpred       95.3   124  32.8  26.8 21.08  54.1 62.37 112.85 132.4 142.78
## pm2.5        15.0    15  18.0  24.0 27.00  51.0 56.00 108.00 188.0 151.00
## CV residual -80.3  -109 -14.8  -2.8  5.92  -3.1 -6.37  -4.85  55.6   8.22
##              33776 33777  33778 33779 33780 33792 33795 33802 33805 33808 33809
## Predicted   143.37   143 121.09  96.4  87.7   124 130.1 112.0  70.4 48.22  58.1
## cvpred      142.67   142 120.65  96.1  87.4   124 129.6 111.7  70.3 48.22  58.0
## pm2.5       138.00   121 123.00 110.0 109.0   173 160.0 175.0 118.0 46.00  32.0
## CV residual  -4.67   -21   2.35  13.9  21.6    49  30.4  63.3  47.7 -2.22 -26.0
##             33810 33811 33812 33813 33815 33817 33824 33825 33829 33830 33834
## Predicted    67.5  43.2  31.8  38.5  25.7 -12.3 -2.42 -9.76 -57.4 -60.1 -53.0
## cvpred       67.4  43.2  31.8  38.4  25.6 -12.3 -2.55 -9.82 -57.1 -59.8 -52.5
## pm2.5        20.0   6.0   6.0   7.0   8.0   8.0  8.00  9.00   5.0   6.0  17.0
## CV residual -47.4 -37.2 -25.8 -31.4 -17.6  20.3 10.55 18.82  62.1  65.8  69.5
##             33837 33841 33842 33844 33845 33847 33850 33851 33852 33860 33864
## Predicted    35.4 102.9  98.0 102.5  93.3   121  66.6 32.57 22.20 69.51 124.3
## cvpred       35.2 102.3  97.4 101.9  92.7   120  66.3 32.46 22.14 69.24 123.7
## pm2.5        72.0  14.0  25.0  23.0  21.0    15  23.0 27.00 20.00 66.00  98.0
## CV residual  36.8 -88.3 -72.4 -78.9 -71.7  -105 -43.3 -5.46 -2.14 -3.24 -25.7
##              33866 33867  33868 33869 33875 33876 33877 33878 33880 33882 33887
## Predicted   130.22   140 138.99 139.5  64.7  53.6  39.8 34.68  43.3  64.7 107.0
## cvpred      129.53   139 138.29 138.8  64.6  53.5  39.8 34.74  43.4  64.6 106.5
## pm2.5       125.00   123 135.00 150.0  45.0  38.0  18.0 25.00  15.0  17.0  73.0
## CV residual  -4.53   -16  -3.29  11.2 -19.6 -15.5 -21.8 -9.74 -28.4 -47.6 -33.5
##             33890 33893  33895 33901 33903 33908 33909 33912 33916 33917 33922
## Predicted   122.1 137.2 142.62 115.5   105   135   140   130   129 137.0  60.2
## cvpred      121.6 136.6 141.96 115.1   105   135   140   129   128 136.4  60.0
## pm2.5        90.0 123.0 132.00 189.0   216   283   261   252   235 114.0  23.0
## CV residual -31.6 -13.6  -9.96  73.9   111   148   121   123   107 -22.4 -37.0
##             33925 33935 33936 33944 33950 33955  33959 33962 33964 33966 33970
## Predicted   22.15 65.48 70.62 144.2  21.5  36.4 118.21 119.0 118.5  83.3  44.2
## cvpred      22.17 65.27 70.36 143.5  21.6  36.4 117.69 118.4 117.9  83.0  44.2
## pm2.5       24.00 72.00 78.00 164.0  67.0  80.0 116.00 216.0 188.0  71.0  32.0
## CV residual  1.83  6.73  7.64  20.5  45.4  43.6  -1.69  97.6  70.1 -12.0 -12.2
##             33974 33975 33982 33983 33984 33987 33990 33992 33993 33995 33999
## Predicted    3.16 -5.02 14.19 12.59 15.63 116.2   135   116 100.2  40.4  1.81
## cvpred       3.35 -4.78 14.37 12.79 15.83 115.6   135   115  99.7  40.2  1.83
## pm2.5       10.00 13.00  5.00  8.00 11.00  37.0    12    12   9.0   8.0 12.00
## CV residual  6.65 17.78 -9.37 -4.79 -4.83 -78.6  -123  -103 -90.7 -32.2 10.17
##             34000 34002 34010 34011 34014 34017 34019 34021 34025 34034 34041
## Predicted    3.74 13.73  50.0  53.3  24.1  9.00 -5.93 -25.0 -38.5  75.2  85.5
## cvpred       3.78 13.72  49.9  53.2  24.2  9.09 -5.70 -24.6 -38.0  74.7  84.9
## pm2.5       11.00  9.00  13.0  17.0   6.0 12.00  9.00   7.0   9.0  14.0  17.0
## CV residual  7.22 -4.72 -36.9 -36.2 -18.2  2.91 14.70  31.6  47.0 -60.7 -67.9
##             34043 34044 34045 34051 34058 34063 34071 34072 34074  34078  34079
## Predicted    63.3  51.7  46.1  84.6 117.6 129.9  46.3  47.4  61.6 116.32 125.59
## cvpred       62.8  51.3  45.7  84.1 116.9 129.1  46.2  47.3  61.4 115.69 124.91
## pm2.5        22.0  15.0  20.0  71.0 138.0  57.0  20.0  20.0  30.0 121.00 131.00
## CV residual -40.8 -36.3 -25.7 -13.1  21.1 -72.1 -26.2 -27.3 -31.4   5.31   6.09
##             34081 34083 34085 34086 34088 34089 34093 34094 34095 34096 34097
## Predicted   121.4 140.5 134.6 129.3 143.2 135.4 56.21 51.58  46.0 46.69 51.34
## cvpred      120.8 139.7 133.9 128.5 142.4 134.6 56.05 51.42  45.8 46.58 51.18
## pm2.5       174.0 205.0 154.0  83.0 128.0 161.0 63.00 54.00  61.0 43.00 50.00
## CV residual  53.2  65.3  20.1 -45.5 -14.4  26.4  6.95  2.58  15.2 -3.58 -1.18
##             34100 34102 34104 34105 34109 34111 34112 34113 34114 34117 34125
## Predicted    73.9 119.7 134.6   130 134.0 133.0 126.0 129.3  99.2 61.10  86.3
## cvpred       73.6 119.1 133.9   130 133.3 132.3 125.4 128.7  98.7 60.89  86.0
## pm2.5       141.0 206.0 226.0   232 163.0  69.0  54.0  57.0  58.0 63.00 323.0
## CV residual  67.4  86.9  92.1   102  29.7 -63.3 -71.4 -71.7 -40.7  2.11 237.0
##             34127 34128 34129 34132 34134 34141 34148 34151 34152 34160 34168
## Predicted     123   133   134   144   139  62.8  93.5   122 122.0 116.6  27.8
## cvpred        123   133   134   143   138  62.6  93.2   122 121.5 116.1  27.7
## pm2.5         352   365   383   387   280 145.0 267.0   256 218.0  41.0  71.0
## CV residual   229   232   249   244   142  82.4 173.8   134  96.5 -75.1  43.3
##             34169 34172 34174 34177 34184 34189 34202 34206 34209 34212 34213
## Predicted    53.5 101.4  54.7  60.7  49.2 19.64 118.2 129.6 118.7  38.0  31.3
## cvpred       53.2 100.9  54.4  60.5  49.0 19.68 117.4 128.7 117.9  37.7  31.1
## pm2.5        79.0  69.0  70.0  15.0  16.0 16.00  61.0  32.0  21.0  16.0  13.0
## CV residual  25.8 -31.9  15.6 -45.5 -33.0 -3.68 -56.4 -96.7 -96.9 -21.7 -18.1
##             34220 34224 34226 34232 34233 34235 34238 34241 34244 34249 34251
## Predicted   10.47  38.1  34.0  19.4  11.7 -8.97 -22.1 -33.8 -34.8 -45.5 -34.6
## cvpred      10.19  37.7  33.6  19.2  11.5 -9.00 -22.0 -33.6 -34.6 -45.2 -34.4
## pm2.5       19.00   7.0   5.0   7.0   5.0  5.00  12.0  12.0  10.0   6.0   2.0
## CV residual  8.81 -30.7 -28.6 -12.2  -6.5 14.00  34.0  45.6  44.6  51.2  36.4
##             34253 34254 34258 34260 34262 34263 34266 34267 34268 34271 34272
## Predicted   -37.3 -40.0 -63.2  -105  -111  -119 -99.1 -82.9 -79.4 -78.8 -80.4
## cvpred      -37.0 -39.7 -62.6  -104  -110  -118 -98.1 -81.9 -78.3 -77.7 -79.3
## pm2.5         4.0   4.0  10.0     9     9    23  10.0  33.0  59.0  88.0  94.0
## CV residual  41.0  43.7  72.6   113   119   141 108.1 114.9 137.3 165.7 173.3
##             34279 34290 34296 34300 34301 34307 34309 34312 34318 34319 34320
## Predicted   112.5  26.5 98.03 120.0 118.9  40.1  31.7 25.17  81.0 103.9  61.5
## cvpred      111.7  26.4 97.46 119.3 118.2  39.8  31.6 25.02  80.4 103.3  61.0
## pm2.5        19.0  56.0 90.00  61.0  34.0  25.0  15.0 16.00  56.0  36.0  26.0
## CV residual -92.7  29.6 -7.46 -58.3 -84.2 -14.8 -16.6 -9.02 -24.4 -67.3 -35.0
##             34325 34327 34336 34338 34342 34343  34348 34350  34355 34356 34361
## Predicted   119.1 134.7  19.8  47.5 107.5   107 131.62 135.4 75.422  59.0  34.0
## cvpred      118.3 133.8  19.7  47.3 106.9   106 130.79 134.5 75.028  58.6  33.9
## pm2.5        57.0  90.0  62.0  80.0 154.0   135 138.00  84.0 76.000  77.0  93.0
## CV residual -61.3 -43.8  42.3  32.7  47.1    29   7.21 -50.5  0.972  18.4  59.1
##             34364 34365 34368 34369 34370 34371 34374 34376 34383 34388 34391
## Predicted   107.5 103.2   107   102   116 125.3 117.6 123.1 25.20  31.2  60.7
## cvpred      106.9 102.6   107   101   115 124.5 116.9 122.3 25.22  31.1  60.5
## pm2.5       190.0 197.0   226   233   225 159.0  73.0  74.0 30.00  74.0 159.0
## CV residual  83.1  94.4   119   132   110  34.5 -43.9 -48.3  4.78  42.9  98.5
##             34397 34405 34406 34411 34418 34421 34422 34427 34430 34431 34433
## Predicted     137  46.0  40.3  86.8 110.2 75.65  88.3  42.7  39.6  33.6  40.7
## cvpred        136  45.8  40.3  86.3 109.6 75.29  87.8  42.5  39.3  33.4  40.4
## pm2.5         185  73.0  68.0  69.0 122.0 70.00  33.0  25.0  10.0  11.0  13.0
## CV residual    49  27.2  27.7 -17.3  12.4 -5.29 -54.8 -17.5 -29.3 -22.4 -27.4
##             34434 34435 34437 34447 34452 34453 34457 34458 34465 34466 34467
## Predicted    59.5  79.7  69.5 133.0  86.5  72.1  75.0  83.4   145   146   150
## cvpred       59.1  79.2  69.0 132.1  86.1  71.8  74.7  83.1   144   145   149
## pm2.5        17.0  32.0  42.0 163.0 135.0 159.0 246.0 224.0   330   407   430
## CV residual -42.1 -47.2 -27.0  30.9  48.9  87.2 171.3 140.9   186   262   281
##             34469 34471 34473 34474 34475 34478 34480 34487 34488 34490 34491
## Predicted     151 146.4 146.1 134.6 120.0   117   115   148   142   141   141
## cvpred        150 145.5 145.3 133.9 119.4   116   114   148   141   140   140
## pm2.5         343 244.0 172.0 156.0 166.0   290   392   480   424   403   403
## CV residual   193  98.5  26.7  22.1  46.6   174   278   332   283   263   263
##             34492 34494 34496 34499 34501 34503 34505 34518 34524 34529 34532
## Predicted     141   141   141   126   111  63.9  34.8  40.4  6.66 -13.4  99.0
## cvpred        141   141   140   126   110  63.7  34.6  40.3  6.81 -13.1  98.4
## pm2.5         389   432   403   354   266 184.0  13.0   8.0 11.00  10.0  19.0
## CV residual   248   291   263   228   156 120.3 -21.6 -32.3  4.19  23.1 -79.4
##             34536 34544 34545 34546 34549 34553 34556 34558 34560 34561 34570
## Predicted   114.7 126.5   124   123  54.4  23.6  33.2  33.2  27.6  34.5  74.6
## cvpred      113.9 125.7   123   122  54.0  23.4  33.0  32.9  27.5  34.3  74.1
## pm2.5        58.0  41.0    29    32  24.0   9.0  13.0   7.0  13.0   9.0  10.0
## CV residual -55.9 -84.7   -94   -90 -30.0 -14.4 -20.0 -25.9 -14.5 -25.3 -64.1
##             34576 34578 34579 34580 34582 34583 34586 34590 34594 34608 34611
## Predicted   21.90 27.86  62.2  66.6  66.6  72.5 106.2   129  38.6 109.0 103.7
## cvpred      21.69 27.64  61.7  66.1  66.1  71.9 105.4   128  38.1 108.1 102.8
## pm2.5       17.00 31.00  34.0  40.0  55.0  76.0  47.0    14  11.0  38.0  48.0
## CV residual -4.69  3.36 -27.7 -26.1 -11.1   4.1 -58.4  -114 -27.1 -70.1 -54.8
##             34613 34615 34617 34620 34621 34623 34628 34642 34644 34647 34650
## Predicted   114.3 119.4 113.5  50.7  40.7  34.8  83.1  88.4  35.7 12.83  33.0
## cvpred      113.3 118.4 112.6  50.1  40.2  34.4  82.4  87.6  35.2 12.51  32.5
## pm2.5        39.0  51.0  92.0  30.0  57.0  49.0 144.0  41.0  25.0 17.00 117.0
## CV residual -74.3 -67.4 -20.6 -20.1  16.8  14.6  61.6 -46.6 -10.2  4.49  84.5
##             34651  34653 34654 34659 34662 34664  34668 34670 34673 34676 34678
## Predicted    65.7 93.757  78.9  98.3  90.9  77.2 39.548 30.52 38.92 101.0 106.2
## cvpred       65.0 92.968  78.2  97.5  90.2  76.5 39.107 30.13 38.52 100.3 105.4
## pm2.5       125.0 92.000  51.0  48.0  16.0  15.0 39.000 25.00 48.00  60.0  86.0
## CV residual  60.0 -0.968 -27.2 -49.5 -74.2 -61.5 -0.107 -5.13  9.48 -40.3 -19.4
##             34680 34684 34686 34687 34691 34696 34700 34701 34707 34710 34711
## Predicted   111.3   130 135.2 130.4 114.7  76.1 114.2   123   122 115.5 113.4
## cvpred      110.5   129 134.2 129.4 113.9  75.6 113.4   122   122 114.8 112.7
## pm2.5       163.0   262  90.0  73.0  84.0 156.0 210.0   247   302 192.0 127.0
## CV residual  52.5   133 -44.2 -56.4 -29.9  80.4  96.6   125   180  77.2  14.3
##              34712 34713 34715 34716 34718 34721 34723 34729 34734 34737 34740
## Predicted   89.410  88.1  71.4  64.6  71.9  64.9  93.2  83.0   115 102.3  73.6
## cvpred      88.792  87.5  70.8  64.1  71.3  64.4  92.5  82.3   114 101.4  73.0
## pm2.5       89.000  40.0  26.0  20.0  24.0  26.0  39.0  12.0    12  12.0  17.0
## CV residual  0.208 -47.5 -44.8 -44.1 -47.3 -38.4 -53.5 -70.3  -102 -89.4 -56.0
##             34741 34744 34745 34747  34750 34751 34752 34753 34755 34757 34761
## Predicted    48.8 59.33  76.8  95.6 122.81 122.3 117.7 126.8   131   124 112.7
## cvpred       48.3 58.75  76.1  94.8 121.83 121.4 116.7 125.8   130   123 111.8
## pm2.5        19.0 55.00  59.0  91.0 123.00 162.0 214.0 160.0    18     8  16.0
## CV residual -29.3 -3.75 -17.1  -3.8   1.17  40.6  97.3  34.2  -112  -115 -95.8
##             34762 34764 34767 34772 34776 34777 34780 34781 34783 34787 34793
## Predicted   106.4  84.5  66.5  82.5 126.6 116.2   128   132   125  90.7  62.6
## cvpred      105.6  83.8  65.9  81.8 125.6 115.3   127   131   124  90.0  62.1
## pm2.5        23.0  31.0  23.0  48.0 107.0 152.0    23    17    29  29.0  24.0
## CV residual -82.6 -52.8 -42.9 -33.8 -18.6  36.7  -104  -114   -95 -61.0 -38.1
##             34798 34799 34800 34808 34810 34811 34814 34819 34821 34822 34823
## Predicted   107.0  95.8  96.8 121.1 102.0  86.3  58.3  94.3  98.4   105   121
## cvpred      106.2  95.1  96.0 120.1 101.3  85.6  57.8  93.6  97.8   105   120
## pm2.5        38.0  68.0  46.0  28.0  34.0  41.0  36.0 128.0 242.0   247   242
## CV residual -68.2 -27.1 -50.0 -92.1 -67.3 -44.6 -21.8  34.4 144.2   142   122
##             34824 34828 34830 34834 34835 34845 34846  34854 34856 34859 34862
## Predicted     126 130.3 135.5 132.0 120.1   134   139 132.15 131.7  70.1  56.0
## cvpred        125 129.4 134.5 131.1 119.2   133   138 131.22 130.7  69.6  55.7
## pm2.5         240 178.0 155.0  65.0  52.0   325   348 139.00 104.0  98.0  34.0
## CV residual   115  48.6  20.5 -66.1 -67.2   192   210   7.78 -26.7  28.4 -21.7
##             34863 34868 34869 34871 34874 34875 34878 34879 34882 34888 34896
## Predicted   45.67  94.3 109.8 124.0   130   141   141   145   139   111   147
## cvpred      45.38  93.6 109.1 123.1   129   140   140   144   138   110   146
## pm2.5       36.00 121.0 168.0 196.0   273   334   426   377   282   337   267
## CV residual -9.38  27.4  58.9  72.9   144   194   286   233   144   227   121
##             34898 34902 34907 34908 34909 34916 34926 34927 34928 34933 34936
## Predicted     148   150   135   115  94.2 34.58  38.4  32.0  29.8 -26.3 -39.6
## cvpred        147   149   134   114  93.7 34.25  38.1  31.8  29.6 -26.1 -39.3
## pm2.5         297   281   267   282 295.0 36.00  13.0  13.0  11.0  18.0  16.0
## CV residual   150   132   133   168 201.3  1.75 -25.1 -18.8 -18.6  44.1  55.3
##             34940 34947 34957 34958 34959 34961 34963 34970 34973 34974 34979
## Predicted   -26.0 -22.6 -44.8 -59.3 -65.8  60.1  87.6  95.6  96.0  80.2  51.7
## cvpred      -25.7 -22.3 -44.2 -58.7 -65.1  59.5  86.9  94.8  95.3  79.5  51.2
## pm2.5        17.0  16.0  23.0  27.0  18.0  20.0  30.0  21.0  14.0  17.0  17.0
## CV residual  42.7  38.3  67.2  85.7  83.1 -39.5 -56.9 -73.8 -81.3 -62.5 -34.2
##             34981  34982 34992 34996 35002 35007 35010 35032 35039 35041 35046
## Predicted    37.0 11.895  7.92  51.3  97.1  17.1  29.1 -6.52  57.2 92.26 120.6
## cvpred       36.7 11.653  7.78  50.7  96.4  16.8  28.8 -6.46  56.7 91.55 119.7
## pm2.5        11.0 11.000 48.00  77.0  77.0  32.0  43.0 25.00  72.0 84.00 113.0
## CV residual -25.7 -0.653 40.22  26.3 -19.4  15.2  14.2 31.46  15.3 -7.55  -6.7
##             35049 35050 35052 35053 35055 35060 35062 35067 35069 35076 35077
## Predicted    47.4  39.6  29.3  20.3  11.5  10.4 -1.31  1.10  66.6 25.12 21.92
## cvpred       47.1  39.3  29.1  20.3  11.5  10.4 -1.22  1.21  66.1 25.02 21.88
## pm2.5        61.0  50.0  41.0  34.0  22.0  22.0 23.00 65.00  79.0 32.00 23.00
## CV residual  13.9  10.7  11.9  13.7  10.5  11.6 24.22 63.79  12.9  6.98  1.12
##             35078 35085 35090 35092 35096  35099 35100 35101 35102 35103 35106
## Predicted    10.4  83.6   129   129 147.1 118.35 105.3 99.92  85.0  84.5  99.3
## cvpred       10.5  83.1   128   128 146.2 117.77 104.8 99.47  84.7  84.2  98.8
## pm2.5        28.0  62.0   170   174 187.0 108.00 102.0 95.00 127.0 125.0 165.0
## CV residual  17.5 -21.1    42    46  40.8  -9.77  -2.8 -4.47  42.3  40.8  66.2
##             35111 35112 35113 35114 35117 35118 35119 35121 35126 35129 35130
## Predicted     131   134   120   116 131.1 124.9 103.9   112 34.29  50.2  60.0
## cvpred        130   134   119   116 130.3 124.2 103.3   111 34.13  49.9  59.6
## pm2.5         242   269   264   220  34.0  35.0  45.0    43 29.00  25.0  31.0
## CV residual   112   135   145   104 -96.3 -89.2 -58.3   -68 -5.13 -24.9 -28.6
##             35131 35133 35139 35142 35143 35144 35149 35152 35162  35171 35172
## Predicted    71.1  85.3 140.5 147.0 152.0 150.8 134.4 120.0 146.3 109.17  70.2
## cvpred       70.6  84.7 139.7 146.1 151.1 149.9 133.7 119.4 145.3 108.66  69.9
## pm2.5        43.0  50.0  89.0  75.0  80.0  86.0 173.0 209.0 183.0 117.00 128.0
## CV residual -27.6 -34.7 -50.7 -71.1 -71.1 -63.9  39.3  89.6  37.7   8.34  58.1
##             35176 35179 35183  35184 35186 35187 35192 35196 35197 35202 35203
## Predicted    61.2  88.4 124.9 133.89 149.0 143.6 143.4 139.3 138.5 130.9 132.1
## cvpred       60.8  87.8 124.2 133.15 148.2 142.9 142.6 138.7 137.8 130.3 131.5
## pm2.5        28.0  46.0 112.0 125.00 126.0 153.0 126.0 123.0 150.0 156.0 158.0
## CV residual -32.8 -41.8 -12.2  -8.15 -22.2  10.1 -16.6 -15.7  12.2  25.7  26.5
##             35205 35213 35219 35223 35224 35226 35227 35229 35230 35235 35238
## Predicted   144.1   150 114.3  60.7  64.5  70.0  69.1  79.7  69.1  80.2  98.6
## cvpred      143.4   149 113.8  60.3  64.1  69.5  68.7  79.0  68.5  79.5  97.8
## pm2.5       171.0   256 182.0  48.0  38.0  27.0  33.0  29.0  24.0   9.0  13.0
## CV residual  27.6   107  68.2 -12.3 -26.1 -42.5 -35.7 -50.0 -44.5 -70.5 -84.8
##             35243 35245 35251 35255 35256 35258 35262 35264 35267 35269 35273
## Predicted    81.8  35.9  45.3  84.9  91.4 111.2  73.9  92.1  53.9 26.74 -11.4
## cvpred       81.1  35.4  44.8  84.2  90.5 110.1  73.1  91.2  53.2 26.31 -11.7
## pm2.5        21.0  22.0  21.0  23.0  53.0  52.0  13.0  14.0  23.0 17.00  27.0
## CV residual -60.1 -13.4 -23.8 -61.2 -37.5 -58.1 -60.1 -77.2 -30.2 -9.31  38.7
##             35276 35278 35279 35283 35288 35291 35292 35309 35310 35324 35339
## Predicted   67.88 66.53  86.5 125.8 123.4  90.1 70.09   119   134  63.7  59.3
## cvpred      67.23 65.89  85.6 124.7 122.2  89.3 69.42   118   133  63.2  58.8
## pm2.5       59.00 58.00  66.0  91.0  47.0  47.0 61.00   234   221 244.0  22.0
## CV residual -8.23 -7.89 -19.6 -33.7 -75.2 -42.3 -8.42   116    88 180.8 -36.8
##             35342 35346 35347 35348 35349 35352 35353 35355 35360 35361 35363
## Predicted    31.4  31.7 41.17  49.6  74.8 110.7 123.8 119.4 133.8   134 102.5
## cvpred       30.9  31.2 40.65  49.0  74.2 109.7 122.8 118.4 132.7   133 101.7
## pm2.5        14.0  19.0 40.00  37.0  42.0  57.0  57.0  96.0 106.0   112 117.0
## CV residual -16.9 -12.2 -0.65 -12.0 -32.2 -52.7 -65.8 -22.4 -26.7   -21  15.3
##             35371 35378  35379 35388 35389 35395 35397 35399 35401 35402 35403
## Predicted    83.5   118 117.83  78.4  54.7 88.43 85.38 124.5 138.6 140.6 130.6
## cvpred       82.8   117 116.83  77.7  54.2 87.82 84.79 123.6 137.7 139.6 129.6
## pm2.5       119.0   159 124.00 199.0 168.0 94.00 92.00 109.0 123.0 122.0 172.0
## CV residual  36.2    42   7.17 121.3 113.8  6.18  7.21 -14.6 -14.7 -17.6  42.4
##             35406 35407 35409 35410 35414 35418 35428 35429 35433 35435 35440
## Predicted   133.3 128.7 116.8 105.7  38.3  49.6   141   145   151   145  68.7
## cvpred      132.3 127.6 115.9 104.9  37.9  49.1   140   145   150   144  68.3
## pm2.5       158.0 103.0  70.0  67.0  51.0  88.0   651   671   477   490 286.0
## CV residual  25.7 -24.6 -45.9 -37.9  13.1  38.9   511   526   327   346 217.7
##             35445 35447 35448 35450 35452 35453 35454 35455 35456 35457  35461
## Predicted     136   149   148   147   136 121.1 124.6 123.3 132.5 132.2 111.68
## cvpred        135   148   147   146   135 120.4 123.9 122.6 131.7 131.4 111.06
## pm2.5         437   320   346   297   250 170.0 103.0  79.0  73.0  74.0 115.00
## CV residual   302   172   199   151   115  49.6 -20.9 -43.6 -58.7 -57.4   3.94
##             35463 35465 35466 35468 35470 35478 35479 35481 35485 35496 35500
## Predicted    77.8  39.5  38.3  40.3  38.1 116.2   131   116 47.56 120.0 129.6
## cvpred       77.3  39.2  37.9  40.0  37.8 115.3   130   115 47.17 119.3 128.9
## pm2.5        67.0  12.0  10.0 238.0 384.0  23.0    19    33 56.00 178.0 114.0
## CV residual -10.3 -27.2 -27.9 198.0 346.2 -92.3  -111   -82  8.83  58.7 -14.9
##              35506  35508 35509 35511 35515 35525 35528 35529 35530 35531 35536
## Predicted   140.00 139.00 125.1 105.8 116.3  48.1  45.4  42.1  33.9 16.66 -24.1
## cvpred      139.22 138.27 124.4 105.3 115.7  47.7  45.1  41.8  33.7 16.54 -23.9
## pm2.5       137.00 145.00 185.0 205.0 202.0  10.0  10.0  11.0  11.0 10.00  14.0
## CV residual  -2.22   6.73  60.6  99.7  86.3 -37.7 -35.1 -30.8 -22.7 -6.54  37.9
##             35537 35545 35546 35550 35551 35557 35558 35561 35562  35568 35570
## Predicted   -22.7  3.66  7.20  8.07  5.97  45.4  34.9  38.1  41.4 107.66 108.4
## cvpred      -22.5  3.83  7.34  8.15  6.11  44.9  34.5  37.7  40.9 106.81 107.5
## pm2.5         9.0 11.00 10.00 13.00 18.00  23.0  23.0  48.0  66.0 113.00 137.0
## CV residual  31.5  7.17  2.66  4.85 11.89 -21.9 -11.5  10.3  25.1   6.19  29.5
##             35572 35573 35576 35581 35589 35592 35595 35596 35599 35601 35602
## Predicted   122.6 127.2 126.1  63.0   101   121   131   131   136 125.0 129.6
## cvpred      121.6 126.2 125.1  62.4   100   120   130   130   135 124.1 128.7
## pm2.5       190.0 175.0 101.0 117.0   213   264   356   366   294 219.0 221.0
## CV residual  68.4  48.8 -24.1  54.6   113   144   226   236   159  94.9  92.3
##             35603 35605 35606 35608 35609 35611 35618 35619 35624 35625 35627
## Predicted     110  84.9  84.6  83.9  83.6   113   122   126   124   123  98.0
## cvpred        109  84.3  84.1  83.4  83.1   113   121   125   123   123  97.4
## pm2.5         245 240.0 235.0 238.0 243.0   310   312   316   233   241 214.0
## CV residual   136 155.7 150.9 154.6 159.9   197   191   191   110   118 116.6
##             35636 35643 35650 35653 35655 35658 35660 35669 35676 35680 35684
## Predicted    3.37  91.5  38.8  29.9 17.90  35.2  78.4   131 102.0  82.5   108
## cvpred       3.23  90.8  38.4  29.6 17.66  34.7  77.7   130 101.5  82.1   107
## pm2.5       48.00  53.0  15.0  15.0 14.00  16.0  33.0    23  35.0  65.0    88
## CV residual 44.77 -37.8 -23.4 -14.6 -3.66 -18.7 -44.7  -107 -66.5 -17.1   -19
##             35689 35690 35692 35694 35695 35699 35701 35703 35705 35707 35711
## Predicted   137.4 147.2   148 147.1 147.0   127  86.9  64.6  63.6  30.4  5.72
## cvpred      136.7 146.3   147 146.2 146.1   126  86.4  64.4  63.4  30.2  5.47
## pm2.5       122.0 116.0   120 108.0 110.0   149 136.0 161.0 167.0  19.0 10.00
## CV residual -14.7 -30.3   -27 -38.2 -36.1    23  49.6  96.6 103.6 -11.2  4.53
##             35713 35726 35732 35733 35735 35736 35737 35738 35740 35746 35749
## Predicted    44.3  83.2  93.0  99.9 121.9 126.5 126.8   147 147.1 145.6 120.5
## cvpred       43.8  82.8  92.5  99.4 121.3 125.9 126.1   146 146.2 144.8 119.8
## pm2.5        11.0  65.0  70.0  71.0  74.0  86.0  75.0    72  76.0  91.0 132.0
## CV residual -32.8 -17.8 -22.5 -28.4 -47.3 -39.9 -51.1   -74 -70.2 -53.8  12.2
##             35751 35754 35756 35759 35762  35764 35767 35768 35769 35770 35772
## Predicted   111.2 110.4   137 135.6 132.0 127.33  59.9  68.3  82.1  39.5 19.53
## cvpred      110.6 109.9   136 134.8 131.2 126.57  59.4  67.8  81.5  39.1 19.21
## pm2.5       175.0 205.0   241 205.0 217.0 128.00  16.0   6.0  12.0  20.0 16.00
## CV residual  64.4  95.1   105  70.2  85.8   1.43 -43.4 -61.8 -69.5 -19.1 -3.21
##             35781 35782 35784 35786 35789  35791 35793 35797 35798 35802 35803
## Predicted   113.0 126.8 135.1   124 136.1 141.74 145.1 120.0   115 124.3 119.7
## cvpred      112.4 126.1 134.4   124 135.3 140.88 144.3 119.4   114 123.7 119.1
## pm2.5       123.0 142.0 190.0   469 209.0 138.00 130.0  70.0    81 144.0 147.0
## CV residual  10.6  15.9  55.6   345  73.7  -2.88 -14.3 -49.4   -33  20.3  27.9
##             35809 35810 35812 35813 35815 35816 35818 35819 35820 35821 35823
## Predicted   128.7 128.8 128.2 137.3 131.9 121.5 110.3 109.4 114.8 122.8 127.0
## cvpred      128.1 128.2 127.6 136.6 131.3 120.9 109.8 108.9 114.3 122.3 126.4
## pm2.5       183.0 181.0 167.0 171.0 175.0 190.0 187.0 178.0 184.0 152.0 163.0
## CV residual  54.9  52.8  39.4  34.4  43.7  69.1  77.2  69.1  69.7  29.7  36.6
##             35826 35829  35832  35833  35834 35836 35839 35841 35844 35845
## Predicted   133.9 136.5 138.77 138.28 137.42 135.7 146.4   139 16.34  8.64
## cvpred      133.4 135.9 138.22 137.74 136.89 135.2 145.7   138 16.28  8.63
## pm2.5       109.0 118.0 144.00 141.00 144.00 163.0 171.0   152 22.00 15.00
## CV residual -24.4 -17.9   5.78   3.26   7.11  27.8  25.3    14  5.72  6.37
##             35846 35847 35848 35851  35852 35853 35855 35858 35861 35862 35864
## Predicted    1.19 -1.51 -12.6 -15.1 -0.278 -6.26  1.06  4.24  72.0  31.7  28.8
## cvpred       1.22 -1.45 -12.5 -15.2 -0.660 -6.61  0.67  3.80  71.4  31.1  28.2
## pm2.5       13.00 13.00  12.0   9.0  8.000  9.00  9.00  8.00   6.0   6.0   5.0
## CV residual 11.78 14.45  24.5  24.2  8.660 15.61  8.33  4.20 -65.4 -25.1 -23.2
##             35867  35868 35870 35876 35880 35882 35886 35887 35888 35892 35897
## Predicted   10.90 -0.821 -28.2  4.27  34.9  42.3  42.0  40.6  39.0  2.86  2.46
## cvpred      10.49 -1.165 -28.4  3.88  34.2  41.7  41.3  39.9  38.4  2.45  1.96
## pm2.5        4.00  4.000   6.0  6.00  16.0   7.0   6.0   7.0  10.0 12.00  7.00
## CV residual -6.49  5.165  34.4  2.12 -18.2 -34.7 -35.3 -32.9 -28.4  9.55  5.04
##             35899 35900 35907 35908 35909 35910 35911  35914  35922  35923
## Predicted    39.6  63.1 76.97  81.9  91.6  92.2 111.8 95.256 101.21 110.49
## cvpred       39.0  62.3 76.17  81.0  90.7  91.3 110.7 94.389 100.59 109.82
## pm2.5        17.0  50.0 69.00  62.0  73.0 115.0 155.0 94.000 104.00 101.00
## CV residual -22.0 -12.3 -7.17 -19.0 -17.7  23.7  44.3 -0.389   3.41  -8.82
##             35924 35927  35928 35930 35931 35941 35943 35946 35949 35953 35955
## Predicted   115.4 129.0 133.72 134.0 133.7  90.0  80.0  84.9   105 138.2 136.4
## cvpred      114.7 128.3 132.84 133.1 132.8  89.4  79.5  84.3   104 137.4 135.7
## pm2.5        92.0 111.0 125.00 151.0 204.0 136.0 122.0 108.0   130  91.0 101.0
## CV residual -22.7 -17.3  -7.84  17.9  71.2  46.6  42.5  23.7    26 -46.4 -34.7
##             35956 35957  35958  35959 35960 35967 35968 35970 35974 35977 35979
## Predicted   131.6 127.4 122.19 125.47 138.3 138.9 137.6 136.6 139.1 137.2 135.9
## cvpred      130.8 126.7 121.46 124.75 137.5 138.1 136.9 135.9 138.4 136.5 135.2
## pm2.5       105.0 110.0 112.00 119.00 100.0  89.0  90.0 100.0 106.0 106.0  94.0
## CV residual -25.8 -16.7  -9.46  -5.75 -37.5 -49.1 -46.9 -35.9 -32.4 -30.5 -41.2
##             35982 35983 35984 35993 35994 35999 36002 36008 36010 36012 36015
## Predicted   150.5   155 150.3  78.8  82.4  92.3  89.0  86.7  78.9  56.4  42.3
## cvpred      149.6   154 149.4  78.3  81.9  91.5  88.2  86.0  78.3  55.9  42.0
## pm2.5       133.0   132 147.0   9.0   7.0  10.0  13.0  11.0  16.0  17.0  12.0
## CV residual -16.6   -22  -2.4 -69.3 -74.9 -81.5 -75.2 -75.0 -62.3 -38.9 -30.0
##             36018 36025 36026 36027 36032 36037 36040 36043 36044 36050 36052
## Predicted    69.0   116 106.2 109.7   130  74.4  72.7  88.7  97.4 141.8 152.5
## cvpred       68.3   115 105.3 108.8   129  73.7  72.1  88.0  96.6 140.8 151.3
## pm2.5        11.0    11  12.0   9.0     7  18.0  26.0  34.0  42.0  76.0 120.0
## CV residual -57.3  -104 -93.3 -99.8  -122 -55.7 -46.1 -54.0 -54.6 -64.8 -31.3
##             36053 36066 36067 36070 36073 36076  36080 36091 36092 36095 36113
## Predicted   148.0  83.3  96.7 133.7   145 145.0 130.06  65.0  86.6 112.9  96.8
## cvpred      146.8  82.7  96.1 132.8   144 143.9 129.16  64.5  86.0 112.2  96.4
## pm2.5       121.0 135.0 188.0 204.0   220 241.0 136.00 162.0 237.0 150.0 200.0
## CV residual -25.8  52.3  91.9  71.2    76  97.1   6.84  97.5 151.0  37.8 103.6
##             36114 36115 36116 36121 36122 36124 36129 36136 36137 36138 36141
## Predicted    96.3  96.6   123   136   143   148   153   111   106   111   140
## cvpred       95.9  96.1   122   135   142   147   152   110   106   110   140
## pm2.5       197.0 220.0   236   263   262   276   222   272   307   323   362
## CV residual 101.1 123.9   114   128   120   129    70   162   201   213   222
##             36142 36143 36145 36146 36147 36149 36156 36158 36164 36166 36172
## Predicted     146   146   152   152   152   151   120   109   135   146   149
## cvpred        145   146   151   151   151   150   120   109   134   145   148
## pm2.5         487   436   579   649   457   408   277   327   347   351   376
## CV residual   342   290   428   498   306   258   157   218   213   206   228
##             36175 36187 36188 36192  36195 36199 36205 36206 36208 36209 36210
## Predicted     141 101.9   106 118.2 129.36 136.6  63.3  53.3  47.5  46.7  50.9
## cvpred        140 101.4   105 117.6 128.68 135.8  62.8  52.9  47.2  46.3  50.6
## pm2.5         345 169.0   242 216.0 136.00  46.0  88.0  75.0  79.0  67.0  73.0
## CV residual   205  67.6   137  98.4   7.32 -89.8  25.2  22.1  31.8  20.7  22.4
##             36215 36230 36231 36233  36243 36245 36246 36252 36254 36257 36261
## Predicted    94.4  91.0  89.9  88.0 128.08 138.3 143.6  77.3  60.5  51.3 113.4
## cvpred       93.8  90.5  89.5  87.5 127.28 137.5 142.7  76.8  60.1  50.9 112.7
## pm2.5        59.0  63.0  63.0  64.0 125.00 120.0 122.0  58.0  19.0  14.0  39.0
## CV residual -34.8 -27.5 -26.5 -23.5  -2.28 -17.5 -20.7 -18.8 -41.1 -36.9 -73.7
##             36262 36266 36267 36273 36282 36283 36285 36289 36294 36297 36303
## Predicted   113.3 137.2   142 148.5   132   137   137   155   156   149   114
## cvpred      112.6 136.4   141 147.7   131   136   136   154   155   148   114
## pm2.5        89.0 156.0   152 184.0   347   384   400   400   335   324   328
## CV residual -23.6  19.6    11  36.3   216   248   264   246   180   176   214
##             36308 36309 36310 36312 36316 36317 36318 36322 36329 36332 36344
## Predicted     129   140   140   140   137   133   132   114   111   133   129
## cvpred        129   139   139   139   137   132   131   114   110   132   128
## pm2.5         340   346   330   353   340   327   295   350   350   341   240
## CV residual   211   207   191   214   203   195   164   236   240   209   112
##             36348 36349 36352 36357 36358 36359 36360 36362 36363 36366 36367
## Predicted     124   124   118   134   128   128   128   129   129   128   132
## cvpred        124   123   118   133   128   127   127   128   128   127   132
## pm2.5         266   270   316   358   358   357   362   323   339   341   344
## CV residual   142   147   198   225   230   230   235   195   211   214   212
##             36368 36369 36370 36372 36374 36376 36377 36380 36382 36386 36389
## Predicted     132   129   123   113   103   103   102   118   129   144   149
## cvpred        131   128   123   113   103   102   102   118   128   143   148
## pm2.5         335   329   323   341   356   366   358   387   343   394   485
## CV residual   204   201   200   228   253   264   256   269   215   251   337
##             36392 36394 36398 36402 36406 36411 36414 36415 36416 36418 36421
## Predicted     147   131   107   102   133   138   137   143   143   131   125
## cvpred        147   130   106   101   132   138   136   143   143   131   124
## pm2.5         418   371   397   462   523   534   474   478   496   526   551
## CV residual   271   241   291   361   391   396   338   335   353   395   427
##             36426 36431 36432 36439 36444 36447 36448 36452 36456 36457 36459
## Predicted     114 138.3   137  59.9  32.8  41.1  30.3  75.4  94.7 118.3 138.6
## cvpred        113 137.8   137  59.6  32.7  40.8  30.1  74.8  94.0 117.6 137.9
## pm2.5         446  43.0    27  13.0  13.0  12.0  14.0  19.0  53.0  42.0 130.0
## CV residual   333 -94.8  -110 -46.6 -19.7 -28.8 -16.1 -55.8 -41.0 -75.6  -7.9
##             36463 36468  36469 36473 36474  36476 36477 36478 36481 36482 36484
## Predicted   144.6   124 108.59  90.4  90.4 108.82 120.0 130.0 134.1   140 144.6
## cvpred      143.8   123 108.07  90.0  90.0 108.33 119.4 129.3 133.4   139 143.8
## pm2.5        48.0    98 106.00  96.0  84.0 116.00 158.0 171.0 168.0   188 210.0
## CV residual -95.8   -25  -2.07   6.0  -6.0   7.67  38.6  41.7  34.6    49  66.2
##             36485 36493 36495 36497 36498 36503  36505  36509  36512 36514
## Predicted   145.4 -1.07 -12.3 -20.8 -14.2  39.8 117.85 143.87 134.61 116.1
## cvpred      144.6 -1.11 -12.3 -20.8 -14.2  39.6 117.29 143.13 133.89 115.4
## pm2.5       180.0 14.00  12.0  10.0  14.0  93.0 125.00 135.00 128.00 146.0
## CV residual  35.4 15.11  24.3  30.8  28.2  53.4   7.71  -8.13  -5.89  30.6
##             36521 36523 36524 36525 36526 36527 36529 36538 36540 36541 36545
## Predicted    44.9  67.1  91.4  90.0 102.1   116   130   143   128   119   110
## cvpred       44.7  66.8  91.0  89.6 101.7   116   129   143   128   118   110
## pm2.5       137.0 144.0 159.0 166.0 183.0   228   306   246   284   260   271
## CV residual  92.3  77.2  68.0  76.4  81.3   112   177   103   156   142   161
##             36551 36552 36554 36559 36560 36564 36565 36568 36574 36576 36580
## Predicted     125   114   103   130   121  2.37  9.93 -27.9  20.4  31.4  65.6
## cvpred        124   114   103   130   120  2.27  9.80 -27.9  20.2  31.1  65.2
## pm2.5         238   255   255     3     4 13.00  8.00  11.0   9.0   7.0  18.0
## CV residual   114   141   152  -127  -116 10.73 -1.80  38.9 -11.2 -24.1 -47.2
##             36582 36588 36590 36593 36594 36598 36602 36605 36606 36608 36611
## Predicted     121  29.4  7.17  6.77  9.19  38.2  22.4  47.7  79.6  85.0 20.53
## cvpred        120  29.1  6.98  6.63  9.07  37.8  22.0  47.2  78.9  84.2 20.16
## pm2.5          12  18.0 23.00 26.00 32.00  49.0  11.0   9.0   9.0  16.0 16.00
## CV residual  -108 -11.1 16.02 19.37 22.93  11.2 -11.0 -38.2 -69.9 -68.2 -4.16
##             36613 36619 36622 36623 36624 36625 36626 36627 36632 36633 36636
## Predicted   -2.53 -18.1  27.2 36.62  75.2  91.7 100.3 113.7 148.4 116.3  20.1
## cvpred      -2.79 -18.2  26.9 36.18  74.7  91.1  99.8 113.1 147.4 115.7  19.8
## pm2.5       13.00  17.0  41.0 41.00  53.0  67.0  70.0  84.0  97.0  86.0  40.0
## CV residual 15.79  35.2  14.1  4.82 -21.7 -24.1 -29.8 -29.1 -50.4 -29.7  20.2
##             36638 36639 36643 36644 36645 36650 36651  36655 36661 36662 36666
## Predicted    4.99  5.24  18.8  27.8  31.1  91.9  95.8 134.81   103  88.5  71.2
## cvpred       4.79  5.03  18.5  27.5  30.8  91.4  95.3 134.16   102  88.2  71.0
## pm2.5       21.00 14.00  40.0  38.0  41.0 144.0 133.0 141.00   205 201.0 187.0
## CV residual 16.21  8.97  21.5  10.5  10.2  52.6  37.7   6.84   103 112.8 116.0
##             36677  36680 36681 36684 36693 36697 36702 36704 36706 36710 36711
## Predicted   128.1 130.97 130.0  86.3  71.0 123.7 137.4 140.6 120.5 94.79  80.1
## cvpred      127.3 130.24 129.3  85.9  70.7 123.1 136.5 139.8 119.8 94.38  79.8
## pm2.5        55.0 122.00 114.0 130.0  91.0  55.0  63.0  74.0  81.0 99.00 102.0
## CV residual -72.3  -8.24 -15.3  44.1  20.3 -68.1 -73.5 -65.8 -38.8  4.62  22.2
##             36713 36716 36720 36724 36725 36731 36734 36735 36737 36741 36745
## Predicted    74.6  96.6   124   138   148  90.7  77.1  77.1  62.5  42.9  68.7
## cvpred       74.4  96.2   123   138   147  90.4  77.0  77.0  62.4  42.8  68.4
## pm2.5       121.0 145.0   195   257   267 269.0 234.0 214.0 220.0  13.0  10.0
## CV residual  46.6  48.8    72   119   120 178.6 157.0 137.0 157.6 -29.8 -58.4
##             36748 36754 36757  36761  36762 36766 36770 36772 36773 36775
## Predicted    85.4  24.0  7.88 -0.647 -0.033  66.6  47.7  61.4  77.6  82.7
## cvpred       85.0  23.8  7.75 -0.768 -0.160  66.1  47.2  60.8  77.0  82.1
## pm2.5        13.0  11.0 11.00 13.000 13.000  35.0  18.0  20.0  14.0  18.0
## CV residual -72.0 -12.8  3.25 13.768 13.160 -31.1 -29.2 -40.8 -63.0 -64.1
##              36779 36781 36783 36784 36791 36793  36795 36796 36802 36808 36811
## Predicted   19.002 -1.03 -2.15 -3.50  39.8 -5.31  0.407  8.33 -14.6 -19.9 -10.8
## cvpred      18.773 -1.11 -2.19 -3.52  39.6 -5.38  0.328  8.22 -14.4 -19.7 -10.6
## pm2.5       19.000 15.00 14.00 18.00  22.0 24.00 11.000 13.00  12.0  22.0  30.0
## CV residual  0.227 16.11 16.19 21.52 -17.6 29.38 10.672  4.78  26.4  41.7  40.6
##             36823 36827 36828  36831  36832 36838 36841 36842 36844 36847 36849
## Predicted   116.3  55.8  41.7  -3.39  -9.38  58.3  65.5  61.4  80.9  75.8  70.2
## cvpred      115.7  55.7  41.6  -3.13  -9.07  58.3  65.4  61.3  80.5  75.4  70.0
## pm2.5        87.0  88.0  91.0 109.00 123.00 168.0 205.0 188.0 137.0 121.0  83.0
## CV residual -28.7  32.3  49.4 112.13 132.07 109.7 139.6 126.7  56.5  45.6  13.0
##             36850 36851 36855 36860 36864 36867 36871 36874 36878 36881 36882
## Predicted    50.5  41.3  23.4  60.4  92.8 122.6 122.6  85.2  10.1 -12.4 -9.98
## cvpred       50.3  41.2  23.6  60.4  92.5 122.1 122.1  85.0  10.4 -11.9 -9.52
## pm2.5        78.0  77.0  91.0 151.0 150.0 144.0 152.0 181.0  40.0  27.0 27.00
## CV residual  27.7  35.8  67.4  90.6  57.5  21.9  29.9  96.0  29.6  38.9 36.52
##             36883 36885 36886 36888 36890 36891 36893 36897 36901 36905 36906
## Predicted    1.61 -2.06  5.87  3.06 30.41  35.8  48.5  39.0 49.66  52.7  55.8
## cvpred       2.00 -1.65  6.24  3.43 30.58  35.8  48.4  38.9 49.69  52.7  55.9
## pm2.5       22.00 21.00 26.00 23.00 21.00  21.0  15.0  20.0 52.00  76.0  66.0
## CV residual 20.00 22.65 19.76 19.57 -9.58 -14.8 -33.4 -18.9  2.31  23.3  10.1
##             36907 36909 36913 36917 36920 36921   36928 36929 36936 36939 36942
## Predicted   55.00    54  57.7 104.3 98.68 94.28 76.0201  80.3  33.4  39.4  40.0
## cvpred      55.01    54  57.6 103.8 98.27 93.91 75.9084  80.1  33.3  39.2  39.8
## pm2.5       60.00    61  34.0  73.0 90.00 92.00 76.0000  66.0  14.0   5.0  10.0
## CV residual  4.99     7 -23.6 -30.8 -8.27 -1.91  0.0916 -14.1 -19.3 -34.2 -29.8
##             36943 36946 36951 36952 36953 36954 36957 36960 36964 36966 36970
## Predicted    38.6  8.43 -6.03 -6.52 -6.64 -6.03  37.7  62.8  30.4  68.6 27.17
## cvpred       38.5  8.57 -5.84 -6.33 -6.45 -5.84  37.6  62.6  30.3  68.2 27.16
## pm2.5         9.0 11.00 13.00  9.00  7.00  9.00  18.0   7.0  12.0  17.0 19.00
## CV residual -29.5  2.43 18.84 15.33 13.45 14.84 -19.6 -55.6 -18.3 -51.2 -8.16
##             36980 36982 36984 36988 36997 37001 37013 37015 37019 37021 37024
## Predicted    11.4  23.6  14.4  90.3 -40.8 -39.9  94.3 113.3  70.5  32.3  32.7
## cvpred       11.5  23.7  14.6  89.9 -40.4 -39.4  93.9 112.8  70.5  32.5  32.9
## pm2.5        40.0  54.0  67.0  75.0  37.0  11.0 136.0 150.0 191.0 128.0 145.0
## CV residual  28.5  30.3  52.4 -14.9  77.4  50.4  42.1  37.2 120.5  95.5 112.1
##             37025 37026 37027 37030 37032 37033 37034 37036 37037 37042 37044
## Predicted    35.9  44.1  52.5  73.9  91.9   105   121   125   130   109  87.8
## cvpred       36.2  44.3  52.7  73.9  91.8   105   121   125   130   109  87.7
## pm2.5       156.0 160.0 165.0 152.0 249.0   247   248   261   257   271 280.0
## CV residual 119.8 115.7 112.3  78.1 157.2   142   127   136   127   162 192.3
##             37046 37047 37049 37053 37054 37059 37060 37061 37063 37065 37068
## Predicted    61.9  55.9  52.2  64.1  93.1   124   124   125   129  96.4  58.7
## cvpred       62.0  56.1  52.5  64.2  93.1   124   124   124   128  96.2  58.9
## pm2.5       277.0 249.0 192.0 199.0 225.0   326   324   320   250 232.0 235.0
## CV residual 215.0 192.9 139.5 134.8 131.9   202   200   196   122 135.8 176.1
##             37069 37071 37077 37078 37080 37083 37084 37085 37087 37088 37090
## Predicted    62.4  47.2  92.1 106.5 116.8   122   122   127   136   136   123
## cvpred       62.5  47.5  92.2 106.5 116.6   122   122   127   136   135   123
## pm2.5       226.0 229.0 152.0 147.0 181.0   226   248   269   311   300   330
## CV residual 163.5 181.5  59.8  40.5  64.4   104   126   142   175   165   207
##             37094 37100 37104 37109 37111 37112 37114 37117 37119 37121 37130
## Predicted    83.1  89.3   125   136   130   134   118   102  77.8 83.90 116.6
## cvpred       83.2  89.4   125   136   130   134   118   102  77.8 83.85 116.4
## pm2.5       327.0 336.0   414   413   389   349   336   444 115.0 82.00 153.0
## CV residual 243.8 246.6   289   277   259   215   218   342  37.2 -1.85  36.6
##             37132 37133 37136 37140 37143 37144 37146 37147 37148 37152 37155
## Predicted   116.8   121 132.5 105.4 60.13  64.6  76.3  85.8  99.5 129.2 139.9
## cvpred      116.6   121 132.3 105.4 60.41  64.9  76.6  85.9  99.6 129.1 139.6
## pm2.5       154.0   191 193.0 138.0 53.00  52.0 100.0 142.0 140.0 224.0  65.0
## CV residual  37.4    70  60.7  32.6 -7.41 -12.9  23.4  56.1  40.4  94.9 -74.6
##             37157 37162 37166 37169 37175 37176 37178 37181 37184 37185 37187
## Predicted     137  63.4  48.5 29.44  74.4  79.3 117.3 113.7 113.3  78.9 38.37
## cvpred        137  63.5  48.7 29.77  74.4  79.2 117.1 113.4 113.1  78.9 38.59
## pm2.5          16  25.0  23.0 23.00  59.0  50.0  58.0  51.0  44.0  44.0 30.00
## CV residual  -121 -38.5 -25.7 -6.77 -15.4 -29.2 -59.1 -62.4 -69.1 -34.9 -8.59
##             37189 37192 37196 37197  37198 37202 37203 37208 37210 37215 37220
## Predicted   -2.00 -14.1 -4.07  9.48 -1.145  60.9  59.8  89.6  96.1  61.1 103.2
## cvpred      -1.59 -13.6 -3.67  9.79 -0.764  61.0  60.0  89.6  96.0  61.4 103.2
## pm2.5       21.00   9.0 21.00 24.00 27.000 106.0 137.0 147.0 199.0 235.0  70.0
## CV residual 22.59  22.6 24.67 14.21 27.764  45.0  77.0  57.4 103.0 173.6 -33.2
##             37222 37223 37227 37228 37231 37235 37236 37239 37241 37242 37243
## Predicted   121.4 116.2 140.6   140 143.3  99.7  79.7  19.6  8.70  7.10  20.7
## cvpred      121.3 116.1 140.3   140 142.8  99.7  79.8  19.9  9.12  7.54  21.0
## pm2.5       118.0 143.0 174.0   177 196.0 199.0 168.0  94.0 52.00 64.00  48.0
## CV residual  -3.3  26.9  33.7    37  53.2  99.3  88.2  74.1 42.88 56.46  27.0
##             37248 37249  37250  37253  37254 37258 37261 37267 37269 37276
## Predicted    97.1 97.06 106.33 122.72 121.73  89.7  28.5  57.3  66.7 104.6
## cvpred       97.0 96.99 106.21 122.43 121.48  89.7  28.9  57.4  66.7 104.3
## pm2.5        80.0 95.00  99.00 121.00 113.00 163.0  84.0 116.0  97.0  52.0
## CV residual -17.0 -1.99  -7.21  -1.43  -8.48  73.3  55.1  58.6  30.3 -52.3
##             37277 37278 37281 37286 37287 37288 37289 37292 37293 37299 37305
## Predicted   100.8  33.4 15.58 -75.8 -60.7 -57.6 -58.8 -34.0  6.50  81.0  88.4
## cvpred      100.5  33.3 15.61 -75.3 -60.4 -57.3 -58.5 -33.9  6.45  80.7  88.1
## pm2.5        52.0  53.0  9.00  11.0  12.0  14.0   9.0  19.0 18.00  28.0  59.0
## CV residual -48.5  19.7 -6.61  86.3  72.4  71.3  67.5  52.9 11.55 -52.7 -29.1
##             37306 37311 37314 37315 37318 37328 37329 37335 37337 37339 37340
## Predicted    73.3 -21.8 -19.5 -37.5  2.64  96.9  54.5 -11.0 -16.2 -4.22  17.1
## cvpred       73.1 -21.3 -19.1 -37.2  2.73  96.6  54.4 -10.8 -15.9 -4.01  17.3
## pm2.5        60.0  29.0  11.0  16.0 14.00  49.0  16.0   6.0  10.0 25.00  30.0
## CV residual -13.1  50.3  30.1  53.2 11.27 -47.6 -38.4  16.8  25.9 29.01  12.7
##             37347 37349 37358 37359 37360 37362 37363 37367 37368 37369 37375
## Predicted   113.1 132.1 -34.9 -37.2 -38.8 -24.1 -11.0  25.0  29.0  75.9   119
## cvpred      112.6 131.5 -34.4 -36.7 -38.3 -23.6 -10.6  25.4  29.4  75.8   119
## pm2.5        64.0  61.0  33.0  32.0  41.0  45.0  45.0  58.0  65.0  54.0    87
## CV residual -48.6 -70.5  67.4  68.7  79.3  68.6  55.6  32.6  35.6 -21.8   -32
##             37376 37380 37387 37389 37394 37399 37400 37409 37412 37416 37421
## Predicted   113.7  53.1  26.8  73.4 109.7   137 132.2  24.0  54.4  75.9 100.6
## cvpred      113.4  53.3  27.1  73.4 109.6   137 131.9  24.5  54.7  76.0 100.7
## pm2.5        93.0  97.0  98.0 111.0 194.0   174 171.0 158.0 151.0 138.0 147.0
## CV residual -20.4  43.7  70.9  37.6  84.4    37  39.1 133.5  96.3  62.0  46.3
##             37422 37425 37428 37430 37431 37432 37433 37436 37437 37438 37439
## Predicted   105.3 117.7  34.5 -35.6 -20.5 -21.7 -22.9  31.6  31.5  22.1  40.7
## cvpred      105.3 117.7  34.9 -34.9 -19.8 -21.1 -22.3  32.0  31.8  22.4  40.9
## pm2.5       151.0 182.0 133.0  60.0  49.0  62.0  56.0  80.0 580.0 217.0 159.0
## CV residual  45.7  64.3  98.1  94.9  68.8  83.1  78.3  48.0 548.2 194.6 118.1
##             37445 37458 37459 37460 37461 37463 37466 37468 37470  37472 37474
## Predicted    93.2  36.2  39.8  54.2  84.7  88.5    79  82.8 77.09 76.635  89.0
## cvpred       93.1  36.3  39.9  54.2  84.6  88.5    79  82.7 77.01 76.516  88.9
## pm2.5       111.0  62.0  64.0  66.0  63.0  72.0    67  71.0 69.00 76.000  46.0
## CV residual  17.9  25.7  24.1  11.8 -21.6 -16.5   -12 -11.7 -8.01 -0.516 -42.9
##             37481 37483  37484   37485 37487 37491  37493  37494 37495 37501
## Predicted   46.23 50.01 59.037 68.0637  76.6 119.6 120.34 129.48 130.1  40.1
## cvpred      46.31 50.07 59.047 68.0279  76.5 119.2 119.94 129.06 129.6  40.3
## pm2.5       39.00 59.00 60.000 68.0000 103.0  88.0 118.00 128.00 143.0 114.0
## CV residual -7.31  8.93  0.953 -0.0279  26.5 -31.2  -1.94  -1.06  13.4  73.7
##             37502 37505 37506 37510 37511 37512 37513 37516 37517 37519 37522
## Predicted    20.7  26.4  25.3  67.7  71.9  90.5  99.5 118.1 123.2 128.6 105.8
## cvpred       21.0  26.7  25.6  67.7  71.9  90.4  99.4 117.8 122.9 128.2 105.7
## pm2.5        88.0  89.0  91.0 110.0 120.0 155.0 120.0 142.0 144.0 151.0 173.0
## CV residual  67.0  62.3  65.4  42.3  48.1  64.6  20.6  24.2  21.1  22.8  67.3
##             37524 37525 37527 37528 37529 37532 37534 37536 37543 37549 37552
## Predicted    80.7  64.9  48.0  41.8  40.7  67.6  80.2  98.3   136  86.7  66.8
## cvpred       80.8  65.1  48.4  42.2  41.1  67.8  80.4  98.4   136  86.9  67.1
## pm2.5       188.0 175.0 162.0 157.0 147.0 134.0 158.0 231.0   255 280.0 225.0
## CV residual 107.2 109.9 113.6 114.8 105.9  66.2  77.6 132.6   119 193.1 157.9
##             37558 37561 37562  37569 37577 37581 37583 37585 37588 37589 37592
## Predicted     101 108.7 113.2 107.71  28.1  31.5  39.3  84.7  80.0  89.4 102.7
## cvpred        101 108.7 113.2 107.75  28.4  31.8  39.5  84.6  79.9  89.3 102.5
## pm2.5         274  56.0  55.0 105.00  48.0  47.0  65.0  39.0  54.0  69.0  45.0
## CV residual   173 -52.7 -58.2  -2.75  19.6  15.2  25.5 -45.6 -25.9 -20.3 -57.5
##             37593 37597 37601 37606 37608 37617 37619 37621  37623 37624 37627
## Predicted    92.7  37.1  18.5  59.0  69.8 135.1 133.8 126.9 104.08 112.8   121
## cvpred       92.6  37.2  18.8  59.1  69.8 134.9 133.5 126.7 104.08 112.8   121
## pm2.5        44.0  51.0  57.0  84.0 134.0 110.0 105.0 106.0 102.00 101.0   131
## CV residual -48.6  13.8  38.2  24.9  64.2 -24.9 -28.5 -20.7  -2.08 -11.8    10
##             37632 37642 37644 37645 37646 37648 37649 37652 37661 37662 37668
## Predicted   123.3 121.4 105.2 110.2 105.0 103.3 102.2  92.4 116.1 125.6    76
## cvpred      123.3 121.4 105.4 110.3 105.1 103.4 102.3  92.4 115.9 125.4    76
## pm2.5       151.0 171.0 193.0 170.0 167.0 158.0 176.0 129.0  75.0  64.0    56
## CV residual  27.7  49.6  87.6  59.7  61.9  54.6  73.7  36.6 -40.9 -61.4   -20
##             37670 37671 37675 37676 37681 37686 37687 37688 37691 37692 37694
## Predicted    88.5  95.9  90.8 104.6 141.8 148.1 146.5 134.4  83.1  68.4  48.9
## cvpred       88.5  95.9  90.8 104.5 141.4 147.6 146.1 134.1  83.2  68.5  49.0
## pm2.5        48.0  40.0  52.0  55.0  95.0 128.0 121.0  84.0  52.0  30.0  22.0
## CV residual -40.5 -55.9 -38.8 -49.5 -46.4 -19.6 -25.1 -50.1 -31.2 -38.5 -27.0
##             37695 37698 37699 37706 37713 37714 37718 37722 37725 37726 37728
## Predicted    43.0 41.38  63.4 131.6  92.4  68.3 19.17  22.9  43.8  72.9 106.6
## cvpred       43.2 41.67  63.6 131.3  92.4  68.3 19.59  23.4  44.1  73.0 106.5
## pm2.5        17.0 43.00  49.0  90.0  48.0  45.0 26.00  44.0  36.0  43.0  68.0
## CV residual -26.2  1.33 -14.6 -41.3 -44.4 -23.3  6.41  20.6  -8.1 -30.0 -38.5
##             37732 37733 37734 37737 37745 37748 37752 37754 37755  37756  37757
## Predicted   131.8 132.3 131.8  70.6  25.9  45.8  81.1  92.8 96.78 100.06 104.71
## cvpred      131.4 131.9 131.4  70.6  26.5  46.2  81.3  92.9 96.95 100.23 104.84
## pm2.5       102.0  66.0  65.0 104.0  55.0  66.0  64.0  81.0 88.00  98.00  99.00
## CV residual -29.4 -65.9 -66.4  33.4  28.5  19.8 -17.3 -11.9 -8.95  -2.23  -5.84
##              37759 37765 37766 37767 37768 37770 37771 37772   37773 37779
## Predicted   112.87  75.5  74.2  68.0  57.1  54.5  53.4  65.4 101.464 112.6
## cvpred      112.97  76.0  74.7  68.5  57.7  55.2  54.1  66.0 101.584 112.6
## pm2.5       108.00 174.0 185.0 168.0 154.0 139.0 126.0  98.0 101.000  84.0
## CV residual  -4.97  98.0 110.3  99.5  96.3  83.8  71.9  32.0  -0.584 -28.6
##             37781   37785 37786 37787 37789 37792 37795 37796 37803 37808 37810
## Predicted     121 112.786 106.8 101.2 105.2  87.0  79.6  88.2 118.0 122.4 100.1
## cvpred        121 112.857 106.9 101.3 105.4  87.3  79.9  88.5 117.9 122.3 100.2
## pm2.5          91 112.000 119.0 122.0 121.0 136.0 105.0 100.0 143.0 124.0 156.0
## CV residual   -30  -0.857  12.1  20.7  15.6  48.7  25.1  11.5  25.1   1.7  55.8
##             37812 37814 37815 37818 37821 37822 37826 37828 37829 37831 37839
## Predicted    90.6  74.8  70.7  61.9  78.8  86.1   147   141   136   129  56.2
## cvpred       90.8  75.2  71.1  62.3  79.0  86.3   147   141   136   129  56.5
## pm2.5       167.0 177.0 131.0  96.0 101.0 104.0    30    21    25    28  52.0
## CV residual  76.2 101.8  59.9  33.7  22.0  17.7  -117  -120  -111  -101  -4.5
##             37841 37844 37845 37846 37848 37849 37850 37857 37860 37865 37866
## Predicted    60.4 104.7 108.9 117.6 138.0   138   143 109.2 43.91  33.1  59.3
## cvpred       60.6 104.7 108.9 117.6 137.8   138   143 109.2 44.25  33.4  59.6
## pm2.5        42.0  48.0  59.0  48.0  41.0    36    41  54.0 39.00  55.0  77.0
## CV residual -18.6 -56.7 -49.9 -69.6 -96.8  -102  -102 -55.2 -5.25  21.6  17.4
##             37867 37868  37872 37873 37875 37878 37882 37884 37889 37890
## Predicted    63.5 67.33 110.75 106.3 134.4   139  89.4  64.8  26.8  32.0
## cvpred       63.8 67.56 110.77 106.3 134.1   139  89.6  65.0  27.3  32.4
## pm2.5       135.0 76.00 106.00  48.0  39.0    73 106.0 101.0  42.0  49.0
## CV residual  71.2  8.44  -4.77 -58.3 -95.1   -66  16.4  36.0  14.7  16.6
##               37893 37896  37900 37902 37908 37912 37914 37916 37919 37920
## Predicted   66.7284 119.0 108.99 126.5  65.3  37.9  36.2  57.1  78.9  88.6
## cvpred      66.9345 118.9 108.89 126.2  65.5  38.4  36.6  57.5  79.1  88.8
## pm2.5       67.0000  86.0 105.00  91.0 132.0 106.0  98.0  90.0  99.0 102.0
## CV residual  0.0655 -32.9  -3.89 -35.2  66.5  67.6  61.4  32.5  19.9  13.2
##             37921 37926 37927 37929 37938 37941 37944 37951 37952 37954 37955
## Predicted    97.7 133.4   138 112.3  50.9 82.98 84.06 119.1 112.7  96.0 108.6
## cvpred       97.8 133.2   138 112.4  51.4 83.28 84.39 119.2 112.9  96.3 108.8
## pm2.5       103.0 100.0   111 146.0 153.0 91.00 87.00 135.0 135.0 162.0 155.0
## CV residual   5.2 -33.2   -27  33.6 101.6  7.72  2.61  15.8  22.1  65.7  46.2
##             37956 37958 37959 37960 37961 37962 37964 37972 37975 37980 37981
## Predicted    97.2  89.6  78.8  73.0  61.6  61.8  87.5  60.6  48.9 -24.8 -35.7
## cvpred       97.5  90.0  79.2  73.5  62.1  62.1  87.7  60.8  49.1 -24.0 -34.8
## pm2.5       143.0 158.0 202.0 143.0 147.0 136.0  68.0  28.0  25.0  50.0  50.0
## CV residual  45.5  68.0 122.8  69.5  84.9  73.9 -19.7 -32.8 -24.1  74.0  84.8
##             37982 37984 37985 37988 37991 37994 37995 38000 38002 38004 38006
## Predicted   -34.7 -32.5 -13.1 19.01  77.2 135.9 132.0 125.4  90.2  63.5  31.8
## cvpred      -33.8 -31.6 -12.2 19.73  77.2 135.6 131.7 125.1  90.2  63.8  32.2
## pm2.5        60.0  49.0  37.0 17.00  27.0  55.0  48.0  88.0 122.0 116.0 113.0
## CV residual  93.8  80.6  49.2 -2.73 -50.2 -80.6 -83.7 -37.1  31.8  52.2  80.8
##             38007 38008 38009    38011  38012 38020 38024 38037 38039 38040
## Predicted    49.6  38.7  13.4   0.0443   1.87  38.2  26.0 -39.7 53.72  49.0
## cvpred       50.0  39.0  13.9   0.4348   2.25  38.4  26.4 -38.8 53.67  48.9
## pm2.5        90.0  59.0  66.0 104.0000 117.00  50.0  51.0  31.0 46.00  98.0
## CV residual  40.0  20.0  52.1 103.5652 114.75  11.6  24.6  69.8 -7.67  49.1
##             38044 38046 38048 38061 38062 38068 38070 38076 38078 38081  38084
## Predicted   116.7 112.0  85.4  60.5  64.8 107.5 113.7  76.5  74.8  82.0  98.95
## cvpred      116.3 111.5  85.2  60.5  64.8 107.2 113.4  76.6  75.0  82.1  98.99
## pm2.5        85.0  48.0  44.0  38.0  34.0  72.0  75.0  95.0 123.0 110.0 108.00
## CV residual -31.3 -63.5 -41.2 -22.5 -30.8 -35.2 -38.4  18.4  48.0  27.9   9.01
##             38085 38088  38089  38093  38094 38097 38098 38100  38102 38104
## Predicted   108.5 113.2 118.98 139.27 139.27 102.5  68.2  32.9   1.31 -18.1
## cvpred      108.5 113.2 118.88 138.99 138.99 102.5  68.4  33.3   1.88 -17.4
## pm2.5       120.0 133.0 124.00 132.00 135.00 148.0 140.0  85.0 114.00 111.0
## CV residual  11.5  19.8   5.12  -6.99  -3.99  45.5  71.6  51.7 112.12 128.4
##             38109 38110 38112 38113 38117  38120 38122 38125 38128 38129 38135
## Predicted    47.8  55.1   123 138.8 147.4 142.40 112.1  77.8 60.10  58.5  77.3
## cvpred       48.0  55.2   123 138.5 147.1 142.19 112.1  78.0 60.43  58.9  77.5
## pm2.5        23.0  24.0    63  84.0 125.0 136.00  95.0  61.0 62.00  79.0  55.0
## CV residual -25.0 -31.2   -60 -54.5 -22.1  -6.19 -17.1 -17.0  1.57  20.1 -22.5
##             38137 38138 38141 38143 38145 38146 38154 38157 38161 38163 38164
## Predicted   85.11  84.6   105 104.6 90.07  97.7 55.09  70.6  76.3 100.4  99.6
## cvpred      85.27  84.8   105 104.5 90.09  97.8 55.42  70.8  76.5 100.4  99.6
## pm2.5       84.00  65.0    70  90.0 87.00  80.0 48.00  47.0  55.0  46.0  40.0
## CV residual -1.27 -19.8   -35 -14.5 -3.09 -17.8 -7.42 -23.8 -21.5 -54.4 -59.6
##             38166 38169 38170 38171 38172 38174 38176 38177 38178 38179 38180
## Predicted   111.0 104.8 102.7 101.9   101  98.2  88.7  88.2  83.3  98.2  84.2
## cvpred      110.8 104.8 102.7 101.9   101  98.3  88.8  88.3  83.5  98.3  84.3
## pm2.5        47.0  47.0  55.0  51.0    63  64.0  63.0  59.0  70.0  71.0  69.0
## CV residual -63.8 -57.8 -47.7 -50.9   -38 -34.3 -25.8 -29.3 -13.5 -27.3 -15.3
##             38182 38187 38196 38197 38198 38201 38203 38205 38211 38212 38218
## Predicted    65.1 147.9   142   141   139   126   119   137   148   148 111.4
## cvpred       65.2 147.6   142   140   139   126   119   137   148   148 111.4
## pm2.5        54.0  51.0    22    22    21     8    15    22    45    47  82.0
## CV residual -11.2 -96.6  -120  -118  -118  -118  -104  -115  -103  -101 -29.4
##             38220 38221 38226 38230 38231 38232 38233 38235 38240  38242 38244
## Predicted    47.8 27.13  41.6 68.74  62.8 58.03  53.5 122.6 139.9 105.47  85.2
## cvpred       48.2 27.68  42.2 69.25  63.3 58.54  54.0 122.5 139.8 105.62  85.5
## pm2.5        21.0 23.00  29.0 65.00  58.0 54.00  42.0  40.0 108.0  98.00 104.0
## CV residual -27.2 -4.68 -13.2 -4.25  -5.3 -4.54 -12.0 -82.5 -31.8  -7.62  18.5
##             38245 38248  38249 38252 38253 38254 38255 38258 38267 38270 38272
## Predicted   79.80  6.87 -10.34 -5.58 -6.43  2.63  6.55  14.6 -2.42 -13.9 -17.5
## cvpred      80.17  7.54  -9.58 -4.88 -5.75  3.20  7.06  15.0 -1.64 -13.0 -16.5
## pm2.5       86.00 42.00  45.00 30.00 40.00 36.00 29.00  38.0 11.00  16.0  14.0
## CV residual  5.83 34.46  54.58 34.88 45.75 32.80 21.94  23.0 12.64  29.0  30.5
##             38274 38275 38277 38286 38290 38291 38293 38294  38296 38298 38299
## Predicted    33.7  39.0 110.7 136.8  71.1  64.0  21.7  19.8   7.62  23.5  36.5
## cvpred       34.0  39.2 110.6 136.4  71.3  64.3  22.2  20.4   8.25  24.0  37.0
## pm2.5        12.0  19.0  25.0  59.0  52.0  40.0  69.0  80.0 107.00 121.0 109.0
## CV residual -22.0 -20.2 -85.6 -77.4 -19.3 -24.3  46.8  59.6  98.75  97.0  72.0
##             38300 38303 38304 38306 38307 38311 38319 38327 38330 38332 38338
## Predicted    26.6  66.5  78.5 85.29 93.95 117.6  20.2  59.1  94.6 105.2  69.9
## cvpred       27.2  66.9  78.7 85.39 94.01 117.6  20.8  59.4  94.6 105.2  70.1
## pm2.5        94.0  94.0 121.0 84.00 96.00  89.0  60.0  71.0  71.0  79.0  98.0
## CV residual  66.8  27.1  42.3 -1.39  1.99 -28.6  39.2  11.6 -23.6 -26.2  27.9
##             38339 38341 38345 38347 38350 38356 38357 38367 38370 38373 38374
## Predicted    68.9  48.5  31.5  33.6  65.9 114.6   124  48.5  47.8  63.0  67.3
## cvpred       69.2  48.9  32.1  34.1  66.3 114.5   124  49.1  48.4  63.6  67.8
## pm2.5        98.0  95.0  54.0  48.0  21.0  68.0    70 119.0  93.0 143.0 115.0
## CV residual  28.8  46.1  21.9  13.9 -45.3 -46.5   -54  69.9  44.6  79.4  47.2
##             38375 38377 38378 38379 38381 38382 38384 38385 38387 38388 38389
## Predicted    71.1  80.3 118.5 118.8 143.2 143.8   142 133.3   118   107 105.9
## cvpred       71.6  80.8 118.6 118.9 143.1 143.7   142 133.3   118   107 106.2
## pm2.5       107.0 100.0 103.0  75.0  83.0  90.0    75  83.0    95   134 161.0
## CV residual  35.4  19.2 -15.6 -43.9 -60.1 -53.7   -67 -50.3   -23    27  54.8
##             38390 38393 38394 38399 38404 38409 38410 38415 38422 38427 38428
## Predicted    99.9  77.4  71.9 118.1 132.4  73.0  61.4  27.6  94.1 115.7 116.7
## cvpred      100.2  77.9  72.4 118.3 132.5  73.3  61.8  28.2  94.4 115.8 116.7
## pm2.5       151.0 132.0 119.0 141.0 214.0  36.0  20.0  14.0 121.0  84.0  79.0
## CV residual  50.8  54.1  46.6  22.7  81.5 -37.3 -41.8 -14.2  26.6 -31.8 -37.7
##             38431 38435 38437 38439 38440 38442 38446 38447 38450 38453 38454
## Predicted   130.6 94.70 78.31  63.3  66.8  63.4  91.1  95.7  99.8 127.8 133.5
## cvpred      130.6 94.97 78.74  63.8  67.4  64.0  91.5  96.1 100.1 127.9 133.5
## pm2.5        81.0 85.00 81.00  97.0 103.0 117.0 150.0 128.0 152.0 196.0 215.0
## CV residual -49.6 -9.97  2.26  33.2  35.6  53.0  58.5  31.9  51.9  68.1  81.5
##             38455 38456 38459 38461 38465 38466 38468 38469 38470 38472 38474
## Predicted     133   132   101  73.8  16.1  14.2  26.9 45.80  59.2  48.0 71.55
## cvpred        133   132   101  74.4  17.0  15.1  27.7 46.44  59.8  48.6 72.04
## pm2.5         242   249   239 182.0  50.0  54.0  40.0 56.00  64.0  63.0 74.00
## CV residual   109   117   138 107.6  33.0  38.9  12.3  9.56   4.2  14.4  1.96
##             38482 38485 38487 38490 38494 38496 38500 38506 38507 38509 38514
## Predicted    77.1  33.1  29.9  30.4  87.5 90.38 103.2 137.6 132.0 130.6 140.1
## cvpred       77.6  33.9  30.7  31.2  87.9 90.76 103.5 137.7 132.1 130.8 140.1
## pm2.5       105.0  85.0  54.0  56.0  76.0 99.00  85.0  84.0  91.0  95.0  93.0
## CV residual  27.4  51.1  23.3  24.8 -11.9  8.24 -18.5 -53.7 -41.1 -35.8 -47.1
##             38515 38517  38527 38529 38530 38531 38533 38537 38538 38542 38543
## Predicted   135.2 133.5 142.04 136.4  48.9  36.4  15.6 -12.4 -15.4  32.0 104.3
## cvpred      135.3 133.6 142.06 136.5  49.2  36.9  16.3 -11.5 -14.6  32.4 104.3
## pm2.5        79.0  79.0 150.00 160.0 158.0 157.0  51.0  10.0   8.0  18.0  21.0
## CV residual -56.3 -54.6   7.94  23.5 108.8 120.1  34.7  21.5  22.6 -14.4 -83.3
##             38550 38558  38559 38563 38568 38571 38576 38579 38580 38581 38586
## Predicted     130 -6.73 -0.175 -20.5 -3.23  98.4  18.7 -23.9 -5.04 -8.48  15.1
## cvpred        129 -5.88  0.693 -19.6 -2.55  98.5  19.3 -23.1 -4.21 -7.59  16.0
## pm2.5          15 23.00 24.000  26.0 31.00  23.0  94.0  26.0 19.00 13.00  13.0
## CV residual  -114 28.88 23.307  45.6 33.55 -75.5  74.7  49.1 23.21 20.59  -3.0
##             38595 38596 38600 38602 38603 38604 38611 38615 38619 38621 38623
## Predicted    89.1  84.3  90.8  61.0  51.2 21.94 -13.9  22.9 104.7 114.6 113.4
## cvpred       89.2  84.4  91.1  61.5  51.8 22.66 -12.9  23.8 104.9 114.7 113.5
## pm2.5        19.0  27.0  44.0  49.0  35.0 18.00  24.0  39.0  38.0  44.0  62.0
## CV residual -70.2 -57.4 -47.1 -12.5 -16.8 -4.66  36.9  15.2 -66.9 -70.7 -51.5
##             38627 38629 38630 38631 38633 38634 38640 38643 38648 38651 38653
## Predicted    38.6  14.3 -9.35 -20.1   -22 -18.1  83.8 93.70  77.5  47.9  49.1
## cvpred       39.3  15.2 -8.35 -19.0   -21 -17.1  84.2 94.02  77.9  48.6  49.8
## pm2.5        67.0  41.0 29.00  21.0     8  14.0  63.0 96.00  67.0  88.0 100.0
## CV residual  27.7  25.8 37.35  40.0    29  31.1 -21.2  1.98 -10.9  39.4  50.2
##             38655 38658 38662 38663 38666 38669 38673 38675 38677 38682 38684
## Predicted    36.4  42.8  69.9  60.3 89.39 114.0  93.7  73.9  57.8  63.7  73.0
## cvpred       37.2  43.6  70.5  60.9 89.75 114.1  94.0  74.4  58.4  64.4  73.6
## pm2.5       100.0  90.0  97.0  90.0 81.00  96.0 125.0 127.0 125.0 131.0 137.0
## CV residual  62.8  46.4  26.5  29.1 -8.75 -18.1  31.0  52.6  66.6  66.6  63.4
##             38687 38691 38697 38706 38709 38710 38713 38714 38715 38726 38730
## Predicted   118.7 131.2 107.6 102.8   132 136.2 109.4 115.2 120.1  90.1  75.4
## cvpred      118.9 131.3 107.9 103.2   132 136.2 109.5 115.3 120.2  90.4  75.8
## pm2.5        86.0  53.0  43.0  80.0    59  51.0  55.0  49.0  52.0  31.0  28.0
## CV residual -32.9 -78.3 -64.9 -23.2   -73 -85.2 -54.5 -66.3 -68.2 -59.4 -47.8
##             38735 38737 38739 38743 38746 38747 38752 38757 38758 38760 38761
## Predicted    87.7 100.7 115.0 118.8  75.9  65.9  46.2  66.7  71.3  88.9  93.5
## cvpred       88.0 100.9 115.1 118.9  76.3  66.4  46.9  67.2  71.8  89.3  93.9
## pm2.5        43.0  57.0  64.0  39.0  28.0  32.0  36.0  45.0  48.0  50.0  47.0
## CV residual -45.0 -43.9 -51.1 -79.9 -48.3 -34.4 -10.9 -22.2 -23.8 -39.3 -46.9
##             38768 38770 38772 38776 38777 38779 38780 38784 38788 38789 38796
## Predicted     112 92.22  77.1  61.6 60.46  67.5  71.6  87.5 116.5 121.2  76.6
## cvpred        112 92.59  77.5  62.1 61.05  68.1  72.1  87.9 116.7 121.3  77.1
## pm2.5         107 88.00  60.0  47.0 53.00  51.0  53.0  54.0  80.0  84.0  54.0
## CV residual    -5 -4.59 -17.5 -15.1 -8.05 -17.1 -19.1 -33.9 -36.7 -37.3 -23.1
##             38802 38806 38810 38813 38815 38816  38818 38826 38828 38838 38842
## Predicted    43.4 64.60   109 122.5 122.5 117.1 104.75   137   133   132  75.5
## cvpred       44.1 65.18   109 122.7 122.7 117.3 105.11   137   133   132  75.9
## pm2.5        56.0 68.00    90 106.0  82.0  87.0  99.00     7     9    14   5.0
## CV residual  11.9  2.82   -19 -16.7 -40.7 -30.3  -6.11  -130  -124  -118 -70.9
##             38844 38846 38847 38849 38856 38863 38870 38872 38873 38892 38895
## Predicted    57.9  45.5  34.6  27.3 120.4 124.8  58.4 123.6   119  84.2  50.0
## cvpred       58.4  46.1  35.3  28.0 120.4 124.8  59.0 123.7   119  84.6  50.6
## pm2.5         3.0   5.0   5.0   7.0  38.0  25.0  45.0  43.0    11  41.0  25.0
## CV residual -55.4 -41.1 -30.3 -21.0 -82.4 -99.8 -14.0 -80.7  -108 -43.6 -25.6
##             38897 38903 38908 38910 38913 38916 38918 38920 38922 38924 38926
## Predicted    50.0 114.2 124.5 128.7 128.1 102.5 100.3 121.5 111.3 115.0 128.1
## cvpred       50.6 114.4 124.5 128.7 128.2 102.8 100.6 121.7 111.5 115.3 128.2
## pm2.5        32.0  31.0  62.0  50.0  82.0  78.0  77.0  79.0  75.0  88.0  85.0
## CV residual -18.6 -83.4 -62.5 -78.7 -46.2 -24.8 -23.6 -42.7 -36.5 -27.3 -43.2
##             38929 38930 38932 38935 38943 38946 38950 38954 38957 38962 38965
## Predicted   137.9 137.9 138.7 131.3  58.9  57.9  86.6 124.0 128.4  72.8  43.9
## cvpred      137.9 137.9 138.6 131.4  59.5  58.5  87.0 124.1 128.4  73.3  44.6
## pm2.5       103.0 101.0 123.0  51.0  12.0  15.0  40.0  37.0  51.0  31.0  18.0
## CV residual -34.9 -36.9 -15.6 -80.4 -47.5 -43.5 -47.0 -87.1 -77.4 -42.3 -26.6
##             38969 38972 38977  38979 38980 38982 38988 38990 38991 38992 38994
## Predicted    28.4  65.3 111.5 116.13   127 131.5  71.3  71.7  62.2  65.4   134
## cvpred       29.2  65.9 111.8 116.38   127 131.6  71.9  72.2  62.8  66.1   134
## pm2.5        14.0  30.0  64.0 110.00   105 121.0  29.0  34.0  39.0  41.0    49
## CV residual -15.2 -35.9 -47.8  -6.38   -22 -10.6 -42.9 -38.2 -23.8 -25.1   -85
##             38999 39006 39010 39012 39013 39014 39017 39019 39020  39026 39030
## Predicted   126.2   143 108.9  91.5  86.1  76.1  75.7  74.0  78.6 121.75 131.0
## cvpred      126.3   143 109.2  91.9  86.6  76.6  76.3  74.6  79.2 121.95 131.2
## pm2.5        30.0    29  34.0  23.0  30.0  35.0  39.0  54.0  59.0 118.00 169.0
## CV residual -96.3  -114 -75.2 -68.9 -56.6 -41.6 -37.3 -20.6 -20.2  -3.95  37.8
##             39032 39033 39037 39038 39041 39048 39049 39051 39056 39057 39061
## Predicted   115.4 101.2  69.6  68.7  80.4 125.5 135.7 135.4 128.9 125.4 114.0
## cvpred      115.7 101.6  70.2  69.3  81.0 125.7 135.8 135.6 129.1 125.6 114.3
## pm2.5       141.0 117.0  89.0  82.0 161.0 113.0 140.0 117.0 169.0 164.0 191.0
## CV residual  25.3  15.4  18.8  12.7  80.0 -12.7   4.2 -18.6  39.9  38.4  76.7
##             39063 39064 39065   39072 39074 39075 39076 39078 39079 39085 39089
## Predicted   104.2 103.5  93.6 114.261   112   118 132.9   137   142 120.3   112
## cvpred      104.7 103.9  94.1 114.594   113   119 132.9   137   142 120.5   112
## pm2.5       138.0 132.0 105.0 114.000   221   225  84.0    20    28  49.0   132
## CV residual  33.3  28.1  10.9  -0.594   108   106 -48.9  -117  -114 -71.5    20
##             39094 39095 39097 39099 39101 39116  39124 39126 39129  39137 39140
## Predicted   142.0 141.9 137.7   143 141.9  94.9 136.16 141.5 120.4 101.05 104.4
## cvpred      142.1 141.9 137.7   143 141.9  95.4 136.26 141.6 120.6 101.49 104.7
## pm2.5        56.0  62.0  75.0    74  76.0  77.0 146.00 151.0 137.0 109.00  71.0
## CV residual -86.1 -79.9 -62.7   -69 -65.9 -18.4   9.74   9.4  16.4   7.51 -33.7
##             39141 39145 39147 39157 39160 39166 39168 39170 39176 39178 39180
## Predicted   103.9 126.6 130.8  92.4  86.7 117.9 122.1   132 132.0   127 111.5
## cvpred      104.3 126.8 130.9  92.9  87.1 118.2 122.3   132 132.1   127 111.8
## pm2.5        79.0  78.0  86.0  19.0  11.0  94.0  82.0    70  64.0    70  57.0
## CV residual -25.3 -48.8 -44.9 -73.9 -76.1 -24.2 -40.3   -62 -68.1   -57 -54.8
##             39181 39188 39191 39192 39196 39200 39204 39213 39214 39219 39222
## Predicted   101.7  92.5   136   136   138   136   106 127.6 132.5   136   134
## cvpred      102.1  92.8   136   136   138   136   106 127.8 132.6   136   134
## pm2.5        62.0  66.0    18    15    23    20    51  29.0  34.0    25    21
## CV residual -40.1 -26.8  -118  -121  -115  -116   -55 -98.8 -98.6  -111  -113
##             39226 39228 39229 39231 39241 39243 39244 39245 39251 39252 39254
## Predicted    88.1  77.6  72.4  67.7 114.4 132.5 127.1 136.4  90.5  85.1  79.5
## cvpred       88.6  78.0  73.0  68.2 114.6 132.6 127.3 136.5  90.9  85.6  80.0
## pm2.5        15.0   8.0  16.0  18.0  43.0  50.0  59.0  66.0  64.0  50.0  37.0
## CV residual -73.6 -70.0 -57.0 -50.2 -71.6 -82.6 -68.3 -70.5 -26.9 -35.6 -43.0
##             39256 39257 39259 39260 39261 39265 39266 39268 39272 39275 39277
## Predicted    67.7  71.0  69.8  69.3  79.1  91.1  95.7 109.6 116.4 104.3 101.8
## cvpred       68.4  71.7  70.4  69.9  79.6  91.5  96.1 109.9 116.6 104.6 102.2
## pm2.5        47.0  54.0  47.0  41.0  50.0  52.0  54.0  58.0  90.0  74.0  85.0
## CV residual -21.4 -17.7 -23.4 -28.9 -29.6 -39.5 -42.1 -51.9 -26.6 -30.6 -17.2
##              39282 39283  39284  39285 39288 39290 39292 39294 39296 39298
## Predicted   110.44 114.7 113.85 113.36 116.2 114.8 113.8 134.9 134.9   114
## cvpred      110.82 115.1 114.21 113.73 116.5 115.2 114.2 135.1 135.1   114
## pm2.5       113.00 128.0 117.00 116.00 150.0 185.0 193.0 199.0 190.0   128
## CV residual   2.18  12.9   2.79   2.27  33.5  69.8  78.8  63.9  54.9    14
##              39299  39302 39304 39305 39306 39307 39314 39315 39318 39319 39334
## Predicted   108.26 72.595  74.6  78.9  84.2 104.2 115.4 109.9   119   117  55.0
## cvpred      108.68 73.264  75.2  79.6  84.8 104.7 115.6 110.2   119   117  55.6
## pm2.5       100.00 73.000  66.0 106.0  95.0  93.0  31.0  39.0     6     4  27.0
## CV residual  -8.68 -0.264  -9.2  26.4  10.2 -11.7 -84.6 -71.2  -113  -113 -28.6
##             39335 39337 39340 39341 39342 39344 39345 39353 39354 39361 39362
## Predicted    64.0  98.8 107.0 121.6 120.0  87.0  66.1  28.1  28.8 102.5 107.1
## cvpred       64.6  99.1 107.2 121.6 120.1  87.3  66.6  28.9  29.6 102.8 107.4
## pm2.5        32.0  28.0  32.0  28.0  22.0  26.0  24.0  15.0   6.0  30.0  54.0
## CV residual -32.6 -71.1 -75.2 -93.6 -98.1 -61.3 -42.6 -13.9 -23.6 -72.8 -53.4
##             39366 39367 39368 39372 39373 39374 39375 39380 39382 39396 39402
## Predicted   123.3 112.0 101.7  60.4  61.0  51.4 59.32  51.0  74.2  83.8 46.61
## cvpred      123.4 112.2 102.1  61.1  61.7  52.1 60.01  51.7  74.8  84.4 47.39
## pm2.5        30.0  26.0  50.0  48.0  60.0  48.0 59.00  33.0  59.0  71.0 51.00
## CV residual -93.4 -86.2 -52.1 -13.1  -1.7  -4.1 -1.01 -18.7 -15.8 -13.4  3.61
##             39403 39404 39407 39411  39418 39420 39423 39424 39425 39427 39431
## Predicted    36.7 36.39 57.00  78.5  94.23  73.8  83.9  87.2  86.1  84.1 139.4
## cvpred       37.5 37.16 57.66  79.0  94.71  74.4  84.5  87.8  86.7  84.8 139.5
## pm2.5        54.0 40.00 59.00  59.0 101.00 105.0 124.0 122.0 122.0 141.0  66.0
## CV residual  16.5  2.84  1.34 -20.0   6.29  30.6  39.5  34.2  35.3  56.2 -73.5
##             39432 39442 39444 39452   39458 39462 39463 39465 39466 39469 39473
## Predicted   140.8 140.0 129.5 128.5 133.187 139.0   139   133   127   113 101.3
## cvpred      140.9 140.2 129.8 128.8 133.388 139.2   139   133   128   114 101.8
## pm2.5        48.0  52.0  50.0  98.0 134.000 239.0   250   263   280   256 175.0
## CV residual -92.9 -88.2 -79.8 -30.8   0.612  99.8   111   130   152   142  73.2
##             39485 39487 39490 39494 39496 39497 39500 39501 39502 39503 39506
## Predicted     134   137 113.0 101.4  91.5  95.5 108.1 112.7   113 116.5   130
## cvpred        134   137 113.4 101.9  92.1  96.1 108.6 113.2   113 116.9   130
## pm2.5         293   259 185.0 137.0 139.0 178.0 148.0 194.0   172 151.0   172
## CV residual   159   122  71.6  35.1  46.9  81.9  39.4  80.8    59  34.1    42
##             39509 39510  39511 39517 39522 39529 39531 39539 39540 39542 39546
## Predicted   134.2 134.7 139.29 105.4  93.0 122.9   127   107 105.4  93.8  94.2
## cvpred      134.4 134.8 139.46 105.9  93.5 123.2   127   107 105.9  94.4  94.9
## pm2.5       158.0 152.0 149.00  96.0  70.0 182.0   233   217 196.0 157.0 158.0
## CV residual  23.6  17.2   9.54  -9.9 -23.5  58.8   106   110  90.1  62.6  63.1
##             39547 39550 39557  39564 39568 39570 39571 39575 39578 39580 39585
## Predicted    89.0  97.4 129.5 104.19  99.0  91.7  90.8   104 119.3 124.4   114
## cvpred       89.7  98.0 129.8 104.68  99.6  92.3  91.5   104 119.6 124.7   114
## pm2.5       168.0 194.0 114.0 103.00 182.0 193.0 192.0   239 180.0 187.0   137
## CV residual  78.3  96.0 -15.8  -1.68  82.4 100.7 100.5   135  60.4  62.3    23
##             39588 39591 39592 39593 39595 39601 39602 39603 39605 39612 39619
## Predicted    83.7  65.9  57.4  57.4  81.4 130.5   121 121.5   125  62.2  63.3
## cvpred       84.3  66.6  58.0  58.0  82.0 130.7   121 121.7   125  62.7  63.8
## pm2.5        68.0  15.0  10.0  13.0   8.0  55.0    53  85.0    19  11.0  22.0
## CV residual -16.3 -51.6 -48.0 -45.0 -74.0 -75.7   -68 -36.7  -106 -51.7 -41.8
##             39621 39623 39624 39629 39638 39645 39648 39649 39653 39654 39656
## Predicted    70.5  69.9  86.3   127 19.20  48.3  69.1  79.1 130.8 121.5  80.7
## cvpred       71.0  70.4  86.8   127 20.05  49.1  69.7  79.6 130.9 121.7  81.2
## pm2.5        36.0  31.0  35.0    52 17.00  28.0  42.0  48.0  58.0  64.0  41.0
## CV residual -35.0 -39.4 -51.8   -75 -3.05 -21.1 -27.7 -31.6 -72.9 -57.7 -40.2
##             39660 39664 39665 39674 39676 39678 39679 39691 39693 39695 39697
## Predicted    52.9  38.1  37.6  83.7  83.1  86.8  80.8  35.8  59.4  54.1 106.9
## cvpred       53.6  38.9  38.4  84.1  83.5  87.1  81.1  36.5  59.9  54.7 107.1
## pm2.5        13.0  16.0  13.0  19.0   9.0   9.0  10.0  12.0  16.0  22.0  36.0
## CV residual -40.6 -22.9 -25.4 -65.1 -74.5 -78.1 -71.1 -24.5 -43.9 -32.7 -71.1
##             39705 39707 39712 39713 39714 39715 39717 39719 39721 39725 39727
## Predicted    72.4  53.0  27.1  60.3  45.1  67.7 102.0 112.0 117.1   127 120.0
## cvpred       72.9  53.7  28.0  60.9  45.8  68.2 102.3 112.2 117.3   127 120.2
## pm2.5        17.0  13.0  11.0   9.0  20.0  21.0  26.0  58.0  50.0    31  21.0
## CV residual -55.9 -40.7 -17.0 -51.9 -25.8 -47.2 -76.3 -54.2 -67.3   -96 -99.2
##              39736  39737 39740 39746 39748 39749 39750 39751 39752 39756 39758
## Predicted   34.903 38.429  70.2  94.3  87.1  91.3  99.8 117.4 102.5  84.1  72.4
## cvpred      35.742 39.271  70.8  94.7  87.5  91.7 100.1 117.6 102.8  84.6  73.0
## pm2.5       36.000 39.000  38.0  60.0  29.0  35.0  40.0  42.0  37.0  52.0  52.0
## CV residual  0.258 -0.271 -32.8 -34.7 -58.5 -56.7 -60.1 -75.6 -65.8 -32.6 -21.0
##             39759 39762 39777 39778 39789 39791 39793 39799 39803 39804 39806
## Predicted    71.0  62.1 119.3 118.8 123.3 134.9 131.3   135 119.3 108.5 101.8
## cvpred       71.6  62.8 119.6 119.1 123.6 135.1 131.4   135 119.6 108.9 102.2
## pm2.5        50.0  45.0 130.0 133.0  60.0  80.0  64.0   147 142.0 139.0 132.0
## CV residual -21.6 -17.8  10.4  13.9 -63.6 -55.1 -67.4    12  22.4  30.1  29.8
##             39810 39811 39812 39813 39815 39816 39818  39823  39827 39828 39830
## Predicted     114 113.4 117.5 123.2 128.0 128.3 133.4 129.02 106.16 104.9 101.1
## cvpred        114 113.8 117.9 123.5 128.3 128.6 133.7 129.29 106.63 105.4 101.7
## pm2.5         163 152.0 150.0 160.0 188.0 195.0 191.0 123.00 109.00 120.0 127.0
## CV residual    49  38.2  32.1  36.5  59.7  66.4  57.3  -6.29   2.37  14.6  25.3
##             39832 39836 39838 39845 39847 39848 39851 39857 39859 39861 39868
## Predicted    86.1  92.6 112.1 120.7 127.5 122.4  91.0  64.4  72.2  84.9   122
## cvpred       86.8  93.2 112.6 121.1 127.9 122.8  91.6  65.2  72.9  85.6   122
## pm2.5       109.0 106.0  84.0  77.0  75.0  72.0  48.0  38.0  48.0  64.0    57
## CV residual  22.2  12.8 -28.6 -44.1 -52.9 -50.8 -43.6 -27.2 -24.9 -21.6   -65
##             39869 39871 39874 39883 39885 39890 39892 39899 39904 39910 39913
## Predicted   125.9 122.9 100.1 62.97  75.7  86.3  89.7  97.5  52.0  70.4  80.0
## cvpred      126.3 123.2 100.7 63.85  76.5  87.0  90.4  98.0  52.8  71.0  80.5
## pm2.5        65.0  62.0  55.0 69.00  53.0  59.0  55.0  11.0  15.0  14.0   6.0
## CV residual -61.3 -61.2 -45.7  5.15 -23.5 -28.0 -35.4 -87.0 -37.8 -57.0 -74.5
##             39914 39917 39919 39927 39928 39929 39930 39937 39938 39947 39951
## Predicted    89.7  91.8  90.2  74.0  81.9  81.0  80.2  83.5  82.4  86.2  56.5
## cvpred       90.2  92.2  90.7  74.5  82.4  81.6  80.7  84.0  82.9  86.7  57.2
## pm2.5         6.0  16.0  14.0  17.0  16.0  16.0  11.0  16.0  20.0  18.0  20.0
## CV residual -84.2 -76.2 -76.7 -57.5 -66.4 -65.6 -69.7 -68.0 -62.9 -68.7 -37.2
##             39958 39968 39970 39976 39977 39982 39984    39985 39986 39987
## Predicted    87.4 125.4 119.3  99.5  95.1 107.3 131.3 135.9120 135.7 136.4
## cvpred       87.9 125.6 119.6  99.9  95.6 107.7 131.4 136.0211 135.8 136.5
## pm2.5        43.0  74.0  82.0  62.0  50.0  35.0 104.0 136.0000 146.0 118.0
## CV residual -44.9 -51.6 -37.6 -37.9 -45.6 -72.7 -27.4  -0.0211  10.2 -18.5
##             39989 39990 39991 39992 39993 40000 40003 40004 40010 40011 40012
## Predicted   141.5   137 140.4 124.2 112.1  58.3  56.5  60.3   101 116.6 126.1
## cvpred      141.6   137 140.5 124.4 112.4  59.1  57.2  61.0   101 116.9 126.3
## pm2.5       149.0   160 116.0  91.0  97.0  28.0  45.0  44.0    87  91.0 116.0
## CV residual   7.4    23 -24.5 -33.4 -15.4 -31.1 -12.2 -17.0   -14 -25.9 -10.3
##             40020 40026 40033  40040   40041 40043 40045 40050 40051 40052
## Predicted    89.2  46.2  80.2 111.24 106.104  85.6  64.7  53.3  61.2  65.2
## cvpred       89.8  47.0  80.7 111.53 106.442  86.1  65.4  54.1  62.0  66.0
## pm2.5       107.0  76.0  60.0 107.00 106.000 105.0 133.0  85.0  95.0  98.0
## CV residual  17.2  29.0 -20.7  -4.53  -0.442  18.9  67.6  30.9  33.0  32.0
##             40056 40058 40062 40068 40070 40075 40079 40083 40087 40088 40095
## Predicted   87.83 95.63 112.7  77.8  57.7  49.4 89.28 90.72 103.1  97.1  32.9
## cvpred      88.39 96.16 113.1  78.5  58.5  50.2 89.86 91.33 103.6  97.6  34.0
## pm2.5       84.00 95.00 134.0 118.0 101.0  81.0 83.00 99.00 155.0 189.0  86.0
## CV residual -4.39 -1.16  20.9  39.5  42.5  30.8 -6.86  7.67  51.4  91.4  52.0
##             40096 40099 40103 40107 40108 40111  40113 40116 40118 40119 40120
## Predicted    31.7  46.9  70.0 134.9 138.4 138.2 139.29 118.4 112.3 111.0 110.2
## cvpred       32.7  47.9  70.8 135.1 138.6 138.4 139.46 118.7 112.7 111.5 110.6
## pm2.5        84.0  86.0  83.0  52.0  53.0 113.0 134.00 149.0 132.0 130.0 122.0
## CV residual  51.3  38.1  12.2 -83.1 -85.6 -25.4  -5.46  30.3  19.3  18.5  11.4
##              40121 40126 40127 40131 40132 40133 40137 40139 40142 40145 40153
## Predicted   109.32 122.5 122.0 132.8 132.3 132.6   132 120.9  98.9  90.7 112.1
## cvpred      109.77 122.9 122.4 133.1 132.6 132.8   132 121.3  99.5  91.4 112.5
## pm2.5       112.00 199.0 212.0 198.0 187.0 184.0   250 210.0 164.0 134.0 196.0
## CV residual   2.23  76.1  89.6  64.9  54.4  51.2   118  88.7  64.5  42.6  83.5
##              40155  40159 40162 40163  40164 40166 40170 40171 40172 40173
## Predicted   116.26 138.54 127.0 115.9 110.29  92.3  90.3  98.9 103.6 108.2
## cvpred      116.67 138.75 127.4 116.3 110.76  92.9  90.9  99.5 104.1 108.7
## pm2.5       120.00 146.00 185.0 152.0 112.00 109.0 106.0 115.0 124.0 134.0
## CV residual   3.33   7.25  57.6  35.7   1.24  16.1  15.1  15.5  19.9  25.3
##             40180 40181 40190 40192 40193 40195  40196   40197  40200 40207
## Predicted   130.6 130.8  95.5  91.3  90.9  89.9  93.91 112.122 127.52 132.3
## cvpred      130.9 131.1  96.1  92.0  91.5  90.5  94.53 112.602 127.87 132.6
## pm2.5        93.0  88.0 112.0 110.0 104.0 101.0 100.00 113.000 119.00 175.0
## CV residual -37.9 -43.1  15.9  18.0  12.5  10.5   5.47   0.398  -8.87  42.4
##              40208 40209 40212 40221 40222 40223 40224 40228 40230 40232 40233
## Predicted   127.52 121.1  91.5 127.3 122.4 122.2 123.3   133 132.2 118.1 102.9
## cvpred      127.87 121.6  92.1 127.6 122.8 122.5 123.6   133 132.5 118.5 103.3
## pm2.5       132.00 102.0  74.0  54.0  67.0  63.0  67.0    89  92.0  90.0  59.0
## CV residual   4.13 -19.6 -18.1 -73.6 -55.8 -59.5 -56.6   -44 -40.5 -28.5 -44.3
##             40237 40238 40240 40241 40247 40251 40253 40257 40259 40262 40264
## Predicted     123   122   136   130   130   137   136   123 101.2  81.2  66.3
## cvpred        123   123   136   130   131   137   136   123 101.6  81.7  66.9
## pm2.5           5     7     6     4     4    13     8    16  25.0  27.0  28.0
## CV residual  -118  -116  -130  -126  -127  -124  -128  -107 -76.6 -54.7 -38.9
##             40266 40269 40272 40273 40274 40278 40283 40290 40300 40302 40304
## Predicted    82.9  95.3   130   135   135   125  71.1  39.0 136.4 136.3 119.5
## cvpred       83.4  95.8   130   135   135   125  71.6  39.7 136.5 136.4 119.8
## pm2.5        51.0  23.0    26    32    34    63  23.0   4.0 101.0  93.0  62.0
## CV residual -32.4 -72.8  -104  -103  -101   -62 -48.6 -35.7 -35.5 -43.4 -57.8
##             40310 40311 40314 40316 40317 40327 40329 40331 40333 40336 40337
## Predicted    57.0  61.8  58.7  85.3  85.2 132.0 110.5  95.8 74.70 48.23  51.3
## cvpred       57.7  62.4  59.4  85.8  85.7 132.1 110.8  96.3 75.29 48.93  52.0
## pm2.5        41.0  39.0  44.0  40.0  64.0  69.0  90.0  76.0 72.00 46.00  39.0
## CV residual -16.7 -23.4 -15.4 -45.8 -21.7 -63.1 -20.8 -20.3 -3.29 -2.93 -13.0
##             40338 40340 40341 40343 40352  40354 40356 40360 40362 40363 40373
## Predicted   55.05  72.1  81.9 100.0 135.4 113.89  99.7  72.9  61.4  79.6   138
## cvpred      55.72  72.7  82.4 100.4 135.6 114.23 100.2  73.5  62.0  80.1   138
## pm2.5       49.00  62.0  59.0  59.0 154.0 124.00  80.0  53.0  44.0  33.0    21
## CV residual -6.72 -10.7 -23.4 -41.4  18.4   9.77 -20.2 -20.5 -18.0 -47.1  -117
##             40375 40378 40384 40386 40389 40390 40400 40402 40404 40408 40410
## Predicted     142 115.6  60.9  68.2  89.9  99.7 105.2  76.9  46.0  30.0  33.4
## cvpred        142 115.9  61.6  68.9  90.5 100.2 105.6  77.4  46.7  30.7  34.1
## pm2.5          31  25.0  30.0  20.0  53.0  49.0  13.0  12.0  11.0  10.0   9.0
## CV residual  -111 -90.9 -31.6 -48.9 -37.5 -51.2 -92.6 -65.4 -35.7 -20.7 -25.1
##             40411 40414 40416 40424 40425 40429 40435 40437 40440 40445 40446
## Predicted    44.1  54.1 108.4  79.3  65.5  52.2  80.1 106.4  81.2   131   137
## cvpred       44.8  54.7 108.6  79.7  66.0  52.8  80.6 106.7  81.7   131   137
## pm2.5        14.0  23.0  42.0  12.0  17.0  19.0  31.0  29.0  19.0    18    19
## CV residual -30.8 -31.7 -66.6 -67.7 -49.0 -33.8 -49.6 -77.7 -62.7  -113  -118
##             40447 40448 40455 40460 40463 40465 40467 40468 40478 40480 40486
## Predicted   137.2   141   137   132   138   143   138   144  85.5  82.3  91.8
## cvpred      137.2   141   137   132   138   143   138   143  85.9  82.8  92.2
## pm2.5        38.0    36    17    24    24    29    22    22  42.0  31.0  37.0
## CV residual -99.2  -105  -120  -108  -114  -114  -116  -121 -43.9 -51.8 -55.2
##             40487 40491 40494 40495 40499 40502 40504 40508 40509 40510 40514
## Predicted   113.0   142   143 137.9   106  57.8  56.9   122   131   131   127
## cvpred      113.2   142   143 137.9   106  58.4  57.6   122   131   131   127
## pm2.5        26.0    34    35  71.0    64  17.0  17.0    30    27    24    70
## CV residual -87.2  -108  -108 -66.9   -42 -41.4 -40.6   -92  -104  -107   -57
##             40517 40518 40519 40521 40523 40528 40532 40541 40546 40552 40556
## Predicted   131.3 131.5 131.0   121  86.6  61.0  96.8 113.2 110.4  73.7  94.8
## cvpred      131.4 131.6 131.1   121  87.0  61.7  97.2 113.4 110.7  74.3  95.3
## pm2.5        82.0  52.0  46.0    37  71.0  28.0  61.0  23.0  36.0  38.0  35.0
## CV residual -49.4 -79.6 -85.1   -84 -16.0 -33.7 -36.2 -90.4 -74.7 -36.3 -60.3
##             40558 40560 40564 40575 40579 40582 40583 40585 40588 40595 40599
## Predicted   116.6 126.1 131.8 88.50  84.6   103  87.6 106.1 131.8  95.3 68.70
## cvpred      116.9 126.3 131.9 88.99  85.1   103  88.1 106.4 131.9  95.8 69.37
## pm2.5        55.0  81.0  56.0 80.00  65.0    74  57.0  74.0  74.0  97.0 61.00
## CV residual -61.9 -45.3 -75.9 -8.99 -20.1   -29 -31.1 -32.4 -57.9   1.2 -8.37
##             40600 40601 40603 40606 40609  40618 40621 40634 40636  40638 40642
## Predicted    63.2  67.0  69.9 91.03 105.0 109.74 78.83 101.8 130.3 130.52 124.1
## cvpred       63.9  67.7  70.6 91.55 105.4 110.11 79.44 102.2 130.5 130.71 124.4
## pm2.5        55.0  48.0  59.0 84.00  73.0 114.00 81.00  99.0 119.0 133.00 173.0
## CV residual  -8.9 -19.7 -11.6 -7.55 -32.4   3.89  1.56  -3.2 -11.5   2.29  48.6
##             40645 40648 40650 40654 40658 40660 40663 40666 40668 40669 40674
## Predicted    89.2  86.1  79.5 111.1 121.5   132   136 115.9 109.5 104.9 104.9
## cvpred       89.8  86.7  80.2 111.4 121.7   132   136 116.2 109.9 105.3 105.3
## pm2.5       138.0 134.0 113.0  69.0  23.0    23    30  19.0  31.0  42.0  87.0
## CV residual  48.2  47.3  32.8 -42.4 -98.7  -109  -106 -97.2 -78.9 -63.3 -18.3
##              40685  40686  40688 40691 40692 40695 40699 40700 40701 40704
## Predicted   139.79 135.17 140.04 108.5 102.9  75.1  91.0  95.3 109.4 109.8
## cvpred      139.93 135.31 140.17 108.9 103.3  75.7  91.6  95.8 109.9 110.1
## pm2.5       142.00 128.00 138.00 133.0 134.0  87.0 104.0 118.0 133.0  35.0
## CV residual   2.07  -7.31  -2.17  24.1  30.7  11.3  12.4  22.2  23.1 -75.1
##             40712 40717 40718 40720 40722 40723 40724 40728 40730 40735 40738
## Predicted     136  55.1  48.4  47.7  58.9  76.3  94.9   122   127   137  74.3
## cvpred        136  55.7  49.0  48.3  59.5  76.8  95.3   122   127   137  74.7
## pm2.5          29   4.0   8.0  10.0   6.0   7.0  12.0    38    16    15  17.0
## CV residual  -107 -51.7 -41.0 -38.3 -53.5 -69.8 -83.3   -84  -111  -122 -57.7
##             40740 40741 40744 40746 40749 40752 40753 40754 40758 40760 40763
## Predicted    54.3  49.1  35.8  40.0  52.7 104.7 114.5   129   134 110.9  45.3
## cvpred       54.8  49.7  36.5  40.6  53.2 104.9 114.6   129   134 111.1  46.0
## pm2.5         7.0   7.0   9.0   6.0  18.0  26.0  26.0    41    23  15.0  17.0
## CV residual -47.8 -42.7 -27.5 -34.6 -35.2 -78.9 -88.6   -88  -111 -96.1 -29.0
##             40770 40774 40786 40787 40789  40790 40792 40794 40795  40796 40797
## Predicted    6.45  43.3  79.0  69.0  48.2 42.748  37.0  48.2 53.24 67.403   103
## cvpred       7.24  43.9  79.5  69.5  48.9 43.481  37.8  48.9 53.89 67.964   103
## pm2.5        6.00  31.0  24.0  30.0  38.0 43.000  48.0  63.0 62.00 67.000    73
## CV residual -1.24 -12.9 -55.5 -39.5 -10.9 -0.481  10.2  14.1  8.11 -0.964   -30
##             40798 40799 40803  40804 40805 40807 40809 40812 40814 40817 40819
## Predicted   112.0  96.8 115.2 107.85   127 117.5 111.9 101.9  87.1 100.2 110.0
## cvpred      112.2  97.2 115.4 108.11   127 117.7 112.1 102.2  87.5 100.6 110.3
## pm2.5        82.0  94.0 100.0 103.00   108  83.0  64.0  68.0  60.0  80.0  98.0
## CV residual -30.2  -3.2 -15.4  -5.11   -19 -34.7 -48.1 -34.2 -27.5 -20.6 -12.3
##             40824 40826 40828 40829 40831 40832 40834 40843  40847 40851 40853
## Predicted   142.0 142.0 142.3 142.0 142.0 141.8 121.5 110.2 139.79 135.7 140.3
## cvpred      142.1 142.1 142.3 142.1 142.1 141.8 121.7 110.6 139.93 135.8 140.4
## pm2.5        58.0  77.0  85.0  74.0  90.0  89.0  71.0  87.0 132.00 125.0 151.0
## CV residual -84.1 -65.1 -57.3 -68.1 -52.1 -52.8 -50.7 -23.6  -7.93 -10.8  10.6
##             40856 40860 40866 40867  40871 40873 40874  40875  40876 40877
## Predicted   135.7 129.5 133.9 134.7 140.04 140.5 140.8 140.54 140.79 140.3
## cvpred      135.8 129.8 134.1 134.8 140.17 140.6 140.9 140.64 140.88 140.4
## pm2.5       148.0 173.0 164.0 149.0 138.00 100.0 107.0 131.00 139.00 121.0
## CV residual  12.2  43.2  29.9  14.2  -2.17 -40.6 -33.9  -9.64  -1.88 -19.4
##             40885 40888 40891 40893 40894 40907 40911 40912 40913 40917 40924
## Predicted   115.9   113 135.4 140.0 144.7 124.2 116.3 139.2 134.8 140.5 141.5
## cvpred      116.2   113 135.6 140.2 144.8 124.4 116.7 139.3 134.9 140.6 141.6
## pm2.5        58.0    78  72.0  93.0  99.0 132.0 146.0 163.0  95.0 175.0  49.0
## CV residual -58.2   -35 -63.6 -47.2 -45.8   7.6  29.3  23.7 -39.9  34.4 -92.6
##             40925 40932 40935 40939 40940 40941 40942 40948 40952 40953 40956
## Predicted     141   140   125   137   137   127   122   139   126   119  79.3
## cvpred        141   140   125   137   137   127   122   139   126   119  79.7
## pm2.5          30    37    19    12     9     8    10    12    14    11  13.0
## CV residual  -111  -103  -106  -125  -128  -119  -112  -127  -112  -108 -66.7
##             40957 40958 40959 40965 40967 40971 40975 40980 40982 40987 40990
## Predicted    69.3  69.5  59.6  77.9   119   143 144.8  81.9 52.27  70.2   122
## cvpred       69.8  70.0  60.2  78.4   119   143 144.7  82.4 52.95  70.8   122
## pm2.5         8.0  12.0  10.0  15.0    19    38  53.0  27.0 45.00  35.0    60
## CV residual -61.8 -58.0 -50.2 -63.4  -100  -105 -91.7 -55.4 -7.95 -35.8   -62
##             40993 40995 41006 41007 41011 41012 41015 41016 41019 41020  41022
## Predicted   120.5 128.4  96.9 91.65  98.2 106.9 120.1 119.2 139.8 134.9 139.31
## cvpred      120.7 128.5  97.4 92.16  98.7 107.3 120.4 119.5 139.9 135.1 139.43
## pm2.5        60.0  64.0 114.0 90.00  70.0  88.0 147.0 143.0 152.0 152.0 143.00
## CV residual -60.7 -64.5  16.6 -2.16 -28.7 -19.3  26.6  23.5  12.1  16.9   3.57
##                41023  41024  41026 41027 41028  41037 41038 41041 41044 41045
## Predicted   138.8230 140.79 125.39 120.0 110.0 114.00 112.9 111.4 124.9 124.4
## cvpred      138.9422 140.88 125.62 120.3 110.4 114.34 113.3 111.8 125.1 124.6
## pm2.5       139.0000 142.00 133.00 137.0 138.0 123.00 132.0 162.0 145.0 147.0
## CV residual   0.0578   1.12   7.38  16.7  27.6   8.66  18.7  50.2  19.9  22.4
##             41050 41051 41053 41055 41057 41064 41069 41079 41080 41081 41082
## Predicted   134.9 129.5 108.8 83.38  85.8 129.2  99.2  33.7  38.1  42.5  56.6
## cvpred      135.1 129.8 109.1 83.89  86.3 129.4  99.2  34.3  38.6  43.0  57.1
## pm2.5       196.0 207.0 176.0 85.00 100.0 156.0   5.0   6.0   6.0   4.0  10.0
## CV residual  60.9  77.2  66.9  1.11  13.7  26.6 -94.2 -28.3 -32.6 -39.0 -47.1
##             41085 41088 41090 41092 41094 41096 41101 41102 41106 41110 41113
## Predicted    69.2   130 136.3 140.9   142   130  79.0  73.4  71.8  98.7 117.0
## cvpred       69.6   130 136.1 140.8   141   130  79.5  73.9  72.3  99.0 117.2
## pm2.5        14.0    22  37.0  45.0    39    23  31.0  43.0  35.0  61.0  41.0
## CV residual -55.6  -108 -99.1 -95.8  -102  -107 -48.5 -30.9 -37.3 -38.0 -76.2
##             41118 41121 41128 41130 41136 41138 41140 41142 41143  41147 41151
## Predicted   133.5 118.6  70.4  72.8 123.0 122.8 128.9 128.4 128.3 116.63 101.2
## cvpred      133.5 118.8  70.9  73.3 123.1 122.9 128.9 128.4 128.3 116.84 101.6
## pm2.5        79.0 108.0  30.0  36.0  95.0  61.0  77.0  81.0  81.0 108.00  84.0
## CV residual -54.5 -10.8 -40.9 -37.3 -28.1 -61.9 -51.9 -47.4 -47.3  -8.84 -17.6
##             41159 41161 41162  41164 41165 41167 41168 41171 41172 41173 41177
## Predicted     141   140 141.5 141.05 141.3 142.0 141.8 131.3 122.5 116.9   107
## cvpred        141   140 141.6 141.11 141.4 142.1 141.8 131.4 122.7 117.1   107
## pm2.5         104   121 124.0 147.00  82.0  60.0  52.0  59.0  74.0  68.0    36
## CV residual   -37   -19 -17.6   5.89 -59.4 -82.1 -89.8 -72.4 -48.7 -49.1   -71
##             41179 41180 41182 41185 41187 41191 41194 41196 41197 41204 41208
## Predicted   110.9 119.9 124.1 137.2 142.3 142.3 126.6  92.4  91.5  94.0 138.4
## cvpred      111.1 120.1 124.2 137.2 142.3 142.3 126.8  92.7  91.8  94.4 138.4
## pm2.5        54.0  48.0  58.0  52.0  54.0  95.0  96.0  60.0  50.0  53.0  79.0
## CV residual -57.1 -72.1 -66.2 -85.2 -88.3 -47.3 -30.8 -32.7 -41.8 -41.4 -59.4
##             41210 41211 41212 41215 41216 41217 41218 41220 41225 41226 41230
## Predicted   133.5 138.7 133.5 133.5 127.5 126.4 100.2  66.6  62.5  73.5 121.9
## cvpred      133.5 138.6 133.5 133.5 127.6 126.5 100.4  66.8  62.9  73.8 121.8
## pm2.5        71.0  76.0  75.0  95.0 106.0  79.0  63.0  27.0  12.0  13.0  34.0
## CV residual -62.5 -62.6 -58.5 -38.5 -21.6 -47.5 -37.4 -39.8 -50.9 -60.8 -87.8
##             41231 41232 41235 41236 41240 41242 41244 41247 41251 41252 41253
## Predicted   130.8 136.5 141.6   137   128  98.2  47.6 11.42  39.4  51.9  51.3
## cvpred      130.7 136.4 141.5   137   128  98.3  48.1 12.01  39.8  52.3  51.7
## pm2.5        36.0  42.0  47.0    28    16  11.0   7.0  6.00  16.0  18.0  20.0
## CV residual -94.7 -94.4 -94.5  -109  -112 -87.3 -41.1 -6.01 -23.8 -34.3 -31.7
##             41254 41262 41266 41271 41272 41274 41278 41282 41283 41284 41286
## Predicted    59.7 133.0  93.8 105.5 101.3 115.2 114.4  98.9   132   132   137
## cvpred       60.0 132.8  93.9 105.6 101.5 115.3 114.5  99.0   132   132   137
## pm2.5        25.0  33.0  20.0  45.0  69.0  98.0  56.0  30.0    25    16    13
## CV residual -35.0 -99.8 -73.9 -60.6 -32.5 -17.3 -58.5 -69.0  -107  -116  -124
##             41288 41289 41291 41294 41296 41302 41306 41307 41310 41313 41315
## Predicted   115.5 112.3 111.3 105.2 104.3 126.2 146.5 146.9 145.8   122 94.94
## cvpred      115.5 112.4 111.4 105.4 104.5 126.2 146.3 146.7 145.6   122 95.19
## pm2.5        25.0  22.0  19.0  75.0  60.0  49.0  62.0  80.0  99.0    99 93.00
## CV residual -90.5 -90.4 -92.4 -30.4 -44.5 -77.2 -84.3 -66.7 -46.6   -23 -2.19
##             41317 41321 41322 41329 41330 41333 41335 41338 41343  41355
## Predicted    75.4 41.51  55.7 129.9 129.6 142.2 141.7 133.5  97.6 143.04
## cvpred       75.8 42.03  56.1 129.8 129.6 141.9 141.5 133.5  97.9 143.02
## pm2.5        67.0 34.00  21.0  59.0  70.0  97.0 106.0 121.0  86.0 145.00
## CV residual  -8.8 -8.03 -35.1 -70.8 -59.6 -44.9 -35.5 -12.5 -11.9   1.98
##               41356  41357 41372 41375   41381 41382 41384 41388 41390 41391
## Predicted   142.791 142.67   118 136.4 124.505 124.3 124.7 100.3  97.9 106.1
## cvpred      142.774 142.65   118 136.5 124.551 124.3 124.8 100.5  98.1 106.4
## pm2.5       142.000 141.00   153 200.0 125.000  79.0  72.0  52.0  78.0  89.0
## CV residual  -0.774  -1.65    35  63.5   0.449 -45.3 -52.8 -48.5 -20.1 -17.4
##              41393  41394 41395 41396 41398 41400 41404 41406 41407 41408
## Predicted    99.65 103.92 112.6 122.4 125.4 119.7 132.5 127.2 128.4 128.1
## cvpred       99.98 104.22 112.8 122.5 125.6 119.9 132.6 127.2 128.5 128.2
## pm2.5        96.00 100.00  93.0  85.0  82.0  59.0  80.0  79.0  89.0 106.0
## CV residual  -3.98  -4.22 -19.8 -37.5 -43.6 -60.9 -52.6 -48.2 -39.5 -22.2
##               41413  41415  41416   41417 41418 41420 41423 41429 41430 41432
## Predicted   126.406 125.42 124.93 124.688   137   137 139.7 140.6 145.2 144.2
## cvpred      126.535 125.56 125.08 124.836   137   137 139.8 140.6 145.2 144.2
## pm2.5       127.000 135.00 133.00 124.000   112   109 117.0 102.0  95.0  73.0
## CV residual   0.465   9.44   7.92  -0.836   -25   -28 -22.8 -38.6 -50.2 -71.2
##             41435 41438 41449 41450 41451 41454 41458 41459 41461 41465 41468
## Predicted   137.3   138 143.8   144   143   144   126   122 103.2  84.2 120.4
## cvpred      137.3   138 143.7   143   143   144   127   122 103.5  84.6 120.6
## pm2.5        51.0    34  50.0    38    38    20    22    13  14.0  10.0  39.0
## CV residual -86.3  -104 -93.7  -105  -105  -124  -105  -109 -89.5 -74.6 -81.6
##             41469 41470 41472 41475 41476 41480  41483  41484 41486 41488 41489
## Predicted   125.1 129.7 143.8 143.6 149.7 148.8 137.90 132.52 126.0 122.3 127.4
## cvpred      125.2 129.8 143.7 143.5 149.5 148.7 137.93 132.59 126.2 122.4 127.5
## pm2.5        56.0  61.0 101.0  84.0  89.0  99.0 139.00 141.00 168.0 159.0 151.0
## CV residual -69.2 -68.8 -42.7 -59.5 -60.5 -49.7   1.07   8.41  41.8  36.6  23.5
##              41490  41491 41501 41503  41509 41511 41514 41519 41521 41522
## Predicted   126.90 136.17 138.4 141.9 117.73 117.1 137.2 142.8 144.3 144.5
## cvpred      127.02 136.25 138.4 141.9 117.91 117.3 137.2 142.8 144.2 144.4
## pm2.5       137.00 128.00  99.0 107.0 123.00 146.0 194.0 166.0 119.0 132.0
## CV residual   9.98  -8.25 -39.4 -34.9   5.09  28.7  56.8  23.2 -25.2 -12.4
##             41524 41526 41532 41533 41537 41539 41542 41548 41549 41551 41560
## Predicted     145 142.2  84.9  82.0  67.4 115.2 130.6 131.9 141.6 141.6 101.0
## cvpred        145 141.9  85.1  82.3  67.7 115.3 130.6 131.8 141.5 141.5 101.3
## pm2.5           9  42.0  15.0  10.0  17.0  22.0  52.0  66.0  59.0  58.0  62.0
## CV residual  -136 -99.9 -70.1 -72.3 -50.7 -93.3 -78.6 -65.8 -82.5 -83.5 -39.3
##             41567 41568 41571 41572 41577 41587 41588 41592 41596 41597 41598
## Predicted   143.5 148.4 149.7 145.8   134  60.3  73.0  98.8 111.1   106 105.7
## cvpred      143.5 148.3 149.5 145.6   134  60.5  73.1  98.7 110.9   106 105.6
## pm2.5        58.0  75.0  97.0 105.0    97  12.0  12.0  23.0  22.0    17  17.0
## CV residual -85.5 -73.3 -52.5 -40.6   -37 -48.5 -61.1 -75.7 -88.9   -89 -88.6
##             41600 41602 41611 41613 41619 41635 41636 41639 41643 41644 41648
## Predicted   100.0 107.8 105.7 123.7 130.5 143.6 152.7   148 146.9 145.3 144.1
## cvpred       99.8 107.6 105.6 123.4 130.2 143.4 152.4   148 146.6 145.1 143.8
## pm2.5        13.0  15.0  26.0  44.0  83.0 100.0  97.0    82  66.0  59.0  74.0
## CV residual -86.8 -92.6 -79.6 -79.4 -47.2 -43.4 -55.4   -66 -80.6 -86.1 -69.8
##             41649 41660 41667 41668 41672 41676 41683 41691 41693 41694 41695
## Predicted   141.8   134 152.4 146.8 146.3   132 139.9 142.8 140.6 140.3 139.8
## cvpred      141.6   134 152.1 146.6 146.1   132 139.8 142.7 140.5 140.2 139.7
## pm2.5        79.0    60 113.0 135.0  73.0    57 207.0  81.0  78.0  69.0  59.0
## CV residual -62.6   -74 -39.1 -11.6 -73.1   -75  67.2 -61.7 -62.5 -71.2 -80.7
##             41697 41705 41706 41711 41712 41713 41714 41715 41716 41731 41732
## Predicted   139.0 140.1 145.0 143.2 143.5 151.2 146.5 147.5 152.7  82.7   120
## cvpred      138.9 140.1 144.9 143.1 143.3 150.9 146.3 147.3 152.4  82.8   120
## pm2.5        54.0 100.0 107.0  80.0  77.0  79.0  86.0  72.0  70.0  11.0    17
## CV residual -84.9 -40.1 -37.9 -63.1 -66.3 -71.9 -60.3 -75.3 -82.4 -71.8  -103
##             41733 41734 41737 41739 41740 41741 41742 41743 41746 41748 41758
## Predicted     125   136   147   151   131   147   147   147 102.9  76.5 134.4
## cvpred        125   135   146   151   131   146   147   146 102.8  76.6 134.1
## pm2.5          22    27    39    28    28    22    27    22  21.0  18.0  74.0
## CV residual  -103  -108  -107  -123  -103  -124  -120  -124 -81.8 -58.6 -60.1
##             41759 41760 41761 41763 41765 41766 41767 41768 41770 41774 41779
## Predicted   129.8 135.1 134.6 140.3 150.5 150.3 150.0 150.5 124.6  97.7 127.0
## cvpred      129.5 134.9 134.4 139.9 150.1 149.9 149.6 150.1 124.4  97.8 126.9
## pm2.5        79.0  77.0  91.0 107.0 104.0  93.0  85.0  75.0  66.0 118.0 189.0
## CV residual -50.5 -57.9 -43.4 -32.9 -46.1 -56.9 -64.6 -75.1 -58.4  20.2  62.1
##             41780 41793 41798 41802 41803 41805 41806 41815 41819 41822 41826
## Predicted   141.5   142   116   134   140   145   146   153   135   114   119
## cvpred      141.4   142   116   134   140   145   146   152   135   114   119
## pm2.5       220.0   243   266   383   402   419   432   341   334   350   398
## CV residual  78.6   101   150   249   262   274   286   189   199   236   279
##             41827 41828 41838 41845 41854 41857 41859 41863 41864 41867 41870
## Predicted     138   144   152   119   138   145   150 149.7 149.4   143   125
## cvpred        138   144   152   119   138   145   150 149.5 149.3   143   125
## pm2.5         430   442   348   328   330   328   290 204.0 217.0   230   243
## CV residual   292   298   196   209   192   183   140  54.5  67.7    87   118
##             41872 41876 41878 41880 41881 41882 41883 41887 41888 41891 41895
## Predicted     124  88.2  81.0  82.2  94.5  93.9   116   109  57.1  63.9  49.0
## cvpred        124  88.3  81.1  82.3  94.6  94.0   116   109  57.1  63.9  49.1
## pm2.5         233  21.0   5.0   7.0   8.0   5.0     7     8   7.0   4.0   6.0
## CV residual   109 -67.3 -76.1 -75.3 -86.6 -89.0  -109  -101 -50.1 -59.9 -43.1
##             41898 41902 41909 41913 41914 41915 41916 41927 41936  41954  41955
## Predicted    56.3  90.5 103.7  94.3  74.9  50.4  44.2 142.8   140 144.55 152.03
## cvpred       56.4  90.4 103.4  94.1  74.8  50.4  44.2 142.3   140 144.17 151.54
## pm2.5         7.0   8.0   7.0   5.0   7.0   9.0   8.0  51.0    25 149.00 149.00
## CV residual -49.4 -82.4 -96.4 -89.1 -67.8 -41.4 -36.2 -91.3  -115   4.83  -2.54
##             41957 41959 41965 41967 41973 41981 41984 41985 41987 41988 41989
## Predicted   151.8   153  36.7  7.79 17.22   140   149 117.0  81.3  40.3  29.5
## cvpred      151.3   152  37.0  8.28 17.52   139   148 116.7  81.3  40.5  29.7
## pm2.5        92.0    89  13.0 12.00 16.00    31    43  44.0  25.0  17.0  17.0
## CV residual -59.3   -63 -24.0  3.72 -1.52  -108  -105 -72.7 -56.3 -23.5 -12.7
##             41992 41994 41998 42004 42005 42006 42007 42013 42018  42019  42020
## Predicted    13.3  28.8  79.2 147.8 152.8 153.0 142.5  75.3  66.2 109.46 129.00
## cvpred       13.7  29.1  79.2 147.3 152.2 152.5 142.1  75.4  66.5 109.41 128.81
## pm2.5        29.0  59.0  60.0  98.0 103.0 101.0  98.0  87.0 109.0 118.00 127.00
## CV residual  15.3  29.9 -19.2 -49.3 -49.2 -51.5 -44.1  11.6  42.5   8.59  -1.81
##             42023 42027 42030 42033 42034  42035 42039 42040 42042 42043 42047
## Predicted   124.9 145.1 145.9 133.0 119.5 104.33  71.6  72.2  95.0   126   142
## cvpred      124.7 144.8 145.5 132.8 119.3 104.32  71.9  72.5  95.2   126   142
## pm2.5       190.0 200.0 180.0 111.0  94.0 112.00 194.0 210.0 230.0   239   357
## CV residual  65.3  55.2  34.5 -21.8 -25.3   7.68 122.1 137.5 134.8   113   215
##             42050 42052 42063 42067 42068 42072 42074 42076 42077 42079 42082
## Predicted     131   142   107 135.8 130.6 133.9 138.3 146.8 151.7 152.4   150
## cvpred        131   141   107 135.7 130.6 133.9 138.2 146.6 151.4 152.1   150
## pm2.5         405   397   210 169.0 196.0 161.0 166.0 177.0 177.0 187.0   234
## CV residual   274   256   103  33.3  65.4  27.1  27.8  30.4  25.6  34.9    84
##             42083 42087 42097 42098 42102 42103 42104 42105 42106 42107 42108
## Predicted     125   131 116.5   121 102.8  97.9  92.7  77.9  72.7  76.2  71.0
## cvpred        125   131 116.4   121 102.7  97.8  92.6  77.9  72.6  76.2  70.9
## pm2.5         261   264  61.0    34  24.0  31.0  38.0  38.0  38.0  38.0  36.0
## CV residual   136   133 -55.4   -87 -78.7 -66.8 -54.6 -39.9 -34.6 -38.2 -34.9
##             42109 42115 42116 42117 42119 42121 42122 42123 42124 42131 42132
## Predicted    60.6 109.6 127.6 128.6 127.6 143.3 137.9 142.8 142.5 121.4 120.4
## cvpred       60.6 109.3 127.3 128.2 127.3 142.8 137.5 142.3 142.1 121.1 120.1
## pm2.5        38.0  38.0  51.0  67.0  91.0  60.0  50.0  47.0  52.0  83.0  92.0
## CV residual -22.6 -71.3 -76.3 -61.2 -36.3 -82.8 -87.5 -95.3 -90.1 -38.1 -28.1
##             42140 42147 42148 42152 42153 42155 42156 42157 42160 42161 42166
## Predicted     129 130.0 135.1 134.1 134.1 119.5 114.6 114.3 113.6 113.1 154.2
## cvpred        129 129.8 134.9 133.9 133.9 119.3 114.5 114.3 113.5 113.1 153.8
## pm2.5         117 108.0 108.0 108.0 116.0 134.0 136.0 145.0 143.0 149.0 196.0
## CV residual   -12 -21.8 -26.9 -25.9 -17.9  14.7  21.5  30.7  29.5  35.9  42.2
##             42173 42174 42175 42180 42181 42191 42193 42195 42197 42198 42199
## Predicted   153.7 148.8 148.3   127   126   148   148   148   154   154   149
## cvpred      153.3 148.4 147.9   127   126   148   148   148   154   154   148
## pm2.5       179.0 191.0 178.0   231   253   383   381   319   331   332   315
## CV residual  25.7  42.6  30.1   104   127   235   233   171   177   178   167
##             42204 42205 42218 42220 42221 42222 42223 42224 42230 42231 42236
## Predicted     136   126   150   151   144 101.3  86.6  78.6  17.3  2.05 12.42
## cvpred        136   126   150   150   143 101.2  86.5  78.5  17.5  2.32 12.62
## pm2.5         324   331   379   312   257 183.0  39.0  16.0   7.0  9.00 17.00
## CV residual   188   205   229   162   114  81.8 -47.5 -62.5 -10.5  6.68  4.38
##             42237 42239 42242 42249 42251 42254 42256 42257 42258 42260 42262
## Predicted    36.1  60.4  38.8  88.5 63.63  43.5  49.5  62.6  62.5  70.8  96.9
## cvpred       36.0  60.1  38.7  88.2 63.47  43.5  49.6  62.6  62.4  70.7  96.7
## pm2.5        15.0  12.0   9.0  23.0 57.00  31.0  25.0  33.0  39.0  60.0  57.0
## CV residual -21.0 -48.1 -29.7 -65.2 -6.47 -12.5 -24.6 -29.6 -23.4 -10.7 -39.7
##             42266 42268 42271 42276 42283 42286 42289 42291  42292 42295
## Predicted   135.2 139.6 149.9 117.1 101.0 131.5 141.8 151.2 146.53 151.3
## cvpred      134.7 139.1 149.3 116.9 100.8 131.2 141.4 150.7 146.09 150.8
## pm2.5        42.0  74.0  77.0  94.0  51.0  59.0  93.0 111.0 139.00 114.0
## CV residual -92.7 -65.1 -72.3 -22.9 -49.8 -72.2 -48.4 -39.7  -7.09 -36.8
##               42300  42301 42305 42307 42310 42311 42312 42319 42320 42329
## Predicted   106.575 101.20 101.2 130.0 134.4 130.1 139.5 144.8 144.6 110.2
## cvpred      106.453 101.12 101.1 129.8 134.1 129.9 139.2 144.4 144.3 110.1
## pm2.5       106.000 105.00 126.0 158.0 183.0 193.0 215.0 176.0 159.0 182.0
## CV residual  -0.453   3.88  24.9  28.2  48.9  63.1  75.8  31.6  14.7  71.9
##             42330 42331 42337 42343 42346 42347 42348 42349 42350 42364 42366
## Predicted   119.6 129.0   148 143.9 132.9 132.4   132 127.5 127.0 154.7 157.7
## cvpred      119.5 128.8   148 143.6 132.7 132.2   132 127.4 126.9 154.3 157.1
## pm2.5       192.0 199.0   212 194.0 169.0 144.0   150 144.0 143.0 180.0  78.0
## CV residual  72.5  70.2    64  50.4  36.3  11.8    18  16.6  16.1  25.7 -79.1
##             42367 42372 42374 42375 42383 42385 42390 42392 42395 42398 42400
## Predicted     152  71.8  50.7  39.6  42.5  33.9  28.7  33.4 13.87 -16.5 -26.1
## cvpred        152  71.8  50.8  39.7  42.6  34.0  28.9  33.6 14.21 -16.0 -25.4
## pm2.5          24  11.0  11.0  13.0  14.0  10.0   3.0   8.0  6.00   9.0   7.0
## CV residual  -128 -60.8 -39.8 -26.7 -28.6 -24.0 -25.9 -25.6 -8.21  25.0  32.4
##             42409 42410 42413 42415 42421 42426 42430 42431 42432 42434 42436
## Predicted     132   132   132   148  51.0 19.11 139.9 139.6 139.4 138.9 150.1
## cvpred        131   131   132   147  51.1 19.38 139.3 139.1 138.9 138.4 149.5
## pm2.5          17    22    26    20  11.0 11.00  43.0  48.0  57.0  60.0  76.0
## CV residual  -114  -109  -106  -127 -40.1 -8.38 -96.3 -91.1 -81.9 -78.4 -73.5
##             42437 42439 42442  42443 42444 42447 42448 42449 42455 42456 42459
## Predicted   150.8 151.1 125.0 104.94  99.3  76.3  83.3    83 143.8   149 154.0
## cvpred      150.1 150.5 124.6 104.67  99.1  76.3  83.2    83 143.3   148 153.4
## pm2.5        72.0  80.0  85.0  96.00 109.0 159.0 153.0   153 215.0   255 210.0
## CV residual -78.1 -70.5 -39.6  -8.67   9.9  82.7  69.8    70  71.7   107  56.6
##             42467 42473 42475 42479 42481 42484 42489 42492 42494 42495 42496
## Predicted   80.27 13.23  20.8  81.3  93.4   107  88.6  60.7  30.7  20.3  18.5
## cvpred      80.18 13.56  21.1  81.1  93.1   106  88.3  60.5  30.7  20.3  18.5
## pm2.5       90.00  6.00  10.0   5.0   4.0     3   9.0   9.0   4.0   3.0   4.0
## CV residual  9.82 -7.56 -11.1 -76.1 -89.1  -103 -79.3 -51.5 -26.7 -17.3 -14.5
##             42499 42504 42513 42517 42520 42522 42527 42529 42534 42537 42541
## Predicted   100.2 137.5 138.2  92.8  92.5 102.1   145   151   157 134.0  95.4
## cvpred       99.7 136.9 137.6  92.5  92.2 101.7   144   151   156 133.5  95.2
## pm2.5         6.0  44.0  70.0  60.0  33.0  28.0    35    46    65  79.0  74.0
## CV residual -93.7 -92.9 -67.6 -32.5 -59.2 -73.7  -109  -105   -91 -54.5 -21.2
##             42542 42546 42550 42552 42555 42559 42561 42562 42565 42572 42574
## Predicted   86.41  93.0   151 155.9 156.5 146.2 123.7 101.5  49.3 125.7 140.6
## cvpred      86.21  92.8   150 155.2 155.8 145.4 123.2 101.2  49.3 125.3 140.1
## pm2.5       77.00  77.0    94  97.0 116.0  54.0  42.0  38.0  33.0  57.0  76.0
## CV residual -9.21 -15.8   -56 -58.2 -39.8 -91.4 -81.2 -63.2 -16.3 -68.3 -64.1
##             42575 42582 42583 42584 42587 42592 42596  42599  42600 42603 42604
## Predicted   140.5 127.7   138 137.0  79.1 55.63  94.1 140.13 144.27   155 144.9
## cvpred      139.9 127.1   137 136.3  78.9 55.64  93.9 139.58 143.72   154 144.3
## pm2.5        98.0  44.0    33  45.0  42.0 59.00 111.0 145.00 143.00   239 185.0
## CV residual -41.9 -83.1  -104 -91.3 -36.9  3.36  17.1   5.42  -0.72    85  40.7
##             42605 42608 42615 42618 42621 42622 42623 42626 42629 42631 42634
## Predicted   149.1  70.4  53.5  42.5  74.2  34.0 23.73  18.6  29.4  20.6 -11.2
## cvpred      148.4  70.3  53.6  42.6  74.1  34.1 23.86  18.7  29.4  20.6 -10.9
## pm2.5       163.0   9.0  18.0   7.0  16.0   8.0 19.00   5.0   3.0   6.0   5.0
## CV residual  14.6 -61.3 -35.6 -35.6 -58.1 -26.1 -4.86 -13.7 -26.4 -14.6  15.9
##             42636 42639 42640 42642 42643 42644 42645 42650 42653 42662 42665
## Predicted   -32.0 -46.5 -44.4 -18.3 -29.1 -21.2 -23.2  72.3   112 33.26    23
## cvpred      -31.6 -46.0 -43.8 -17.8 -28.6 -20.7 -22.7  71.8   112 33.21    23
## pm2.5         6.0   6.0   5.0   5.0   7.0   9.0  11.0  11.0    11 26.00    35
## CV residual  37.6  52.0  48.8  22.8  35.6  29.7  33.7 -60.8  -101 -7.21    12
##             42674 42676 42678 42684 42685 42688 42690 42699 42709 42710 42714
## Predicted   119.9 124.3 128.4  47.5  46.2  36.9  56.6 125.1  92.9  93.3   111
## cvpred      119.2 123.6 127.7  47.3  46.1  36.9  56.4 124.4  92.6  93.0   111
## pm2.5        52.0  52.0  52.0  30.0  21.0  21.0  25.0 210.0 128.0 141.0   246
## CV residual -67.2 -71.6 -75.7 -17.3 -25.1 -15.9 -31.4  85.6  35.4  48.0   135
##             42715 42722 42724 42726 42728 42730 42731 42732 42733 42737 42738
## Predicted     112   142 132.9   142   149   130 114.9  94.2  78.7  70.1  73.7
## cvpred        111   141 132.2   142   148   130 114.5  94.0  78.6  70.1  73.6
## pm2.5         230   281 222.0   304   284   256  79.0  38.0  22.0  19.0  16.0
## CV residual   119   140  89.8   162   136   126 -35.5 -56.0 -56.6 -51.1 -57.6
##             42740 42742 42743 42745 42746 42749 42751 42754 42755 42756 42761
## Predicted    61.7  67.7  66.3  63.5  67.3  62.9   111  84.2  73.5  67.9  33.4
## cvpred       61.6  67.6  66.3  63.5  67.2  62.8   110  83.8  73.3  67.7  33.3
## pm2.5        15.0  12.0  19.0  12.0  13.0  11.0     9  19.0  19.0  16.0  13.0
## CV residual -46.6 -55.6 -47.3 -51.5 -54.2 -51.8  -101 -64.8 -54.3 -51.7 -20.3
##             42762 42763 42764 42765 42767 42773 42775 42776 42778 42779 42786
## Predicted    32.5  81.1 100.7 118.7 129.5 143.9 133.0 131.8 104.8  79.0  74.5
## cvpred       32.5  80.8 100.2 118.2 128.8 143.1 132.3 131.1 104.3  78.7  74.3
## pm2.5        16.0  27.0  47.0  54.0  66.0  78.0  45.0  39.0  42.0  41.0  63.0
## CV residual -16.5 -53.8 -53.2 -64.2 -62.8 -65.1 -87.3 -92.1 -62.3 -37.7 -11.3
##             42787 42796 42799 42802 42803 42805 42808 42809 42811 42819 42820
## Predicted   103.1   148   148   131   132   120   114   126   145   145   157
## cvpred      102.7   147   148   131   131   120   114   125   145   144   156
## pm2.5        86.0   371   255   275   320   346   399   370   346   330   324
## CV residual -16.7   224   107   144   189   226   285   245   201   186   168
##             42823 42827 42828 42830 42832 42850 42853 42854 42856 42860 42864
## Predicted     157   145   140   114   113   142  91.5  76.6  34.6  61.5  80.5
## cvpred        157   144   139   114   113   141  91.3  76.5  34.6  61.2  80.1
## pm2.5         368   305   290   315   292   287  93.0  82.0  88.0  22.0  30.0
## CV residual   211   161   151   201   179   146   1.7   5.5  53.4 -39.2 -50.1
##             42867 42876 42879 42883  42885  42886 42887 42897 42898 42899 42900
## Predicted     107  54.7  55.5  83.8 104.38 130.58   134 144.4 133.6 123.0 130.1
## cvpred        106  54.6  55.3  83.4 103.99 130.12   134 143.8 133.2 122.6 129.6
## pm2.5           9  36.0  28.0  65.0 101.00 123.00   146 111.0 113.0 101.0 101.0
## CV residual   -97 -18.6 -27.3 -18.4  -2.99  -7.12    12 -32.8 -20.2 -21.6 -28.6
##             42904 42909 42912 42913 42916 42917 42919 42925 42926 42927 42929
## Predicted   123.2 155.5 160.3 162.2 155.4 153.8   140  49.9  47.4  37.7  64.0
## cvpred      122.9 154.8 159.6 161.4 154.7 153.1   139  49.7  47.3  37.6  63.8
## pm2.5       141.0 182.0 193.0 240.0 188.0 175.0   116  19.0  22.0  22.0  31.0
## CV residual  18.1  27.2  33.4  78.6  33.3  21.9   -23 -30.7 -25.3 -15.6 -32.8
##             42933 42937 42939 42940 42947 42950 42954 42955 42956 42959 42962
## Predicted     125 138.2 148.3   143 127.0 114.7   130 129.9 144.9   144   151
## cvpred        124 137.6 147.5   142 126.4 114.3   130 129.6 144.3   144   151
## pm2.5          62  90.0  86.0   111 151.0 174.0   159 205.0 230.0   311   299
## CV residual   -62 -47.6 -61.5   -31  24.6  59.7    29  75.4  85.7   167   148
##             42963 42968 42971 42972 42975 42983 42984 42987 42988 42989 42990
## Predicted     156 157.3 145.3 134.8   120   155   155   149  98.3  84.3  64.4
## cvpred        156 156.5 144.7 134.3   119   154   154   148  97.9  83.9  64.1
## pm2.5         283 226.0 201.0 234.0   259   502   522   362 176.0  98.0  24.0
## CV residual   127  69.5  56.3  99.7   140   348   368   214  78.1  14.1 -40.1
##             42991 42998 43002 43006 43016 43017 43018 43019 43024 43025 43032
## Predicted    59.4  49.8  54.2  90.2 130.2 119.8  94.0  88.0 90.56 94.84 133.8
## cvpred       59.1  49.5  53.9  89.7 129.5 119.2  93.6  87.7 90.32 94.56 133.3
## pm2.5        20.0  13.0  16.0  34.0  92.0  95.0  83.0  66.0 86.00 90.00 211.0
## CV residual -39.1 -36.5 -37.9 -55.7 -37.5 -24.2 -10.6 -21.7 -4.32 -4.56  77.7
##             43034 43040 43043 43049 43053 43054 43061 43073 43077 43078 43079
## Predicted   152.1   157   151   149   154   152   148 -1.09 -13.8  6.96  8.78
## cvpred      151.4   157   150   149   153   152   147 -1.18 -13.9  6.76  8.58
## pm2.5       237.0   291   287   393   323   328   227 19.00  31.0 44.00 32.00
## CV residual  85.6   134   137   244   170   176    80 20.18  44.9 37.24 23.42
##             43082 43083 43084 43088  43091 43092 43094 43095 43097 43098 43100
## Predicted    21.5 28.33  31.3 20.34  0.506 -7.94 -28.4 -39.6 -35.3 -23.6 -22.1
## cvpred       21.4 28.17  31.1 20.28  0.642 -7.72 -28.0 -39.2 -34.9 -23.2 -21.7
## pm2.5        36.0 25.00  21.0 13.00 10.000 12.00  11.0  10.0   9.0   8.0  15.0
## CV residual  14.6 -3.17 -10.1 -7.28  9.358 19.72  39.0  49.2  43.9  31.2  36.7
##             43101 43102 43103 43112 43115 43116   43118  43126  43130 43133
## Predicted   -7.76 -9.62 -15.3   120  86.9  84.2 76.6252 120.32 125.48  84.1
## cvpred      -7.50 -9.30 -15.0   119  86.2  83.5 76.0215 119.46 124.51  83.4
## pm2.5       19.00  8.00  15.0    13  23.0  43.0 76.0000 111.00 126.00  11.0
## CV residual 26.50 17.30  30.0  -106 -63.2 -40.5 -0.0215  -8.46   1.49 -72.4
##             43135 43138 43144 43145 43146 43149 43150 43157 43159 43160 43161
## Predicted    76.7  72.6  21.8  28.1  26.7  46.0  55.4  46.4  99.4  83.4  82.0
## cvpred       76.0  72.0  21.5  27.8  26.3  45.7  55.0  46.0  98.5  82.7  81.3
## pm2.5         9.0  17.0   9.0  11.0   8.0   9.0   7.0   8.0   6.0   9.0   6.0
## CV residual -67.0 -55.0 -12.5 -16.8 -18.3 -36.7 -48.0 -38.0 -92.5 -73.7 -75.3
##             43162 43163 43165 43166 43167 43170 43171 43172 43176 43178 43181
## Predicted    75.3  68.6  45.6  38.0  35.3  39.7  47.9  61.9  69.0  79.8  93.9
## cvpred       74.7  68.0  45.2  37.6  35.0  39.3  47.5  61.4  68.3  79.1  93.1
## pm2.5         7.0   7.0   9.0  11.0  10.0   7.0  10.0   8.0  10.0   6.0   7.0
## CV residual -67.7 -61.0 -36.2 -26.6 -25.0 -32.3 -37.5 -53.4 -58.3 -73.1 -86.1
##             43183 43185 43187 43189 43193  43198 43199 43203 43205 43206 43214
## Predicted   114.4 101.9  73.9  42.1  58.3 125.70 121.3 131.8 131.2 131.8  56.3
## cvpred      113.4 101.1  73.3  41.7  57.8 124.79 120.4 130.8 130.2 130.8  55.9
## pm2.5        14.0  25.0  16.0  13.0  11.0 130.00 138.0 149.0  84.0  60.0  17.0
## CV residual -99.4 -76.1 -57.3 -28.7 -46.8   5.21  17.6  18.2 -46.2 -70.8 -38.9
##             43221 43222 43231  43237 43238 43243 43244 43247 43261 43263 43264
## Predicted    86.4  99.5 150.0 53.759  46.2  60.8  64.5  65.8  83.6  77.5  82.8
## cvpred       85.9  98.9 149.2 53.362  45.8  60.4  64.2  65.4  83.1  77.1  82.3
## pm2.5       122.0 119.0  59.0 54.000  34.0  13.0  11.0  16.0  40.0 117.0 100.0
## CV residual  36.1  20.1 -90.2  0.638 -11.8 -47.4 -53.2 -49.4 -43.1  39.9  17.7
##             43266 43285 43287 43288 43289 43290 43292 43293 43297 43300 43302
## Predicted    98.3   135   126   126   126   126   125   134   140   154   161
## cvpred       97.7   135   125   125   125   125   124   133   139   153   160
## pm2.5       136.0   339   388   390   375   367   351   356   311   303   306
## CV residual  38.3   204   263   265   250   242   227   223   172   150   146
##             43303 43304 43306 43307 43310 43311 43315 43327 43328 43329 43337
## Predicted     162   164 163.7 105.2  52.0 40.17  56.1  61.6  60.0  74.1  56.2
## cvpred        161   163 162.8 104.7  51.7 39.91  55.8  61.4  59.8  73.7  55.8
## pm2.5         311   318 152.0  65.0  62.0 45.00  31.0   7.0  15.0  11.0  29.0
## CV residual   150   155 -10.8 -39.7  10.3  5.09 -24.8 -54.4 -44.8 -62.7 -26.8
##             43343 43346 43347 43349 43353 43357 43361 43362 43363 43364 43365
## Predicted    62.7  80.2  79.0  82.2  72.1 26.11 17.51  16.2  68.8  86.9 101.3
## cvpred       62.2  79.7  78.4  81.6  71.7 25.91 17.43  16.1  68.2  86.2 100.5
## pm2.5         9.0   8.0   8.0  12.0   8.0 17.00 12.00   9.0  14.0  17.0  21.0
## CV residual -53.2 -71.7 -70.4 -69.6 -63.7 -8.91 -5.43  -7.1 -54.2 -69.2 -79.5
##             43369 43372 43373 43378 43382 43384 43386 43387 43388 43394 43397
## Predicted     126   141   141 119.3  74.7  51.1 64.14 73.91  72.7 139.2 145.0
## cvpred        125   140   140 118.5  74.3  50.7 63.68 73.37  72.2 138.3 143.9
## pm2.5          12    13    16  37.0  46.0  41.0 72.00 80.00  86.0 192.0 107.0
## CV residual  -113  -127  -124 -81.5 -28.3  -9.7  8.32  6.63  13.8  53.7 -36.9
##             43399 43405 43408 43410 43412  43414 43418 43420 43423 43431 43432
## Predicted   139.6 56.08 46.56 74.13 101.7 118.56   121   137   138  31.0  32.8
## cvpred      138.6 55.68 46.22 73.65 101.1 117.82   121   137   137  30.8  32.6
## pm2.5        90.0 53.00 44.00 68.00 129.0 109.00   257   305   269  11.0   8.0
## CV residual -48.6 -2.68 -2.22 -5.65  27.9  -8.82   136   168   132 -19.8 -24.6
##             43433 43439 43441 43443 43446 43450 43453  43462 43464  43466 43467
## Predicted    35.6  43.4  45.4  47.1  48.2  36.6  14.3 14.891 11.68  9.467   127
## cvpred       35.4  43.1  45.2  46.9  48.0  36.5  14.4 14.976 11.86  9.673   126
## pm2.5        13.0  11.0   6.0   6.0   9.0  12.0   9.0 14.000  8.00  9.000     8
## CV residual -22.4 -32.1 -39.2 -40.9 -39.0 -24.5  -5.4 -0.976 -3.86 -0.673  -118
##             43469 43470 43473 43483 43490   43497 43498 43500 43502 43503 43504
## Predicted   125.3 110.3 136.7 99.28 139.8 136.289 124.4 108.0 110.9 119.2 118.7
## cvpred      124.4 109.5 135.7 98.64 138.9 135.361 123.6 107.4 110.4 118.6 118.1
## pm2.5        30.0  43.0  80.0 93.00 170.0 135.000 136.0 135.0 133.0 142.0 163.0
## CV residual -94.4 -66.5 -55.7 -5.64  31.1  -0.361  12.4  27.6  22.6  23.4  44.9
##             43505 43507 43521 43525 43527 43529 43531 43534 43536 43538 43539
## Predicted   123.4 139.5  81.9  47.7  37.2  32.0  32.8  43.6  44.1  45.6  44.3
## cvpred      122.7 138.8  81.4  47.5  37.0  31.9  32.6  43.4  43.9  45.5  44.1
## pm2.5       166.0 202.0  22.0  17.0  14.0   7.0  15.0   8.0  11.0  14.0   8.0
## CV residual  43.3  63.2 -59.4 -30.5 -23.0 -24.9 -17.6 -35.4 -32.9 -31.5 -36.1
##             43543 43556 43558 43559 43560 43561  43567 43568 43569 43570 43573
## Predicted    54.7  4.61 7.428 10.35  7.66 0.575 -1.053  2.23  1.37 -9.76 -30.9
## cvpred       54.4  4.84 7.603 10.51  7.84 0.795 -0.794  2.49  1.64 -9.38 -30.3
## pm2.5        15.0 10.00 8.000  6.00  4.00 4.000  9.000  9.00  9.00  8.00  21.0
## CV residual -39.4  5.16 0.397 -4.51 -3.84 3.205  9.794  6.51  7.36 17.38  51.3
##             43576 43579 43584 43585 43589 43594 43597 43600 43601  43605 43611
## Predicted   -44.6 -39.5 110.5 111.0   135 123.2 72.87  51.6 55.88 113.18 137.6
## cvpred      -43.9 -38.8 109.8 110.2   134 122.4 72.49  51.4 55.63 112.48 136.7
## pm2.5        15.0  20.0  64.0  53.0    98 145.0 80.00  71.0 63.00 105.00 163.0
## CV residual  58.9  58.8 -45.8 -57.2   -36  22.6  7.51  19.6  7.37  -7.48  26.3
##             43615 43617 43618 43622 43630 43631 43634 43639 43644 43645 43652
## Predicted   132.1   136   129  46.9 108.0 106.1   114   119  76.8  73.5  70.6
## cvpred      131.3   135   128  46.8 107.2 105.4   114   118  76.3  73.1  70.3
## pm2.5        84.0    82    88  81.0  33.0  21.0     9    13  11.0  12.0  20.0
## CV residual -47.3   -53   -40  34.2 -74.2 -84.4  -105  -105 -65.3 -61.1 -50.3
##             43654 43656 43657 43659 43661 43663 43664 43668 43669 43672 43676
## Predicted    67.9  70.1  68.8  71.5  90.0   129   119  73.0  66.3  68.0 117.3
## cvpred       67.6  69.8  68.4  71.1  89.5   128   118  72.6  65.9  67.6 116.6
## pm2.5        16.0  18.0  20.0  22.0  14.0    18    13  25.0  16.0   8.0  49.0
## CV residual -51.6 -51.8 -48.4 -49.1 -75.5  -110  -105 -47.6 -49.9 -59.6 -67.6
##             43678 43682 43683 43684 43685 43689 43698 43703 43706 43707 43708
## Predicted     113 128.1 137.4 132.5 143.5 143.6   125   142 142.0 141.5 141.8
## cvpred        112 127.3 136.5 131.7 142.5 142.7   125   141 141.1 140.6 140.8
## pm2.5          50  94.0 147.0 226.0 179.0 119.0   234   210 194.0 187.0 216.0
## CV residual   -62 -33.3  10.5  94.3  36.5 -23.7   109    69  52.9  46.4  75.2
##             43709 43710 43714 43717 43719 43720 43724 43725 43726 43727 43728
## Predicted   141.3   146 131.7  94.3  86.0  90.8   121   136   141   150   146
## cvpred      140.4   145 130.9  93.8  85.6  90.3   120   135   140   149   145
## pm2.5       225.0   199 182.0 194.0 192.0 208.0   328   349   327   348   363
## CV residual  84.6    54  51.1 100.2 106.4 117.7   208   214   187   199   218
##             43731 43734 43746 43747 43751 43753 43756 43757 43758 43761 43764
## Predicted     141   139  60.0  64.0   106   137   142   142 142.2 139.1  86.3
## cvpred        140   138  59.8  63.8   106   136   141   141 141.2 138.2  85.9
## pm2.5         388   284  42.0  41.0   324   362   372   318 188.0 124.0 134.0
## CV residual   248   146 -17.8 -22.8   218   226   231   177  46.8 -14.2  48.1
##             43770 43771  43773 43774 43781 43782 43783 43785 43787 43788 43790
## Predicted    34.0  64.3 102.67 103.3 125.5   114 103.8  94.9  73.6  64.1  62.7
## cvpred       33.9  64.0 102.07 102.7 124.7   113 103.1  94.3  73.2  63.7  62.4
## pm2.5        22.0 120.0 112.00 128.0  25.0     9   9.0  17.0  25.0  48.0  73.0
## CV residual -11.9  56.0   9.93  25.3 -99.7  -104 -94.1 -77.3 -48.2 -15.7  10.6
##              43791 43798 43800 43801 43803 43805 43806 43807 43812  43818 43822
## Predicted   66.272  82.0  54.0  68.8  72.4  62.1  54.3  45.2  28.2  9.138 13.52
## cvpred      65.925  81.6  53.6  68.3  71.9  61.7  53.9  44.8  28.1  9.158 13.51
## pm2.5       65.000  20.0  16.0  10.0  20.0   8.0   9.0   8.0  12.0  9.000 10.00
## CV residual -0.925 -61.6 -37.6 -58.3 -51.9 -53.7 -44.9 -36.8 -16.1 -0.158 -3.51
##             43823
## Predicted   17.55
## cvpred      17.51
## pm2.5        8.00
## CV residual -9.51
## 
## Sum of squares = 92810242    Mean square = 6668    n = 13919 
## 
## fold 3 
## Observations in test set: 13919 
##                25    26    27    30    31    34    38     45    48  50    53
## Predicted   111.0 115.2 137.6 159.3 158.8 152.2 144.1 143.50 141.7 140 142.0
## cvpred      112.1 116.2 138.7 160.4 159.9 153.3 145.2 144.54 142.8 141 143.2
## pm2.5       129.0 148.0 159.0 109.0 105.0 132.0 164.0 154.00 126.0  63  65.0
## CV residual  16.9  31.8  20.3 -51.4 -54.9 -21.3  18.8   9.46 -16.8 -78 -78.2
##                54    55    56    63  64    67   68    72    73   76    77    80
## Predicted   141.7 136.2 140.2 127.1 126 158.9  159 161.1 157.0  128 121.0 115.6
## cvpred      142.9 137.4 141.5 128.4 127 160.2  160 162.5 158.4  129 122.4 117.1
## pm2.5        83.0  91.0  86.0  96.0  95  61.0   53  73.0  79.0   26  28.0  29.0
## CV residual -59.9 -46.4 -55.5 -32.4 -32 -99.2 -107 -89.5 -79.4 -103 -94.4 -88.1
##                81    83    86    92    95    96    99   101   102   105   108
## Predicted   109.2  98.7  89.9  83.7  69.1  69.7  87.4  80.4 123.6 124.1 108.8
## cvpred      110.8 100.2  91.2  85.1  70.6  71.3  89.2  82.1 125.3 125.9 110.4
## pm2.5        26.0  27.0  32.0  26.0  29.0  31.0  27.0  28.0  28.0  27.0  30.0
## CV residual -84.8 -73.2 -59.2 -59.1 -41.6 -40.3 -62.2 -54.1 -97.3 -98.9 -80.4
##               110   111   112   113   114 120   121   122   123   127   129
## Predicted   101.1 120.9 116.3 111.4 115.3 140 131.5 122.3 116.8 111.2 108.2
## cvpred      102.6 122.4 117.7 112.9 116.8 142 133.2 123.9 118.4 112.8 109.8
## pm2.5        39.0  41.0  33.0  50.0  56.0  50  56.0  77.0  50.0  21.0  20.0
## CV residual -63.6 -81.4 -84.7 -62.9 -60.8 -92 -77.2 -46.9 -68.4 -91.8 -89.8
##               135   136   137   139   140   141  149   159   163   168   170
## Predicted   109.3 105.5 105.3 109.4 136.3 125.8  136 103.1 134.1 150.6 159.0
## cvpred      110.6 106.8 106.6 110.8 137.9 127.3  138 104.4 135.5 152.3 160.7
## pm2.5        48.0  49.0  52.0  96.0  75.0 105.0   30  52.0  54.0 190.0 195.0
## CV residual -62.6 -57.8 -54.6 -14.8 -62.9 -22.3 -108 -52.4 -81.5  37.7  34.3
##               173   183   184   188   189   200   203   205   209   215   218
## Predicted   159.1 131.8 131.6 142.7 147.7 148.8 119.4 115.4 105.3 136.3 152.9
## cvpred      160.7 133.1 132.8 144.1 149.2 150.5 120.6 116.6 106.3 137.6 154.4
## pm2.5       110.0 200.0 231.0 227.0 226.0 106.0  73.0  40.0  41.0  47.0  82.0
## CV residual -50.7  66.9  98.2  82.9  76.8 -44.5 -47.6 -76.6 -65.3 -90.6 -72.4
##              224  225 232   233   234 237   240 241   258  264  265  269  270
## Predicted    144  144 126 121.0 125.3 118  97.9 101  78.0  126  141  122  123
## cvpred       146  145 127 122.1 126.4 119  99.0 102  79.1  128  143  123  124
## pm2.5         25   27  68  71.0  88.0  66  22.0  23  13.0   15   21   15    9
## CV residual -121 -118 -59 -51.1 -38.4 -53 -77.0 -79 -66.1 -113 -122 -108 -115
##              271  272   277   280   283   286   288   289   290   291   295
## Predicted    126  110 103.7  97.0  80.0  78.5  78.0  70.9  68.5  61.0  51.1
## cvpred       127  111 105.1  98.4  81.4  80.0  79.5  72.4  69.9  62.5  52.5
## pm2.5         11   11  24.0  22.0  25.0  25.0  22.0  15.0  16.0  11.0  12.0
## CV residual -116 -100 -81.1 -76.4 -56.4 -55.0 -57.5 -57.4 -53.9 -51.5 -40.5
##               297   304   306   308   312   316   320   324   327   329   337
## Predicted    46.4  9.67 113.3 119.3 148.7 155.1 152.6 126.1 108.5 111.3 110.0
## cvpred       47.8 10.70 114.5 120.6 150.3 156.8 154.3 127.4 109.6 112.4 111.2
## pm2.5        28.0 47.00  39.0  76.0  65.0 164.0  64.0  95.0  79.0  72.0  36.0
## CV residual -19.8 36.30 -75.5 -44.6 -85.3   7.2 -90.3 -32.4 -30.6 -40.4 -75.2
##               338 341  342   343   347   350   352   353   357   360 364   369
## Predicted   126.1 119  122 116.1 104.0 106.7 101.5  96.3 130.1 151.4 157 150.1
## cvpred      127.4 120  123 117.4 105.2 107.7 102.5  97.2 131.2 152.8 159 151.5
## pm2.5        37.0  21   13  23.0  28.0  31.0  36.0  37.0  90.0  87.0 271 102.0
## CV residual -90.4 -99 -110 -94.4 -77.2 -76.7 -66.5 -60.2 -41.2 -65.8 112 -49.5
##                371    374    379 382 384   387   389   400 404 405 407   419
## Predicted   143.27 128.83 144.23 154 156 155.9 160.4 116.8 148 149 159 139.8
## cvpred      144.57 129.87 145.42 155 157 157.3 161.8 117.7 149 150 160 140.9
## pm2.5       135.00 127.00 154.00 261 266 205.0 150.0 166.0 250 268 291 161.0
## CV residual  -9.57  -2.87   8.58 106 109  47.7 -11.8  48.3 101 118 131  20.1
##               423   424   425   426 428 432 433 435 437 439 441 445 446 450 459
## Predicted   116.1 116.3 120.7 134.9 146 140 148 143 146 145 143 134 138 142 148
## cvpred      116.8 117.1 121.5 135.7 147 141 149 143 147 146 144 135 139 143 149
## pm2.5       154.0 173.0 188.0 203.0 408 402 358 332 256 330 297 301 310 357 368
## CV residual  37.2  55.9  66.5  67.3 261 261 209 189 109 184 153 166 171 214 219
##               467   472   473   477   478   479   481   482   486   490 497
## Predicted    90.5  98.9 103.3  82.8  89.9  83.1  83.5  80.9  69.6  49.8  78
## cvpred       91.3  99.8 104.2  83.8  90.9  84.1  84.7  82.0  70.9  51.1  79
## pm2.5        35.0  23.0  28.0  16.0  20.0  20.0  18.0  17.0  19.0  18.0  15
## CV residual -56.3 -76.8 -76.2 -67.8 -70.9 -64.1 -66.7 -65.0 -51.9 -33.1 -64
##               503   507   508   510   512   514 523   526   527  530   531
## Predicted   127.9  87.3  90.2  96.2  93.2  80.5  58  63.5  62.2  127 110.9
## cvpred      129.3  88.4  91.4  97.4  94.4  81.6  59  64.5  63.2  129 112.1
## pm2.5        72.0  26.0  18.0  15.0  21.0  22.0  37  39.0  35.0   24  23.0
## CV residual -57.3 -62.4 -73.4 -82.4 -73.4 -59.6 -22 -25.5 -28.2 -105 -89.1
##               533   541   543   544   545   613   618   630   634   637   641
## Predicted   104.3  57.6  48.1  40.7  38.8 100.0 103.3 129.3 120.7  99.8  55.0
## cvpred      105.5  58.4  48.8  41.4  39.5 100.9 104.2 130.3 121.6 100.4  55.5
## pm2.5        19.0  15.0  17.0  17.0  22.0  88.0 203.0 153.0 158.0 143.0  41.0
## CV residual -86.5 -43.4 -31.8 -24.4 -17.5 -12.9  98.8  22.7  36.4  42.6 -14.5
##               646   659   663   666   678   684   687   688  690   692  694
## Predicted    67.3  85.4  29.2  26.5 114.0  31.2  5.05  2.84 17.6 23.15 31.2
## cvpred       68.0  86.3  30.1  27.4 115.3  31.9  5.63  3.42 18.2 23.74 31.9
## pm2.5        38.0  16.0  13.0  13.0  17.0  12.0 12.00 31.00 42.0 26.00 25.0
## CV residual -30.0 -70.3 -17.1 -14.4 -98.3 -19.9  6.37 27.58 23.8  2.26 -6.9
##               703   711  712  721   724   725   729   733   734   738    742
## Predicted   120.8 18.96 11.9 53.1  79.4  68.0  54.6  7.83  59.8  65.1 129.62
## cvpred      121.9 19.48 12.4 53.9  80.3  68.9  55.4  8.40  60.5  65.8 130.48
## pm2.5        22.0 16.00 26.0 85.0  24.0  20.0  22.0 11.00  16.0  26.0 129.00
## CV residual -99.9 -3.48 13.6 31.1 -56.3 -48.9 -33.4  2.60 -44.5 -39.8  -1.48
##               745 746 749   750   752   762 771   774 776   778   779   782
## Predicted   137.2 142 142 147.1 137.6 116.6 159 160.4 154 129.2 105.0  73.6
## cvpred      138.1 143 143 148.2 138.6 117.4 160 161.8 155 130.4 106.1  74.5
## pm2.5        65.0  70  76  68.0  73.0  63.0  87  97.0  86  92.0  55.0  25.0
## CV residual -73.1 -73 -67 -80.2 -65.6 -54.4 -73 -64.8 -69 -38.4 -51.1 -49.5
##               784   787   789   792   794   797   799   804   807   810  811
## Predicted    64.0  93.1 108.4 117.6 109.9 148.0 152.0  82.4  43.1  49.1 43.4
## cvpred       64.9  94.2 109.6 118.8 111.2 149.4 153.5  83.4  43.9  49.9 44.2
## pm2.5        32.0  70.0  66.0  88.0  71.0 107.0 121.0  58.0  17.0  34.0 96.0
## CV residual -32.9 -24.2 -43.6 -30.8 -40.2 -42.4 -32.5 -25.4 -26.9 -15.9 51.8
##               813   819  823  825   826   827   832   833  834    835   838
## Predicted   93.76 115.0  144  136 100.2  84.7 53.83 53.34 62.4 90.811  98.6
## cvpred      94.84 116.4  145  137 101.3  85.7 54.68 54.18 63.3 91.888  99.8
## pm2.5       87.00 102.0   29   27  26.0  33.0 61.00 64.00 80.0 91.000  59.0
## CV residual -7.84 -14.4 -116 -110 -75.3 -52.7  6.32  9.82 16.7 -0.888 -40.8
##               839   842   843   846 849    850   861   864   869 870   872 873
## Predicted   84.24  96.2  98.1 134.7 108 106.55 127.4 140.0 142.4 142 136.5 140
## cvpred      85.28  97.3  99.2 135.9 109 107.67 128.5 141.2 143.5 143 137.7 141
## pm2.5       82.00  54.0  42.0 105.0 126 114.00  67.0  58.0  47.0  85  68.0  64
## CV residual -3.28 -43.3 -57.2 -30.9  17   6.33 -61.5 -83.2 -96.5 -58 -69.7 -77
##               875   876   877  888   895   898   903    906   918   919   922
## Predicted   137.2 131.3 125.3  148 161.0 160.0 144.9 148.77 154.9 154.9 151.3
## cvpred      138.3 132.3 126.2  149 162.1 161.1 145.8 149.72 155.9 155.9 152.3
## pm2.5        80.0  74.0  93.0   43  81.0  92.0 118.0 152.00 180.0 172.0 133.0
## CV residual -58.3 -58.3 -33.2 -106 -81.1 -69.1 -27.8   2.28  24.1  16.1 -19.3
##                923 924   925   926   929 930   931 939   941   945   946   949
## Predicted   145.33 144 138.5 128.5 121.7 126 133.9 155 159.8 158.4 115.5 60.35
## cvpred      146.22 145 139.3 129.2 122.3 127 134.6 156 160.8 159.3 116.2 61.02
## pm2.5       140.00 159 169.0 170.0 140.0 144 166.0 273 254.0 193.0 207.0 58.00
## CV residual  -6.22  14  29.7  40.8  17.7  17  31.4 117  93.2  33.7  90.8 -3.02
##               950   953   954   955   956   958   962   973   974   975   976
## Predicted    70.2  87.8  97.0 106.1 118.4 130.4  72.1  38.3  45.6  45.6  61.5
## cvpred       70.9  88.4  97.7 106.8 119.1 131.2  73.0  39.2  46.5  46.5  62.4
## pm2.5        39.0  49.0  54.0 153.0 181.0 182.0  22.0  14.0  10.0   7.0   8.0
## CV residual -31.9 -39.4 -43.7  46.2  61.9  50.8 -51.0 -25.2 -36.5 -39.5 -54.4
##               978   982   985   987   988   990   995   996  1001  1006  1009
## Predicted    58.7  65.5  61.7  58.8  62.5  59.7  78.2  78.5  69.5  92.5  87.7
## cvpred       59.6  66.5  62.7  59.8  63.6  60.9  79.3  79.5  70.5  93.7  88.8
## pm2.5        15.0  16.0  11.0  10.0  12.0  10.0  12.0  12.0  18.0  24.0  17.0
## CV residual -44.6 -50.5 -51.7 -49.8 -51.6 -50.9 -67.3 -67.5 -52.5 -69.7 -71.8
##              1012  1013  1014  1016  1017  1020  1022  1025  1027  1030  1032
## Predicted    94.4 100.5 103.8 102.6 110.5  84.4  69.7  65.0  78.6 112.7 123.1
## cvpred       95.6 101.8 105.1 103.9 111.8  85.5  70.7  65.9  79.7 113.8 124.3
## pm2.5        16.0  11.0  10.0  11.0  14.0  21.0  13.0  13.0  19.0  58.0  69.0
## CV residual -79.6 -90.8 -95.1 -92.9 -97.8 -64.5 -57.7 -52.9 -60.7 -55.8 -55.3
##             1035  1037  1043  1044  1045  1050  1051  1052 1058  1063  1067
## Predicted    117 125.3 107.4  97.1  77.6 60.14  78.1  95.5  135 100.9  74.5
## cvpred       118 126.6 108.5  98.2  78.5 60.91  78.9  96.4  137 101.9  75.5
## pm2.5         54  27.0  23.0  37.0  46.0 64.00 100.0 113.0  980   8.0  16.0
## CV residual  -64 -99.6 -85.5 -61.2 -32.5  3.09  21.1  16.6  843 -93.9 -59.5
##              1070  1072  1073  1074  1077  1085  1087  1090  1093  1096  1098
## Predicted    64.8  62.4  61.3  64.6  85.5 105.3 108.9  92.7  71.1  46.7  46.2
## cvpred       65.8  63.4  62.3  65.6  86.6 106.6 110.3  93.9  72.1  47.6  47.1
## pm2.5        21.0  16.0  15.0  16.0  36.0  15.0  11.0  39.0   8.0  15.0  13.0
## CV residual -44.8 -47.4 -47.3 -49.6 -50.6 -91.6 -99.3 -54.9 -64.1 -32.6 -34.1
##              1101  1102  1109 1110 1111  1114  1116  1117  1118 1119  1125
## Predicted    99.6 119.4 143.7  153  134 110.2  88.4  73.7  63.7 66.5 118.2
## cvpred      100.8 120.8 145.2  155  135 111.5  89.4  74.7  64.5 67.3 119.2
## pm2.5        50.0  73.0  65.0   51   29  26.0  21.0  24.0  39.0 79.0 167.0
## CV residual -50.8 -47.8 -80.2 -104 -106 -85.5 -68.4 -50.7 -25.5 11.7  47.8
##              1126 1127  1128 1130 1131 1138  1142  1145  1147  1150  1153  1156
## Predicted   134.0  139 128.8  129  138   60 19.56  1.96  79.6 101.5 108.5 128.2
## cvpred      135.1  140 129.9  130  140   61 20.37  2.77  80.7 102.6 109.7 129.5
## pm2.5       178.0  192 198.0  237  247   22 12.00 12.00   9.0  39.0  50.0  41.0
## CV residual  42.9   52  68.1  107  107  -39 -8.37  9.23 -71.7 -63.6 -59.7 -88.5
##              1158   1162  1167  1169  1170  1174  1177  1179 1190 1192   1198
## Predicted   128.2 101.91  40.2  47.0  45.9  59.6 120.6 134.7 43.7 23.3 104.42
## cvpred      129.5 102.98  40.9  47.6  46.5  60.4 121.7 135.9 44.1 23.6 105.31
## pm2.5        70.0 107.00  26.0  27.0  29.0 265.0 159.0 115.0 99.0 58.0 101.00
## CV residual -59.5   4.02 -14.9 -20.6 -17.5 204.6  37.3 -20.9 54.9 34.4  -4.31
##              1200 1208   1209  1213  1215  1218  1219  1221 1224  1226   1237
## Predicted   118.6  145 143.48  79.9  72.3  84.5  89.3 110.9  136 139.2 33.968
## cvpred      119.6  146 144.61  80.4  72.7  84.9  89.7 111.7  137 140.1 34.192
## pm2.5       165.0  122 152.00 184.0 175.0 163.0 172.0 178.0  282 215.0 35.000
## CV residual  45.4  -24   7.39 103.6 102.3  78.1  82.3  66.3  145  74.9  0.808
##             1239 1240  1242  1249  1254 1255  1257  1259  1266  1271  1273
## Predicted   12.0 10.4  32.9 139.7 139.1  143 136.6 119.7 92.92 138.6 150.8
## cvpred      12.1 10.5  33.2 140.6 140.1  144 137.5 120.5 93.57 139.5 151.8
## pm2.5       27.0 36.0  23.0 154.0  89.0   90  99.0  80.0 92.00  87.0  90.0
## CV residual 14.9 25.5 -10.2  13.4 -51.1  -54 -38.5 -40.5 -1.57 -52.5 -61.8
##              1274  1275  1278 1280  1281  1284 1285  1286  1291 1295 1300 1305
## Predicted   155.1 150.8 156.6  156 155.1 120.0  109 104.3 108.0  139  129  136
## cvpred      156.1 151.8 157.7  157 156.1 120.7  110 104.9 108.5  140  130  136
## pm2.5       111.0 104.0 105.0  130 134.0 150.0  148 160.0 196.0  274  223  262
## CV residual -45.1 -47.8 -52.7  -27 -22.1  29.3   38  55.1  87.5  134   93  126
##             1307  1310 1316  1320  1321  1324  1325   1326  1327 1329  1339
## Predicted    112  91.7  139 148.4 148.9 149.0 150.6 155.77 156.0  156 109.9
## cvpred       113  92.0  139 148.9 149.5 149.6 151.3 156.49 156.8  157 110.4
## pm2.5        301 307.0  368 218.0 164.0 134.0 139.0 148.00 210.0  253 136.0
## CV residual  188 215.0  229  69.1  14.5 -15.6 -12.3  -8.49  53.2   96  25.6
##              1343 1347  1351  1353  1355  1363  1368  1373 1376 1377  1378
## Predicted    98.7  115 117.6 112.5 124.1 110.6 100.3 100.7  145  160 154.1
## cvpred       99.4  116 118.4 113.3 124.8 111.3 101.2 101.6  146  161 155.1
## pm2.5        56.0   46  50.0  58.0  72.0  70.0  66.0  31.0   34   52  65.0
## CV residual -43.4  -70 -68.4 -55.3 -52.8 -41.3 -35.2 -70.6 -112 -109 -90.1
##              1381  1383  1385  1388  1391 1392  1393  1394  1395 1397  1401
## Predicted   148.0 142.6 136.5 134.7 139.1  144 148.5 148.6 148.4  150 144.9
## cvpred      148.9 143.4 137.3 135.5 139.9  145 149.3 149.5 149.2  151 145.8
## pm2.5        77.0  95.0 101.0 105.0 112.0  123 126.0 114.0 115.0  138 114.0
## CV residual -71.9 -48.4 -36.3 -30.5 -27.9  -22 -23.3 -35.5 -34.2  -13 -31.8
##              1403  1404  1407  1408 1409 1411  1413 1417 1419 1422  1428  1429
## Predicted    94.0  74.2  50.2  82.4  117  151 149.2  157  156  153 133.9 134.2
## cvpred       94.6  74.9  50.8  83.1  117  152 150.1  158  157  154 134.8 135.1
## pm2.5        80.0  37.0  14.0  13.0   16   21  85.0   69   42   29  44.0  51.0
## CV residual -14.6 -37.9 -36.8 -70.1 -101 -131 -65.1  -89 -115 -125 -90.8 -84.1
##             1430  1431  1432  1433  1434  1435  1437  1439  1440  1442  1444
## Predicted    128 131.7 130.6 129.8 128.4 132.2 130.2 128.3 127.4 149.3 154.4
## cvpred       129 132.6 131.5 130.6 129.2 133.1 131.1 129.1 128.3 150.1 155.3
## pm2.5         61  70.0  70.0  65.0  75.0  86.0  95.0  96.0  99.0 101.0 108.0
## CV residual  -68 -62.6 -61.5 -65.6 -54.2 -47.1 -36.1 -33.1 -29.3 -49.1 -47.3
##              1447  1449  1450  1453  1454  1455  1456  1460  1463  1466  1468
## Predicted   161.0 160.0 142.3  83.2  72.2  60.5  53.1  52.7 118.6 139.0 134.5
## cvpred      162.1 161.1 143.1  83.7  72.7  60.9  53.5  53.2 119.2 139.8 135.3
## pm2.5       120.0 138.0 164.0  63.0  37.0  37.0  36.0  34.0 139.0  97.0 158.0
## CV residual -42.1 -23.1  20.9 -20.7 -35.7 -23.9 -17.5 -19.2  19.8 -42.8  22.7
##               1470  1471   1475 1479  1481 1484  1486 1503 1510  1516  1517
## Predicted   127.66 126.6 124.47  109  98.4  123 128.7  102  136  71.7  78.5
## cvpred      128.51 127.4 125.23  110  98.9  124 129.4  103  136  72.5  79.3
## pm2.5       135.00 111.0 133.00  230 236.0  187 144.0  252  255  19.0  15.0
## CV residual   6.49 -16.4   7.77  120 137.1   63  14.6  149  119 -53.5 -64.3
##              1521  1522   1523  1525   1527  1531  1533  1534  1540  1543  1552
## Predicted    65.8  39.3 22.730 13.66  0.219  49.1  48.1  55.5  71.6  67.8 92.79
## cvpred       66.7  40.2 23.596 14.41  0.923  49.9  49.0  56.4  72.7  69.0 93.53
## pm2.5        19.0  24.0 24.000 11.00 14.000  22.0  27.0  29.0  13.0  19.0 91.00
## CV residual -47.7 -16.2  0.404 -3.41 13.077 -27.9 -22.0 -27.4 -59.7 -50.0 -2.53
##              1554 1555  1557  1558  1560 1561  1562  1563 1565  1567  1568
## Predicted   111.3  125 123.8 133.8 131.9  131 135.4 139.6  138 137.3 148.7
## cvpred      112.1  126 124.6 134.7 132.9  132 136.4 140.7  139 138.4 149.9
## pm2.5        99.0   99  96.0  76.0  83.0   62  51.0  53.0   71  58.0  69.0
## CV residual -13.1  -27 -28.6 -58.7 -49.9  -70 -85.4 -87.7  -68 -80.4 -80.9
##              1569  1573 1577   1583  1588  1589  1590  1592 1594 1598  1602
## Predicted   147.1 109.9  111 121.71 157.8 156.9 156.5 155.5  150  145 139.4
## cvpred      148.2 110.7  112 122.58 158.8 157.9 157.4 156.5  151  146 140.3
## pm2.5        74.0  83.0  132 114.00  75.0  63.0  73.0  63.0   43   29  50.0
## CV residual -74.2 -27.7   20  -8.58 -83.8 -94.9 -84.4 -93.5 -108 -117 -90.3
##              1606 1607  1608 1609  1610  1614  1621  1622  1624  1628  1634
## Predicted   125.8  120 113.7  108 102.1  91.7  72.8  61.1 28.36  34.2 134.5
## cvpred      126.8  121 114.7  110 103.2  92.9  73.7  61.9 29.13  35.0 135.6
## pm2.5        27.0   20  16.0    5   7.0  11.0  19.0  20.0 23.00  16.0  51.0
## CV residual -99.8 -101 -98.7 -105 -96.2 -81.9 -54.7 -41.9 -6.13 -19.0 -84.6
##              1639  1640 1641  1644  1645  1651  1653  1656   1661  1666  1667
## Predicted   143.2 145.0  133  63.6 54.21  63.1  89.9 92.10 145.62 116.3 101.7
## cvpred      144.4 146.2  134  64.2 54.72  63.6  90.6 92.76 146.58 117.1 102.3
## pm2.5        84.0  87.0  111  53.0 48.00  32.0  51.0 89.00 140.00 183.0 199.0
## CV residual -60.4 -59.2  -23 -11.2 -6.72 -31.6 -39.6 -3.76  -6.58  65.9  96.7
##              1672  1673 1676 1679  1682  1687  1688  1692  1693  1697  1698
## Predicted    76.1  79.4  108  111  61.7  68.5  61.7  34.0  26.9  35.9  40.3
## cvpred       76.5  79.7  109  112  62.0  69.2  62.3  34.5  27.3  36.4  40.8
## pm2.5       163.0 163.0  210  219 314.0  20.0  18.0  23.0  14.0  16.0  17.0
## CV residual  86.5  83.3  101  107 252.0 -49.2 -44.3 -11.5 -13.3 -20.4 -23.8
##              1699  1703  1706  1707  1708  1709  1710  1711  1716  1721  1724
## Predicted    41.4  97.2 130.4 130.3 135.4 129.6 124.4 115.1 84.45  71.3 78.53
## cvpred       41.9  97.9 131.2 131.2 136.2 130.4 125.2 115.9 85.08  71.7 79.08
## pm2.5        19.0  52.0  71.0  47.0  40.0  41.0  41.0  38.0 76.00  58.0 75.00
## CV residual -22.9 -45.9 -60.2 -84.2 -96.2 -89.4 -84.2 -77.9 -9.08 -13.7 -4.08
##              1729  1732  1739  1740  1742  1744  1746  1750 1751  1752  1755
## Predicted   101.8 115.6 153.6 157.5 150.4 149.0 156.6 154.3  148 153.7 134.8
## cvpred      102.5 116.3 154.4 158.3 151.2 149.8 157.4 155.1  149 154.5 135.4
## pm2.5        37.0  68.0  90.0  73.0  68.0  83.0  94.0 105.0  112  87.0 153.0
## CV residual -65.5 -48.3 -64.4 -85.3 -83.2 -66.8 -63.4 -50.1  -37 -67.5  17.6
##              1761  1763  1766  1772  1774  1776  1779  1780 1782  1785  1789
## Predicted    91.7  96.5  82.5 57.70  57.1 117.8 141.7 141.5  153 136.6  83.1
## cvpred       92.4  97.3  83.2 58.33  57.8 118.7 142.8 142.5  154 137.6  83.8
## pm2.5        50.0  36.0  27.0 52.00  33.0  44.0  72.0  67.0   50  79.0  53.0
## CV residual -42.4 -61.3 -56.2 -6.33 -24.8 -74.7 -70.8 -75.5 -104 -58.6 -30.8
##              1795  1799  1800  1803  1807  1811  1812  1814  1817  1818  1821
## Predicted    90.1 91.53 91.53 124.8  93.6  67.7  56.1  39.8  45.8  50.0  98.0
## cvpred       90.7 92.16 92.16 125.6  94.4  68.4  56.7  40.3  46.3  50.5  98.8
## pm2.5        54.0 85.00 89.00  83.0  27.0  27.0  23.0  26.0  24.0  23.0  51.0
## CV residual -36.7 -7.16 -3.16 -42.6 -67.4 -41.4 -33.7 -14.3 -22.3 -27.5 -47.8
##              1825  1826  1829  1831  1836  1837  1842  1849  1853  1854  1858
## Predicted   141.7 145.7 149.3 148.0 142.6 137.2 136.6 146.0 154.3 154.3 152.2
## cvpred      142.5 146.6 150.1 148.9 143.4 137.9 137.3 146.7 154.9 154.9 152.8
## pm2.5        71.0  89.0  86.0  80.0 166.0 179.0 202.0 241.0 228.0 225.0 217.0
## CV residual -71.5 -57.6 -64.1 -68.9  22.6  41.1  64.7  94.3  73.1  70.1  64.2
##              1859  1870  1871  1872  1876 1877  1882  1888  1895  1896  1897
## Predicted   151.7 141.8 149.1 148.9 153.3  138  90.5 -4.55  51.1  63.6  68.7
## cvpred      152.3 142.3 149.7 149.4 153.8  138  91.0 -4.23  51.5  64.1  69.2
## pm2.5       231.0 217.0 180.0 180.0 215.0  700 274.0 47.00  27.0  41.0  46.0
## CV residual  78.7  74.7  30.3  30.6  61.2  562 183.0 51.23 -24.5 -23.1 -23.2
##              1898  1905 1911 1912 1913  1919  1920  1921  1926  1933  1934 1938
## Predicted   123.6 118.2 26.6 29.3 32.9  92.9 102.4 107.9 122.8  43.6  31.4 11.8
## cvpred      124.2 118.8 26.7 29.5 33.0  93.3 102.9 108.4 123.4  43.8  31.5 12.0
## pm2.5        55.0  48.0 53.0 73.0 82.0 111.0  83.0  85.0  95.0 204.0 122.0 49.0
## CV residual -69.2 -70.8 26.3 43.5 49.0  17.7 -19.9 -23.4 -28.4 160.2  90.5 37.0
##              1942  1945  1946  1947  1949  1951  1953  1955  1956   1957  1958
## Predicted   34.02  80.3  95.5  84.4 115.6 125.8 114.1  76.7  69.9 58.468 51.37
## cvpred      34.36  80.7  96.1  84.9 116.3 126.6 114.7  77.0  70.2 58.668 51.52
## pm2.5       27.00  28.0  16.0  24.0  25.0  54.0  86.0  63.0  59.0 59.000 54.00
## CV residual -7.36 -52.7 -80.1 -60.9 -91.3 -72.6 -28.7 -14.0 -11.2  0.332  2.48
##              1959 1961  1962 1964  1970  1971  1973  1981  1984   1987  1998
## Predicted   49.78 46.6 45.75 52.0 80.26  88.9 108.7 33.65  68.2 101.18 146.8
## cvpred      49.92 46.7 45.94 52.2 80.72  89.4 109.2 33.94  68.5 101.61 147.5
## pm2.5       53.00 60.0 55.00 64.0 72.00  71.0  71.0 36.00  53.0  97.00  69.0
## CV residual  3.08 13.3  9.06 11.8 -8.72 -18.4 -38.2  2.06 -15.5  -4.61 -78.5
##              2003  2008  2010  2011  2012  2015  2018  2019  2021 2029 2031
## Predicted    50.5  34.1  49.1  62.5  77.5  91.2 129.5 115.7 135.3 26.6 21.6
## cvpred       51.1  34.6  49.5  63.0  78.0  91.7 130.2 116.5 136.2 26.9 21.8
## pm2.5         9.0  20.0  18.0  30.0  27.0  34.0  67.0  62.0  48.0 50.0 64.0
## CV residual -42.1 -14.6 -31.5 -33.0 -51.0 -57.7 -63.2 -54.5 -88.2 23.1 42.2
##             2035  2039  2040   2041  2043   2045   2046  2048  2049  2054  2055
## Predicted   35.3  89.8 94.81 107.86 69.40 121.73 130.89 112.0 101.6 61.42 60.32
## cvpred      35.4  90.3 95.43 108.51 69.83 122.32 131.58 112.7 102.3 61.78 60.67
## pm2.5       72.0 142.0 97.00 106.00 61.00 127.00 134.00  85.0  75.0 71.00 58.00
## CV residual 36.6  51.7  1.57  -2.51 -8.83   4.68   2.42 -27.7 -27.3  9.22 -2.67
##              2056  2064  2067  2068  2069  2072  2075  2076  2078  2085  2087
## Predicted    64.4 108.0 121.1 135.4 140.5 144.2 108.2 98.19  66.8 51.63 75.56
## cvpred       64.6 108.7 121.9 136.2 141.4 145.1 108.7 98.69  66.9 51.83 75.96
## pm2.5        48.0  44.0  44.0  56.0  59.0  99.0  86.0 93.00 120.0 60.00 72.00
## CV residual -16.6 -64.7 -77.9 -80.2 -82.4 -46.1 -22.7 -5.69  53.1  8.17 -3.96
##              2092  2099  2101  2102 2104 2108 2111 2116 2126   2145  2154  2156
## Predicted   101.9  93.7  78.1  86.2  122  142  146  150  133 136.63  53.8  51.4
## cvpred      102.4  93.9  78.3  86.3  122  142  146  150  133 136.91  53.8  51.5
## pm2.5       129.0 203.0 220.0 222.0  245  280  317  254  195 129.00 200.0 149.0
## CV residual  26.6 109.1 141.7 135.7  123  138  171  104   62  -7.91 146.2  97.5
##              2157  2160  2163  2164  2168 2169  2170  2175  2179  2181  2184
## Predicted    55.3 38.11 41.52  55.1 19.71 13.2 -3.39 -23.0 -33.8 -17.6  86.8
## cvpred       55.5 38.42 41.98  55.6 20.24 13.7 -3.00 -22.8 -33.6 -17.3  87.3
## pm2.5       113.0 42.00 49.00  35.0 22.00 30.0 25.00  31.0  15.0  24.0  39.0
## CV residual  57.5  3.58  7.02 -20.6  1.76 16.3 28.00  53.8  48.6  41.3 -48.3
##              2185  2190  2193  2194  2196  2198  2199  2207  2210 2211  2212
## Predicted   120.0  90.3  48.7  36.6 17.06 -2.01 -3.97  96.5 121.4  135 102.7
## cvpred      120.7  91.0  49.2  37.1 17.46 -1.71 -3.67  97.2 122.3  136 103.5
## pm2.5        27.0  45.0  27.0  21.0 14.00 13.00 17.00  77.0  53.0   52  53.0
## CV residual -93.7 -46.0 -22.2 -16.1 -3.46 14.71 20.67 -20.2 -69.3  -84 -50.5
##              2214  2216  2218  2220  2226  2227  2229  2230  2234  2236  2239
## Predicted   111.8 129.0  79.3 53.15  55.9  65.3  63.4  76.2 110.1 115.5 134.6
## cvpred      112.7 129.8  79.7 53.42  56.0  65.5  63.5  76.3 110.4 115.8 135.1
## pm2.5        56.0 100.0 138.0 59.00 136.0 132.0 131.0 161.0 178.0 206.0 200.0
## CV residual -56.7 -29.8  58.3  5.58  80.0  66.5  67.5  84.7  67.6  90.2  64.9
##              2240  2241  2242  2244 2245   2249  2250 2251  2255  2256  2264
## Predicted   123.9 108.6  93.1  38.3 27.4 -0.994 -5.49 11.7 91.30  95.3 129.4
## cvpred      124.3 108.8  93.2  38.3 27.3 -1.273 -5.71 11.5 91.35  95.4 129.8
## pm2.5       170.0 197.0 184.0 111.0 92.0 27.000 32.00 43.0 98.00 173.0 180.0
## CV residual  45.7  88.2  90.8  72.7 64.7 28.273 37.71 31.5  6.65  77.6  50.2
##              2269  2273  2286  2287  2288  2290   2297  2304  2305  2307  2308
## Predicted    81.8  90.8  76.9  76.3  60.0 22.15 -0.666  75.8 113.3 100.8 110.4
## cvpred       81.8  90.9  77.4  76.8  60.5 22.44 -0.615  76.2 113.9 101.4 111.1
## pm2.5       176.0 130.0  33.0  26.0  24.0 27.00 17.000  34.0  52.0  69.0  87.0
## CV residual  94.2  39.1 -44.4 -50.8 -36.5  4.56 17.615 -42.2 -61.9 -32.4 -24.1
##              2310  2311  2313  2315  2316  2318  2320  2322 2323  2327  2331
## Predicted   114.8 124.8 108.2  77.1  65.8  37.5  18.5  9.43 16.7  48.6 72.09
## cvpred      115.5 125.6 108.7  77.3  65.8  37.4  18.3  9.21 16.6  48.5 72.27
## pm2.5        79.0  75.0  78.0 114.0 135.0 118.0 103.0 90.00 87.0 110.0 74.00
## CV residual -36.5 -50.6 -30.7  36.7  69.2  80.6  84.7 80.79 70.4  61.5  1.73
##              2334  2343  2345  2352  2358  2361   2365  2379  2384  2388 2394
## Predicted    79.5  27.3  14.0  96.1 101.8  88.3 116.35 131.2  71.1  36.3 17.3
## cvpred       79.8  27.0  13.6  96.0 101.9  88.4 116.58 131.5  71.6  36.5 17.3
## pm2.5        69.0 128.0 113.0 131.0  50.0  62.0 121.00 102.0  14.0  19.0 30.0
## CV residual -10.8 101.0  99.4  35.0 -51.9 -26.4   4.42 -29.5 -57.6 -17.5 12.7
##              2397  2400  2404  2405  2411  2414  2417  2421  2425  2426  2427
## Predicted    76.7  78.5  97.7  96.4 118.7 106.2 124.0 133.0 139.0 138.9 137.9
## cvpred       76.9  78.8  98.2  96.8 119.2 106.6 124.3 133.4 139.4 139.3 138.3
## pm2.5        56.0  37.0  48.0  54.0  68.0  68.0  50.0  79.0  87.0  84.0  86.0
## CV residual -20.9 -41.8 -50.2 -42.8 -51.2 -38.6 -74.3 -54.4 -52.4 -55.3 -52.3
##             2433  2436  2442  2444  2445  2447  2449  2452  2457  2463  2470
## Predicted    134  75.4 19.14  38.2  35.9  32.8  34.7  34.9  1.12 -55.0  91.4
## cvpred       134  75.8 19.49  38.6  36.4  33.3  35.3  35.6  1.60 -54.8  92.0
## pm2.5         33  42.0 23.00  14.0  12.0   8.0   8.0  13.0 19.00  12.0  47.0
## CV residual -101 -33.8  3.51 -24.6 -24.4 -25.3 -27.3 -22.6 17.40  66.8 -45.0
##              2472  2483 2485 2486 2490 2491  2494  2496  2499  2511  2514  2520
## Predicted   70.23 48.10 29.7 20.1 49.2 70.5  88.8 104.9 109.8 103.0 118.8 139.6
## cvpred      70.88 48.55 30.0 20.4 49.4 70.7  89.1 105.3 110.2 103.4 119.2 140.1
## pm2.5       69.00 43.00 57.0 38.0 81.0 96.0  67.0  76.0  84.0 199.0 202.0 225.0
## CV residual -1.88 -5.55 27.0 17.6 31.6 25.3 -22.1 -29.3 -26.2  95.6  82.8  84.9
##              2523 2524 2525 2531 2532  2536  2538  2539  2545  2547  2550  2557
## Predicted   149.9  144  148  126  121  93.5  91.3 104.6 122.2 126.7 126.0  89.3
## cvpred      150.6  145  149  127  121  93.5  91.3 104.7 122.5 127.1 126.5  89.5
## pm2.5       244.0  255  247  254  266 215.0 151.0 134.0  91.0 103.0 116.0 162.0
## CV residual  93.4  110   98  127  145 121.5  59.7  29.3 -31.5 -24.1 -10.5  72.5
##              2558  2561  2563  2567  2570  2577  2582  2587 2589 2596 2597 2598
## Predicted    92.8  94.4  97.8 131.2 135.6 135.9  94.6  90.9  109  128  129  128
## cvpred       93.0  94.5  97.9 131.5 135.9 136.1  94.4  90.6  109  128  129  128
## pm2.5       170.0 156.0 140.0 223.0 212.0 184.0 215.0 264.0  300  382  369  343
## CV residual  77.0  61.5  42.1  91.5  76.1  47.9 120.6 173.4  191  254  240  215
##             2601  2603  2606  2608  2614  2615 2619  2621  2622  2624  2627
## Predicted    127 119.5  91.0 102.7 130.8 125.3  150 144.7 149.5 142.6 119.0
## cvpred       127 119.5  90.9 102.5 130.9 125.4  150 144.9 149.9 142.8 118.9
## pm2.5        307 131.0  17.0  27.0 167.0 155.0  100  94.0  87.0  83.0  84.0
## CV residual  180  11.5 -73.9 -75.5  36.1  29.6  -50 -50.9 -62.9 -59.8 -34.9
##              2628 2631  2641  2642  2645  2647  2654  2655  2662  2664 2670
## Predicted   109.0 71.5  81.0  94.6  94.9  99.1  95.8  89.2 115.6 137.3  144
## cvpred      108.9 71.3  81.1  94.8  95.1  99.2  95.9  89.3 115.8 137.6  145
## pm2.5        69.0 95.0  48.0  52.0  30.0  27.0  51.0  39.0  46.0  41.0   37
## CV residual -39.9 23.7 -33.1 -42.8 -65.1 -72.2 -44.9 -50.3 -69.8 -96.6 -108
##              2671  2674  2675  2680  2681  2682  2685  2692 2693 2694  2700
## Predicted   143.3 135.4 139.3 120.0 126.4 116.2 126.0 153.7  148  147  55.5
## cvpred      143.6 135.6 139.5 120.2 126.5 116.4 126.2 154.3  149  148  55.4
## pm2.5        45.0  48.0  47.0  30.0  34.0  35.0  33.0  62.0   36   31  31.0
## CV residual -98.6 -87.6 -92.5 -90.2 -92.5 -81.4 -93.2 -92.3 -113 -117 -24.4
##             2702  2703 2707  2711 2718  2721  2722  2730 2733 2734 2735 2736
## Predicted   13.8  3.53 12.0 44.52  107 93.92 78.03  45.7 67.5 66.2 79.5 77.9
## cvpred      13.6  3.30 11.9 44.52  107 94.04 77.99  45.2 67.3 65.9 79.3 77.7
## pm2.5       19.0 18.00 21.0 39.00   73 90.00 86.00 103.0 78.0 83.0 89.0 93.0
## CV residual  5.4 14.70  9.1 -5.52  -34 -4.04  8.01  57.8 10.7 17.1  9.7 15.3
##              2740  2741  2745  2748  2750 2754 2757 2761  2768  2772  2773
## Predicted   88.60  97.3  93.3  63.3  40.3  131  150  137  74.8  68.4  68.0
## cvpred      88.59  97.3  93.4  63.0  40.0  131  150  137  75.2  68.6  68.2
## pm2.5       92.00 106.0 141.0 134.0 128.0   22   16   10   6.0  11.0  18.0
## CV residual  3.41   8.7  47.6  71.0  88.0 -109 -134 -127 -69.2 -57.6 -50.2
##              2777  2779  2785  2788  2789  2793 2797 2799  2800   2804 2806
## Predicted    75.4 106.0  58.2  48.0  56.6  41.1 26.9 27.9 21.05  0.563 16.4
## cvpred       75.6 106.4  58.7  48.5  57.2  41.5 27.1 28.0 21.14  0.769 16.7
## pm2.5        24.0  10.0  13.0  17.0  18.0  27.0 50.0 47.0 30.00 17.000 14.0
## CV residual -51.6 -96.4 -45.7 -31.5 -39.2 -14.5 22.9 19.0  8.86 16.231 -2.7
##              2807 2809 2810  2813  2817  2820  2823  2824  2829  2832  2833
## Predicted   15.06 12.3 28.3 18.93 -8.33 -37.2 -57.9 -61.7 -48.2 -39.3 -40.2
## cvpred      15.35 12.6 28.7 19.36 -8.07 -37.2 -58.0 -61.8 -48.2 -39.2 -40.1
## pm2.5       14.00 24.0 27.0 11.00 14.00  19.0  15.0  11.0  16.0  15.0  18.0
## CV residual -1.35 11.4 -1.7 -8.36 22.07  56.2  73.0  72.8  64.2  54.2  58.1
##              2836  2838  2839 2843  2846  2848  2849  2851  2853   2854  2859
## Predicted    84.0  76.4  85.1   36  2.33 -5.27 -3.59 -8.97 10.65 19.305 33.08
## cvpred       84.4  76.7  85.4   36  2.16 -5.46 -3.78 -9.12 10.58 19.283 33.19
## pm2.5        18.0  19.0  17.0   17 17.00 19.00 17.00 27.00 18.00 19.000 24.00
## CV residual -66.4 -57.7 -68.4  -19 14.84 24.46 20.78 36.12  7.42 -0.283 -9.19
##             2861  2866  2867  2869   2875  2878  2879  2886 2892  2896  2897
## Predicted   26.2 -24.5 -30.9 -58.1  0.774 42.73 40.53 128.4 28.2 -11.8 -18.1
## cvpred      26.4 -24.6 -31.2 -58.4  0.321 42.55 40.34 128.7 27.7 -12.6 -19.0
## pm2.5       40.0  21.0  20.0  19.0 23.000 39.00 45.00  97.0 70.0  52.0  48.0
## CV residual 13.6  45.6  51.2  77.4 22.679 -3.55  4.66 -31.7 42.3  64.6  67.0
##              2899  2900  2901 2905 2908   2911  2914  2919  2920  2927  2928
## Predicted   -6.66  2.01  5.55 48.2 74.9 118.23  91.1 -26.1 -22.6  8.51  8.27
## cvpred      -7.36  1.41  5.00 47.9 74.7 118.14  90.7 -27.0 -23.4  8.22  7.98
## pm2.5       31.00 37.00 63.00 75.0 93.0 127.00 151.0  65.0  57.0 32.00 24.00
## CV residual 38.36 35.59 58.00 27.1 18.3   8.86  60.3  92.0  80.4 23.78 16.02
##              2935  2936  2937  2943  2944  2945  2947  2948  2954   2955  2956
## Predicted    75.3 100.4 43.60  60.1  64.4  72.9  74.0  63.9  99.2 118.23 126.9
## cvpred       75.3 100.4 43.32  59.6  63.9  72.5  73.7  63.5  99.0 118.14 126.8
## pm2.5        64.0  80.0 53.00 146.0 150.0 150.0 142.0 138.0 114.0 111.00 113.0
## CV residual -11.3 -20.4  9.68  86.4  86.1  77.5  68.3  74.5  15.0  -7.14 -13.8
##               2960  2962  2965  2967  2971  2972  2976  2977  2980  2991  2993
## Predicted   122.37  93.1  72.0  87.8 111.0 129.9 126.6 130.4 128.5  52.4  46.2
## cvpred      122.27  92.8  71.6  87.3 110.6 129.6 126.4 130.2 128.3  51.8  45.7
## pm2.5       118.00 118.0 135.0 118.0 172.0 208.0 154.0 165.0 181.0  32.0   9.0
## CV residual  -4.27  25.2  63.4  30.7  61.4  78.4  27.6  34.8  52.7 -19.8 -36.7
##              2999  3002  3008  3017  3019  3021  3024  3027  3033 3034  3038
## Predicted    40.5  38.1  83.5 -4.78 -12.0  45.4 36.83  77.0  98.2 87.4  15.2
## cvpred       40.5  38.0  83.5 -5.45 -12.6  44.9 36.43  76.8  98.0 87.1  14.6
## pm2.5        12.0   9.0  17.0 16.00  18.0  32.0 41.00  52.0  81.0 85.0 228.0
## CV residual -28.5 -29.0 -66.5 21.45  30.6 -12.9  4.57 -24.8 -17.0 -2.1 213.4
##               3039   3042   3043  3047  3048   3055  3059  3060  3065  3067
## Predicted    -6.16  -9.63  -6.45 40.19 54.49 134.13  86.7  68.1  62.1  64.6
## cvpred       -6.80 -10.28  -7.06 39.97 54.42 134.25  86.3  67.7  61.6  64.1
## pm2.5       204.00 130.00 115.00 38.00 48.00 140.00 203.0 202.0 110.0 132.0
## CV residual 210.80 140.28 122.06 -1.97 -6.42   5.75 116.7 134.3  48.4  67.9
##              3070  3075  3078  3079  3081  3082  3083  3084 3086  3094  3097
## Predicted    67.9 140.8  99.9  89.7  66.6  58.4  50.9  43.4 14.7  50.8  79.2
## cvpred       67.6 140.8  99.8  89.7  66.6  58.4  50.7  43.2 14.4  50.8  79.2
## pm2.5       148.0 122.0 294.0 100.0  32.0  19.0  18.0  14.0 27.0 108.0 132.0
## CV residual  80.4 -18.8 194.2  10.3 -34.6 -39.4 -32.7 -29.2 12.6  57.2  52.8
##             3101  3102  3104  3105  3106 3107 3110  3112  3116  3118  3121
## Predicted    131 137.4 125.4 109.5  76.3 19.9 12.3  9.82  33.1  34.1  37.5
## cvpred       131 137.7 125.5 109.4  76.1 19.6 11.9  9.42  32.9  33.9  37.4
## pm2.5         46  50.0  55.0  50.0  55.0 45.0 62.0 28.00  15.0  20.0  10.0
## CV residual  -85 -87.7 -70.5 -59.4 -21.1 25.4 50.1 18.58 -17.9 -13.9 -27.4
##              3123  3126  3129  3131  3134  3137  3139  3141  3143  3147  3148
## Predicted    39.3  60.4  86.9  71.1  54.3  55.7  60.9  80.4  95.0 115.4 119.7
## cvpred       39.3  60.6  86.9  70.9  53.9  55.3  60.5  80.2  94.9 115.5 119.8
## pm2.5         7.0   5.0  10.0  12.0  16.0  11.0  20.0  24.0  35.0  40.0  37.0
## CV residual -32.3 -55.6 -76.9 -58.9 -37.9 -44.3 -40.5 -56.2 -59.9 -75.5 -82.8
##              3159  3160  3171  3175  3177  3183  3186 3187  3190  3200  3201
## Predicted    68.8  62.0 125.6 125.6 108.0  52.3 63.36 67.6 71.21 111.5 105.5
## cvpred       68.4  61.6 125.7 125.7 107.8  51.8 62.88 67.2 70.93 111.4 105.4
## pm2.5        40.0  43.0  60.0  72.0  83.0  41.0 68.00 78.0 64.00 123.0 117.0
## CV residual -28.4 -18.6 -65.7 -53.7 -24.8 -10.8  5.12 10.8 -6.93  11.6  11.6
##              3202  3208  3209  3210  3211  3213  3216  3217  3221  3226  3228
## Predicted    99.1  91.6  91.2  96.3 105.0 125.0 135.0 135.0 140.7 111.8  94.7
## cvpred       98.9  91.2  90.8  96.0 104.7 124.8 134.8 134.8 140.7 111.5  94.2
## pm2.5       130.0 140.0 159.0 158.0 168.0 181.0 216.0 219.0 238.0 203.0 185.0
## CV residual  31.1  48.8  68.2  62.0  63.3  56.2  81.2  84.2  97.3  91.5  90.8
##              3230  3231  3232  3234  3239   3242  3245  3251  3253  3256  3257
## Predicted    78.2  65.1  65.4  68.8  85.3  98.25 106.3  89.6  88.3 90.11  89.5
## cvpred       77.5  64.4  64.7  68.2  84.8  97.93 106.1  89.2  87.8 89.71  89.2
## pm2.5       162.0 185.0 188.0 142.0 114.0 105.00 121.0 163.0 137.0 81.00  56.0
## CV residual  84.5 120.6 123.3  73.8  29.2   7.07  14.9  73.8  49.2 -8.71 -33.2
##              3261  3262  3263 3270  3272  3274  3277  3285  3291 3297  3300
## Predicted   119.9 119.4 114.5  146 145.5 140.2 127.3 123.8 128.5  134  90.6
## cvpred      119.8 119.3 114.4  146 145.5 140.1 127.1 123.6 128.4  134  90.3
## pm2.5        69.0  47.0  48.0   50  48.0  77.0  75.0  83.0  94.0   17  37.0
## CV residual -50.8 -72.3 -66.4  -96 -97.5 -63.1 -52.1 -40.6 -34.4 -117 -53.3
##             3302  3303  3305  3306 3312 3317 3319 3320  3322  3326  3330  3331
## Predicted   53.0 66.67 144.7 120.5  104  144  138  107 53.63 -5.82 -30.1 -31.4
## cvpred      52.5 66.19 144.7 120.3  104  144  138  107 53.11 -6.66 -31.0 -32.2
## pm2.5       72.0 64.00  54.0  29.0   58   27   34   34 50.00 29.00  21.0  19.0
## CV residual 19.5 -2.19 -90.7 -91.3  -46 -117 -104  -73 -3.11 35.66  52.0  51.2
##              3332 3336  3338  3342  3345  3346  3348 3350  3352  3355  3364
## Predicted   -23.8 26.0  93.0 133.4 82.80 63.01 45.87 12.1 -22.3 -15.6  87.1
## cvpred      -24.6 25.4  92.7 133.4 82.41 62.48 45.07 11.1 -23.3 -16.4  86.8
## pm2.5        21.0 44.0  65.0 113.0 75.00 65.00 53.00 58.0  36.0  37.0 106.0
## CV residual  45.6 18.6 -27.7 -20.4 -7.41  2.52  7.93 46.9  59.3  53.4  19.2
##             3366  3371 3377 3378 3379  3383 3384  3386  3389  3392  3393  3394
## Predicted    121  84.2 51.1 46.2 59.3 110.6  121 131.4 126.5 113.9 105.7  94.5
## cvpred       121  83.6 50.4 45.5 58.6 110.3  121 131.3 126.4 113.6 105.4  93.9
## pm2.5         90 129.0 86.0 77.0 82.0 197.0  234 214.0 163.0 131.0 157.0 178.0
## CV residual  -31  45.4 35.6 31.5 23.4  86.7  113  82.7  36.6  17.4  51.6  84.1
##              3395  3400  3401  3402  3406  3409  3411  3412  3413  3414  3417
## Predicted    93.5  49.3  61.6  70.0  88.5 120.6 135.8 125.0 136.3 131.4 104.2
## cvpred       92.9  48.5  60.8  69.3  88.1 120.4 135.7 124.8 136.2 131.3 103.9
## pm2.5       187.0 108.0 121.0 127.0 123.0 149.0 155.0 150.0 155.0 176.0 139.0
## CV residual  94.1  59.5  60.2  57.7  34.9  28.6  19.3  25.2  18.8  44.7  35.1
##              3418  3419   3423  3425 3427  3428  3429  3430  3434  3435  3443
## Predicted    84.0  77.2   3.05 -5.11 17.1 75.86  90.4  95.2 121.6 126.2  41.2
## cvpred       83.5  76.6   2.08 -6.07 16.2 75.19  89.9  94.8 121.5 126.1  40.5
## pm2.5       140.0 139.0 104.00 63.00 79.0 72.00 165.0 149.0  78.0  78.0  30.0
## CV residual  56.5  62.4 101.92 69.07 62.8 -3.19  75.1  54.2 -43.5 -48.1 -10.5
##              3444  3445  3449  3452  3453  3455  3458  3462  3467  3470  3473
## Predicted    49.9  47.7 21.16 38.38  63.8  69.7  38.1  73.2  50.7 32.59 19.06
## cvpred       49.3  47.1 20.35 37.77  63.3  69.4  37.8  73.1  50.1 31.82 18.24
## pm2.5        31.0  24.0 28.00 30.00  44.0  28.0  24.0  14.0  33.0 28.00 27.00
## CV residual -18.3 -23.1  7.65 -7.77 -19.3 -41.4 -13.8 -59.1 -17.1 -3.82  8.76
##              3476  3482   3483  3486  3492 3493 3497  3500  3502  3508  3511
## Predicted   42.50  92.6 106.22 120.1  56.0 49.5 45.1 56.42  63.5 110.1 110.1
## cvpred      41.88  92.2 105.92 119.9  55.2 48.7 44.3 55.75  62.9 109.7 109.7
## pm2.5       33.00 105.0 104.00  86.0 115.0 80.0 63.0 48.00  48.0  92.0  80.0
## CV residual -8.88  12.8  -1.92 -33.9  59.8 31.3 18.7 -7.75 -14.9 -17.7 -29.7
##               3513  3517  3518  3519  3529  3530  3534  3537  3539  3543   3544
## Predicted   118.13 108.4 108.1 117.9 143.8 139.4 143.5 142.3 135.1 103.2 107.74
## cvpred      117.75 107.9 107.6 117.4 143.6 139.2 143.4 142.1 134.8 102.7 107.26
## pm2.5       108.00  84.0  85.0  83.0  90.0  89.0  94.0 127.0 157.0 117.0 111.00
## CV residual  -9.75 -23.9 -22.6 -34.4 -53.6 -50.2 -49.4 -15.1  22.2  14.3   3.74
##              3546  3549  3550  3551  3552  3555  3557 3561 3567   3570  3576
## Predicted   131.2 133.5 138.4 137.5 136.7 143.5 143.7  137 20.6 20.960 80.70
## cvpred      130.8 133.2 138.2 137.3 136.5 143.4 143.6  137 19.8 20.123 80.25
## pm2.5       107.0 206.0 193.0 186.0 168.0 174.0 219.0  251 65.0 20.000 71.00
## CV residual -23.8  72.8  54.8  48.7  31.5  30.6  75.4  114 45.2 -0.123 -9.25
##              3585  3589  3590  3592  3598  3602  3603  3605  3610  3616  3617
## Predicted    84.0  60.2  56.0  99.2 113.7 131.6 126.7 125.7 113.5  63.9  75.0
## cvpred       83.5  59.5  55.3  98.8 113.3 131.3 126.5 125.5 113.1  63.3  74.4
## pm2.5        18.0  41.0  26.0  37.0  65.0  69.0  59.0  88.0 103.0  39.0  45.0
## CV residual -65.5 -18.5 -29.3 -61.8 -48.3 -62.3 -67.5 -37.5 -10.1 -24.3 -29.4
##             3618  3622  3623  3626  3627 3633  3634  3646  3668    3670  3671
## Predicted   83.5 122.1 121.5 130.6 130.4  124 113.7 130.6  97.4 128.889 128.6
## cvpred      82.9 121.8 121.2 130.5 130.2  124 113.4 130.2  96.9 128.616 128.4
## pm2.5       99.0  60.0 132.0 177.0 112.0   98  87.0  92.0 119.0 129.000 141.0
## CV residual 16.1 -61.8  10.8  46.5 -18.2  -26 -26.4 -38.2  22.1   0.384  12.6
##              3674   3677  3682  3695  3702  3704  3782  3784  3785  3837  3839
## Predicted   138.4 133.80 104.5  99.6 136.5 129.6  56.8  44.8  43.5  75.0  83.9
## cvpred      138.2 133.69 104.1  99.2 136.5 129.4  55.9  44.0  42.6  74.4  83.4
## pm2.5       154.0 133.00 127.0  81.0  89.0  95.0 129.0 112.0 109.0  40.0  51.0
## CV residual  15.8  -0.69  22.9 -18.2 -47.5 -34.4  73.1  68.0  66.4 -34.4 -32.4
##              3840  3843  3845  3851 3853  3857  3860  3862  3865 3869  3873
## Predicted   105.0 104.7 105.0 123.1  116  97.6 108.9 123.4 131.9  134 123.3
## cvpred      104.6 104.4 104.6 122.8  116  97.1 108.5 123.1 131.7  134 122.9
## pm2.5        42.0  43.0  63.0  39.0   34  35.0  77.0  58.0  88.0   78  78.0
## CV residual -62.6 -61.4 -41.6 -83.8  -82 -62.1 -31.5 -65.1 -43.7  -56 -44.9
##              3875  3878   3879  3880  3881  3885 3887  3891 3894  3896  3902
## Predicted   108.4 103.2 103.22 97.23 96.74 113.2  112 131.8  131 124.8  77.2
## cvpred      107.9 102.7 102.69 96.65 96.16 112.8  112 131.4  131 124.5  76.4
## pm2.5        74.0  92.0 100.00 95.00 98.00  93.0   94 160.0   97  90.0 115.0
## CV residual -33.9 -10.7  -2.69 -1.65  1.84 -19.8  -18  28.6  -34 -34.5  38.6
##              3903  3904  3906  3913 3915   3917  3924  3929  3932 3934  3936
## Predicted    76.8 76.94  83.7 102.9  120 123.46 102.2  82.5 115.7  136 137.2
## cvpred       76.0 76.16  83.0 102.3  119 123.07 101.6  81.6 115.2  136 136.8
## pm2.5       111.0 84.00 104.0  13.0   23 126.00 154.0 174.0 198.0   35  38.0
## CV residual  35.0  7.84  21.0 -89.3  -96   2.93  52.4  92.4  82.8 -101 -98.8
##              3938  3939  3941  3949  3950  3951  3952  3954 3955   3956  3957
## Predicted   137.2 143.0 141.9  96.6  91.5  90.3 84.10 80.90 90.3  94.58  97.9
## cvpred      136.9 142.8 141.7  95.9  90.7  89.5 83.25 79.99 89.5  93.82  97.1
## pm2.5        68.0  63.0  63.0  65.0  68.0  67.0 77.00 85.00 95.0 100.00 118.0
## CV residual -68.9 -79.8 -78.7 -30.9 -22.7 -22.5 -6.25  5.01  5.5   6.18  20.9
##              3960 3963  3967  3968  3970  3971  3972  3975 3977  3980   3986
## Predicted   116.9  135 131.0 126.1 110.5 104.9  99.5  85.1 57.3  85.8 130.27
## cvpred      116.4  135 130.6 125.6 109.8 104.1  98.7  84.2 56.4  85.0 129.77
## pm2.5       139.0  216 159.0 196.0 150.0 128.0 139.0 117.0 75.0 118.0 139.00
## CV residual  22.6   81  28.4  70.4  40.2  23.9  40.3  32.8 18.6  33.0   9.23
##              3988  3990 3991  3994  3998  4000  4001  4002 4021 4023  4035
## Predicted   134.9 134.9  126 100.6  84.0  90.8  85.0  93.5  138  138 143.0
## cvpred      134.4 134.5  125  99.9  83.1  89.9  84.2  92.6  137  137 142.8
## pm2.5       149.0 155.0   86  63.0 120.0 130.0 133.0 139.0   19   21  58.0
## CV residual  14.6  20.5  -39 -36.9  36.9  40.1  48.8  46.4 -118 -116 -84.8
##              4036 4037  4040  4043  4044  4051  4057  4060  4061  4062  4063
## Predicted   138.4  143 131.7 117.1 117.4 112.8 133.5 143.0 138.7 138.7 137.8
## cvpred      138.2  143 131.3 116.6 116.9 112.2 133.2 142.8 138.4 138.4 137.5
## pm2.5        57.0   39  44.0  74.0  93.0  95.0  70.0  96.0  98.0  96.0  90.0
## CV residual -81.2 -104 -87.3 -42.6 -23.9 -17.2 -63.2 -46.8 -40.4 -42.4 -47.5
##              4067 4072   4074  4075  4076  4077 4079  4080  4082  4088  4097
## Predicted   106.4 77.8 80.775  95.3 104.3 113.4  130 129.3 135.7 111.5  24.3
## cvpred      105.7 76.9 79.869  94.6 103.6 112.7  129 128.7 135.2 110.8  23.3
## pm2.5       120.0 99.0 80.000  78.0  83.0  92.0  116 117.0 202.0  99.0  10.0
## CV residual  14.3 22.1  0.131 -16.6 -20.6 -20.7  -13 -11.7  66.8 -11.8 -13.3
##              4101  4106  4108  4115  4116   4130  4134   4135  4163  4166  4168
## Predicted    86.1 102.1 119.4  97.1 82.68 115.62 125.9 120.37  51.3 47.92 40.58
## cvpred       85.3 101.6 119.1  96.5 81.96 115.02 125.4 119.77  50.6 47.12 39.73
## pm2.5        71.0  62.0  63.0  64.0 86.00 117.00 140.0 122.00 136.0 42.00 35.00
## CV residual -14.3 -39.6 -56.1 -32.5  4.04   1.98  14.6   2.23  85.4 -5.12 -4.73
##              4171  4176  4177  4178 4183  4187  4191 4195  4199  4204 4205
## Predicted   52.42 77.97  91.8 105.9  123  79.0 41.18 44.0  94.4 117.1  123
## cvpred      51.65 77.42  91.3 105.6  123  78.4 40.27 43.1  93.8 116.8  123
## pm2.5       55.00 69.00  54.0  78.0  100 104.0 49.00 57.0  83.0 214.0  188
## CV residual  3.35 -8.42 -37.3 -27.6  -23  25.6  8.73 13.9 -10.8  97.2   65
##              4206  4208  4211  4213  4214  4215  4216  4217  4221  4225  4226
## Predicted   133.5 117.2  96.8  77.1  61.9  61.8  61.4  60.3  81.4 112.2 117.1
## cvpred      133.2 116.8  96.2  76.3  61.0  60.9  60.6  59.5  80.7 111.7 116.6
## pm2.5       165.0 149.0 151.0 166.0 136.0 116.0 118.0 107.0 131.0 190.0 207.0
## CV residual  31.8  32.2  54.8  89.7  75.0  55.1  57.4  47.5  50.3  78.3  90.4
##             4229 4230  4231 4234  4240  4241  4250  4253  4257  4259  4260
## Predicted    126  130 129.9  107  70.6  70.4 91.24  99.3  98.8  92.4  83.2
## cvpred       125  130 129.5  106  69.6  69.6 90.77  98.9  98.3  91.8  82.5
## pm2.5        252  238 224.0  209 152.0 149.0 97.00  80.0 133.0 153.0 139.0
## CV residual  127  108  94.5  103  82.4  79.4  6.23 -18.9  34.7  61.2  56.5
##              4262  4263  4265   4270   4276  4280  4286  4287  4291 4298  4305
## Predicted    77.6  72.1  63.5 115.51 131.27 128.6  84.3  78.1  83.5  114 120.0
## cvpred       76.8  71.2  62.5 114.97 130.82 128.1  83.5  77.2  82.6  114 119.4
## pm2.5       120.0 118.0 111.0 121.00 140.00 112.0 153.0 164.0 189.0  228 201.0
## CV residual  43.2  46.8  48.5   6.03   9.18 -16.1  69.5  86.8 106.4  114  81.6
##             4306  4309  4310  4311  4319  4320  4321  4324  4329  4336  4337
## Predicted    115  80.1  79.2  73.2 114.4 109.1 113.4 117.1 120.0  97.8  92.5
## cvpred       114  79.2  78.3  72.3 113.7 108.4 112.7 116.5 119.4  96.9  91.7
## pm2.5        211 172.0 134.0 153.0 153.0 170.0 188.0 154.0 205.0 150.0 159.0
## CV residual   97  92.8  55.7  80.7  39.3  61.6  75.3  37.5  85.6  53.1  67.3
##              4339  4343  4346  4347 4348 4349  4354  4362  4368 4375 4376  4377
## Predicted   101.0 114.0 123.9 127.8  127  127 129.0 124.4 130.2  128  122 106.3
## cvpred      100.3 113.3 123.3 127.2  127  126 128.5 123.9 129.7  128  122 105.7
## pm2.5       174.0 203.0 198.0 203.0  241  239 154.0  28.0  37.0   11   17  20.0
## CV residual  73.7  89.7  74.7  75.8  114  113  25.5 -95.9 -92.7 -117 -105 -85.7
##              4382  4384  4386  4388  4394  4399  4400  4401 4408  4414  4415
## Predicted    45.5  27.3 18.09  60.5 120.3 120.3 114.1 113.1 38.8  79.2  87.5
## cvpred       44.4  26.2 16.93  59.6 119.6 119.6 113.4 112.4 37.6  78.3  86.6
## pm2.5        17.0  12.0 14.00  31.0  43.0  55.0  50.0  73.0 85.0  67.0  54.0
## CV residual -27.4 -14.2 -2.93 -28.6 -76.6 -64.6 -63.4 -39.4 47.4 -11.3 -32.6
##              4418  4420  4421  4423  4426 4430 4432  4435   4436  4437  4438
## Predicted   109.2 114.1 115.1 119.5  93.2 31.7 26.6 42.20 60.375  79.3  88.3
## cvpred      108.5 113.4 114.5 118.8  92.4 30.6 25.4 41.06 59.323  78.4  87.5
## pm2.5        94.0 153.0 168.0 145.0 103.0 58.0 43.0 51.00 60.000  61.0  66.0
## CV residual -14.5  39.6  53.5  26.2  10.6 27.4 17.6  9.94  0.677 -17.4 -21.5
##              4439   4444  4445  4447  4448  4449  4452  4456 4462  4470  4473
## Predicted    93.0 129.77 124.9 122.9  79.6  54.3  5.04 -32.9 15.4  95.4  37.9
## cvpred       92.2 129.21 124.3 122.4  78.9  53.5  3.85 -34.3 14.5  95.0  37.0
## pm2.5        77.0 132.00 114.0  78.0  59.0  35.0 15.00  10.0 34.0  28.0  21.0
## CV residual -15.2   2.79 -10.3 -44.4 -19.9 -18.5 11.15  44.3 19.5 -67.0 -16.0
##              4474  4478  4479 4485  4489  4490  4491  4492  4494  4497  4507
## Predicted   20.83 -19.7 -14.4 24.9  78.2  78.1  93.9  93.7 108.6  87.0  90.7
## cvpred      19.84 -21.0 -15.6 23.8  77.6  77.5  93.4  93.1 108.1  86.3  89.9
## pm2.5       27.00   3.0   9.0 36.0  47.0  24.0  29.0  35.0  52.0  49.0  68.0
## CV residual  7.16  24.0  24.6 12.2 -30.6 -53.5 -64.4 -58.1 -56.1 -37.3 -21.9
##              4513  4516  4517  4518  4524  4525   4526  4527  4535  4538  4539
## Predicted   103.9 101.5 111.2 122.5 51.41 33.60 28.722 24.08  85.7 93.89  92.8
## cvpred      103.3 100.9 110.7 122.1 50.43 32.54 27.665 22.97  84.9 93.29  92.2
## pm2.5        52.0  50.0  52.0  52.0 49.00 31.00 28.000 21.00  70.0 86.00  81.0
## CV residual -51.3 -50.9 -58.7 -70.1 -1.43 -1.54  0.335 -1.97 -14.9 -7.29 -11.2
##              4542  4543  4544  4546  4549  4550  4552  4553 4556  4558 4560
## Predicted   117.4 116.4 101.5 90.59 81.89 90.55 104.2 108.1  134 135.7  136
## cvpred      116.9 115.8 100.8 89.86 81.04 89.74 103.5 107.4  133 135.2  136
## pm2.5        69.0  79.0  84.0 86.00 90.00 97.00 119.0 123.0   83  91.0   58
## CV residual -47.9 -36.8 -16.8 -3.86  8.96  7.26  15.5  15.6  -50 -44.2  -78
##             4561  4564  4566  4569  4570  4571  4573  4574  4576  4577  4578
## Predicted    141 136.2 139.2 132.2 131.7 135.3 128.0 128.3 140.0 134.7 133.8
## cvpred       140 135.8 138.8 131.8 131.3 134.9 127.5 127.8 139.6 134.1 133.3
## pm2.5         31  68.0  88.0  98.0  84.0  79.0 100.0 116.0  92.0  72.0  83.0
## CV residual -109 -67.8 -50.8 -33.8 -47.3 -55.9 -27.5 -11.8 -47.6 -62.1 -50.3
##              4579  4585  4587  4593 4595  4596  4600  4603  4604  4607  4610
## Predicted   128.6 123.9 122.9 123.6  118 117.0 134.9 133.9 133.9 129.2 134.8
## cvpred      128.1 123.5 122.5 123.2  117 116.5 134.4 133.3 133.3 128.6 134.4
## pm2.5        88.0  77.0 107.0 168.0  181 164.0 186.0 220.0 193.0 211.0  60.0
## CV residual -40.1 -46.5 -15.5  44.8   64  47.5  51.6  86.7  59.7  82.4 -74.4
##             4611  4613  4615 4616  4619  4620  4629  4633  4636  4639  4643
## Predicted    136 140.8 135.2  135 123.7 129.8 129.8 134.9 134.9 140.0 128.8
## cvpred       136 140.4 134.7  135 123.1 129.2 129.2 134.4 134.5 139.6 128.2
## pm2.5         42  45.0  87.0   92  86.0 111.0 181.0 189.0 206.0  51.0  85.0
## CV residual  -94 -95.4 -47.7  -43 -37.1 -18.2  51.8  54.6  71.5 -88.6 -43.2
##              4648   4650   4652   4653   4655  4663   4666  4669  4670  4672
## Predicted   117.2 115.45 113.49 108.25 124.64 134.2 128.78 114.1 118.0 112.3
## cvpred      116.5 114.79 112.83 107.59 124.03 133.6 128.16 113.4 117.3 111.6
## pm2.5        96.0 110.00 121.00 110.00 117.00 118.0 120.00 161.0 116.0 131.0
## CV residual -20.5  -4.79   8.17   2.41  -7.03 -15.6  -8.16  47.6  -1.3  19.4
##               4674  4677  4679  4680  4681   4684  4687 4688  4691  4692  4697
## Predicted   111.55 129.0 129.0 128.8 133.7 133.91 129.8  130 133.4 127.8 133.7
## cvpred      110.83 128.4 128.4 128.2 133.1 133.34 129.2  129 132.9 127.2 133.1
## pm2.5       102.00 150.0 174.0 161.0 168.0 126.00 167.0  163 216.0 193.0 211.0
## CV residual  -8.83  21.6  45.6  32.8  34.9  -7.34  37.8   34  83.1  65.8  77.9
##             4698 4700 4704  4709  4712 4724  4730  4737  4740  4742  4745  4748
## Predicted    134  132  134 138.8 132.9  107 119.3 128.0 101.6 107.5 90.51  99.0
## cvpred       133  131  133 138.3 132.4  106 118.6 127.4 100.8 106.6 89.54  98.1
## pm2.5        183  262  266 225.0 231.0  161  57.0 100.0 172.0 176.0 98.00 130.0
## CV residual   50  131  133  86.7  98.6   55 -61.6 -27.4  71.2  69.4  8.46  31.9
##              4749 4752 4753  4757  4761  4767  4768  4770  4773  4778 4782 4785
## Predicted    98.5  106  116 115.0 129.8  90.4  84.4  87.3 109.5 111.9  120  117
## cvpred       97.6  105  115 114.5 129.2  89.3  83.3  86.3 108.7 111.1  119  117
## pm2.5       111.0  176  219 140.0  83.0 158.0 122.0 164.0 148.0 161.0  275  241
## CV residual  13.4   71  104  25.5 -46.2  68.7  38.7  77.7  39.3  49.9  156  124
##             4786 4787 4793  4796  4803  4812  4816  4818  4824  4841  4842
## Predicted    112  106  125 134.7 131.0  89.1  82.8  99.4 120.8  88.9  92.9
## cvpred       111  105  124 134.1 130.6  88.3  81.9  98.6 120.2  87.9  92.0
## pm2.5        232  246   78  56.0  53.0  34.0  47.0  36.0  34.0  42.0  53.0
## CV residual  121  141  -46 -78.1 -77.6 -54.3 -34.9 -62.6 -86.2 -45.9 -39.0
##              4844  4845  4849  4850  4851  4852  4854 4856  4857 4863  4865
## Predicted   101.3 105.5 128.5 128.3 132.9 132.4 131.1  139 133.4  100  93.9
## cvpred      100.4 104.8 127.9 127.7 132.4 131.9 130.5  138 132.8   99  92.9
## pm2.5        62.0  70.0  67.0  73.0  91.0 121.0 202.0  227 227.0  153 130.0
## CV residual -38.4 -34.8 -60.9 -54.7 -41.4 -10.9  71.5   89  94.2   54  37.1
##              4866  4871  4874  4878 4882  4886  4887  4888   4895  4896 4899
## Predicted    88.7 119.5 118.8 137.8  116  94.9  79.6  78.3  96.70  95.8  110
## cvpred       87.6 118.7 118.1 137.2  116  93.8  78.5  77.1  95.81  95.0  109
## pm2.5       137.0 170.0 207.0 233.0  222 154.0 144.0 122.0 101.00 105.0   85
## CV residual  49.4  51.3  88.9  95.8  106  60.2  65.5  44.9   5.19  10.0  -24
##               4902 4903  4906  4914  4915  4917  4921  4926  4928 4930  4933
## Predicted   118.81  133 115.3 67.67  76.1  94.5 106.1 114.9 132.4  117  90.9
## cvpred      118.17  132 114.4 66.61  75.1  93.6 105.3 114.3 131.7  116  89.8
## pm2.5       114.00  116 125.0 60.00  64.0  81.0 165.0 201.0 204.0  231 137.0
## CV residual  -4.17  -16  10.6 -6.61 -11.1 -12.6  59.7  86.7  72.3  115  47.2
##             4936 4940  4941  4947  4948  4950  4952 4956  4965  4966  4968
## Predicted   82.9   89  93.3 115.5 123.1 132.4 127.3  116 125.8 126.0 130.4
## cvpred      81.8   88  92.3 114.8 122.4 131.7 126.6  115 124.9 125.2 129.6
## pm2.5       96.0  125 131.0 173.0 186.0 211.0 215.0  245 196.0 171.0 174.0
## CV residual 14.2   37  38.7  58.2  63.6  79.3  88.4  130  71.1  45.8  44.4
##              4969  4972 4975 4976  4978  4983  4984  4985  4986  4987  4989
## Predicted   125.5 124.8  129  128 111.4  77.3  70.6  73.4  72.8  80.9  89.8
## cvpred      124.8 124.1  128  127 110.4  76.2  69.4  72.2  71.7  79.9  88.9
## pm2.5       178.0 220.0  224  243 210.0 189.0 173.0 171.0 161.0 148.0 130.0
## CV residual  53.2  95.9   96  116  99.6 112.8 103.6  98.8  89.3  68.1  41.1
##              4997  5000  5001  5002  5005  5008  5014  5015  5024  5028 5034
## Predicted   108.1 106.7 100.7  99.4  67.3  70.6  99.6 108.7 113.0 114.7  119
## cvpred      107.4 105.9  99.9  98.6  66.2  69.4  98.7 107.8 112.2 113.7  118
## pm2.5       154.0 198.0 179.0 180.0 181.0 198.0 169.0 172.0 155.0 192.0  244
## CV residual  46.6  92.1  79.1  81.4 114.8 128.6  70.3  64.2  42.8  78.3  126
##             5038 5039 5041  5045  5049  5050  5051  5052  5054  5055 5056 5058
## Predicted    129  125  124 122.1 137.0 137.0 131.9 131.9 131.2 125.8  125  119
## cvpred       129  124  123 121.5 136.4 136.4 131.2 131.2 130.4 124.9  124  118
## pm2.5        276  246  246 216.0 206.0 215.0 204.0 229.0 227.0 192.0  240  302
## CV residual  147  122  123  94.5  69.6  78.6  72.8  97.8  96.6  67.1  116  184
##              5062  5063  5065  5068  5069 5074 5075  5076  5077  5081  5091
## Predicted   126.0 125.8 131.2 136.3 130.9  129  121 115.6 108.1  73.9 127.1
## cvpred      125.2 124.9 130.4 135.6 130.1  128  120 114.8 107.2  73.0 126.4
## pm2.5       165.0 170.0 185.0 201.0 208.0  281  306 182.0  46.0  21.0  35.0
## CV residual  39.8  45.1  54.6  65.4  77.9  153  186  67.2 -61.2 -52.0 -91.4
##             5095  5097  5098  5101  5102  5107  5108  5109  5111  5123  5125
## Predicted    134 128.8 114.1  71.4  62.3  67.3  85.5  90.1 108.2  95.9  81.9
## cvpred       134 128.2 113.4  70.5  61.4  66.5  84.8  89.5 107.6  95.2  81.2
## pm2.5         33  53.0  57.0  47.0  49.0  25.0  28.0  23.0  66.0 117.0 100.0
## CV residual -101 -75.2 -56.4 -23.5 -12.4 -41.5 -56.8 -66.5 -41.6  21.8  18.8
##               5126  5129  5132  5137  5138 5139  5140 5141 5145 5148  5151
## Predicted   72.418  62.5  75.1  96.8 111.0  115 114.0  114  122  110  90.2
## cvpred      71.591  61.7  74.4  96.2 110.5  114 113.5  113  121  109  89.4
## pm2.5       71.000  36.0  41.0  74.0  71.0   83  94.0   85  142  166 139.0
## CV residual -0.591 -25.7 -33.4 -22.2 -39.5  -31 -19.5  -28   21   57  49.6
##              5153  5154  5163  5171  5175  5179  5182  5183  5186  5189  5191
## Predicted    99.0  98.5 118.8 129.1 129.5 115.1 113.0 112.5 128.9 128.2 126.2
## cvpred       98.2  97.7 118.1 128.5 128.9 114.4 112.4 111.9 128.4 127.7 125.7
## pm2.5       165.0 174.0 199.0 205.0  69.0  33.0  41.0  37.0  36.0  31.0  32.0
## CV residual  66.8  76.3  80.9  76.5 -59.9 -81.4 -71.4 -74.9 -92.4 -96.7 -93.7
##              5195  5196  5199  5200  5201 5202  5206  5207  5213  5223  5224
## Predicted    39.8  42.6  25.6 18.89 18.04 11.2  44.2  34.0  86.7  57.2  56.3
## cvpred       39.0  41.9  24.7 17.96 17.17 10.3  43.6  33.5  86.5  56.4  55.5
## pm2.5        23.0  15.0  11.0 13.00 16.00 24.0  12.0  12.0  16.0  18.0  18.0
## CV residual -16.0 -26.9 -13.7 -4.96 -1.17 13.7 -31.6 -21.5 -70.5 -38.4 -37.5
##              5227  5228  5232  5236  5238   5242   5243   5244    5245  5251
## Predicted    77.9  87.7 109.1 127.1 126.7 115.88 113.89 107.90 107.040  86.8
## cvpred       77.2  87.0 108.6 126.8 126.3 115.34 113.24 107.19 106.331  86.1
## pm2.5        19.0  18.0  48.0  85.0  79.0 108.00 105.00 106.00 106.000  38.0
## CV residual -58.2 -69.0 -60.6 -41.8 -47.3  -7.34  -8.24  -1.19  -0.331 -48.1
##              5253  5255  5264  5266  5269  5270  5280  5281  5286  5288 5289
## Predicted    86.3 121.8 135.8 123.6  99.9 89.10 123.9 133.2 133.9 133.2  133
## cvpred       85.7 121.3 135.4 123.1  99.1 88.24 123.2 132.5 133.3 132.5  133
## pm2.5        42.0  38.0  56.0  57.0  75.0 81.00 221.0 221.0 231.0 211.0  255
## CV residual -43.7 -83.3 -79.4 -66.1 -24.1 -7.24  97.8  88.5  97.7  78.5  122
##             5290 5291 5292  5294  5296  5297  5299 5300 5301 5305 5306 5309
## Predicted    123  122  113  97.5  96.1  95.3  98.7  103  118  132  128  125
## cvpred       122  121  112  96.6  95.2  94.4  97.8  102  117  131  127  124
## pm2.5        258  246  239 224.0 221.0 208.0 224.0  270  271  336  360  284
## CV residual  136  125  127 127.4 125.8 113.6 126.2  168  154  205  233  160
##              5317  5318  5321  5322  5323  5327  5333  5335   5338 5340   5342
## Predicted    63.1  74.9  81.5  94.8  99.1 120.3 136.8 131.5 123.73  122 119.81
## cvpred       62.3  74.0  80.5  93.9  98.3 119.6 136.2 130.9 123.05  121 119.12
## pm2.5        40.0  60.0 121.0 155.0 168.0 172.0 122.0 100.0 120.00  223 128.00
## CV residual -22.3 -14.0  40.5  61.1  69.7  52.4 -14.2 -30.9  -3.05  102   8.88
##               5345  5350  5352  5354  5360   5362  5375  5376  5379 5380  5388
## Predicted   102.84 120.0 129.8 135.7 140.2 114.37 127.5 126.9 130.2  130 126.5
## cvpred      102.11 119.4 129.3 135.2 139.7 113.66 126.8 126.2 129.5  129 125.7
## pm2.5        96.00  76.0  70.0  81.0 115.0 110.00  96.0 111.0  88.0   79 174.0
## CV residual  -6.11 -43.4 -59.3 -54.2 -24.7  -3.66 -30.8 -15.2 -41.5  -50  48.3
##              5389  5390  5391  5392  5393  5394  5395 5396 5466  5469  5471
## Predicted   126.0 121.6 121.0 114.8 113.7 118.3 117.5  122 52.6 64.70 81.77
## cvpred      125.3 120.8 120.2 113.9 112.8 117.5 116.6  121 51.6 63.86 81.02
## pm2.5       167.0 184.0 194.0 190.0 146.0 183.0 157.0  144 68.0 68.00 79.00
## CV residual  41.7  63.2  73.8  76.1  33.2  65.5  40.4   23 16.4  4.14 -2.02
##              5472  5479  5481  5485  5487  5492  5494  5496 5499 5501 5508 5510
## Predicted    95.9 131.0 118.9  60.8  53.4  70.6  88.7 106.4  109  113  123  117
## cvpred       95.3 130.6 118.2  59.8  52.4  69.7  88.0 105.7  109  112  122  116
## pm2.5        68.0 158.0 166.0 173.0 125.0 152.0 145.0 171.0  300  281  230  309
## CV residual -27.3  27.4  47.8 113.2  72.6  82.3  57.0  65.3  191  169  108  193
##             5511 5512  5513   5518  5519  5522 5525  5530   5538  5540  5545
## Predicted    116  116 124.9 133.54 129.8 135.7  138 124.2 111.53 128.3 133.9
## cvpred       116  115 124.2 132.98 129.3 135.2  138 123.7 110.76 127.6 133.3
## pm2.5        283  237 164.0 136.00  90.0 106.0   84 102.0 116.00 121.0 195.0
## CV residual  167  122  39.8   3.02 -39.3 -29.2  -54 -21.7   5.24  -6.6  61.7
##              5547  5549   5553  5554  5557  5558  5565   5566 5567  5575  5576
## Predicted   134.2 139.3 126.57 119.8  98.5 102.4 122.0 121.91  127 139.5 139.3
## cvpred      133.6 138.8 125.95 119.1  97.6 101.4 121.3 121.28  126 139.1 138.8
## pm2.5       152.0 165.0 119.00  88.0  63.0  79.0 132.0 113.00   63  52.0  52.0
## CV residual  18.4  26.2  -6.95 -31.1 -34.6 -22.4  10.7  -8.28  -63 -87.1 -86.8
##              5577  5581 5585  5590 5600  5605  5607  5610  5611  5616  5619
## Predicted   139.8 130.6  136 129.2  133  87.2  82.3  88.3  97.4 124.5 141.8
## cvpred      139.3 130.2  136 128.9  133  86.5  81.6  87.5  96.8 124.1 141.5
## pm2.5        53.0  51.0   19  29.0   11  11.0  18.0  11.0  24.0  42.0  57.0
## CV residual -86.3 -79.2 -117 -99.9 -122 -75.5 -63.6 -76.5 -72.8 -82.1 -84.5
##              5621  5622  5625  5627  5635   5637  5641  5644  5647  5649  5650
## Predicted   137.7 138.0 131.0 118.7 102.2 116.57 128.9 135.7 140.8 134.7 129.8
## cvpred      137.4 137.7 130.6 118.1 101.4 115.96 128.4 135.2 140.4 134.1 129.2
## pm2.5        61.0  64.0  76.0  66.0  59.0 108.00 186.0 178.0 177.0 159.0 181.0
## CV residual -76.4 -73.7 -54.6 -52.1 -42.4  -7.96  57.6  42.8  36.6  24.9  51.8
##              5652  5658  5661 5672  5674  5681  5687  5689  5692  5693  5699
## Predicted   109.2  87.6  95.1  142 121.8  85.3 135.9 136.2 137.4 136.9  89.0
## cvpred      108.5  86.9  94.5  142 121.3  84.5 135.5 135.8 137.1 136.6  88.3
## pm2.5       157.0  70.0  34.0   93 100.0  73.0 184.0 122.0  98.0  70.0  60.0
## CV residual  48.5 -16.9 -60.5  -49 -21.3 -11.5  48.5 -13.8 -39.1 -66.6 -28.3
##              5701  5703  5708  5711  5715  5719  5720  5723  5727  5728  5730
## Predicted    81.3  71.3 114.1  96.7 108.1 124.2 113.1  99.1  73.4  63.7  77.6
## cvpred       80.5  70.4 113.5  96.2 107.7 123.9 112.7  98.5  72.6  62.8  76.8
## pm2.5        42.0  41.0 102.0  22.0  36.0  35.0  42.0  40.0  31.0  24.0  26.0
## CV residual -38.5 -29.4 -11.5 -74.2 -71.7 -88.9 -70.7 -58.5 -41.6 -38.8 -50.8
##              5733  5734  5738  5740 5742  5746  5750  5751  5753  5755   5761
## Predicted    86.7  90.3 127.6 137.7  136  97.0  62.9  58.0  57.7  79.4 124.39
## cvpred       86.1  89.6 127.2 137.4  136  96.4  62.0  57.1  56.8  78.6 123.87
## pm2.5        59.0  66.0  94.0  48.0   73  24.0  17.0  22.0  11.0  42.0 132.00
## CV residual -27.1 -23.6 -33.2 -89.4  -63 -72.4 -45.0 -35.1 -45.8 -36.6   8.13
##              5764    5769  5772  5774  5775  5776  5780  5798  5799  5802  5804
## Predicted   140.5 134.548  99.5  84.3  78.7 73.22 89.34  94.3  94.6 106.5 115.8
## cvpred      140.1 134.094  98.7  83.4  77.8 72.27 88.59  93.5  93.7 105.7 115.1
## pm2.5       168.0 135.000  82.0 110.0 138.0 79.00 91.00  61.0  77.0  74.0 128.0
## CV residual  27.9   0.906 -16.7  26.6  60.2  6.73  2.41 -32.5 -16.7 -31.7  12.9
##             5816  5820  5821  5822  5823   5824 5829  5838  5840  5842  5843
## Predicted    136 114.3 122.9 112.2 106.5 106.06  131 136.9 140.5 129.8 123.3
## cvpred       136 113.7 122.4 111.5 105.8 105.35  130 136.6 140.1 129.3 122.8
## pm2.5        112  92.0 102.0  92.0  89.0 103.00   89  79.0  90.0  76.0  44.0
## CV residual  -24 -21.7 -20.4 -19.5 -16.8  -2.35  -41 -57.6 -50.1 -53.3 -78.8
##              5846  5847  5850  5861  5862  5863  5867  5868 5882 5883  5885
## Predicted   110.5  99.3 101.9 125.5 130.2 129.3 104.0 103.2  136  135 134.7
## cvpred      109.9  98.6 101.2 125.1 129.8 128.9 103.4 102.5  135  135 134.2
## pm2.5        45.0  55.0  43.0  85.0  49.0  45.0  51.0  50.0  284  228  94.0
## CV residual -64.9 -43.6 -58.2 -40.1 -80.8 -83.9 -52.4 -52.5  149   93 -40.2
##              5890  5892  5896  5897  5901  5903  5912  5915  5918  5919  5920
## Predicted   123.7 116.6 110.7 110.5 130.4 130.7 137.3 105.9 82.68 87.07  86.7
## cvpred      123.2 116.1 110.1 109.8 129.9 130.2 136.9 105.3 81.96 86.34  86.0
## pm2.5        95.0  52.0  62.0  70.0 103.0 142.0  92.0  72.0 86.00 77.00  71.0
## CV residual -28.2 -64.1 -48.1 -39.8 -26.9  11.8 -44.9 -33.3  4.04 -9.34 -15.0
##              5922  5923 5931  5934  5939  5940 5944 5946   5949  5951  5952
## Predicted    94.5 94.76  136 136.9 114.4 109.0 99.1 93.0 110.09 124.9 135.7
## cvpred       93.8 94.12  136 136.6 113.8 108.4 98.3 92.2 109.43 124.4 135.2
## pm2.5        80.0 88.00   92 100.0 146.0 133.0 89.0 87.0 117.00 144.0 147.0
## CV residual -13.8 -6.12  -44 -36.6  32.2  24.6 -9.3 -5.2   7.57  19.6  11.8
##               5953  5954 5955  5959  5961  5964  5965  5977 5978 5980  5984
## Predicted   136.16 136.2  136 141.7 134.9  98.8  95.1 133.9  133  130 129.8
## cvpred      135.76 135.8  136 141.3 134.4  98.0  94.3 133.3  133  129 129.2
## pm2.5       129.00 148.0  163 182.0 151.0 135.0 117.0 226.0  250  249 222.0
## CV residual  -6.76  12.2   27  40.7  16.6  37.0  22.7  92.7  117  120  92.8
##              5987  5989  5993  5994  6000  6001  6004  6007  6008  6010  6015
## Predicted   114.9  90.2  93.0 101.5 123.5 132.9 142.6 139.4 143.0 127.6  68.3
## cvpred      114.2  89.6  92.3 100.8 123.2 132.6 142.4 139.2 142.8 127.2  67.6
## pm2.5       210.0  56.0  48.0  43.0  74.0 103.0  69.0 129.0 133.0  81.0 113.0
## CV residual  95.8 -33.6 -44.3 -57.8 -49.2 -29.6 -73.4 -10.2  -9.8 -46.2  45.4
##             6017  6023   6024  6029  6030  6037  6038  6040  6042  6043  6045
## Predicted   72.5 102.9 126.79 129.9 134.8  97.1  97.0  89.4 92.06 100.5 110.1
## cvpred      71.9 102.4 126.46 129.7 134.6  96.5  96.3  88.7 91.42  99.9 109.7
## pm2.5       97.0 128.0 118.00 109.0 159.0 216.0 211.0 122.0 85.00 114.0 131.0
## CV residual 25.1  25.6  -8.46 -20.7  24.4 119.5 114.7  33.3 -6.42  14.1  21.3
##              6047 6048  6049 6050  6051  6055  6057  6060  6063  6067  6077
## Predicted   118.3  113 122.5  133 133.0 144.5  94.6 56.85 33.02 37.14 121.6
## cvpred      117.9  113 122.1  133 132.7 144.4  94.1 56.21 32.22 36.38 121.4
## pm2.5       147.0  160 175.0  176 193.0  50.0  57.0 62.00 24.00 27.00  28.0
## CV residual  29.1   47  52.9   43  60.3 -94.4 -37.1  5.79 -8.22 -9.38 -93.4
##              6095  6098  6100  6102  6103 6110  6114  6117 6119  6120 6122
## Predicted   119.2 128.4 138.4 138.7 139.4 49.0  65.1  93.8  107 123.0  127
## cvpred      118.8 128.1 138.2 138.5 139.2 48.1  64.2  93.2  107 122.6  127
## pm2.5        76.0 207.0 221.0  98.0  69.0 69.0 115.0 132.0  132 155.0  155
## CV residual -42.8  78.9  82.8 -40.5 -70.2 20.9  50.8  38.8   25  32.4   28
##              6130  6134  6140  6144  6145 6146  6154  6164 6165  6168 6169 6174
## Predicted   102.0  69.9  73.4 136.9 132.0  137  98.3  98.0  112 131.3  131  137
## cvpred      101.3  69.0  72.6 136.6 131.6  137  97.6  97.4  112 130.8  131  137
## pm2.5       120.0 141.0 138.0 191.0 209.0  275 160.0 169.0  212 225.0  321  414
## CV residual  18.7  72.0  65.4  54.4  77.4  138  62.4  71.6  100  94.2  190  277
##             6175 6176  6181  6185  6186  6187 6190  6194  6195 6199  6200  6206
## Predicted    137  137  97.9  87.6  86.3  90.3  112 108.7 113.3  117 116.3  97.9
## cvpred       137  136  97.1  86.8  85.4  89.5  112 108.1 112.8  116 115.7  97.3
## pm2.5        349  298 313.0 187.0 211.0 196.0  297 186.0 205.0  188 181.0 244.0
## CV residual  212  162 215.9 100.2 125.6 106.5  185  77.9  92.2   72  65.3 146.7
##              6207  6208  6209  6212  6214   6215  6217  6218  6222 6226 6230
## Predicted    97.4  96.9  96.1 104.1 105.6 104.53 102.6 106.9 100.0  143  137
## cvpred       96.8  96.3  95.4 103.6 105.2 104.14 102.2 106.6  99.8  143  137
## pm2.5       199.0 157.0 194.0 174.0 153.0 104.00 117.0  94.0  84.0   34   13
## CV residual 102.2  60.7  98.6  70.4  47.8  -0.14  14.8 -12.6 -15.8 -109 -124
##             6232 6237 6238 6240 6242 6243 6245 6249 6253 6262  6263 6266  6267
## Predicted    140  146  146  141  139  142  147  145  140  145 139.0  145 144.8
## cvpred       140  146  146  141  139  142  147  145  140  145 138.9  145 144.7
## pm2.5         33   12    8   31   20   19   17   20   33   44  44.0   45  54.0
## CV residual -107 -134 -138 -110 -119 -123 -130 -125 -107 -101 -94.9 -100 -90.7
##              6269  6272  6273   6276  6277  6278  6281  6282  6283 6292   6294
## Predicted   140.7 143.3 137.3 124.00 118.6  98.8  92.7  96.8  96.7  139 139.16
## cvpred      140.6 143.2 137.1 123.68 118.2  98.3  92.2  96.3  96.2  139 138.98
## pm2.5        55.0  84.0 106.0 118.00 138.0 118.0  49.0  37.0  47.0   76 147.00
## CV residual -85.6 -59.2 -31.1  -5.68  19.8  19.7 -43.2 -59.3 -49.2  -63   8.02
##              6298   6300    6303  6304 6308 6309  6310  6312 6314 6315 6317
## Predicted   127.9 126.92 128.886 128.5  136  135 139.6 137.7  136  129  132
## cvpred      127.6 126.65 128.613 128.2  136  135 139.5 137.5  136  129  132
## pm2.5        99.0 119.00 128.000 106.0   34   35  52.0  49.0   20   11    4
## CV residual -28.6  -7.65  -0.613 -22.2 -102 -100 -87.5 -88.5 -116 -118 -128
##             6473  6551 6554  6561 6568 6570 6571 6572 6575  6579  6582  6586
## Predicted   11.4 145.8  147 145.8  109  118  133  133  129 143.9 147.8 130.5
## cvpred      11.1 145.8  147 145.8  108  118  132  132  128 143.8 147.7 130.2
## pm2.5       45.0 204.0  268 162.0  224  259  247  266  242  67.0  54.0  34.0
## CV residual 33.9  58.2  121  16.2  116  141  115  134  114 -76.8 -93.7 -96.2
##              6590  6596  6602  6603  6605  6606  6607  6612  6618  6621 6625
## Predicted    78.7  80.4  90.8  84.8  59.3  52.6  51.2 10.64 -10.5 -1.44  130
## cvpred       78.3  80.2  90.8  84.7  59.2  52.4  51.1 10.37 -10.9 -1.75  130
## pm2.5        12.0   6.0  13.0  12.0  13.0  12.0  12.0 12.00   5.0  7.00    9
## CV residual -66.3 -74.2 -77.8 -72.7 -46.2 -40.4 -39.1  1.63  15.9  8.75 -121
##             6627 6628 6629 6630  6642  6649  6650  6651  6652  6654  6655  6657
## Predicted    135  139  139  134  80.2 138.8 148.3 149.5 149.5 148.7 142.7 134.0
## cvpred       136  140  139  134  79.8 138.9 148.4 149.8 149.8 148.9 142.9 133.9
## pm2.5         21   25   22   14  24.0  85.0  88.0  90.0  73.0  50.0  43.0  52.0
## CV residual -115 -115 -117 -120 -55.8 -53.9 -60.4 -59.8 -76.8 -98.9 -99.9 -81.9
##              6658  6664  6665   6669  6670  6671  6673 6676   6681  6682 6683
## Predicted   117.2  69.6  78.2 139.91 140.4 135.5 142.4  152 145.05 135.0  120
## cvpred      117.1  69.0  77.7 139.79 140.3 135.4 142.4  152 145.04 134.8  120
## pm2.5        31.0  56.0  60.0 133.00 166.0 152.0 206.0  170 154.00 198.0  252
## CV residual -86.1 -13.0 -17.7  -6.79  25.7  16.6  63.6   18   8.96  63.2  132
##              6688 6689 6699 6707 6708 6720 6721 6722 6726 6731 6743 6744 6751
## Predicted    92.0  101  151  134  115  150  150  146  153  139  146  146  152
## cvpred       91.4  100  151  134  115  150  150  146  153  139  146  146  152
## pm2.5       284.0  252  468  381  359  423  429  439  408  350  459  378  329
## CV residual 192.6  152  317  247  244  273  279  293  255  211  313  232  177
##             6756 6760 6761 6764 6766 6767 6768 6770 6773 6777 6788 6791 6795
## Predicted    130  113  114  140  146  146  146  151  152  146  149  143  135
## cvpred       130  113  114  140  146  146  146  151  152  146  149  143  135
## pm2.5        307  396  435  429  430  431  440  438  394  383  420  348    6
## CV residual  177  283  321  289  284  285  294  287  242  237  271  205 -129
##             6796 6798 6800 6801  6804  6805  6806  6809  6810 6816 6819  6820
## Predicted    134  107  121  123  95.5  89.3  94.0  85.8  91.1  136  151 151.3
## cvpred       134  107  121  124  95.4  89.2  93.8  85.5  91.0  136  151 151.7
## pm2.5          5    6   16    2   5.0   4.0   7.0  10.0  10.0   21   45  56.0
## CV residual -129 -101 -105 -122 -90.4 -85.2 -86.8 -75.5 -81.0 -115 -106 -95.7
##             6821  6825 6826 6835  6837  6838  6839  6840  6857   6858  6863
## Predicted    151 140.0  125  107 125.3 134.6 139.5 139.3  79.7  93.52 142.5
## cvpred       152 140.2  125  107 125.4 134.7 139.7 139.4  79.3  93.23 142.6
## pm2.5         42  42.0   32   45  75.0 107.0 125.0 154.0 137.0 102.00 164.0
## CV residual -110 -98.2  -93  -62 -50.4 -27.7 -14.7  14.6  57.7   8.77  21.4
##              6865 6871 6872  6879  6881  6882  6885  6886  6887  6888  6889
## Predicted   121.2  117  121  39.1  35.0  33.5  78.2  72.9  77.2  46.8  50.6
## cvpred      121.1  117  121  38.9  34.7  33.3  78.3  73.1  77.4  46.8  50.6
## pm2.5        41.0    2    7   7.0  11.0  18.0  22.0  13.0  21.0  30.0  19.0
## CV residual -80.1 -115 -114 -31.9 -23.7 -15.3 -56.3 -60.1 -56.4 -16.8 -31.6
##              6890  6893  6896  6899  6900  6903  6909  6910  6920  6925 6932
## Predicted    49.7  70.8  59.4  25.5  19.5  58.0 76.66 120.4 147.4  96.4  110
## cvpred       49.8  71.0  59.5  25.4  19.3  57.7 76.51 120.5 147.8  96.3  110
## pm2.5        19.0  56.0  48.0   9.0   8.0  26.0 71.00  64.0  73.0 123.0   53
## CV residual -30.8 -15.0 -11.5 -16.4 -11.3 -31.7 -5.51 -56.5 -74.8  26.7  -57
##              6944  6948  6950  6952 6954  6957  6960  6962  6964  6967  6969
## Predicted    70.2  66.8  70.2  69.2 72.6 119.4 133.1 124.0 124.2 128.1 118.9
## cvpred       70.6  67.1  70.5  69.5 72.9 119.7 133.5 124.3 124.6 128.5 119.2
## pm2.5        34.0  38.0  46.0  44.0 64.0  62.0  89.0  73.0  86.0  71.0  77.0
## CV residual -36.6 -29.1 -24.5 -25.5 -8.9 -57.7 -44.5 -51.3 -38.6 -57.5 -42.2
##              6973  6974  6978 6984 6986 6988  6990  6992  6993  6998  7012
## Predicted   127.5 144.4 150.3  151  151  151 151.0 155.5 150.5 139.5 150.3
## cvpred      127.9 144.8 150.7  151  151  151 151.4 155.9 150.9 139.7 150.6
## pm2.5        71.0  75.0  64.0   39   43   45  57.0  57.0  63.0  89.0  88.0
## CV residual -56.9 -69.8 -86.7 -112 -108 -106 -94.4 -98.9 -87.9 -50.7 -62.6
##              7014  7020  7024  7027  7028  7029  7030  7035  7037  7042  7043
## Predicted   150.0 140.0 139.5 139.5 140.3 145.4 145.2 149.9 149.5 144.4 144.6
## cvpred      150.4 140.2 139.8 139.7 140.5 145.7 145.4 150.2 149.8 144.6 144.9
## pm2.5        81.0  89.0  81.0  80.0  74.0  85.0  91.0  93.0 101.0 115.0 130.0
## CV residual -69.4 -51.2 -58.8 -59.7 -66.5 -60.7 -54.4 -57.2 -48.8 -29.6 -14.9
##              7045  7046  7047  7049  7056   7060  7063  7067  7068  7070  7074
## Predicted   139.5 134.1 138.8 133.6 143.7 143.77 148.3 138.5 138.5 138.0 142.4
## cvpred      139.7 134.2 138.9 133.8 143.8 143.94 148.5 138.6 138.6 138.1 142.4
## pm2.5       154.0 172.0 151.0 109.0 179.0 152.00 137.0 154.0 161.0 161.0 197.0
## CV residual  14.3  37.8  12.1 -24.8  35.2   8.06 -11.5  15.4  22.4  22.9  54.6
##              7075 7076  7078  7091 7096 7097 7098 7101 7103 7104 7105 7108 7115
## Predicted   147.3  143 143.1 147.3  131  140  146  147  147  146  146  149  140
## cvpred      147.4  143 143.3 147.4  131  140  146  147  147  146  146  149  141
## pm2.5       201.0  195 187.0 188.0  260  271  265  261  278  270  262  259   13
## CV residual  53.6   52  43.7  40.6  129  131  119  114  131  124  116  110 -128
##             7116 7117 7118 7121 7127  7132  7135  7136  7138  7139  7140  7144
## Predicted    139  137  131  112  122  90.0  77.0  70.3  70.0  67.9  51.3  21.2
## cvpred       139  138  131  112  122  90.5  77.6  70.8  70.4  68.2  51.5  21.3
## pm2.5         11   12   12   10   14   8.0  16.0  10.0  15.0  15.0  14.0   7.0
## CV residual -128 -126 -119 -102 -108 -82.5 -61.6 -60.8 -55.4 -53.2 -37.5 -14.3
##              7147  7148  7150  7157 7161  7162  7163  7166  7168  7172  7173
## Predicted   17.93 20.61  22.7  99.4  116  92.0  86.7  60.5  53.6 110.4 114.6
## cvpred      18.19 20.92  23.1 100.1  117  92.7  87.3  61.0  54.0 111.1 115.2
## pm2.5       12.00 14.00  11.0   6.0    6   7.0   8.0   8.0  12.0  28.0  35.0
## CV residual -6.19 -6.92 -12.1 -94.1 -111 -85.7 -79.3 -53.0 -42.0 -83.1 -80.2
##              7174 7176 7179  7183   7191  7192  7194  7195  7197   7199  7205
## Predicted    95.9  138  153 153.0 81.903 85.18 98.24 125.7 139.9 155.77 151.4
## cvpred       96.5  139  154 153.8 82.144 85.42 98.57 126.2 140.5 156.49 152.1
## pm2.5        32.0   35   46  74.0 83.000 77.00 90.00  88.0 112.0 158.00 111.0
## CV residual -64.5 -104 -108 -79.8  0.856 -8.42 -8.57 -38.2 -28.5   1.51 -41.1
##              7206  7213  7214  7222 7225  7227  7229  7235  7242  7249  7254
## Predicted   147.0  84.4  73.1  84.1  149 148.7 145.3  92.3  64.3 137.9 141.0
## cvpred      147.7  84.5  73.1  84.3  149 149.3 145.9  92.4  64.2 138.3 141.6
## pm2.5        91.0  45.0  42.0  41.0   47  76.0  72.0  49.0  24.0  52.0  47.0
## CV residual -56.7 -39.5 -31.1 -43.3 -102 -73.3 -73.9 -43.4 -40.2 -86.3 -94.6
##              7255  7262  7268  7271  7272  7274  7278  7279  7285  7291   7292
## Predicted   140.1  52.7  64.8 137.9 138.6 142.8 136.8 137.1  69.9 104.4 118.10
## cvpred      140.7  52.5  64.7 138.3 139.1 143.3 137.4 137.7  69.9 104.7 118.35
## pm2.5        51.0  23.0 102.0  68.0  64.0 102.0  76.0  51.0  57.0  76.0 111.00
## CV residual -89.7 -29.5  37.3 -70.3 -75.1 -41.3 -61.4 -86.7 -12.9 -28.7  -7.35
##              7293  7294  7295 7298   7360  7366  7367  7368  7378  7381 7389
## Predicted   128.1 128.4 137.8  141 49.603 138.3 144.8 139.1 102.3  64.6  129
## cvpred      128.5 128.7 138.2  142 49.431 138.7 145.3 139.6 102.6  64.5  129
## pm2.5        98.0  89.0  77.0   83 50.000 167.0 183.0 154.0  50.0  30.0   63
## CV residual -30.5 -39.7 -61.2  -59  0.569  28.3  37.7  14.4 -52.6 -34.5  -66
##              7391   7392    7393  7400  7407 7409  7419 7420   7422  7425  7427
## Predicted   133.7 129.36 144.266 132.9 52.00 60.5 153.3  148 148.17 158.7 122.0
## cvpred      134.1 129.77 144.826 133.4 51.71 60.4 153.8  149 148.78 159.3 122.2
## pm2.5       119.0 136.00 144.000  67.0 58.00 98.0 221.0  195 143.00 127.0 164.0
## CV residual -15.1   6.23  -0.826 -66.4  6.29 37.6  67.2   46  -5.78 -32.3  41.8
##             7428  7430 7433 7434 7437  7444 7445 7446  7449  7453  7456  7459
## Predicted    106  95.6  110  125  146 132.9  141  142 100.7  57.5  47.8  41.0
## cvpred       106  95.5  110  125  146 133.2  141  142 100.9  57.7  48.0  41.3
## pm2.5        249 298.0  352  374  400  95.0   34   18  12.0  17.0  14.0  10.0
## CV residual  143 202.5  242  249  254 -38.2 -107 -124 -88.9 -40.7 -34.0 -31.3
##              7463  7464  7471  7475  7476  7479  7481  7483  7484  7486  7488
## Predicted    60.8  45.3  60.6  77.4  56.9  36.9  28.1  39.2  57.1  85.9  96.5
## cvpred       61.2  45.6  61.0  77.8  57.2  37.2  28.4  39.6  57.6  86.5  97.2
## pm2.5        10.0   9.0   7.0   8.0  10.0   6.0   7.0  17.0  19.0  42.0  13.0
## CV residual -51.2 -36.6 -54.0 -69.8 -47.2 -31.2 -21.4 -22.6 -38.6 -44.5 -84.2
##             7490 7492 7494 7495 7496  7497  7500  7502  7503  7507  7508  7510
## Predicted    143  135  139  154  140 143.4 108.7 84.03  84.8 128.0 132.1 142.7
## cvpred       144  135  140  155  141 144.2 109.2 84.44  85.2 128.6 132.7 143.5
## pm2.5         25   15   19   21   39  45.0  47.0 75.00  71.0  78.0  99.0 128.0
## CV residual -119 -120 -121 -134 -102 -99.2 -62.2 -9.44 -14.2 -50.6 -33.7 -15.5
##               7513  7516  7517  7518  7519  7520  7522  7527  7528  7533  7534
## Predicted   151.89 147.0 151.7 146.3 150.9 151.2 136.7  86.3  85.8 140.4 146.3
## cvpred      152.67 147.9 152.6 147.1 151.8 152.1 137.4  86.5  86.0 140.9 146.9
## pm2.5       144.00 129.0 114.0  94.0  70.0  99.0  80.0 126.0 121.0 230.0 207.0
## CV residual  -8.67 -18.9 -38.6 -53.1 -81.8 -53.1 -57.4  39.5  35.0  89.1  60.1
##              7539  7541 7544  7546  7552  7553  7554  7555  7556  7558  7559
## Predicted   125.5 135.2  100  99.2  83.0  80.3  77.6  74.9  93.5 105.0 104.6
## cvpred      125.9 135.8  101  99.5  83.3  80.6  77.9  75.2  94.0 105.8 105.4
## pm2.5       155.0 149.0  302  27.0  11.0  12.0  12.0   9.0  10.0   8.0   6.0
## CV residual  29.1  13.2  201 -72.5 -72.3 -68.6 -65.9 -66.2 -84.0 -97.8 -99.4
##              7560  7568  7574   7577  7583  7590  7594  7595  7601  7606  7607
## Predicted   104.1 104.8 101.8 100.34  52.1  51.3  47.8  47.0  41.8  80.0  79.5
## cvpred      104.9 105.6 102.6 101.13  52.5  51.9  48.5  47.6  42.4  80.7  80.2
## pm2.5         7.0  45.0  68.0  99.00 112.0   7.0  12.0  15.0  11.0  43.0  42.0
## CV residual -97.9 -60.6 -34.6  -2.13  59.5 -44.9 -36.5 -32.6 -31.4 -37.7 -38.2
##              7624  7627  7628  7633  7634  7635  7641  7644  7647  7648  7651
## Predicted    71.1  69.6  69.2  66.7  66.2  65.7  62.8  61.3 59.83 68.10 80.53
## cvpred       71.9  70.4  69.9  67.4  66.9  66.4  63.5  62.0 60.54 68.81 81.27
## pm2.5        19.0  10.0  11.0  10.0  16.0  19.0  26.0  47.0 60.00 70.00 77.00
## CV residual -52.9 -60.4 -58.9 -57.4 -50.9 -47.4 -37.5 -15.0 -0.54  1.19 -4.27
##              7652  7655  7657  7659  7662 7666  7671  7677  7679  7685  7686
## Predicted   80.04  78.6  77.6  76.6  75.1 73.2 70.71  67.8  66.8 158.8 158.5
## cvpred      80.78  79.3  78.3  77.3  75.9 73.9 71.44  68.5  67.5 159.7 159.5
## pm2.5       82.00 139.0 166.0 206.0 152.0 92.0 63.00 175.0 217.0 220.0 220.0
## CV residual  1.22  59.7  87.7 128.7  76.1 18.1 -8.44 106.5 149.5  60.3  60.5
##              7687  7688  7690 7693 7699 7700 7703 7709 7712 7718 7720 7721 7724
## Predicted   159.3 158.8 146.8  117  141  141  152  151  157  119  122  127  144
## cvpred      160.3 159.8 147.5  117  142  142  153  152  158  119  122  127  145
## pm2.5       177.0 138.0 129.0  247  503  503  502  350  362  307  307  324  476
## CV residual  16.7 -21.8 -18.5  130  361  361  349  198  204  188  185  197  331
##             7725 7726 7729 7734 7737 7738 7742  7750 7754 7758  7763  7767 7769
## Predicted    149  148  154  154  150  143  102 139.6  151  145 109.8  84.7  104
## cvpred       149  148  155  154  151  144  102 140.1  152  146 110.2  84.8  105
## pm2.5        503  470  535  470  466  501  364 192.0  422  282 200.0 200.0  217
## CV residual  354  322  380  316  315  357  262  51.9  270  136  89.8 115.2  112
##             7771 7773 7774 7777 7779 7781  7789  7794  7795  7796  7797  7800
## Predicted    129  139  144  155  151  149  36.1  35.8  29.0  32.5  51.7 108.3
## cvpred       130  140  145  156  151  150  36.4  36.2  29.4  33.0  52.4 109.1
## pm2.5        280  353  395  433  439  355  16.0  11.0  11.0  12.0  18.0  24.0
## CV residual  150  213  250  277  288  205 -20.4 -25.2 -18.4 -21.0 -34.4 -85.1
##              7801  7805  7807  7810  7814  7816  7817  7831 7833  7837 7844
## Predicted   107.3 142.7 150.4  90.9  48.8  52.1  66.6 150.8  144  94.3  114
## cvpred      108.1 143.8 151.4  91.5  49.2  52.4  67.0 151.8  145  94.7  114
## pm2.5        19.0  55.0  66.0  80.0  33.0  28.0  43.0 225.0  232 238.0  251
## CV residual -89.1 -88.8 -85.4 -11.5 -16.2 -24.4 -24.0  73.2   87 143.3  137
##              7852  7859  7863  7867  7868  7869 7874 7878 7879 7880  7886  7890
## Predicted   135.8  56.3  35.7  43.7  43.1  51.1  118  127  143  148  68.1  73.6
## cvpred      136.7  56.9  36.2  44.4  43.8  51.8  119  128  145  150  68.7  74.2
## pm2.5       225.0  17.0  16.0  12.0  30.0  19.0   26   23   22   45  54.0  63.0
## CV residual  88.3 -39.9 -20.2 -32.4 -13.8 -32.8  -93 -105 -123 -105 -14.7 -11.2
##              7892  7893  7895  7900  7901  7904  7909  7912  7915 7917 7920
## Predicted   136.1 126.3 125.9 135.5 147.1 147.1  92.9  87.5  96.7  136 33.0
## cvpred      137.1 127.3 126.8 136.5 148.2 148.3  93.6  88.2  97.3  137 33.4
## pm2.5       106.0 104.0 177.0  89.0  85.0  80.0 124.0 130.0 148.0  206 56.0
## CV residual -31.1 -23.3  50.2 -47.5 -63.2 -68.3  30.4  41.8  50.7   69 22.6
##             7922 7923  7926  7927  7930  7931  7932   7935 7936  7946  7948
## Predicted   17.5 24.2  44.5  42.3  27.4 18.99 15.92 -0.108 4.17 123.7 129.6
## cvpred      18.1 24.9  45.3  43.1  28.2 19.73 16.66  0.517 4.84 124.7 130.7
## pm2.5       61.0 69.0  21.0  12.0  12.0 13.00 11.00  8.000 9.00  59.0  74.0
## CV residual 42.9 44.1 -24.3 -31.1 -16.2 -6.73 -5.66  7.483 4.16 -65.7 -56.7
##             7949  7951  7954  7955 7967 7972  7974  7975   7977  7979    7981
## Predicted    125 134.7 119.1 109.0  141  137 145.9 145.4 136.65 132.9 135.141
## cvpred       126 135.9 120.1 109.9  142  138 146.9 146.4 137.45 133.5 135.767
## pm2.5         74  64.0 142.0 150.0  360  309 166.0 154.0 144.00 121.0 136.000
## CV residual  -52 -71.9  21.9  40.1  218  171  19.1   7.6   6.55 -12.5   0.233
##              7983  7987  7988  7990  7993  7998   8001 8006  8010  8012  8014
## Predicted   133.0 156.5 155.5 157.3 156.5 160.6 159.03  150 146.3 149.9 150.4
## cvpred      133.6 157.4 156.3 158.1 157.4 161.6 160.03  151 146.9 150.6 151.1
## pm2.5       103.0 168.0 179.0 174.0 236.0 176.0 164.00  261 236.0 234.0 243.0
## CV residual -30.6  10.6  22.7  15.9  78.6  14.4   3.97  110  89.1  83.4  91.9
##              8021  8024  8027 8029 8031 8033 8034 8035  8047  8052  8054  8055
## Predicted   150.5 156.5 156.0  151  151  151  150  151  60.2  47.4 26.89  23.3
## cvpred      151.3 157.3 156.8  151  152  151  151  152  60.6  47.9 27.56  24.0
## pm2.5       239.0 245.0 248.0  264  276  259  257  266 128.0  33.0 22.00  14.0
## CV residual  87.7  87.7  91.2  113  124  108  106  114  67.4 -14.9 -5.56 -10.0
##              8056  8061  8063  8065 8071  8074  8076  8077  8080  8082  8083
## Predicted   25.26  99.4 103.7 109.7  135 127.8 101.9  89.0  83.1 117.6 122.7
## cvpred      25.92 100.3 104.6 110.7  136 128.8 102.7  89.8  83.8 118.4 123.6
## pm2.5       19.00  21.0  25.0  15.0   28 107.0  72.0  72.0  58.0  69.0  88.0
## CV residual -6.92 -79.3 -79.6 -95.7 -108 -21.8 -30.7 -17.8 -25.8 -49.4 -35.6
##              8084 8085  8088  8095  8096  8097  8098  8099  8103  8104 8108
## Predicted   128.1  142 142.5 127.3 136.7 147.1 130.4 111.2  76.7  80.9  126
## cvpred      129.1  143 143.6 128.3 137.8 148.2 131.2 111.9  77.2  81.4  127
## pm2.5       146.0  162 167.0 158.0 154.0 133.0 100.0 113.0 118.0 121.0  233
## CV residual  16.9   19  23.4  29.7  16.2 -15.2 -31.2   1.1  40.8  39.6  106
##             8113  8116   8117  8118    8120  8140  8142  8143  8146   8148
## Predicted    135 142.6 137.31 131.3 123.472  53.2  47.4  49.3  29.0 13.606
## cvpred       136 143.5 138.27 132.2 124.269  54.0  48.1  50.1  29.8 14.289
## pm2.5        322 169.0 130.00 161.0 125.000  10.0   9.0   9.0  15.0 15.000
## CV residual  186  25.5  -8.27  28.8   0.731 -44.0 -39.1 -41.1 -14.8  0.711
##              8154  8159  8160  8162  8163  8166  8168  8176  8178  8180  8182
## Predicted   -18.6  82.3  77.4 114.2  76.2  67.1 127.3 52.26  64.5  62.0 54.18
## cvpred      -18.0  83.1  78.2 115.1  77.1  67.9 128.3 52.82  65.1  62.7 54.77
## pm2.5        12.0  46.0  44.0  53.0  45.0  46.0  94.0 50.00  53.0  50.0 56.00
## CV residual  30.0 -37.1 -34.2 -62.1 -32.1 -21.9 -34.3 -2.82 -12.1 -12.7  1.23
##              8183  8186  8188  8194  8196  8204  8209  8215  8220  8221 8222
## Predicted    94.4 117.9 111.6 106.6  75.9  64.5 126.3 141.2 119.7 114.1  108
## cvpred       95.2 118.8 112.4 107.3  76.4  65.1 127.3 142.2 120.4 114.7  109
## pm2.5        52.0 100.0  46.0  26.0  36.0  20.0 116.0 154.0 212.0 209.0  215
## CV residual -43.2 -18.8 -66.4 -81.3 -40.4 -45.1 -11.3  11.8  91.6  94.3  106
##              8224 8226 8229  8233  8234  8237 8238  8239  8245  8247  8248
## Predicted    99.6  116  115 137.9 137.4 140.0  129 133.9  63.0  37.9 33.25
## cvpred      100.1  116  116 138.8 138.3 140.9  130 134.8  63.5  38.5 33.87
## pm2.5       218.0  238  257 230.0 218.0 231.0  237 230.0  35.0  25.0 25.00
## CV residual 117.9  122  141  91.2  79.7  90.1  107  95.2 -28.5 -13.5 -8.87
##              8250  8255  8256  8257  8258  8259  8260 8262 8263 8265  8270 8275
## Predicted    36.5  49.9  52.7  52.6  46.6 107.7 107.4  140  119  125  69.2   93
## cvpred       37.3  50.9  53.7  53.6  47.6 108.8 108.5  142  120  126  70.0   94
## pm2.5        18.0  16.0  19.0  17.0  36.0  18.0  14.0   22   23   23  36.0   43
## CV residual -19.3 -34.9 -34.7 -36.6 -11.6 -90.8 -94.5 -120  -97 -103 -34.0  -51
##              8276   8278  8283  8284  8288  8291   8292   8295  8296  8297
## Predicted    97.7 105.08 138.1 138.3 146.0 116.6 101.55  93.46 102.2 102.2
## cvpred       98.6 106.05 139.2 139.4 147.2 117.4 102.38  94.18 102.9 102.9
## pm2.5        53.0 116.00 112.0 115.0 101.0  87.0 100.00 104.00 118.0 117.0
## CV residual -45.6   9.95 -27.2 -24.4 -46.2 -30.4  -2.38   9.82  15.1  14.1
##               8300  8303  8306  8312  8315  8321  8327  8329 8332  8335  8338
## Predicted   131.09 139.5 108.7  82.5  59.0  44.7  86.9  94.8  119 112.5  93.0
## cvpred      131.95 140.3 109.6  83.6  60.2  45.8  88.1  96.1  121 113.9  94.3
## pm2.5       122.00 179.0  15.0  16.0  19.0  18.0  21.0  16.0   13  19.0  22.0
## CV residual  -9.95  38.7 -94.6 -67.6 -41.2 -27.8 -67.1 -80.1 -108 -94.9 -72.3
##              8340  8341  8345  8350  8352  8359  8362  8369  8372  8375  8376
## Predicted    80.3  73.6  58.9  61.1  62.9  60.5  43.8  9.61  79.7  74.9  67.5
## cvpred       81.5  74.7  60.0  62.3  64.2  61.9  45.1 10.66  80.8  76.0  68.6
## pm2.5        23.0  22.0  16.0  15.0  15.0  13.0  17.0 24.00  43.0  54.0  27.0
## CV residual -58.5 -52.7 -44.0 -47.3 -49.2 -48.9 -28.1 13.34 -37.8 -22.0 -41.6
##              8377  8381  8382 8387 8392  8397  8399  8401  8403 8413  8419 8424
## Predicted    71.1  69.9  68.8   83 33.8 68.19 116.2  85.4  84.3 35.6  85.6  134
## cvpred       72.2  71.0  69.9   84 34.5 69.07 117.3  86.3  85.3 36.2  86.4  136
## pm2.5        20.0  27.0  27.0   54 89.0 72.00  98.0  55.0  39.0 71.0 135.0  379
## CV residual -52.2 -44.0 -42.9  -30 54.5  2.93 -19.3 -31.3 -46.3 34.8  48.6  243
##              8438  8441 8443 8444 8445 8450 8454 8457 8458  8461  8462  8464
## Predicted    83.4  83.1  118  128  137  143  124 56.4 43.7 48.48 45.52  32.5
## cvpred       84.0  83.8  119  129  138  144  125 57.0 44.2 48.84 45.83  32.7
## pm2.5       224.0 255.0  302  315  296  485  298 72.0 64.0 40.00 43.00  22.0
## CV residual 140.0 171.2  183  186  158  341  173 15.0 19.8 -8.84 -2.83 -10.7
##              8468  8476  8479 8481 8486 8495 8497 8499 8502 8508 8513 8514 8519
## Predicted   62.23 139.1 144.0  143 52.6  127  128  137  142  119  118  134  150
## cvpred      62.67 140.2 145.2  144 52.9  128  129  138  144  119  119  135  151
## pm2.5       64.00 206.0 220.0  254 91.0  245  410  391  367  430  474  500  615
## CV residual  1.33  65.8  74.8  110 38.1  117  281  253  223  311  355  365  464
##             8525  8529  8530  8532  8535  8537  8538  8541  8545 8546 8549
## Predicted    140 108.4  91.9  55.6  52.0  40.8  47.3  55.0  86.2  136  102
## cvpred       141 109.2  92.5  56.1  52.6  41.4  48.1  55.8  87.1  137  103
## pm2.5        365  67.0  48.0  35.0  15.0  14.0  13.0  29.0  10.0   10   13
## CV residual  224 -42.2 -44.5 -21.1 -37.6 -27.4 -35.1 -26.8 -77.1 -127  -90
##              8550  8553  8556  8559  8560  8567  8575  8576  8578  8581  8584
## Predicted    86.5  67.6  45.8  42.8 41.43  96.9 112.8 112.8 100.3  71.6  71.6
## cvpred       87.6  68.9  47.0  43.9 42.55  98.2 114.4 114.4 101.8  72.8  72.7
## pm2.5        10.0  21.0  21.0  24.0 33.00  32.0  24.0  23.0  27.0  25.0  26.0
## CV residual -77.6 -47.9 -26.0 -19.9 -9.55 -66.2 -90.4 -91.4 -74.8 -47.8 -46.7
##              8585  8587  8593   8594  8596 8601  8604  8605  8607  8608  8613
## Predicted    80.6 100.4 111.4 100.28  87.8  117  90.0  78.4  84.1  78.1 125.1
## cvpred       81.8 101.8 112.8 101.58  89.1  118  91.2  79.5  85.2  79.2 126.5
## pm2.5        23.0  71.0 135.0  97.00  17.0   19  35.0  22.0  26.0  21.0 121.0
## CV residual -58.8 -30.8  22.2  -4.58 -72.1  -99 -56.2 -57.5 -59.2 -58.2  -5.5
##              8614  8617  8618  8621  8623  8625  8626  8628  8630  8635  8636
## Predicted   139.2 129.0 138.0 115.0 112.3 104.4  98.4  79.8 51.76  83.6  78.1
## cvpred      140.7 130.4 139.5 116.1 113.4 105.5  99.5  80.7 52.51  84.4  78.9
## pm2.5       117.0 163.0 128.0  20.0  27.0  27.0  30.0  29.0 48.00  55.0  60.0
## CV residual -23.7  32.6 -11.5 -96.1 -86.4 -78.5 -69.5 -51.7 -4.51 -29.4 -18.9
##              8637  8638  8641 8646  8648  8649  8652  8659  8663  8666  8667
## Predicted    91.5 117.2 132.0  137 147.0 147.0  90.5  44.7  60.2  66.6  66.0
## cvpred       92.4 118.3 133.3  138 148.4 148.4  91.4  45.4  61.1  67.7  67.2
## pm2.5        76.0  75.0  81.0  125 121.0 124.0 137.0  21.0  15.0  17.0  18.0
## CV residual -16.4 -43.3 -52.3  -13 -27.4 -24.4  45.6 -24.4 -46.1 -50.7 -49.2
##              8669  8677  8681  8683  8685  8686  8687  8691  8695  8697  8698
## Predicted    60.9 21.72  6.81  92.8 112.3 122.3 122.6 125.3 121.6 115.6 115.3
## cvpred       61.9 22.52  7.56  93.8 113.5 123.5 123.8 126.6 122.7 116.7 116.4
## pm2.5        16.0 19.00 14.00  34.0  39.0  88.0 106.0  35.0  40.0  49.0  67.0
## CV residual -45.9 -3.52  6.44 -59.8 -74.5 -35.5 -17.8 -91.6 -82.7 -67.7 -49.4
##              8699  8704  8711  8715  8716  8721  8723  8726  8732  8733  8734
## Predicted   113.3  80.9  71.9  70.3  64.3  44.8  38.5 19.14  5.28  7.35  4.28
## cvpred      114.3  81.8  73.0  71.5  65.6  46.0  39.6 20.19  6.41  8.52  5.45
## pm2.5        59.0  21.0  14.0  17.0  14.0  10.0  15.0 23.00 19.00 23.00 21.00
## CV residual -55.3 -60.8 -59.0 -54.5 -51.6 -36.0 -24.6  2.81 12.59 14.48 15.55
##              8735  8736  8737  8740   8741  8745  8749  8751  8753  8754  8757
## Predicted    6.70  9.38  3.41 -3.46 -0.538 -9.87 -43.2 -49.7 -45.6 -48.3 -44.9
## cvpred       7.86 10.59  4.62 -2.26  0.709 -8.69 -42.3 -48.8 -44.7 -47.4 -43.9
## pm2.5       16.00 20.00 20.00 16.00 16.000 18.00  18.0  21.0  18.0  20.0  17.0
## CV residual  8.14  9.41 15.38 18.26 15.291 26.69  60.3  69.8  62.7  67.4  60.9
##              8786 8789 8792  8795  8801  8802  8805  8806  8808  8809  8810
## Predicted   121.5  122  122  98.1  90.5  95.4 120.8 120.8 125.5 131.1 125.7
## cvpred      122.7  123  123  99.2  91.4  96.4 121.9 121.9 126.6 132.3 126.9
## pm2.5        31.0   18   14  25.0  37.0  40.0  72.0  76.0  67.0  65.0  78.0
## CV residual -91.7 -105 -109 -74.2 -54.4 -56.4 -49.9 -45.9 -59.6 -67.3 -48.9
##              8814  8815  8816  8824  8827 8828  8831 8834   8835  8845  8846
## Predicted   136.2 141.3 141.3 100.0 125.2  125 141.2  147 146.61 109.3  98.8
## cvpred      137.5 142.7 142.7 100.9 126.3  126 142.5  148 148.02 110.3  99.6
## pm2.5       188.0 167.0 173.0 180.0 188.0  255 234.0  275 153.00  96.0  85.0
## CV residual  50.5  24.3  30.3  79.1  61.7  129  91.5  127   4.98 -14.3 -14.6
##              8850  8855  8856  8860  8863  8865  8867  8868  8869  8877  8879
## Predicted    80.9  81.6  84.5  80.8  74.5  60.5  54.9  42.2  39.5  34.2 30.31
## cvpred       81.7  82.6  85.5  82.0  75.7  61.7  56.0  43.2  40.5  35.3 31.33
## pm2.5        65.0  46.0  38.0  21.0  24.0  19.0  19.0  21.0  18.0  17.0 30.00
## CV residual -16.7 -36.6 -47.5 -61.0 -51.7 -42.7 -37.0 -22.2 -22.5 -18.3 -1.33
##              8889  8891   8893  8895  8898  8904   8906  8913  8915  8922  8923
## Predicted    30.4  5.45 -10.48 -20.5 -22.3 -4.06 -1.885 115.2  96.6  89.5  88.4
## cvpred       31.6  6.44  -9.65 -19.7 -21.5 -3.01 -0.841 116.5  97.7  90.5  89.4
## pm2.5         9.0 14.00  18.00  18.0  20.0 22.00 17.000  44.0  32.0  54.0  69.0
## CV residual -22.6  7.56  27.65  37.7  41.5 25.01 17.841 -72.5 -65.7 -36.5 -20.4
##              8925  8927  8928  8929  8931  8932 8937  8942  8994  8997  8998
## Predicted    96.2 111.3 126.5 135.5 136.2 131.1  110  74.2  77.5 90.18  84.7
## cvpred       97.2 112.4 127.7 136.7 137.5 132.3  111  75.1  78.4 91.21  85.7
## pm2.5        79.0  86.0 109.0 120.0 156.0 156.0   25  23.0  50.0 88.00 106.0
## CV residual -18.2 -26.4 -18.7 -16.7  18.5  23.7  -86 -52.1 -28.4 -3.21  20.3
##               9000  9007  9012  9014  9015  9018  9022  9023  9030 9040  9045
## Predicted   104.02  95.3  75.3  56.4  58.9  49.0  90.0  96.0 113.9 57.6 104.0
## cvpred      105.21  96.5  76.3  57.3  59.8  49.9  91.2  97.3 115.3 58.4 105.2
## pm2.5       100.00  18.0  21.0  16.0   8.0  13.0  22.0  37.0  37.0 81.0  66.0
## CV residual  -5.21 -78.5 -55.3 -41.3 -51.8 -36.9 -69.2 -60.3 -78.3 22.6 -39.2
##               9056  9059  9061 9062 9065  9066  9071  9075  9077  9081  9086
## Predicted   141.15 106.2  77.1 52.1 45.0 66.48 111.8  95.8  93.1  91.9  57.7
## cvpred      142.68 107.2  78.0 52.8 45.7 67.25 112.9  96.8  94.2  93.1  58.7
## pm2.5       139.00 123.0 111.0 79.0 75.0 60.00 125.0  25.0  12.0  16.0  14.0
## CV residual  -3.68  15.8  33.0 26.2 29.3 -7.25  12.1 -71.8 -82.2 -77.1 -44.7
##              9089  9091  9094  9098  9099  9100  9103  9105  9106  9108   9110
## Predicted    38.3  45.4  49.2  46.3  38.3  35.2  33.3  23.7 21.01  6.33  0.166
## cvpred       39.2  46.5  50.5  47.6  39.7  36.6  34.6  25.0 22.27  7.48  1.201
## pm2.5        13.0  21.0  13.0  12.0  15.0  12.0  10.0  11.0 18.00 10.00 17.000
## CV residual -26.2 -25.5 -37.5 -35.6 -24.7 -24.6 -24.6 -14.0 -4.27  2.52 15.799
##              9113  9114  9115  9117  9120 9125 9126  9132 9135  9140  9141 9142
## Predicted   -7.70 -9.66 -6.12 101.1 102.0  112  117  89.3   84 109.2 123.6  123
## cvpred      -6.73 -8.69 -5.11 102.4 103.4  114  119  90.4   85 110.4 124.9  124
## pm2.5       14.00 15.00 15.00  27.0  33.0   13   13  25.0   30  72.0  61.0   70
## CV residual 20.73 23.69 20.11 -75.4 -70.4 -101 -106 -65.4  -55 -38.4 -63.9  -54
##              9144  9147  9151  9152  9155  9163  9164  9166  9167 9174 9177
## Predicted   134.0 112.5 113.7 118.0  92.9  65.4  63.5  67.6  70.4  118  120
## cvpred      135.4 113.9 115.1 119.4  94.0  66.5  64.5  68.8  71.6  120  122
## pm2.5        77.0 128.0  34.0  37.0  27.0  20.0  17.0  24.0  16.0   16   24
## CV residual -58.4  14.1 -81.1 -82.4 -67.0 -46.5 -47.5 -44.8 -55.6 -104  -98
##              9180  9183 9186  9192  9195  9197  9199 9201  9203  9204  9207
## Predicted    86.1  69.9   60  94.8  92.6  95.5  78.8  116  97.4  86.1  60.6
## cvpred       87.2  70.9   61  96.3  94.1  97.0  80.1  118  98.6  87.1  61.6
## pm2.5        30.0  18.0   18  16.0  20.0  21.0  23.0   14  26.0  25.0  24.0
## CV residual -57.2 -52.9  -43 -80.3 -74.1 -76.0 -57.1 -104 -72.6 -62.1 -37.6
##              9208  9210  9215  9221  9228  9229  9230  9235  9237  9238  9239
## Predicted    58.7  51.1  98.4 115.2  83.9  82.3  72.3  89.5  99.3 108.7 123.1
## cvpred       59.6  52.0  99.7 116.6  85.0  83.3  73.3  90.6 100.5 109.9 124.4
## pm2.5        13.0  12.0  34.0  17.0  27.0  44.0  29.0  59.0  74.0  82.0  91.0
## CV residual -46.6 -40.0 -65.7 -99.6 -58.0 -39.3 -44.3 -31.6 -26.5 -27.9 -33.4
##              9240  9241  9243  9244  9251  9255  9260  9263  9265  9267  9269
## Predicted   114.2 109.7 108.3 113.1  88.3  61.4  90.4 117.1 133.0 131.1 127.6
## cvpred      115.5 110.9 109.6 114.5  89.4  62.2  91.3 118.2 134.4 132.5 128.9
## pm2.5       100.0 124.0  45.0  36.0  36.0  30.0 155.0 170.0 191.0  74.0  43.0
## CV residual -15.5  13.1 -64.6 -78.5 -53.4 -32.2  63.7  51.8  56.6 -58.5 -85.9
##              9270  9271  9272  9280  9283  9285  9288  9289  9290  9291  9292
## Predicted   127.5 141.8 135.4  79.2  80.1  67.9  73.2  76.3  69.8  72.9  82.3
## cvpred      128.8 143.3 136.8  80.0  81.1  68.9  74.3  77.6  71.0  74.2  83.7
## pm2.5        44.0  61.0  67.0  46.0  36.0  29.0  16.0  11.0  12.0  13.0  12.0
## CV residual -84.8 -82.3 -69.8 -34.0 -45.1 -39.9 -58.3 -66.6 -59.0 -61.2 -71.7
##              9293  9294  9296  9297  9302  9303  9306  9310  9311  9313  9316
## Predicted    74.5  72.5  74.7  67.6  39.4  31.2 20.72  26.8  31.1  38.4  51.7
## cvpred       75.7  73.8  76.0  68.9  40.4  32.1 21.62  27.8  32.2  39.6  53.1
## pm2.5        12.0  11.0  10.0  12.0  21.0  19.0 20.00  11.0  16.0   9.0  19.0
## CV residual -63.7 -62.8 -66.0 -56.9 -19.4 -13.1 -1.62 -16.8 -16.2 -30.6 -34.1
##              9318  9325  9326   9328  9331  9332  9333 9339  9341  9343  9348
## Predicted   120.7  91.9  82.7 77.607  90.7  98.1 117.9  113 122.1 114.8  71.5
## cvpred      122.1  92.9  83.7 78.482  91.7  99.2 119.1  114 123.5 116.1  72.6
## pm2.5        23.0  36.0  49.0 79.000  52.0  58.0  70.0   90  66.0  40.0  13.0
## CV residual -99.1 -56.9 -34.7  0.518 -39.7 -41.2 -49.1  -24 -57.5 -76.1 -59.6
##              9350  9351  9355  9358  9359  9360  9364 9365  9375 9377  9378
## Predicted    61.4  58.7  58.0 100.4 115.5 120.7 122.7  122  77.0 73.2 92.26
## cvpred       62.4  59.6  59.1 101.6 116.9 122.1 124.2  124  77.9 74.1 93.23
## pm2.5        21.0  17.0  11.0  23.0  32.0  31.0  35.0   21  55.0 83.0 85.00
## CV residual -41.4 -42.6 -48.1 -78.6 -84.9 -91.1 -89.2 -103 -22.9  8.9 -8.23
##              9382  9385  9388  9391  9395  9399  9400  9405  9407  9412  9413
## Predicted   127.3 121.5 117.9 109.5  94.8  78.5  77.6  88.8  97.7 104.1 108.4
## cvpred      128.6 122.8 119.2 110.7  96.0  79.5  78.6  89.8  98.9 105.4 109.7
## pm2.5       144.0 128.0  40.0  16.0  23.0  13.0  14.0  26.0  20.0  23.0  23.0
## CV residual  15.4   5.2 -79.2 -94.7 -73.0 -66.5 -64.6 -63.8 -78.9 -82.4 -86.7
##             9415  9420  9421  9428  9430  9434  9435  9436  9437  9441  9446
## Predicted    112  84.2  77.1  60.6  83.9  70.3  68.9  68.1  77.2  77.2  74.8
## cvpred       113  85.2  78.1  61.6  85.1  71.5  70.2  69.4  78.6  78.6  75.9
## pm2.5         23  21.0  18.0  12.0  14.0   6.0  10.0   7.0   4.0   8.0  11.0
## CV residual  -90 -64.2 -60.1 -49.6 -71.1 -65.5 -60.2 -62.4 -74.6 -70.6 -64.9
##              9448  9449  9450  9453  9458  9461  9469  9470  9472  9473  9475
## Predicted    56.0  58.8  57.6  78.9  71.3  71.2 21.90 14.31  4.52  1.81  4.24
## cvpred       56.9  59.7  58.6  80.1  72.5  72.3 22.73 15.09  5.24  2.47  4.95
## pm2.5        15.0  13.0  11.0  16.0  22.0   7.0 16.00 14.00 16.00 11.00 16.00
## CV residual -41.9 -46.7 -47.6 -64.1 -50.5 -65.3 -6.73 -1.09 10.76  8.53 11.05
##             9476  9478  9479  9485 9487  9489  9491  9498  9507  9513  9515
## Predicted   13.7 35.35  98.1 103.4  124 121.3  68.5 22.08  87.6 100.1  73.9
## cvpred      14.5 36.24  99.2 104.5  125 122.6  69.4 22.59  88.7 101.1  74.8
## pm2.5       37.0 45.00  49.0  15.0   10  43.0  27.0 28.00  28.0  44.0  46.0
## CV residual 22.5  8.76 -50.2 -89.5 -115 -79.6 -42.4  5.41 -60.7 -57.1 -28.8
##             9519  9521  9522 9528  9530 9535  9536  9537 9541 9543  9546  9548
## Predicted   13.7 20.29 19.94 33.6  98.1  112 106.6  98.8 35.6 26.6  42.9  44.4
## cvpred      14.1 20.76 20.46 34.3  99.2  113 107.8  99.9 36.2 27.1  43.5  45.1
## pm2.5       27.0 28.00 22.00 59.0  73.0   42  56.0  48.0 65.0 38.0  19.0  29.0
## CV residual 12.9  7.24  1.54 24.7 -26.2  -71 -51.8 -51.9 28.8 10.9 -24.5 -16.1
##              9549  9554  9556  9557  9559  9562  9563  9564  9565  9567 9569
## Predicted   52.32  71.4  79.4  94.0  87.1  99.9  81.1  71.1  65.5 46.56 44.8
## cvpred      53.04  72.3  80.5  95.2  88.3 100.9  82.0  71.9  66.2 47.13 45.4
## pm2.5       44.00 348.0  40.0  25.0  23.0  46.0  47.0  30.0  36.0 44.00 78.0
## CV residual -9.04 275.7 -40.5 -70.2 -65.3 -54.9 -35.0 -41.9 -30.2 -3.13 32.6
##              9570 9576  9584  9586  9592  9594  9595  9596  9597  9605  9606
## Predicted    44.5  120 102.8 80.61  67.2  75.8  94.7  99.7 112.8 148.6 147.6
## cvpred       45.1  122 103.9 81.46  67.7  76.3  95.4 100.6 113.7 149.8 148.7
## pm2.5       100.0  289  83.0 86.00  32.0  21.0 196.0 161.0 143.0  63.0  74.0
## CV residual  54.9  167 -20.9  4.54 -35.7 -55.3 100.6  60.4  29.3 -86.8 -74.7
##              9611  9612  9613  9618  9620  9623 9624  9626  9628  9634  9635
## Predicted   135.5 135.4 129.6 115.8 136.5 137.4  136 142.5 125.7  97.4  80.7
## cvpred      136.4 136.2 130.4 116.6 137.5 138.4  137 143.6 126.6  98.1  81.2
## pm2.5        97.0 100.0 105.0 165.0 169.0 174.0  201 186.0  89.0  54.0  34.0
## CV residual -39.4 -36.2 -25.4  48.4  31.5  35.6   64  42.4 -37.6 -44.1 -47.2
##              9636  9641  9643  9647  9648  9649   9654   9655  9659  9663  9664
## Predicted    76.6  69.3  79.7  92.0 105.1 113.8 130.61 131.84 125.8  85.6  88.8
## cvpred       77.2  69.6  80.2  92.8 105.9 114.6 131.53 132.76 126.6  86.2  89.5
## pm2.5        29.0  29.0  22.0  69.0  83.0  93.0 130.00 126.00 113.0 117.0 138.0
## CV residual -48.2 -40.6 -58.2 -23.8 -22.9 -21.6  -1.53  -6.76 -13.6  30.8  48.5
##              9665  9667  9678  9679  9683   9684  9685  9687  9688  9690  9692
## Predicted    88.5  97.4 146.4 145.5  91.5 79.930  77.8  60.2  58.9  58.6  95.1
## cvpred       89.2  98.2 147.6 146.7  92.2 80.509  78.4  60.7  59.3  59.1  96.0
## pm2.5       146.0  77.0 162.0 168.0 109.0 80.000  52.0  37.0  26.0  27.0  37.0
## CV residual  56.8 -21.2  14.4  21.3  16.8 -0.509 -26.4 -23.7 -33.3 -32.1 -59.0
##              9693  9694   9696  9702  9705  9707  9711  9712  9715  9719 9725
## Predicted   113.9 128.1 123.45 156.4 161.8 149.8 107.7 107.6 118.5 125.3  144
## cvpred      114.9 129.1 124.44 157.5 162.9 150.7 108.4 108.3 119.2 126.2  145
## pm2.5        47.0 100.0 132.00 176.0 208.0 199.0  96.0  68.0  80.0  38.0   44
## CV residual -67.9 -29.1   7.56  18.5  45.1  48.3 -12.4 -40.3 -39.2 -88.2 -101
##             9727  9729  9730  9733  9736  9737  9740  9741  9744  9751 9754
## Predicted    143 141.7 141.3 138.3 130.9 126.1 154.4 154.4 158.8 163.4  111
## cvpred       144 142.8 142.3 139.2 131.8 126.9 155.3 155.3 159.7 164.5  112
## pm2.5         34  52.0  66.0  81.0  76.0  78.0  90.0  95.0  97.0 102.0  239
## CV residual -110 -90.8 -76.3 -58.2 -55.8 -48.9 -65.3 -60.3 -62.7 -62.5  127
##             9755  9759  9765 9767 9769 9770 9772 9779  9780  9788 9794  9796
## Predicted    108  81.5 101.2  108  128  123  116  108 101.1 111.1  152 156.3
## cvpred       109  82.4 102.2  109  129  124  118  109 102.1 112.2  153 157.5
## pm2.5        132  10.0  10.0    9    7   12   17   21  22.0  41.0   52  58.0
## CV residual   23 -72.4 -92.2 -100 -122 -112 -101  -88 -80.1 -71.2 -101 -99.5
##             9797  9798 9806 9807  9808  9811  9813 9819 9821 9824  9825  9826
## Predicted    156 161.5  150  141 131.7 135.7 143.9  108  116  129 127.3 106.4
## cvpred       157 162.7  151  142 132.6 136.7 144.9  109  118  131 128.7 107.6
## pm2.5         65  68.0   79   86  86.0 104.0 113.0    8    7   22  33.0  29.0
## CV residual  -92 -94.7  -72  -56 -46.6 -32.7 -31.9 -101 -111 -109 -95.7 -78.6
##              9830  9831  9835  9836  9838  9842 9845  9847  9848  9849 9855
## Predicted    91.3  85.8 107.3 106.8 134.7 150.1  152 156.0 156.7 155.8  116
## cvpred       92.2  86.6 108.3 107.8 135.9 151.4  153 157.4 158.2 157.2  117
## pm2.5        22.0  28.0  39.0  40.0  61.0 125.0  122 138.0 125.0 117.0  274
## CV residual -70.2 -58.6 -69.3 -67.8 -74.9 -26.4  -31 -19.4 -33.2 -40.2  157
##              9857  9858 9867 9875 9876 9882  9883 9886 9887 9890 9891 9894 9895
## Predicted   120.0 124.6  157  141  130  129 133.9  148  148  160  160  153  151
## cvpred      120.7 125.4  158  142  131  130 134.7  149  148  161  161  154  152
## pm2.5       216.0 209.0  299  285  282  214 192.0  249  278  327  328  273  254
## CV residual  95.3  83.6  141  143  151   84  57.3  100  130  166  167  119  102
##              9897  9898 9899   9901  9905 9911 9917  9919  9924 9935 9938 9940
## Predicted   144.6 143.4  123  99.55  80.4  135  157 142.9  73.8  128  151  150
## cvpred      145.6 144.3  124 100.11  80.8  136  159 144.1  74.5  129  152  151
## pm2.5       237.0 224.0  234 104.00  49.0  404  384  88.0  51.0  262  274  283
## CV residual  91.4  79.7  110   3.89 -31.8  268  225 -56.1 -23.5  133  122  132
##              9943  9945  9946  9948  9952  9955  9956 9965  9967  9971 9973
## Predicted   133.7 122.2 110.8  78.8  54.7  79.3  82.8  155 155.4 119.7  104
## cvpred      134.6 123.1 111.6  79.4  54.9  79.7  83.2  156 156.5 120.4  104
## pm2.5       120.0 166.0 144.0 131.0 127.0 174.0 221.0  342 130.0 156.0  379
## CV residual -14.6  42.9  32.4  51.6  72.1  94.3 137.8  186 -26.5  35.6  275
##              9974  9977 9980 9981 9982 9985 9988 9994 9995 9997 9999 10004
## Predicted    97.7  95.9  123  138  138  153  155  152  147  131  111   133
## cvpred       98.1  96.3  123  139  139  153  156  153  147  132  112   134
## pm2.5       437.0 526.0  474  482  482  527  515  495  486  464  452   498
## CV residual 338.9 429.7  351  343  343  374  359  342  339  332  340   364
##             10008 10012 10013 10016 10020 10023 10024 10025 10030 10035 10040
## Predicted     153   154   159   153   119   102  97.3  97.9   139   154   153
## cvpred        154   155   160   154   120   103  97.7  98.3   140   155   154
## pm2.5         478   481   445   457   292   360 376.0 369.0   395   396   421
## CV residual   324   326   285   303   172   257 278.3 270.7   255   241   267
##             10050 10057 10058 10059 10066 10072 10074 10076 10078 10079 10080
## Predicted     111   132   131   136  71.9  23.6 16.48  59.3 130.5   130 134.5
## cvpred        111   132   132   137  72.4  23.9 16.79  59.9 131.3   131 135.3
## pm2.5         387   418   424   413  38.0  34.0 24.00  41.0 142.0    99  55.0
## CV residual   276   286   292   276 -34.4  10.1  7.21 -18.9  10.7   -32 -80.3
##             10081 10083 10087 10089 10093 10094 10096 10098 10099 10100 10102
## Predicted   134.0 155.1 159.4 158.8  99.9  89.9 78.68  83.2  78.0  90.8  89.3
## cvpred      134.8 156.1 160.4 159.7 100.5  90.4 79.14  83.8  78.5  91.4  90.0
## pm2.5        55.0  67.0  80.0  95.0  74.0  71.0 73.00  47.0  44.0  61.0  55.0
## CV residual -79.8 -89.1 -80.4 -64.7 -26.5 -19.4 -6.14 -36.8 -34.5 -30.4 -35.0
##             10118 10119 10120 10121 10124 10126 10127 10129 10133 10135 10138
## Predicted   152.6 152.4 147.0 146.8 158.5 152.6 146.6 152.9 150.9 152.6   150
## cvpred      153.5 153.2 147.8 147.6 159.5 153.5 147.4 153.7 151.8 153.5   151
## pm2.5        80.0  85.0  96.0 111.0 109.0 103.0 109.0 125.0 115.0  90.0    39
## CV residual -73.5 -68.2 -51.8 -36.6 -50.5 -50.5 -38.4 -28.7 -36.8 -63.5  -112
##             10145 10156 10158 10162 10165 10168 10172 10173 10175 10179 10180
## Predicted   105.1   126   125 111.8  83.1  59.1  68.9  72.7  75.3   128   127
## cvpred      105.8   127   126 112.6  83.7  59.6  69.5  73.3  76.0   129   128
## pm2.5        35.0    26    15  37.0  13.0  12.0  18.0  15.0   7.0     9    11
## CV residual -70.8  -101  -111 -75.6 -70.7 -47.6 -51.5 -58.3 -69.0  -120  -117
##             10181 10183 10185 10187 10191 10205 10206 10210 10220 10222 10227
## Predicted     122   112  98.9  66.5  40.2 106.2   121  94.5  56.6  59.0  64.4
## cvpred        123   113  99.8  67.3  40.8 107.2   122  95.4  57.2  59.7  65.2
## pm2.5          17    11  17.0  18.0  11.0  12.0    15  22.0  69.0  20.0   9.0
## CV residual  -106  -102 -82.8 -49.3 -29.8 -95.2  -107 -73.4  11.8 -39.7 -56.2
##             10228 10229 10234 10236 10242 10248 10250 10252 10253  10261 10263
## Predicted    71.6  75.4  39.8 16.09 -1.58  82.8 127.3 132.1 142.5 57.464 41.82
## cvpred       72.4  76.2  40.4 16.59 -1.25  83.4 128.3 133.1 143.6 57.851 42.06
## pm2.5        10.0   8.0  13.0 15.00 17.00  40.0  48.0  45.0  46.0 57.000 51.00
## CV residual -62.4 -68.2 -27.4 -1.59 18.25 -43.4 -80.3 -88.1 -97.6 -0.851  8.94
##             10270 10275 10277 10278 10279 10280 10284 10285 10287 10289 10290
## Predicted   85.01  88.5  90.4 124.7 103.0 113.0  97.7  92.3  81.2  69.4  68.9
## cvpred      85.51  89.1  91.0 125.1 103.6 113.7  98.1  92.6  81.3  69.6  69.1
## pm2.5       89.00  61.0  74.0  82.0  77.0  82.0 109.0 106.0 136.0  92.0  90.0
## CV residual  3.49 -28.1 -17.0 -43.1 -26.6 -31.7  10.9  13.4  54.7  22.4  20.9
##             10291  10294 10295 10296 10297 10300 10304 10305 10306 10307 10308
## Predicted   87.65 122.59 128.0  90.0  80.4  66.7  75.6  74.2  73.1  56.5  61.1
## cvpred      87.94 123.18 128.6  90.5  80.9  67.2  76.1  74.8  73.7  57.0  61.6
## pm2.5       92.00 130.00 142.0 129.0  55.0  14.0   6.0  19.0  13.0  18.0  14.0
## CV residual  4.06   6.82  13.4  38.5 -25.9 -53.2 -70.1 -55.8 -60.7 -39.0 -47.6
##             10309 10310 10313 10324 10325 10326 10327 10329 10330 10331 10333
## Predicted    37.2  38.1  28.8  72.1  66.1  90.0  84.8  74.8  67.5  55.0  40.6
## cvpred       37.6  38.4  29.1  72.8  66.8  90.8  85.6  75.5  68.1  55.5  40.9
## pm2.5        16.0  15.0  17.0   9.0  11.0  20.0  14.0  21.0  17.0  15.0  19.0
## CV residual -21.6 -23.4 -12.1 -63.8 -55.8 -70.8 -71.6 -54.5 -51.1 -40.5 -21.9
##             10337 10338 10340  10342 10346 10347 10351 10353 10356 10362 10364
## Predicted   12.96  6.13  26.5 44.685 29.05  42.4  40.0 21.54  57.8  44.6  55.0
## cvpred      13.29  6.46  27.0 45.292 29.66  43.1  40.7 22.12  58.3  45.0  55.5
## pm2.5       16.00 22.00  16.0 46.000 25.00  10.0  18.0 21.00  16.0  24.0  15.0
## CV residual  2.71 15.54 -11.0  0.708 -4.66 -33.1 -22.7 -1.12 -42.3 -21.0 -40.5
##             10372 10374 10380 10384 10388 10391 10392 10394 10398 10401 10403
## Predicted    67.6  69.1  48.1 15.58 13.96  51.9  60.5 112.4 112.3  92.7  47.5
## cvpred       68.4  69.8  48.5 15.82 14.25  52.3  61.0 113.3 113.2  93.3  47.8
## pm2.5         7.0  10.0  19.0 24.00 18.00  36.0  46.0  51.0  74.0 112.0  54.0
## CV residual -61.4 -59.8 -29.5  8.18  3.75 -16.3 -15.0 -62.3 -39.2  18.7   6.2
##             10407 10412 10414 10420 10422 10428 10431 10433 10441 10443 10448
## Predicted   10.18 29.49 44.82  93.3   127  51.1  28.0  48.7   109   137   128
## cvpred      10.23 29.83 45.28  94.1   127  51.4  28.1  48.9   109   138   129
## pm2.5       19.00 26.00 38.00  40.0    26 109.0  85.0 116.0   263   253   272
## CV residual  8.77 -3.83 -7.28 -54.1  -101  57.6  56.9  67.1   154   115   143
##             10451 10456 10459 10461 10466 10471 10476 10478 10479 10480 10481
## Predicted    92.8    58  77.0   101   132   127  61.2 28.36 26.40 29.08 31.76
## cvpred       93.1    58  77.1   101   132   128  61.2 28.19 26.23 28.95 31.68
## pm2.5       254.0   225 272.0   367   377   320 164.0 27.00 31.00 25.00 24.00
## CV residual 160.9   167 194.9   266   245   192 102.8 -1.19  4.77 -3.95 -7.68
##             10489 10490 10493 10495 10498 10499 10500 10501 10502 10503 10505
## Predicted    67.0  56.0  64.8  67.5  47.6  32.2  24.9 17.04  10.7 12.73  4.93
## cvpred       67.6  56.6  65.4  68.1  48.1  32.8  25.4 17.48  11.1 13.12  5.37
## pm2.5         8.0   6.0   8.0   8.0  21.0  18.0  13.0 25.00  22.0 21.00 25.00
## CV residual -59.6 -50.6 -57.4 -60.1 -27.1 -14.8 -12.4  7.52  10.9  7.88 19.63
##             10506 10509 10511 10517 10518 10520 10523 10527 10532 10533 10536
## Predicted    2.72 10.35  8.76  24.8 12.98  8.58 -18.8 -45.2 -46.4 -30.8 -35.4
## cvpred       3.16 10.76  9.26  25.5 13.66  9.31 -18.2 -44.9 -46.0 -30.4 -35.0
## pm2.5       17.00 18.00 17.00   9.0 11.00 13.00  11.0  23.0  18.0  16.0  16.0
## CV residual 13.84  7.24  7.74 -16.5 -2.66  3.69  29.2  67.9  64.0  46.4  51.0
##             10539 10541 10545 10548 10549 10558 10559 10566 10567 10571 10572
## Predicted    98.2 111.8  84.3  68.5  63.3  79.7  97.3 126.3 135.4  93.3  82.7
## cvpred       99.0 112.7  85.0  69.0  63.8  80.3  98.0 127.3 136.3  93.7  82.9
## pm2.5         7.0  19.0  19.0  30.0  26.0  70.0  76.0 109.0 105.0 115.0 116.0
## CV residual -92.0 -93.7 -66.0 -39.0 -37.8 -10.3 -22.0 -18.3 -31.3  21.3  33.1
##             10577 10578 10581 10674 10678  10680 10685 10686 10688 10692 10693
## Predicted    25.9  21.1  74.8 -13.5  3.36 -0.796  3.92  12.6  58.7  26.4  24.2
## cvpred       25.8  21.2  75.1 -13.1  4.00 -0.105  4.70  13.4  59.5  26.9  24.6
## pm2.5        96.0  96.0 126.0  13.0 20.00 24.000  8.00   9.0  13.0  14.0  12.0
## CV residual  70.2  74.8  50.9  26.1 16.00 24.105  3.30  -4.4 -46.5 -12.9 -12.6
##             10696 10697 10703 10705 10706 10708 10711 10715 10716 10720 10722
## Predicted   12.29  4.95  13.1  55.5  50.0  67.1  39.6  3.40 -3.09  33.7  32.1
## cvpred      12.64  5.24  13.6  56.3  50.8  67.9  40.3  3.81 -2.73  34.0  32.5
## pm2.5       22.00 19.00  60.0  30.0  23.0  24.0  20.0 12.00 20.00  18.0  16.0
## CV residual  9.36 13.76  46.4 -26.3 -27.8 -43.9 -20.3  8.19 22.73 -16.0 -16.5
##             10723 10724 10725 10730 10734 10738  10739 10740 10743 10744 10746
## Predicted    53.1  51.5  54.8  30.9  36.5 20.29 14.308  6.46 -16.3 -23.8 -32.6
## cvpred       53.5  51.8  55.1  31.5  37.2 20.81 14.833  6.88 -16.1 -23.6 -32.4
## pm2.5        22.0  28.0  32.0  13.0   9.0 18.00 15.000 13.00  15.0  12.0  17.0
## CV residual -31.5 -23.8 -23.1 -18.5 -28.2 -2.81  0.167  6.12  31.1  35.6  49.4
##             10751 10754  10755 10756 10757 10763 10769 10773 10775 10779 10786
## Predicted   -16.7 -9.99 -1.336 -1.83  80.6  36.1  35.0  58.7  72.3 101.7  89.2
## cvpred      -16.3 -9.46 -0.761 -1.25  81.4  36.4  35.2  59.0  72.8 102.3  89.6
## pm2.5         3.0 13.00 13.000 15.00  23.0  23.0  25.0  39.0  24.0  57.0 178.0
## CV residual  19.3 22.46 13.761 16.25 -58.4 -13.4 -10.2 -20.0 -48.8 -45.3  88.4
##             10789 10791 10794 10795 10798 10801 10805 10810 10811 10813 10814
## Predicted    50.7  26.3 26.05  46.1  54.0  35.8  34.9  9.38  12.3 -8.52 -14.5
## cvpred       51.0  26.4 26.14  46.4  54.5  36.2  35.3  9.59  12.6 -8.53 -14.5
## pm2.5        60.0  39.0 23.00  11.0  12.0  20.0  16.0 20.00  26.0 29.00  25.0
## CV residual   9.0  12.6 -3.14 -35.4 -42.5 -16.2 -19.3 10.41  13.4 37.53  39.5
##             10816 10825 10834 10836 10838 10839 10843 10844 10850 10851 10854
## Predicted    5.65  76.6  67.5  61.4 44.95  40.1 49.22 57.88 119.9   132   137
## cvpred       5.59  77.0  67.8  61.7 45.07  40.2 49.39 58.09 120.4   133   138
## pm2.5       23.00  43.0  48.0  39.0 36.00  36.0 42.00 51.00  76.0    58   100
## CV residual 17.41 -34.0 -19.8 -22.7 -9.07  -4.2 -7.39 -7.09 -44.4   -75   -38
##             10855  10857  10858 10861 10866 10869 10870 10874 10881 10882 10888
## Predicted   142.6 116.34 104.97  66.1  7.19  19.8  33.3  98.5 92.54  82.3  3.96
## cvpred      143.4 116.82 105.35  66.2  7.01  19.7  33.4  99.0 92.88  82.5  3.61
## pm2.5       128.0 116.00  97.00 101.0 60.00  73.0  70.0  87.0 95.00 123.0 84.00
## CV residual -15.4  -0.82  -8.35  34.8 52.99  53.3  36.6 -12.0  2.12  40.5 80.39
##             10889 10891 10897 10907 10912 10914 10918 10919 10920 10922 10923
## Predicted     7.5  11.3  84.1  97.6  60.9  69.9   117   102   101  84.4  65.2
## cvpred        7.2  11.2  84.2  97.6  60.5  69.7   117   102   101  84.4  65.3
## pm2.5        66.0  57.0 148.0 212.0 188.0 166.0   295   328   287 222.0 147.0
## CV residual  58.8  45.8  63.8 114.4 127.5  96.3   178   226   186 137.6  81.7
##             10927 10928 10942 10943 10948 10951 10957 10959 10963 10967 10968
## Predicted    63.9  52.9   148   148   146   144  67.8  34.2  54.0  99.8 108.2
## cvpred       64.1  53.2   148   148   147   145  68.0  34.4  54.2 100.1 108.6
## pm2.5        18.0  15.0    36    33    44    32 158.0  63.0  11.0   5.0  55.0
## CV residual -46.1 -38.2  -112  -115  -103  -113  90.0  28.6 -43.2 -95.1 -53.6
##             10976 10977 10978 10979 10980  10981  10984  10985  10993 10997
## Predicted   120.0  84.7  55.1  43.7  23.6   3.67   5.41   6.13 65.165 118.2
## cvpred      120.7  85.1  55.3  43.9  23.6   3.65   5.35   6.01 65.406 118.8
## pm2.5       149.0 156.0 144.0 135.0  94.0 105.00 138.00 170.00 65.000 123.0
## CV residual  28.3  70.9  88.7  91.1  70.4 101.35 132.65 163.99 -0.406   4.2
##             10998 11007  11008   11009  11012 11013 11015 11017 11022 11025
## Predicted   108.2  10.8   4.59  -0.640 21.731  39.7  46.2  59.2  95.9  90.8
## cvpred      108.7  10.6   4.29  -0.875 21.797  39.8  46.4  59.4  96.4  91.0
## pm2.5       151.0 171.0 211.00 124.000 22.000  17.0  59.0 146.0 152.0 231.0
## CV residual  42.3 160.4 206.71 124.875  0.203 -22.8  12.6  86.6  55.6 140.0
##             11032 11034 11037 11040 11043 11045 11046 11050 11103  11126  11128
## Predicted    34.3  36.1  48.1  60.0  56.7  76.5   109 101.8  1.43   8.68  -7.18
## cvpred       34.2  36.1  48.1  60.1  56.8  76.6   109 101.9  1.24   8.22  -7.69
## pm2.5       188.0 227.0 184.0 233.0 196.0 103.0    94 169.0 24.00 105.00 105.00
## CV residual 153.8 190.9 135.9 172.9 139.2  26.4   -15  67.1 22.76  96.78 112.69
##             11133 11134 11139 11140 11143 11144 11150 11151 11152 11153 11164
## Predicted    30.1  35.0  78.6  72.8  32.1  26.6 -5.53 -7.88 -17.3 -23.6 -1.51
## cvpred       29.8  34.7  78.8  73.0  32.4  26.9 -5.51 -7.98 -17.4 -23.7 -1.21
## pm2.5       107.0  77.0  39.0  24.0  13.0  11.0 12.00 13.00  14.0  11.0  9.00
## CV residual  77.2  42.3 -39.8 -49.0 -19.4 -15.9 17.51 20.98  31.4  34.7 10.21
##              11171 11176 11177 11184 11185 11186 11187 11188 11192 11195 11210
## Predicted    0.670 -23.3 -14.5  32.8  38.7  91.2  82.7  98.0 97.67  50.2 102.7
## cvpred       0.668 -23.5 -14.8  32.8  38.7  91.5  82.9  98.4 98.06  50.1 102.8
## pm2.5       16.000  11.0  12.0  50.0  51.0  64.0  67.0  77.0 91.00  88.0 186.0
## CV residual 15.332  34.5  26.8  17.2  12.3 -27.5 -15.9 -21.4 -7.06  37.9  83.2
##             11217 11219 11221 11223 11225 11228 11233 11234 11241 11242  11244
## Predicted   100.7  85.0  72.9  60.9  58.7  88.9 104.6 128.5 102.7  91.6 -0.387
## cvpred      100.6  84.8  72.5  60.5  58.3  88.6 104.5 128.6 102.6  91.4 -0.963
## pm2.5       169.0 142.0 141.0 131.0 152.0 172.0 163.0 144.0 184.0 191.0 74.000
## CV residual  68.4  57.2  68.5  70.5  93.7  83.4  58.5  15.4  81.4  99.6 74.963
##             11273 11299 11302 11304 11306 11309 11313 11314 11315 11316 11317
## Predicted    8.68  43.1  39.2 50.57  77.3  51.2  43.1  35.5 27.69  26.5  32.5
## cvpred       8.31  42.8  39.0 50.39  77.1  51.1  43.0  35.4 27.49  26.3  32.4
## pm2.5       25.00 149.0  58.0 56.00  60.0  23.0  16.0  22.0 35.00  72.0 249.0
## CV residual 16.69 106.2  19.0  5.61 -17.1 -28.1 -27.0 -13.4  7.51  45.7 216.6
##             11321  11322  11323 11328 11330  11331 11337 11339 11340 11341
## Predicted    3.13  -8.20  -5.52 -21.6  6.23  9.508  28.7  23.7  23.4 20.74
## cvpred       3.03  -8.24  -5.51 -21.5  6.59  9.867  28.9  23.7  23.4 20.65
## pm2.5       44.00  93.00 118.00  18.0 21.00 10.000   4.0   5.0   9.0 12.00
## CV residual 40.97 101.24 123.51  39.5 14.41  0.133 -24.9 -18.7 -14.4 -8.65
##             11342  11344 11346 11347 11348 11353 11355 11357 11358 11368 11369
## Predicted   18.18 13.031 11.82 16.46  48.1 108.5 119.8 134.0 129.4  12.9  16.7
## cvpred      18.04 12.791 11.63 16.32  48.1 108.7 120.2 134.5 129.8  12.6  16.4
## pm2.5       11.00 13.000 10.00 15.00  19.0  56.0  52.0  48.0  62.0  58.0  68.0
## CV residual -7.04  0.209 -1.63 -1.32 -29.1 -52.7 -68.2 -86.5 -67.8  45.4  51.6
##             11372 11379 11381 11382 11386 11387 11388 11395 11397 11401 11407
## Predicted    47.3  91.3 123.2 123.2 100.7  95.3  85.0  78.6  92.3   103  95.3
## cvpred       47.2  91.4 123.5 123.5 100.7  95.2  84.8  78.3  92.1   103  95.2
## pm2.5       105.0 114.0  87.0  91.0 160.0 175.0 166.0 143.0 156.0   175 140.0
## CV residual  57.8  22.6 -36.5 -32.5  59.3  79.8  81.2  64.7  63.9    72  44.8
##             11408 11409 11422 11449 11474 11483 11484 11491 11493 11499 11500
## Predicted    90.4  86.5 141.8 137.6  70.7 19.42 12.82  40.1  68.9 123.2 128.1
## cvpred       90.3  86.4 142.1 137.8  70.8 19.24 12.65  39.8  68.9 123.5 128.5
## pm2.5       161.0 169.0  49.0  49.0   9.0 15.00 22.00  12.0  24.0  73.0  60.0
## CV residual  70.7  82.6 -93.1 -88.8 -61.8 -4.24  9.35 -27.8 -44.9 -50.5 -68.5
##             11504 11506 11507 11509 11513 11520 11523 11528 11533 11544 11545
## Predicted     108 101.6 101.1    99  84.0 125.1 118.5 130.0  52.2 142.1 142.3
## cvpred        108 101.6 101.1    99  83.9 125.2 118.6 130.1  51.9 142.5 142.7
## pm2.5          93 165.0 156.0   167 117.0  96.0 148.0 143.0  41.0  82.0  79.0
## CV residual   -15  63.4  54.9    68  33.1 -29.2  29.4  12.9 -10.9 -60.5 -63.7
##             11546 11548 11552 11555 11559 11561 11562 11565 11567 11570 11573
## Predicted   142.3 146.4 127.1  48.3  39.7  64.2  67.7  94.0 107.5 100.9 121.7
## cvpred      142.7 146.9 127.4  48.1  39.4  63.9  67.5  93.9 107.6 101.1 121.9
## pm2.5        51.0  67.0  44.0  25.0  27.0  36.0  39.0  64.0  59.0  61.0  70.0
## CV residual -91.7 -79.9 -83.4 -23.1 -12.4 -27.9 -28.5 -29.9 -48.6 -40.1 -51.9
##             11576 11578 11579 11582 11602 11603 11604 11606 11607 11609 11617
## Predicted   120.5 96.44  81.3  64.9 122.4   111   105  98.8  97.9 101.7 146.5
## cvpred      120.6 96.44  81.2  64.5 122.3   111   105  98.5  97.6 101.4 146.6
## pm2.5        82.0 90.00  84.0 105.0 185.0   162   163 165.0 163.0 157.0 178.0
## CV residual -38.6 -6.44   2.8  40.5  62.7    51    58  66.5  65.4  55.6  31.4
##             11619 11624 11627 11629 11634 11639 11640 11644 11646 11648 11650
## Predicted   151.7 143.3   126  41.8  38.9  35.2  24.4  17.9  23.6  13.6 -6.60
## cvpred      151.8 143.4   126  41.5  38.7  35.0  24.3  17.8  23.6  13.4 -7.02
## pm2.5       172.0 195.0   232  97.0  81.0 251.0 234.0  88.0  83.0 100.0 89.00
## CV residual  20.2  51.6   106  55.5  42.3 216.0 209.7  70.2  59.4  86.6 96.02
##             11652 11653 11655 11657 11659 11660 11661 11666 11669 11672 11673
## Predicted   -29.1 -35.4 -55.0 -53.4 -60.0 37.84 41.87  61.3 100.1  73.3  57.4
## cvpred      -29.7 -36.0 -55.7 -54.0 -60.6 37.45 41.53  61.2 100.3  73.2  57.2
## pm2.5        60.0  49.0  38.0  39.0  41.0 33.00 37.00  48.0  18.0  24.0  23.0
## CV residual  89.7  85.0  93.7  93.0 101.6 -4.45 -4.53 -13.2 -82.3 -49.2 -34.2
##             11675 11684 11688 11689 11690 11692 11696 11699 11704 11706 11707
## Predicted   -4.37 -25.7 -9.19  9.49  39.3  35.7  58.6  29.1  24.3 27.58 31.37
## cvpred      -4.84 -25.9 -9.32  9.51  39.3  35.7  58.5  28.7  23.9 27.15 30.99
## pm2.5       27.00  19.0 14.00 13.00  16.0   8.0  11.0  14.0  13.0 33.00 33.00
## CV residual 31.84  44.9 23.32  3.49 -23.3 -27.7 -47.5 -14.7 -10.9  5.85  2.01
##             11708 11710 11720 11721 11723 11726 11735 11740 11741 11746 11747
## Predicted    40.5  57.9  92.0 105.0  98.4  90.0 132.3 147.7   143 141.4 135.4
## cvpred       40.2  57.7  91.9 104.9  98.4  89.9 132.3 147.8   143 141.4 135.4
## pm2.5        28.0  35.0  81.0  50.0  44.0  55.0  93.0 107.0   114 148.0 168.0
## CV residual -12.2 -22.7 -10.9 -54.9 -54.4 -34.9 -39.3 -40.8   -29   6.6  32.6
##             11750 11752 11754 11762 11766 11767 11771 11773   11774 11775 11778
## Predicted    96.3  10.5  1.72 126.6 113.2 131.6  28.2  7.81 -0.0207 -8.22 -12.3
## cvpred       96.0  10.2  1.36 126.9 113.4 131.9  27.9  7.39 -0.4990 -8.75 -12.8
## pm2.5       150.0  84.0 44.00 110.0  86.0  58.0  33.0 34.00 37.0000 38.00  26.0
## CV residual  54.0  73.8 42.64 -16.9 -27.4 -73.9   5.1 26.61 37.4990 46.75  38.8
##             11782 11785 11787 11789 11791 11793 11794 11796 11797 11800 11801
## Predicted    81.4   105   106 109.1  91.5  84.4  73.1  55.1  50.2  44.1 38.87
## cvpred       81.3   105   106 109.2  91.5  84.2  72.7  54.7  49.8  43.5 38.31
## pm2.5        43.0    40    30  26.0  19.0  27.0  23.0  18.0  14.0  29.0 45.00
## CV residual -38.3   -65   -76 -83.2 -72.5 -57.2 -49.7 -36.7 -35.8 -14.5  6.69
##             11802 11803 11807 11808 11809 11810 11812 11821 11822 11825 11828
## Predicted   47.90 52.17  83.8  77.6 100.6 104.7 104.4  84.4  74.3 128.9 140.4
## cvpred      47.38 51.71  83.6  77.3 100.5 104.6 104.4  84.1  74.0 128.9 140.5
## pm2.5       46.00 48.00  55.0  50.0  69.0  80.0  62.0  59.0  53.0  42.0  41.0
## CV residual -1.38 -3.71 -28.6 -27.3 -31.5 -24.6 -42.4 -25.1 -21.0 -86.9 -99.5
##             11834 11835 11839 11842 11847 11851 11852 11853 11854 11855 11857
## Predicted   146.8 147.0 144.6 126.3  63.0  34.5  41.7  41.3  49.5  57.2  65.0
## cvpred      146.8 147.1 144.6 126.2  62.5  34.1  41.3  41.0  49.2  56.9  64.8
## pm2.5        78.0  74.0  88.0  94.0  22.0  20.0  20.0  25.0  35.0  28.0  31.0
## CV residual -68.8 -73.1 -56.6 -32.2 -40.5 -14.1 -21.3 -16.0 -14.2 -28.9 -33.8
##             11858 11862 11867 11869 11880 11881 11886 11887  11895 11898 11899
## Predicted    58.8 121.0  59.8  40.3   119 123.5 147.5 146.5  -2.50 -18.1 -14.7
## cvpred       58.5 121.1  59.3  39.8   119 123.4 147.6 146.6  -3.19 -18.8 -15.2
## pm2.5        26.0  24.0  27.0  21.0    56  80.0  98.0 104.0 165.00 118.0  61.0
## CV residual -32.5 -97.1 -32.3 -18.8   -63 -43.4 -49.6 -42.6 168.19 136.8  76.2
##             11902 11903 11904 11905 11906 11907 11912 11915 11920 11921 11926
## Predicted   -28.2 -25.5 -23.1 -20.6 -16.8 -12.9 -1.65 -11.6 -14.2 -21.8 -30.5
## cvpred      -28.5 -25.8 -23.3 -20.8 -17.0 -12.9 -1.69 -11.8 -14.7 -22.3 -30.9
## pm2.5        60.0  56.0  68.0  51.0  75.0  72.0 63.00  35.0  12.0  11.0  24.0
## CV residual  88.5  81.8  91.3  71.8  92.0  84.9 64.69  46.8  26.7  33.3  54.9
##             11927 11928 11933 11934 11935 11936 11937 11938 11943 11949 11952
## Predicted    3.11 -27.5 -36.7  55.5  91.9  66.8 32.85 25.02 -13.8 -24.9 -13.8
## cvpred       2.96 -27.9 -36.9  55.4  91.9  66.6 32.53 24.64 -14.3 -25.3 -14.2
## pm2.5       16.00  29.0  24.0  18.0  29.0  20.0 28.00 28.00  28.0  70.0  59.0
## CV residual 13.04  56.9  60.9 -37.4 -62.9 -46.6 -4.53  3.36  42.3  95.3  73.2
##             11957 11958 11965 11968 11972 11982 11984 11986 11987 11991 11995
## Predicted   20.70  34.2 -16.6 -16.9  17.3 101.6  37.3  28.2 17.82 8.291 48.40
## cvpred      20.44  34.1 -17.4 -17.6  16.7 101.6  37.0  27.8 17.44 7.715 47.94
## pm2.5       25.00  22.0  26.0  18.0  29.0  58.0  18.0  16.0 15.00 8.000 57.00
## CV residual  4.56 -12.1  43.4  35.6  12.3 -43.6 -19.0 -11.8 -2.44 0.285  9.06
##             12004  12011 12012 12018 12020 12034 12035 12037 12039 12048 12050
## Predicted   122.5 70.393  58.9  4.82  17.3 104.1 102.5  94.9  97.3   123   133
## cvpred      122.7 70.081  58.4  4.17  16.8 103.8 102.1  94.4  96.8   122   133
## pm2.5        37.0 71.000  69.0 24.00  35.0 147.0 153.0 149.0 159.0   250   251
## CV residual -85.7  0.919  10.6 19.83  18.2  43.2  50.9  54.6  62.2   128   118
##             12061 12062 12065 12068 12069 12070 12075 12076 12078 12079 12086
## Predicted    96.1  97.6  95.2  62.5  65.7  68.1  75.3  89.4  61.3  55.6  46.2
## cvpred       95.5  97.0  94.5  61.9  65.2  67.7  75.1  89.3  61.1  55.4  45.8
## pm2.5       217.0 237.0 221.0  75.0  32.0  27.0   7.0   6.0   5.0   6.0  13.0
## CV residual 121.5 140.0 126.5  13.1 -33.2 -40.7 -68.1 -83.3 -56.1 -49.4 -32.8
##             12087 12088 12090 12092 12093 12095 12097 12103 12105 12107 12110
## Predicted    39.9  53.6  56.1  63.3  76.7  74.5  77.7  33.3  31.1  36.5  25.9
## cvpred       39.3  53.1  55.6  62.9  76.3  74.2  77.4  33.2  31.1  36.4  25.8
## pm2.5        14.0  16.0  19.0  15.0  20.0  27.0  28.0  46.0  14.0  16.0  12.0
## CV residual -25.3 -37.1 -36.6 -47.9 -56.3 -47.2 -49.4  12.8 -17.1 -20.4 -13.8
##             12111 12115 12116 12119 12121 12129 12145 12146 12155 12156 12159
## Predicted    50.4  63.0  67.7  91.3  80.5  43.8  67.8 106.7  63.4  48.7 -16.9
## cvpred       50.2  62.9  67.6  91.5  80.5  43.7  67.7 106.7  62.9  48.2 -17.7
## pm2.5         7.0  47.0  31.0  22.0  26.0  54.0  36.0  40.0 114.0  69.0  25.0
## CV residual -43.2 -15.9 -36.6 -69.5 -54.5  10.3 -31.7 -66.7  51.1  20.8  42.7
##             12161 12162 12163  12165 12170 12171 12172 12175 12178 12180 12181
## Predicted   -12.5 -5.71 -2.79   8.44 70.78 105.8 120.2   122 101.1  94.8  88.8
## cvpred      -13.3 -6.42 -3.45   7.93 70.63 105.8 120.3   122 100.7  94.4  88.3
## pm2.5        21.0 24.00 31.00 118.00 69.00  66.0  77.0    89 155.0 200.0 187.0
## CV residual  34.3 30.42 34.45 110.07 -1.63 -39.8 -43.3   -33  54.3 105.6  98.7
##             12182 12183 12190 12193 12200 12202 12204 12215 12223 12228 12229
## Predicted    82.1  62.0 50.17  75.2 102.1  80.6  63.4  44.7  76.8 10.46 -1.26
## cvpred       81.5  61.3 49.73  74.9 101.8  80.1  62.8  44.2  76.6  9.73 -2.04
## pm2.5       152.0 123.0 47.00  53.0  81.0 100.0 109.0  59.0  56.0 69.00 73.00
## CV residual  70.5  61.7 -2.73 -21.9 -20.8  19.9  46.2  14.8 -20.6 59.27 75.04
##             12237 12238 12240  12243 12244 12248  12249 12281 12291 12297 12298
## Predicted    4.93  91.8 109.7 103.90 108.5  99.3 112.15  74.6 125.4 125.8 115.0
## cvpred       4.39  91.4 109.4 103.65 108.3  99.0 111.87  73.9 125.1 125.3 114.5
## pm2.5       47.00  48.0  57.0  97.00  95.0 115.0 116.00  97.0 177.0 171.0 154.0
## CV residual 42.61 -43.4 -52.4  -6.65 -13.3  16.0   4.13  23.1  51.9  45.7  39.5
##             12300 12303 12304 12305 12306 12307 12308 12311   12315 12320
## Predicted    84.0    37  34.8  38.3  50.6  57.8  66.5  73.8 100.285   125
## cvpred       83.3    36  33.8  37.4  49.7  56.9  65.7  73.0  99.762   125
## pm2.5       140.0   119 124.0 105.0 106.0 104.0 112.0 100.0 100.000    90
## CV residual  56.7    83  90.2  67.6  56.3  47.1  46.3  27.0   0.238   -35
##              12322 12326 12332 12334 12335 12336 12339 12341 12342 12343 12344
## Predicted   109.41 100.1 105.5  97.0  92.5 108.0 117.3 128.9 129.1 132.7 117.0
## cvpred      108.87  99.4 104.8  96.3  91.9 107.5 116.9 128.6 128.9 132.4 116.6
## pm2.5       105.00 118.0 146.0 114.0  61.0  92.0  82.0  58.0  55.0  62.0  56.0
## CV residual  -3.87  18.6  41.2  17.7 -30.9 -15.5 -34.9 -70.6 -73.9 -70.4 -60.6
##             12345 12346 12347 12350 12353 12355 12358 12364 12365 12369 12370
## Predicted   111.0 90.75  82.7    52 31.35  58.4 106.0  71.5  64.1  63.8  50.8
## cvpred      110.5 90.12  82.0    51 30.52  57.8 105.7  71.1  63.7  63.3  50.2
## pm2.5        52.0 99.00  65.0    85 26.00  28.0  15.0  15.0  17.0   9.0   9.0
## CV residual -58.5  8.88 -17.0    34 -4.52 -29.8 -90.7 -56.1 -46.7 -54.3 -41.2
##             12371 12375 12386 12388 12392 12399 12400 12401 12406 12413 12415
## Predicted    43.7  63.9  37.8  35.1  34.8  4.41  37.0 23.07  63.4 113.5 115.2
## cvpred       43.1  63.3  37.3  34.6  34.3  3.50  36.3 22.25  62.9 113.3 114.9
## pm2.5         8.0  13.0  17.0  16.0   8.0 10.00  11.0 17.00  29.0  45.0  57.0
## CV residual -35.1 -50.3 -20.3 -18.6 -26.3  6.50 -25.3 -5.25 -33.9 -68.3 -57.9
##             12418 12420 12422 12425 12427 12428 12432 12434 12439 12445 12446
## Predicted    79.3  58.8  24.5  6.53  17.9  21.4 80.69  82.4  50.5 -1.07 -7.55
## cvpred       78.7  58.0  23.4  5.49  16.9  20.5 80.19  81.9  50.1 -1.82 -8.36
## pm2.5        99.0 105.0  81.0 64.00 100.0  92.0 73.00  68.0  18.0  9.00  9.00
## CV residual  20.3  47.0  57.6 58.51  83.1  71.5 -7.19 -13.9 -32.1 10.82 17.36
##             12447 12448 12452 12454 12455 12456 12457 12463 12470 12471  12475
## Predicted   -4.52  23.6 17.60 47.88 47.02  89.7  93.3  92.3 26.24  30.8 21.465
## cvpred      -5.33  22.8 16.84 47.31 46.45  89.4  93.0  92.0 25.41  30.0 20.684
## pm2.5       11.00  11.0 15.00 56.00 45.00  48.0  53.0  57.0 30.00  44.0 21.000
## CV residual 16.33 -11.8 -1.84  8.69 -1.45 -41.4 -40.0 -35.0  4.59  14.0  0.316
##             12476 12477 12479 12481 12488 12489 12490 12491 12496 12497 12499
## Predicted   25.50  39.0  83.0   101 105.5  94.7  79.1  69.5  27.6  31.4  34.0
## cvpred      24.76  38.4  82.7   101 105.1  94.2  78.4  68.8  26.6  30.4  33.1
## pm2.5       18.00  25.0  24.0    28 125.0 133.0 133.0 126.0  90.0  83.0  67.0
## CV residual -6.76 -13.4 -58.7   -73  19.9  38.8  54.6  57.2  63.4  52.6  33.9
##             12500 12506 12507 12516 12517 12521 12527 12528 12533 12552 12553
## Predicted    41.9 102.2 106.9 82.93 77.55  85.1 126.6 126.1 137.9 130.3 125.3
## cvpred       41.1 101.7 106.4 82.21 76.78  84.3 126.2 125.7 137.6 129.8 124.8
## pm2.5        67.0  65.0  50.0 87.00 85.00  86.0 163.0 170.0 201.0  59.0  66.0
## CV residual  25.9 -36.7 -56.4  4.79  8.22   1.7  36.8  44.3  63.4 -70.8 -58.8
##             12558 12560 12566 12571 12572 12573 12575 12586 12587 12588 12589
## Predicted     122   138  52.6  72.5  81.2  94.7   113 115.1 104.6  85.6  81.4
## cvpred        122   137  51.7  71.7  80.4  94.0   112 114.5 103.9  84.7  80.6
## pm2.5           6     7  22.0  27.0  28.0  40.0    33 189.0 165.0 152.0 126.0
## CV residual  -116  -130 -29.7 -44.7 -52.4 -54.0   -79  74.5  61.1  67.3  45.4
##             12591 12594 12600 12601  12603 12606 12612 12621 12624 12626 12638
## Predicted    65.3 61.75  96.5 101.2 113.87 126.1  85.1 109.7 131.2 134.6  90.6
## cvpred       64.4 60.81  95.9 100.6 113.36 125.7  84.2 109.2 130.8 134.2  89.9
## pm2.5       112.0 67.00 119.0 121.0 121.00 176.0 130.0  48.0  84.0 122.0  67.0
## CV residual  47.6  6.19  23.1  20.4   7.64  50.3  45.8 -61.2 -46.8 -12.2 -22.9
##              12640 12642 12645 12647 12652 12658 12659 12668 12670 12671 12672
## Predicted   85.217 105.2 123.3 123.0   130  82.5  52.8 56.69  74.8  97.3 112.4
## cvpred      84.427 104.8 122.9 122.6   129  81.8  52.1 55.88  74.1  96.7 111.9
## pm2.5       85.000  25.0  33.0  55.0    14  12.0  11.0 48.00  39.0  34.0  45.0
## CV residual  0.573 -79.8 -89.9 -67.6  -115 -69.8 -41.1 -7.88 -35.1 -62.7 -66.9
##             12678 12679   12680  12681 12684 12686 12691 12692 12693 12695
## Predicted   137.9 132.5 117.121 116.63  86.0  69.6 58.96  67.6  86.9 104.4
## cvpred      137.6 132.2 116.635 116.14  85.2  68.7 58.03  66.7  86.2 103.7
## pm2.5        96.0  98.0 117.000 119.00  96.0  95.0 63.00  45.0  70.0 116.0
## CV residual -41.6 -34.2   0.365   2.86  10.8  26.3  4.97 -21.7 -16.2  12.3
##             12696 12697 12699 12702 12705 12706 12711 12712 12713 12717  12724
## Predicted     109 103.1 107.3 123.0  95.9  85.1  56.1  54.5  61.7  91.6 136.16
## cvpred        108 102.5 106.8 122.6  95.2  84.4  55.1  53.5  60.6  90.9 135.76
## pm2.5         127 132.0 156.0  93.0 133.0 153.0 236.0 231.0 220.0 141.0 128.00
## CV residual    19  29.5  49.2 -29.6  37.8  68.6 180.9 177.5 159.4  50.1  -7.76
##             12728 12731 12732 12736  12744 12745 12746 12749 12752 12756 12757
## Predicted   125.6 108.0  96.9  91.3 131.53 131.8 135.3 132.8 137.9 121.9 121.9
## cvpred      125.1 107.3  96.1  90.4 131.14 131.4 134.9 132.4 137.6 121.5 121.5
## pm2.5       165.0 156.0 167.0 152.0 138.00 154.0 192.0  96.0  76.0  95.0  95.0
## CV residual  39.9  48.7  70.9  61.6   6.86  22.6  57.1 -36.4 -61.6 -26.5 -26.5
##             12758 12762 12763 12768  12770  12772 12774 12775 12778 12779 12780
## Predicted   115.9 117.6 113.0 127.0 125.30 127.63 136.8   131 112.0 111.0 105.4
## cvpred      115.4 117.1 112.5 126.6 124.91 127.25 136.4   131 111.5 110.4 104.7
## pm2.5        97.0 139.0 144.0 114.0 134.00 125.00 121.0   110  88.0  87.0  85.0
## CV residual -18.4  21.9  31.5 -12.6   9.09  -2.25 -15.4   -21 -23.5 -23.4 -19.7
##             12781 12783 12789 12793 12798 12801 12802 12804 12808 12810 12811
## Predicted   94.61 90.34   113   126   142 129.6 114.8  89.3  56.4  67.4  85.0
## cvpred      93.87 89.54   112   126   141 129.1 114.1  88.5  55.4  66.4  84.1
## pm2.5       88.00 80.00    87   151   257 227.0 198.0 154.0 101.0  99.0 113.0
## CV residual -5.87 -9.54   -25    25   116  97.9  83.9  65.5  45.6  32.6  28.9
##             12813 12815 12826 12827 12830 12831 12832 12834 12844 12845 12846
## Predicted     103   116 124.1 114.4  98.2  89.2  88.3  81.3   127 126.6 137.2
## cvpred        103   115 123.5 113.7  97.4  88.3  87.4  80.3   126 126.2 136.8
## pm2.5         269   245 198.0 205.0 182.0 167.0 161.0 155.0   254 205.0 230.0
## CV residual   166   130  74.5  91.3  84.6  78.7  73.6  74.7   128  78.8  93.2
##             12848 12854 12858 12859 12862 12865 12867 12870 12873 12874 12875
## Predicted   125.9  89.2  47.2  46.9  88.2  87.8  95.6   109  96.1  80.6  64.1
## cvpred      125.4  88.3  46.2  45.9  87.5  87.1  94.9   108  95.4  79.8  63.1
## pm2.5       187.0 158.0 120.0 111.0 192.0 199.0 158.0   171 172.0 169.0 178.0
## CV residual  61.6  69.7  73.8  65.1 104.5 111.9  63.1    63  76.6  89.2 114.9
##             12876 12877 12878 12880 12888 12891 12892 12897 12901 12902 12903
## Predicted    73.9  50.4  48.8  40.7  77.5  88.8  93.1   115   114   114   114
## cvpred       72.9  49.4  47.8  39.7  76.7  88.1  92.4   114   114   113   113
## pm2.5       149.0 164.0 117.0 109.0 164.0 146.0 137.0   217   251   337   402
## CV residual  76.1 114.6  69.2  69.3  87.3  57.9  44.6   103   137   224   289
##             12905 12907 12908 12910  12913 12915 12920 12921 12924 12925 12928
## Predicted     113   116   116 119.0 133.91 142.4 136.8 136.0   123 121.5 118.2
## cvpred        112   115   115 118.3 133.34 141.9 136.3 135.5   122 120.9 117.6
## pm2.5         442   445   352 132.0 139.00 152.0 169.0 182.0   169 185.0 163.0
## CV residual   330   330   237  13.7   5.66  10.1  32.7  46.5    47  64.1  45.4
##             12930  12931 12934 12936 12941 12942 12943 12947 12948 12952 12960
## Predicted   140.9 140.43   140   142   141   140   139 103.7 106.5  87.5  97.7
## cvpred      140.6 140.08   140   141   141   140   139 103.2 105.9  86.8  97.1
## pm2.5       194.0 133.00    34    29    11    25    18  16.0  22.0  23.0  41.0
## CV residual  53.4  -7.08  -106  -112  -130  -115  -121 -87.2 -83.9 -63.8 -56.1
##             12962 12977 12979 12980 12986 12988  12989 12992 12996 12998 13000
## Predicted   125.7  53.6  73.4  78.3 132.8 137.7 127.78 109.1  78.2  65.2  58.8
## cvpred      125.3  52.8  72.6  77.6 132.4 137.4 127.51 108.6  77.5  64.4  57.9
## pm2.5        43.0  22.0  25.0  26.0  87.0 109.0 134.00  52.0  24.0  19.0  21.0
## CV residual -82.3 -30.8 -47.6 -51.6 -45.4 -28.4   6.49 -56.6 -53.5 -45.4 -36.9
##             13001 13011 13014 13019 13021 13025 13026 13028 13029 13030 13031
## Predicted    67.3 114.9 137.2  72.4  54.1  69.8  68.7  77.0  76.6  90.7  94.2
## cvpred       66.4 114.6 136.8  71.7  53.3  69.0  67.9  76.3  75.8  90.1  93.6
## pm2.5        20.0  49.0  49.0  59.0  26.0  39.0  40.0  53.0  58.0  55.0  56.0
## CV residual -46.4 -65.6 -87.8 -12.7 -27.3 -30.0 -27.9 -23.3 -17.8 -35.1 -37.6
##             13032   13033  13036 13037  13038  13040  13041 13045 13049 13063
## Predicted   108.0 107.787 116.83 131.8 127.01 121.50 116.62  99.5    72   131
## cvpred      107.5 107.233 116.37 131.4 126.57 121.01 116.08  98.7    71   130
## pm2.5        93.0 108.000 118.00 121.0 119.00 123.00 125.00 162.0   166   265
## CV residual -14.5   0.767   1.63 -10.4  -7.57   1.99   8.92  63.3    95   135
##             13068 13073 13074 13075 13077 13081  13088 13091 13096 13101 13102
## Predicted     121  96.1  99.2   104   106   133 139.19 134.7 112.6 122.4 122.2
## cvpred        120  95.2  98.3   103   105   132 138.79 134.1 111.8 121.7 121.4
## pm2.5         242 223.0 228.0   243   224   266 145.00  37.0  52.0 213.0 213.0
## CV residual   122 127.8 129.7   140   119   134   6.21 -97.1 -59.8  91.3  91.6
##             13104 13106 13116 13117 13118 13119 13120 13122 13126 13134 13136
## Predicted     126   130 138.3 136.7 136.2   128 128.0 128.0 132.2 138.0 138.3
## cvpred        125   129 137.7 136.1 135.6   127 127.4 127.4 131.6 137.5 137.7
## pm2.5         233   254  39.0  61.0  77.0    93 109.0  81.0 112.0 179.0 166.0
## CV residual   108   125 -98.7 -75.1 -58.6   -34 -18.4 -46.4 -19.6  41.5  28.3
##             13140 13143   13145 13148 13150 13154 13156 13157 13159 13160 13163
## Predicted   131.3 121.7 122.389 122.2 133.4   138 143.7   144 137.4   131  90.1
## cvpred      130.6 120.9 121.613 121.4 132.8   137 143.2   143 136.9   131  89.3
## pm2.5       162.0 140.0 122.000 170.0 187.0   215 195.0   245 220.0   244  72.0
## CV residual  31.4  19.1   0.387  48.6  54.2    78  51.8   102  83.1   113 -17.3
##             13166 13169 13170 13171 13182 13184 13185 13186 13191 13196 13197
## Predicted    56.2  51.9  51.6    57   130 118.0 102.9  83.4 42.26  85.6  62.6
## cvpred       55.2  50.9  50.6    56   130 117.4 102.2  82.6 41.24  84.7  61.7
## pm2.5        26.0  26.0  23.0    30    85  48.0  46.0  47.0 40.00  96.0  73.0
## CV residual -29.2 -24.9 -27.6   -26   -45 -69.4 -56.2 -35.6 -1.24  11.3  11.3
##             13202 13205 13209 13214 13217 13224 13225 13226 13234 13238 13243
## Predicted   90.78  84.3  85.3 104.2 104.6 129.8 129.6   135 113.4  91.6    92
## cvpred      90.02  83.6  84.6 103.5 103.9 129.2 129.1   134 112.6  90.6    91
## pm2.5       82.00  67.0 105.0 165.0 141.0 145.0 152.0   173 142.0 180.0   170
## CV residual -8.02 -16.6  20.4  61.5  37.1  15.8  22.9    39  29.4  89.4    79
##             13246 13247 13254 13255 13259 13265 13270 13276 13277 13281 13283
## Predicted     106  94.9 138.5 133.0  71.5  50.1  91.0   137 137.9 116.4  72.3
## cvpred        105  94.1 138.1 132.6  70.9  49.3  90.4   137 137.6 115.8  71.5
## pm2.5         188 179.0  42.0  44.0  11.0  16.0  19.0    37  38.0  37.0  26.0
## CV residual    83  84.9 -96.1 -88.6 -59.9 -33.3 -71.4  -100 -99.6 -78.8 -45.5
##             13287 13289 13292 13296 13297 13298 13300 13305 13315 13316 13317
## Predicted    50.9  43.3  53.8 103.2 108.2 113.5 114.5  95.3  49.1  58.5  72.6
## cvpred       49.9  42.4  53.0 102.7 107.8 113.1 114.1  94.7  48.1  57.6  71.9
## pm2.5        14.0  16.0  12.0  28.0  18.0  22.0  41.0  14.0  21.0  18.0  23.0
## CV residual -35.9 -26.4 -41.0 -74.7 -89.8 -91.1 -73.1 -80.7 -27.1 -39.6 -48.9
##             13318 13323 13327 13336 13338 13340 13346 13347 13349 13358 13360
## Predicted    81.7 115.9 115.1 92.24 85.89  90.1 131.1 136.0   139 101.7  89.8
## cvpred       80.9 115.3 114.6 91.33 84.98  89.3 130.5 135.5   139 100.8  88.8
## pm2.5        25.0  57.0  93.0 89.00 91.00  66.0 171.0 185.0   275 197.0 130.0
## CV residual -55.9 -58.3 -21.6 -2.33  6.02 -23.3  40.5  49.5   136  96.2  41.2
##             13365  13369 13373 13375  13376 13378 13379   13380  13381 13382
## Predicted    96.0 103.10 133.9 138.7 133.05 121.1 120.6 110.198 103.86 102.7
## cvpred       95.2 102.43 133.3 138.2 132.48 120.4 119.9 109.482 103.05 101.9
## pm2.5       132.0 112.00 105.0 107.0 127.00 111.0 126.0 109.000 108.00 122.0
## CV residual  36.8   9.57 -28.3 -31.2  -5.48  -9.4   6.1  -0.482   4.95  20.1
##             13383 13388  13393 13396 13397 13398 13399 13400 13401 13405 13412
## Predicted    97.5 103.8 125.82 128.9 128.0   128 131.8 121.4 125.3 107.9 103.9
## cvpred       96.6 103.1 125.14 128.3 127.4   127 131.3 120.9 124.7 107.1 103.1
## pm2.5       112.0  92.0 120.00  95.0  92.0    89 102.0  99.0  97.0  95.0  91.0
## CV residual  15.4 -11.1  -5.14 -33.3 -35.4   -38 -29.3 -21.9 -27.7 -12.1 -12.1
##             13423 13425 13428 13430 13431 13433 13436 13441 13443 13450  13455
## Predicted   129.8 123.2 118.0 112.1 107.5  92.5   118 135.9 136.2 133.9 106.40
## cvpred      129.2 122.5 117.2 111.2 106.6  91.5   117 135.5 135.8 133.3 105.58
## pm2.5        90.0  94.0 131.0 144.0 144.0 132.0   133  44.0  42.0  70.0 103.00
## CV residual -39.2 -28.5  13.8  32.8  37.4  40.5    16 -91.5 -93.8 -63.3  -2.58
##              13456  13461 13464 13466 13468 13478 13483 13488 13492 13493 13494
## Predicted   105.54 112.14 111.1 105.3 118.6  89.6 93.82 133.7 139.8 140.0 140.2
## cvpred      104.72 111.47 110.4 104.7 118.1  88.7 92.95 133.2 139.3 139.6 139.7
## pm2.5       109.00 107.00 100.0  78.0  77.0  70.0 90.00  47.0  69.0  71.0  80.0
## CV residual   4.28  -4.47 -10.4 -26.7 -41.1 -18.7 -2.95 -86.2 -70.3 -68.6 -59.7
##             13496 13502 13503 13506 13507 13512 13513 13518 13520 13524 13527
## Predicted   134.2 112.9 122.9   127 121.7 130.3 131.0 138.3 131.8 119.5 104.1
## cvpred      133.7 112.1 122.2   126 121.1 129.8 130.6 137.9 131.4 118.8 103.3
## pm2.5        93.0 181.0 186.0    77  87.0  88.0 117.0  69.0  64.0  76.0 127.0
## CV residual -40.7  68.9  63.8   -49 -34.1 -41.8 -13.6 -68.9 -67.4 -42.8  23.7
##             13528 13529 13531 13534 13542 13546   13547  13548 13549 13553
## Predicted     104  99.2 107.9   125 134.4 122.8 117.896 108.62 108.1 112.5
## cvpred        103  98.4 107.1   124 133.9 122.1 117.179 107.86 107.4 111.7
## pm2.5         128 128.0 142.0   151 121.0 150.0 117.000 105.00  66.0  73.0
## CV residual    25  29.6  34.9    27 -12.9  27.9  -0.179  -2.86 -41.4 -38.7
##             13556 13562 13563 13570 13577 13579 13580 13582 13588 13589 13590
## Predicted   115.8 138.7 138.4   137 124.8 118.7 123.4 139.3 139.3 139.3 139.3
## cvpred      115.1 138.2 137.9   137 124.2 118.1 122.8 138.8 138.8 138.8 138.8
## pm2.5        79.0  57.0  53.0    14  58.0  65.0  56.0  80.0  87.0  89.0  83.0
## CV residual -36.1 -81.2 -84.9  -123 -66.2 -53.1 -66.8 -58.8 -51.8 -49.8 -55.8
##             13591 13595 13596 13597 13601 13602 13604 13608 13609 13617 13618
## Predicted   143.4 127.8 133.4 122.9 114.4 117.7 126.0 124.1   124 123.0 122.5
## cvpred      142.9 127.2 132.8 122.2 113.7 116.9 125.4 123.5   123 122.4 121.9
## pm2.5        77.0  90.0  92.0  95.0  88.0  88.0  78.0 106.0    94  74.0 111.0
## CV residual -65.9 -37.2 -40.8 -27.2 -25.7 -28.9 -47.4 -17.5   -29 -48.4 -10.9
##             13619 13620 13623 13626 13628 13634 13635 13637 13638 13639 13640
## Predicted   116.8 115.6 126.5 124.3   128   137   137   137   137   137   137
## cvpred      116.2 114.9 125.7 123.5   128   136   136   136   136   136   136
## pm2.5       146.0 155.0 189.0 211.0   256   296   321   288   293   307   335
## CV residual  29.8  40.1  63.3  87.5   128   160   185   152   157   171   199
##             13644 13652 13653 13654 13657 13658 13660 13662 13663 13667 13668
## Predicted     126   124   128   129   132   131   131   136   136   123   120
## cvpred        125   123   128   128   131   131   130   136   135   122   119
## pm2.5         336   235   244   237   361   325   354   383   355   376   356
## CV residual   211   112   116   109   230   194   224   247   220   254   237
##             13671 13674 13675 13677 13680 13681 13684 13687 13688 13691 13693
## Predicted     117 122.8 132.3 142.3   142   139 137.8   139   139 137.1 137.5
## cvpred        116 122.1 131.6 141.7   141   138 137.2   138   138 136.4 136.9
## pm2.5         310  62.0  49.0  53.0    19    20  40.0    31    38  64.0  48.0
## CV residual   194 -60.1 -82.6 -88.7  -122  -118 -97.2  -107  -100 -72.4 -88.9
##             13700 13701 13703 13704 13705 13708 13711 13712 13714 13726 13732
## Predicted   126.0 136.1 137.8 137.5 142.9 142.9   143 137.9   118   121   139
## cvpred      125.3 135.4 137.2 136.9 142.3 142.3   142 137.3   117   120   138
## pm2.5        40.0  63.0 118.0  84.0  85.0  80.0    38  39.0    24    60    61
## CV residual -85.3 -72.4 -19.2 -52.9 -57.3 -62.3  -104 -98.3   -93   -60   -77
##             13733 13735 13736 13749 13757 13759 13763 13766 13767 13769 13770
## Predicted   139.0 137.4   139 118.9 125.3 124.3 126.2   111 115.5   114 122.2
## cvpred      138.5 136.9   139 118.2 124.6 123.7 125.4   110 114.6   113 121.3
## pm2.5        53.0  40.0    37  90.0 183.0 202.0 218.0   213 210.0   215 184.0
## CV residual -85.5 -96.9  -102 -28.2  58.4  78.3  92.6   103  95.4   102  62.7
##             13774 13775 13778 13779 13781 13783 13786 13791 13792 13793 13795
## Predicted     131   130   135   136   137   137 137.6 126.0 137.7 132.8 131.1
## cvpred        130   129   134   136   136   136 137.1 125.3 137.1 132.2 130.5
## pm2.5         238   259   311   306   313   284  88.0  32.0  54.0  66.0  38.0
## CV residual   108   130   177   170   177   148 -49.1 -93.3 -83.1 -66.2 -92.5
##             13800 13801 13803 13806 13811 13812 13819 13820 13822 13829 13830
## Predicted   131.2   144   144   143 115.4 109.5 106.1 115.3 118.5 138.8 142.9
## cvpred      130.7   144   144   143 114.7 108.7 105.3 114.5 117.8 138.3 142.4
## pm2.5        41.0    39    41    36  38.0  35.0  48.0  44.0  57.0 102.0  87.0
## CV residual -89.7  -105  -103  -107 -76.7 -73.7 -57.3 -70.5 -60.8 -36.3 -55.4
##             13833 13838 13840 13841 13843 13909 13910 13911 13914 13915 13922
## Predicted     126  92.3  72.6  64.3 101.5 103.5  87.7  86.4  97.0  92.2 120.9
## cvpred        125  91.4  71.5  63.2 100.6 102.7  86.8  85.5  96.2  91.5 120.4
## pm2.5          59  46.0  20.0  41.0  82.0  59.0  46.0  49.0  50.0  66.0  77.0
## CV residual   -66 -45.4 -51.5 -22.2 -18.6 -43.7 -40.8 -36.5 -46.2 -25.5 -43.4
##             13928 13929   13933 13936  13937 13939 13940 13941 13945 13947
## Predicted   133.9 128.3 107.738  96.4  95.28  98.7 103.0 107.6 138.3 132.9
## cvpred      133.3 127.7 106.866  95.5  94.36  97.9 102.2 106.9 137.7 132.4
## pm2.5       110.0 109.0 106.000 114.0 101.00 117.0 115.0 117.0 118.0 166.0
## CV residual -23.3 -18.7  -0.866  18.5   6.64  19.1  12.8  10.1 -19.7  33.6
##              13948 13952 13954 13955 13956 13961 13964 13968  14026 14027 14030
## Predicted   136.82 130.2 132.4 126.8 116.0 102.1   110 117.7 118.46 112.6 83.32
## cvpred      136.25 129.6 131.7 126.1 115.2 101.2   109 117.1 117.68 111.8 82.31
## pm2.5       144.00 190.0 200.0 178.0 134.0 132.0   175 104.0 109.00  98.0 84.00
## CV residual   7.75  60.4  68.3  51.9  18.8  30.8    66 -13.1  -8.68 -13.8  1.69
##             14032 14033 14035 14037 14038 14040 14044 14045 14051 14055 14058
## Predicted   82.82  78.2 99.89 113.9   118   123 125.9 130.5   116 105.2   109
## cvpred      81.75  77.1 98.91 113.1   117   122 125.2 129.9   115 104.2   108
## pm2.5       75.00 102.0 92.00  94.0    92   139 208.0 211.0   217 195.0   202
## CV residual -6.75  24.9 -6.91 -19.1   -25    17  82.8  81.1   102  90.8    94
##             14059 14061 14063 14089 14090  14093 14095 14099 14115 14116 14119
## Predicted   111.9   145 138.7 137.5 137.8 139.29 143.4 111.4   133 137.8 137.8
## cvpred      111.2   145 138.2 136.9 137.2 138.77 142.9 110.4   132 137.2 137.2
## pm2.5       102.0    30  42.0  74.0  64.0 146.00  64.0  96.0   111 105.0 107.0
## CV residual  -9.2  -115 -96.2 -62.9 -73.2   7.23 -78.9 -14.4   -21 -32.2 -30.2
##             14121 14125 14129 14134 14135  14136 14137 14138 14140 14149 14150
## Predicted   127.5 101.2  98.2 124.1 123.2 132.66 132.4 131.9 135.3 113.7 103.3
## cvpred      126.8 100.3  97.2 123.3 122.5 131.98 131.7 131.2 134.7 112.8 102.4
## pm2.5       128.0 132.0 161.0 154.0 140.0 130.00 113.0 100.0  91.0 135.0 125.0
## CV residual   1.2  31.7  63.8  30.7  17.5  -1.98 -18.7 -31.2 -43.7  22.2  22.6
##             14151 14154 14161 14168 14172 14173 14180 14184 14195  14196 14197
## Predicted    97.3 104.2 110.9   143 130.4   125 141.6 142.3 132.0 137.54 141.8
## cvpred       96.4 103.3 110.1   142 129.6   124 140.9 141.7 131.4 136.92 141.2
## pm2.5       148.0 147.0 125.0    33 110.0   108 128.0 156.0  99.0 143.00 118.0
## CV residual  51.6  43.7  14.9  -109 -19.6   -16 -12.9  14.3 -32.4   6.08 -23.2
##             14198 14209 14215 14221 14225 14226 14227 14234 14241 14244 14249
## Predicted   141.0   129   132  84.2  70.1  73.6  87.7 139.0 133.2 122.0 107.4
## cvpred      140.4   128   132  83.3  69.1  72.6  86.9 138.5 132.5 121.3 106.8
## pm2.5       116.0    10    17   7.0   4.0   8.0  17.0  51.0  69.0  88.0  37.0
## CV residual -24.4  -118  -115 -76.3 -65.1 -64.6 -69.9 -87.5 -63.5 -33.3 -69.8
##             14252 14255 14257 14258 14259 14261 14267 14269 14270 14272 14274
## Predicted   109.5 111.3   121   121   125   136  94.5  81.4  67.3  65.7  90.9
## cvpred      108.9 110.8   121   120   124   136  93.8  80.7  66.4  64.7  90.1
## pm2.5        29.0  19.0    16    16    18     3  10.0   9.0  18.0  29.0  21.0
## CV residual -79.9 -91.8  -105  -104  -106  -133 -83.8 -71.7 -48.4 -35.7 -69.1
##             14275 14277 14279 14282 14283 14287 14288 14289 14297 14301 14302
## Predicted    99.8 117.4 125.0 128.1 132.8 145.9 140.0 133.9  81.0 106.7 116.4
## cvpred       99.1 116.8 124.4 127.7 132.4 145.6 139.6 133.3  80.3 106.1 115.9
## pm2.5        29.0  37.0  44.0  55.0  61.0  63.0  60.0  75.0  48.0  54.0  50.0
## CV residual -70.1 -79.8 -80.4 -72.7 -71.4 -82.6 -79.6 -58.3 -32.3 -52.1 -65.9
##             14304 14306 14308 14309 14311 14316 14322 14323 14324 14328 14329
## Predicted   125.7 124.8 133.3 146.4   140 109.0  85.0  94.2 103.6   135 139.5
## cvpred      125.3 124.3 132.9 146.1   140 108.2  84.1  93.4 102.9   135 139.1
## pm2.5        69.0  68.0  76.0  81.0    96  79.0  54.0  47.0  45.0    57  60.0
## CV residual -56.3 -56.3 -56.9 -65.1   -44 -29.2 -30.1 -46.4 -57.9   -78 -79.1
##              14342 14346 14349 14355 14356 14358 14362 14365 14366 14368 14372
## Predicted    97.97  93.6   130 138.9 140.5 145.7 120.0  93.9  89.0  79.7 101.1
## cvpred       97.06  92.7   129 138.5 140.1 145.3 119.4  93.0  88.1  78.9 100.4
## pm2.5       100.00  69.0    77 120.0 127.0 134.0  97.0 110.0 117.0  92.0 120.0
## CV residual   2.94 -23.7   -52 -18.5 -13.1 -11.3 -22.4  17.0  28.9  13.1  19.6
##             14373 14411  14414 14419 14421 14423 14427 14435 14438 14448 14451
## Predicted     131 119.3 123.53 105.6 139.8 140.5 141.5 122.7 124.8 140.3 145.2
## cvpred        130 118.6 122.92 104.9 139.3 140.1 141.2 122.1 124.2 139.9 144.8
## pm2.5         113 137.0 129.00  94.0  88.0 115.0  98.0 106.0  97.0 118.0 121.0
## CV residual   -17  18.4   6.08 -10.9 -51.3 -25.1 -43.2 -16.1 -27.2 -21.9 -23.8
##             14455 14456 14463 14465 14470 14474 14478 14481 14482 14487 14493
## Predicted   140.5 138.9 117.8 106.5 134.9 140.8 141.3 139.3 133.7  97.9 126.9
## cvpred      140.1 138.5 117.1 105.8 134.4 140.4 140.9 138.8 133.2  97.2 126.4
## pm2.5       120.0 126.0  82.0  80.0 118.0 111.0 111.0 120.0 115.0  80.0  55.0
## CV residual -20.1 -12.5 -35.1 -25.8 -16.4 -29.4 -29.9 -18.8 -18.2 -17.2 -71.4
##             14495 14499 14504 14507 14509 14512 14514 14515 14518 14519  14526
## Predicted   137.3 147.4 140.1 120.0 105.4 95.09 103.6 103.3 125.4   135 145.06
## cvpred      136.9 147.2 139.7 119.4 104.7 94.29 102.9 102.6 124.8   135 144.71
## pm2.5        62.0 102.0  97.0  84.0  77.0 86.00  63.0  75.0  69.0    75 143.00
## CV residual -74.9 -45.2 -42.7 -35.4 -27.7 -8.29 -39.9 -27.6 -55.8   -60  -1.71
##             14530 14531  14533 14537   14540  14541 14544 14547 14548 14549
## Predicted     130 119.5 108.62 92.02 105.581 124.13 139.3   139 138.1 137.6
## cvpred        129 118.8 107.86 91.22 104.925 123.56 138.8   138 137.5 137.1
## pm2.5         146 160.0 104.00 93.00 104.000 117.00 188.0   195 203.0 191.0
## CV residual    17  41.2  -3.86  1.78  -0.925  -6.56  49.2    57  65.5  53.9
##             14556 14560 14561 14564 14571 14575 14576 14578 14580 14581 14582
## Predicted   117.3 107.5 106.6 109.7   144 139.3 143.4 131.9 117.0 116.8   112
## cvpred      116.5 106.6 105.8 108.9   144 138.8 142.9 131.2 116.2 115.9   111
## pm2.5       174.0 134.0 136.0 161.0   203 206.0 205.0 205.0 201.0 213.0   204
## CV residual  57.5  27.4  30.2  52.1    59  67.2  62.1  73.8  84.8  97.1    93
##             14584 14586 14587 14588 14593 14599 14609 14610 14619 14624 14625
## Predicted     107   116   121   132   127   133  65.9  64.8 132.1   131 123.0
## cvpred        106   115   120   131   126   133  65.1  64.0 131.9   131 122.6
## pm2.5         233   240   269   272   280    16  12.0  23.0  40.0    83  81.0
## CV residual   127   125   149   141   154  -117 -53.1 -41.0 -91.9   -48 -41.6
##             14626 14627 14628 14630 14633 14634 14637 14638 14639 14642 14643
## Predicted   117.1 106.9  96.6  81.4  85.0  89.7 117.7 117.2 120.7 136.2 136.2
## cvpred      116.6 106.3  95.9  80.7  84.1  89.0 117.2 116.7 120.2 135.8 135.8
## pm2.5        88.0  78.0  52.0  39.0  57.0  59.0  51.0  71.0  72.0  39.0  49.0
## CV residual -28.6 -28.3 -43.9 -41.7 -27.1 -30.0 -66.2 -45.7 -48.2 -96.8 -86.8
##             14644 14648 14650 14655 14657 14658 14661 14667 14670 14671 14681
## Predicted     136 140.8 125.1   105  89.1  97.3 119.0 141.0 147.3 147.1 66.79
## cvpred        136 140.4 124.6   104  88.4  96.6 118.5 140.7 147.1 146.8 65.91
## pm2.5          60 102.0 103.0    78  69.0  69.0 107.0 191.0 159.0 112.0 62.00
## CV residual   -76 -38.4 -21.6   -26 -19.4 -27.6 -11.5  50.3  11.9 -34.8 -3.91
##             14685 14687 14689 14690 14694 14700 14701 14702 14717 14721 14725
## Predicted    99.3 113.3 137.7 142.8 146.8 100.0  79.6  83.6 133.0 123.0  91.3
## cvpred       98.7 112.9 137.4 142.6 146.6  99.3  78.8  82.9 132.7 122.6  90.7
## pm2.5        36.0  37.0  73.0  78.0  83.0 161.0 151.0 105.0  73.0 109.0 103.0
## CV residual -62.7 -75.9 -64.4 -64.6 -63.6  61.7  72.2  22.1 -59.7 -13.6  12.3
##             14729 14732 14734 14735 14742 14744 14745 14748 14749 14751 14752
## Predicted    81.0 107.3 116.2 115.7   128   126   125   124   118  65.1  68.1
## cvpred       80.3 106.7 115.7 115.2   127   126   124   124   118  64.3  67.4
## pm2.5        98.0 143.0 164.0 200.0   230   249   256   277   287 116.0  50.0
## CV residual  17.7  36.3  48.3  84.8   103   123   132   153   169  51.7 -17.4
##             14758 14761 14764 14769 14770 14771 14774 14776 14777 14782 14788
## Predicted     136 136.7   125   133   134 118.5 118.8 126.9 126.4 143.5 144.3
## cvpred        136 136.3   125   133   133 118.2 118.4 126.6 126.2 143.4 144.2
## pm2.5          66  80.0    17    21    17  27.0  24.0  40.0  45.0  44.0  48.0
## CV residual   -70 -56.3  -108  -112  -116 -91.2 -94.4 -86.6 -81.2 -99.4 -96.2
##             14789 14791 14792 14794 14796 14799 14801 14802 14804 14807 14808
## Predicted     139   143   131  77.9  81.9  54.1  64.5  63.7 121.1 101.5 112.3
## cvpred        139   143   131  77.6  81.6  53.7  64.1  63.2 120.9 101.2 112.2
## pm2.5          34     5     6  13.0   3.0   8.0  10.0  12.0  23.0  19.0  21.0
## CV residual  -105  -138  -125 -64.6 -78.6 -45.7 -54.1 -51.2 -97.9 -82.2 -91.2
##             14810 14811 14812 14813 14816 14819 14822 14823 14824 14825 14828
## Predicted     121 120.6   126   135   142   134   136   145   146   145   150
## cvpred        121 120.5   126   135   142   134   136   145   146   145   150
## pm2.5          31  31.0    25    23    10    10    19    20    14    24    29
## CV residual   -90 -89.5  -101  -112  -132  -124  -117  -125  -132  -121  -121
##             14832 14834 14836 14838 14842 14846 14849 14852 14853 14861 14865
## Predicted     149   148   142   141 129.9 113.5 108.6 121.7   126 146.5 144.8
## cvpred        149   148   142   141 129.7 113.1 108.2 121.3   126 146.6 144.7
## pm2.5          28    27    28    28  38.0  56.0  71.0  56.0    52  78.0 118.0
## CV residual  -121  -121  -114  -113 -91.7 -57.1 -37.2 -65.3   -74 -68.6 -26.7
##             14869 14870 14871 14872 14874 14875 14876 14881 14884 14885 14888
## Predicted   127.3 126.4 125.6 124.5   128 127.4 132.0 128.8 131.0 130.5 142.0
## cvpred      126.9 126.1 125.2 124.1   128 127.1 131.8 128.5 130.7 130.2 141.7
## pm2.5       149.0 114.0 142.0 168.0   154 176.0 180.0 108.0 113.0 117.0 113.0
## CV residual  22.1 -12.1  16.8  43.9    26  48.9  48.2 -20.5 -17.7 -13.2 -28.7
##             14889  14893 14898 14901 14904    14905 14906 14909 14914 14917
## Predicted   141.5 128.58 120.3   128 136.7 1.42e+02   142   142 136.2 124.4
## cvpred      141.3 128.19 119.9   128 136.3 1.42e+02   142   142 135.8 123.9
## pm2.5       117.0 126.00 102.0   140 120.0 1.42e+02   146   180 177.0 196.0
## CV residual -24.3  -2.19 -17.9    12 -16.3 4.21e-03     4    38  41.2  72.1
##             14919 14923  14925  14927 14941 14942 14944 14945 14953 14956 14958
## Predicted   107.3 125.8 135.31 147.42 120.8 106.4 106.1   110   138   143   148
## cvpred      106.6 125.3 134.97 147.18 120.2 105.7 105.5   109   137   143   148
## pm2.5       133.0  99.0 131.00 155.00 160.0 168.0 164.0   145    36    17    22
## CV residual  26.4 -26.3  -3.97   7.82  39.8  62.3  58.5    36  -101  -126  -126
##             14963 14964 14965 14968 14969 14971 14973 14975 14976 14977 14987
## Predicted   103.9  97.4  91.6  79.8  84.1 106.9 114.4 117.4 115.8   135  60.2
## cvpred      103.4  96.9  91.2  79.5  83.8 106.7 114.3 117.3 115.6   135  60.1
## pm2.5        22.0  21.0  11.0  23.0  12.0  16.0  26.0  26.0  31.0    25  12.0
## CV residual -81.4 -75.9 -80.2 -56.5 -71.8 -90.7 -88.3 -91.3 -84.6  -110 -48.1
##             14988 14991 14996 14997 15000 15004 15013 15032 15034 15036 15040
## Predicted    53.0  40.2  76.4  71.2 134.5   133  59.2   139  96.7  74.9  47.0
## cvpred       52.8  39.9  76.3  71.0 134.7   134  59.0   139  96.7  74.6  46.6
## pm2.5        12.0   4.0  20.0  26.0  59.0    28   5.0    41  22.0  15.0  13.0
## CV residual -40.8 -35.9 -56.3 -45.0 -75.7  -106 -54.0   -98 -74.7 -59.6 -33.6
##             15043 15047 15050 15052 15053 15057 15059 15062 15064 15065 15066
## Predicted    66.8 122.3   145 149.5 144.3 100.3  82.9 32.38  31.0  36.0  36.3
## cvpred       66.5 122.4   145 149.8 144.6 100.2  82.7 31.87  30.5  35.4  35.8
## pm2.5        18.0  37.0    78  76.0  59.0  49.0  39.0 26.00  12.0   7.0   7.0
## CV residual -48.5 -85.4   -67 -73.8 -85.6 -51.2 -43.7 -5.87 -18.5 -28.4 -28.8
##             15069 15071 15073 15075 15076 15080 15085 15090 15092 15094 15096
## Predicted    59.4 129.4 138.4   149 138.8 130.6  47.5  49.4  63.1 123.4 137.5
## cvpred       59.1 129.4 138.5   149 138.9 130.7  47.0  48.9  62.7 123.3 137.6
## pm2.5        28.0  39.0  57.0    60  66.0  58.0  18.0  19.0  37.0  50.0  68.0
## CV residual -31.1 -90.4 -81.5   -89 -72.9 -72.7 -29.0 -29.9 -25.7 -73.3 -69.6
##             15099 15100 15107 15110 15112 15114 15115 15119  15122 15126 15128
## Predicted   137.3 137.5  54.6 20.69 19.34  47.9  91.9 136.9 136.53   137 129.7
## cvpred      137.4 137.7  54.1 20.05 18.69  47.2  91.5 136.9 136.53   137 129.7
## pm2.5        66.0  59.0  28.0 16.00 14.00  26.0  31.0 133.0 140.00    58  84.0
## CV residual -71.4 -78.7 -26.1 -4.05 -4.69 -21.2 -60.5  -3.9   3.47   -79 -45.7
##             15131 15132 15135 15137 15139 15149  15153  15154 15155 15159 15160
## Predicted    95.9 85.31  64.1  61.9 85.19 146.3 129.64 124.75 114.2  59.9  59.0
## cvpred       95.5 84.81  63.5  61.3 84.79 146.3 129.42 124.48 113.9  59.2  58.3
## pm2.5        76.0 94.00 100.0 104.0 90.00 130.0 122.00 132.00 137.0 127.0 135.0
## CV residual -19.5  9.19  36.5  42.7  5.21 -16.3  -7.42   7.52  23.1  67.8  76.7
##             15164 15165 15172 15174 15193 15206 15207 15209 15210 15213  15214
## Predicted    84.9 130.6   147 146.5   143  87.7  63.4  60.5  69.7 126.7 131.32
## cvpred       84.5 130.5   147 146.6   143  87.1  62.8  59.8  69.1 126.5 131.19
## pm2.5       140.0 158.0   247 240.0   299 263.0 156.0 107.0 118.0 112.0 129.00
## CV residual  55.5  27.5   100  93.4   156 175.9  93.2  47.2  48.9 -14.5  -2.19
##             15216 15220 15221 15225 15230 15232 15236 15238 15239 15248 15251
## Predicted   126.0 150.4 145.3   145  98.8  83.8   115   114   119   149   128
## cvpred      125.8 150.4 145.2   144  98.3  83.3   115   114   119   149   128
## pm2.5       153.0 226.0 218.0   282 247.0 132.0   161   242   235   277   286
## CV residual  27.2  75.6  72.8   138 148.7  48.7    46   128   116   128   158
##             15255 15259 15262 15266 15270 15271 15272 15273 15276 15282 15284
## Predicted     126   133   143   144  66.9  66.5  54.8  47.2  39.7 10.86 33.08
## cvpred        126   132   143   144  66.8  66.5  54.7  47.1  39.4 10.43 32.84
## pm2.5         283   338   373   328  18.0  15.0  25.0  15.0  26.0 14.00 25.00
## CV residual   157   206   230   184 -48.8 -51.5 -29.7 -32.1 -13.4  3.57 -7.84
##             15286 15287 15289 15292 15309 15310 15311 15312 15314 15316 15318
## Predicted    65.3  93.4 103.1  86.6   103 131.2 140.5 140.3 146.1   141 135.4
## cvpred       65.3  93.5 103.2  86.8   103 131.5 140.8 140.6 146.5   141 135.7
## pm2.5        33.0  23.0  19.0  11.0    41  35.0  50.0  49.0  72.0    72  50.0
## CV residual -32.3 -70.5 -84.2 -75.8   -62 -96.5 -90.8 -91.6 -74.5   -69 -85.7
##             15319 15322 15324 15326 15329 15330 15332 15337 15340 15341 15353
## Predicted     141  97.5  33.9 25.25  44.1  53.2  91.8   110   139 134.2  50.0
## cvpred        141  97.4  33.7 24.91  43.8  53.0  91.9   110   140 134.7  49.8
## pm2.5          31  39.0  15.0 23.00   6.0  27.0  60.0    19    22  47.0   8.0
## CV residual  -110 -58.4 -18.7 -1.91 -37.8 -26.0 -31.9   -91  -118 -87.7 -41.8
##             15354 15355 15365 15367 15368 15370 15474 15478  15480  15482 15483
## Predicted    55.1  88.3   142   146 138.1  71.7  96.8 125.4 142.90 143.90 148.5
## cvpred       55.0  88.4   142   146 138.5  71.6  96.5 125.3 143.01 144.06 148.8
## pm2.5         9.0  22.0    37    28  50.0  36.0 139.0 162.0 145.00 146.00 122.0
## CV residual -46.0 -66.4  -105  -118 -88.5 -35.6  42.5  36.7   1.99   1.94 -26.8
##             15485 15489  15492  15493 15495 15498 15500 15501 15503 15506 15510
## Predicted   146.4 133.8 112.35 114.98 109.9   119   139   139   145   150   145
## cvpred      146.6 133.9 112.15 114.67 109.5   119   139   139   144   150   144
## pm2.5       125.0 164.0 111.00 111.00 160.0   250   293   325   329   354   324
## CV residual -21.6  30.1  -1.15  -3.67  50.5   131   154   186   185   204   180
##             15514 15516 15518 15519 15521 15525 15526 15527 15532 15535 15539
## Predicted     129   122  79.7  89.3   106   130   129   128 132.1 131.4 69.92
## cvpred        129   122  79.1  88.8   106   130   129   128 132.1 131.3 69.66
## pm2.5         312   404 318.0 297.0   303   562   514   485  66.0  54.0 75.00
## CV residual   183   282 238.9 208.2   197   432   385   357 -66.1 -77.3  5.34
##             15540 15543 15545 15546 15548 15555 15556 15557 15567 15569 15570
## Predicted   71.89  69.9 73.07  82.1   100 131.6 132.3 136.5  94.7  98.9 107.5
## cvpred      71.69  69.6 72.81  81.9   100 131.6 132.2 136.5  94.3  98.5 107.2
## pm2.5       64.00  89.0 67.00  63.0    69  35.0  39.0  41.0 139.0 132.0 151.0
## CV residual -7.69  19.4 -5.81 -18.9   -31 -96.6 -93.2 -95.5  44.7  33.5  43.8
##             15572 15578 15580 15581 15582 15584 15590 15596 15597 15598 15599
## Predicted     116 141.6 140.2 139.9   146   146   114 114.0   131   136 135.0
## cvpred        116 141.6 140.1 139.9   146   146   113 113.8   130   135 134.9
## pm2.5         179 212.0 234.0 235.0   221   211   307 205.0   246   239 196.0
## CV residual    63  70.4  93.9  95.1    75    65   194  91.2   116   104  61.1
##             15602 15608 15613 15614 15616 15618 15620 15622 15624 15625 15629
## Predicted     143 144.3 101.8  92.6 100.2 103.1 111.0  97.5 124.1  99.8   126
## cvpred        143 144.3 101.5  92.2  99.9 102.8 110.7  97.3 124.1  99.8   126
## pm2.5         236 108.0  17.0  21.0  36.0  33.0  52.0  57.0  39.0  23.0    24
## CV residual    93 -36.3 -84.5 -71.2 -63.9 -69.8 -58.7 -40.3 -85.1 -76.8  -102
##             15631 15633 15634 15638 15641 15643 15648 15649 15650 15658 15662
## Predicted     125  88.9  77.8  26.2  30.2  83.7  97.4 101.2 100.1  75.7  47.1
## cvpred        125  88.9  77.7  26.0  30.0  83.7  97.4 101.3 100.2  75.6  46.8
## pm2.5           9   4.0   3.0   7.0  10.0  16.0   9.0   9.0  11.0  23.0  10.0
## CV residual  -116 -84.9 -74.7 -19.0 -20.0 -67.7 -88.4 -92.3 -89.2 -52.6 -36.8
##             15663 15664 15669 15675 15678 15688 15699 15700 15702 15703 15709
## Predicted    39.7  45.9  46.6  94.6 106.7  22.3   138   137   134   128  53.1
## cvpred       39.4  45.6  46.4  94.5 106.8  22.0   138   138   134   128  52.9
## pm2.5        14.0   9.0  20.0   9.0  29.0   7.0    28    31    22    17   9.0
## CV residual -25.4 -36.6 -26.4 -85.5 -77.8 -15.0  -110  -107  -112  -111 -43.9
##             15711 15712 15714 15719 15722 15725 15730 15732 15733 15735 15737
## Predicted    58.4  57.3  75.3 141.8 145.4 150.5 138.0 113.8 108.5 87.95 88.57
## cvpred       58.2  57.1  75.3 142.1 145.7 150.9 138.1 113.8 108.3 87.67 88.35
## pm2.5        16.0  19.0  22.0  73.0  78.0 102.0  60.0  75.0  83.0 91.00 82.00
## CV residual -42.2 -38.1 -53.3 -69.1 -67.7 -48.9 -78.1 -38.8 -25.3  3.33 -6.35
##             15738 15739 15741 15746  15748 15752 15761 15770 15772 15777 15779
## Predicted    97.6 122.3 143.0   150 155.66 148.8 121.4   153 147.5   151   141
## cvpred       97.4 122.3 143.1   150 156.04 149.1 121.2   153 147.6   152   141
## pm2.5        72.0  87.0 123.0   163 150.00  96.0 190.0   270 243.0   269   296
## CV residual -25.4 -35.3 -20.1    13  -6.04 -53.1  68.8   117  95.4   117   155
##             15785 15787 15788 15793 15799 15804 15806 15808 15809 15811 15819
## Predicted     131   136   147   152 149.3 125.8 115.0   106   111   141   149
## cvpred        131   136   147   152 149.6 125.6 114.7   106   111   141   149
## pm2.5         293   300   298   298 248.0 190.0 204.0   231   233   254   267
## CV residual   162   164   151   146  98.4  64.4  89.3   125   122   113   118
##             15822 15832 15834 15838 15840 15846 15847 15848 15849 15852 15853
## Predicted   153.2   121   140   146   151   152   146   146   149   133   139
## cvpred      153.4   121   140   146   151   152   146   146   149   133   139
## pm2.5       227.0   347   401   408   402   418   409   420   407    26    19
## CV residual  73.6   226   261   262   251   266   263   274   258  -107  -120
##             15855 15856 15857 15867 15868 15869 15873 15875 15877 15885 15887
## Predicted     131   126   125   155   156   155   131  62.5  57.7   135  93.5
## cvpred        131   126   125   156   156   156   132  62.6  57.8   135  93.9
## pm2.5          11     8    16     6     8     9    11  16.0   6.0    60  45.0
## CV residual  -120  -118  -109  -150  -148  -147  -121 -46.6 -51.8   -75 -48.9
##             15891 15893 15894 15895 15899 15902 15904 15916 15920 15921 15929
## Predicted     137   147   152   147  82.5  56.5  54.5 143.9 149.1 143.3   122
## cvpred        138   147   152   148  82.8  56.5  54.6 144.4 149.7 143.7   122
## pm2.5           8    19    18    38  16.0  26.0  25.0 163.0  98.0  80.0   280
## CV residual  -130  -128  -134  -110 -66.8 -30.5 -29.6  18.6 -51.7 -63.7   158
##             15950 15952 15953  15955 15962 15963 15967  15969 15975 15982 15983
## Predicted     104  92.0  96.3 130.50   157 152.1 153.5 120.63  90.2   151   152
## cvpred        104  91.9  96.2 130.68   157 152.6 154.1 120.81  90.1   152   152
## pm2.5         242 207.0 176.0 137.00   261 242.0 166.0 125.00 118.0   259   280
## CV residual   138 115.1  79.8   6.32   104  89.4  11.9   4.19  27.9   107   128
##             15986 15987 15992 15993 15995 15996 16003 16008 16009 16011 16014
## Predicted     157   158 153.5 156.2 144.0   130   139   151   156   157   154
## cvpred        158   158 154.1 156.6 144.3   130   139   152   156   158   154
## pm2.5         342   316 135.0 146.0 215.0   248   170   332   350   306   288
## CV residual   184   158 -19.1 -10.6  70.7   118    31   180   194   148   134
##             16015 16022 16024 16025 16026 16028 16032 16034 16043 16045 16047
## Predicted     158   133   131 130.6 134.8   134   138   148   142   135 136.5
## cvpred        159   133   131 130.6 134.9   134   138   148   142   135 136.5
## pm2.5         293   420   270 181.0 211.0   224   253   258   268   263 205.0
## CV residual   134   287   139  50.4  76.1    90   115   110   126   128  68.5
##             16051 16056 16061 16071 16072 16078 16083 16085 16095 16096 16100
## Predicted   141.6   146   147   140   146 133.9 140.4   141  83.9  97.6 121.2
## cvpred      141.6   146   147   140   146 134.1 140.7   141  83.9  97.6 121.4
## pm2.5       227.0   264   254   343   339  57.0  45.0    30  32.0  35.0  63.0
## CV residual  85.4   118   107   203   193 -77.1 -95.7  -111 -51.9 -62.6 -58.4
##             16102 16104 16111 16115 16116 16117 16119 16121 16122 16125 16126
## Predicted   135.1 124.6 140.4 102.1 105.6 105.8 105.3 105.8 124.6 134.4 139.5
## cvpred      135.3 124.8 140.6 102.2 105.6 105.8 105.3 105.8 124.7 134.5 139.7
## pm2.5        86.0  42.0  61.0  64.0  68.0  71.0  54.0  79.0  85.0 100.0  94.0
## CV residual -49.3 -82.8 -79.6 -38.2 -37.6 -34.8 -51.3 -26.8 -39.7 -34.5 -45.7
##             16127 16131  16141  16142  16144 16146  16148 16155 16159 16163
## Predicted   138.3 138.8 104.83 104.83 103.85 119.5 123.87  95.1  99.0   130
## cvpred      138.4 138.9 104.76 104.76 103.77 119.5 123.88  95.2  99.1   130
## pm2.5       108.0  78.0  96.00 102.00 113.00 107.0 121.00  27.0  11.0    37
## CV residual -30.4 -60.9  -8.76  -2.76   9.23 -12.5  -2.88 -68.2 -88.1   -93
##             16164 16169 16170 16173 16175 16180 16184 16185 16186 16189 16192
## Predicted   128.5 110.7 122.0 121.7 140.1 150.5 138.1 128.4   114  92.8  93.4
## cvpred      128.7 110.9 122.2 121.9 140.4 150.9 138.5 128.7   114  92.9  93.5
## pm2.5        37.0  35.0  26.0  38.0  41.0  69.0  59.0  48.0    35  45.0  45.0
## CV residual -91.7 -75.9 -96.2 -83.9 -99.4 -81.9 -79.5 -80.7   -79 -47.9 -48.5
##             16202 16204 16207 16213 16218 16219 16220 16227 16242 16243 16247
## Predicted   148.9 143.2   142  86.8  97.5 106.1 105.6 137.1 112.2   122 132.7
## cvpred      149.4 143.7   142  86.8  97.6 106.3 105.8 137.5 112.4   122 133.1
## pm2.5       129.0  63.0    32  40.0  49.0  56.0  68.0 157.0  19.0    21  62.0
## CV residual -20.4 -80.7  -110 -46.8 -48.6 -50.3 -37.8  19.5 -93.4  -101 -71.1
##             16254 16256 16258 16260 16264 16267 16272 16277 16278 16280 16281
## Predicted     137   139  85.5  65.0  56.6 119.8 140.4 145.8 140.9   133 126.3
## cvpred        138   140  85.7  65.1  56.6 120.2 140.9 146.6 141.7   134 126.9
## pm2.5          27    24  23.0  28.0  23.0  30.0  79.0  56.0  42.0    34  40.0
## CV residual  -111  -116 -62.7 -37.1 -33.6 -90.2 -61.9 -90.6 -99.7  -100 -86.9
##             16288 16294  16299 16302 16303 16309 16312 16313 16314 16317 16318
## Predicted    56.6 140.4 151.39 157.3 156.3 99.06 103.7 113.2 118.1 132.5   137
## cvpred       56.6 140.9 152.11 158.1 157.1 99.22 103.8 113.4 118.3 132.9   137
## pm2.5        45.0  92.0 145.00 153.0 105.0 96.00 153.0 152.0 179.0 197.0   211
## CV residual -11.6 -48.9  -7.11  -5.1 -52.1 -3.22  49.2  38.6  60.7  64.1    74
##             16321 16322 16327 16328 16329 16330 16336 16340 16342 16343 16345
## Predicted     147 152.0  95.2   126  80.9  75.7  19.2 40.20  88.9  89.9  70.4
## cvpred        148 152.5  95.5   127  81.1  75.9  19.3 40.32  89.4  90.4  70.9
## pm2.5         277 208.0  21.0    30  38.0  43.0  46.0 47.00  75.0  23.0  21.0
## CV residual   129  55.5 -74.5   -97 -43.1 -32.9  26.7  6.68 -14.4 -67.4 -49.9
##             16346 16350 16354 16355 16357 16358 16359 16362 16364 16367 16369
## Predicted    63.3  68.7  38.1  31.7  52.7  47.3  43.2  75.8 133.1 134.4 119.5
## cvpred       63.8  69.3  38.6  32.0  53.1  47.7  43.5  76.2 133.8 135.2 120.2
## pm2.5        15.0   7.0   9.0  12.0  18.0   9.0  18.0  19.0  58.0  88.0  93.0
## CV residual -48.8 -62.3 -29.6 -20.0 -35.1 -38.7 -25.5 -57.2 -75.8 -47.2 -27.2
##              16370 16371 16372 16383 16384 16386 16387 16389 16395 16396 16398
## Predicted   126.58 121.4 121.4  69.1  69.4  93.0 117.7 132.1   153   153 152.8
## cvpred      127.45 122.3 122.3  69.4  69.6  93.4 118.2 132.7   154   154 153.6
## pm2.5       126.00 145.0 141.0 129.0 124.0 150.0 178.0 204.0   285   289 183.0
## CV residual  -1.45  22.7  18.7  59.6  54.4  56.6  59.8  71.3   131   135  29.4
##             16402 16407 16408 16410 16411 16414 16415 16420 16425 16430 16432
## Predicted   130.0 122.5   123 133.4 137.5 148.1 153.0   143 158.1 130.5   131
## cvpred      130.6 122.7   123 133.8 137.9 148.6 153.6   143 158.7 130.7   131
## pm2.5       172.0 173.0   158 168.0 184.0 185.0 225.0   202 193.0 210.0   271
## CV residual  41.4  50.3    35  34.2  46.1  36.4  71.4    59  34.3  79.3   140
##             16433 16435 16440 16442 16451 16452  16457 16458 16461 16464 16466
## Predicted     140   140 126.2 138.1   151 154.6 148.18 147.3 151.9 156.4 156.4
## cvpred        140   140 126.5 138.5   151 154.9 148.45 147.6 152.3 156.8 156.9
## pm2.5         306   358 128.0 100.0   127 119.0 153.00 160.0 166.0 128.0 141.0
## CV residual   166   218   1.5 -38.5   -24 -35.9   4.55  12.4  13.7 -28.8 -15.9
##             16468 16471 16476 16477 16482 16489 16490 16498 16503 16505 16508
## Predicted   153.7 145.4  99.7  82.5   128   148 148.3  72.0  43.8  49.4  56.1
## cvpred      154.1 145.7  99.8  82.5   128   148 148.8  72.6  44.2  49.9  56.7
## pm2.5       142.0  85.0  56.0  60.0    70    90  82.0  13.0  15.0   6.0  10.0
## CV residual -12.1 -60.7 -43.8 -22.5   -58   -58 -66.8 -59.6 -29.2 -43.9 -46.7
##             16511 16512 16514 16515 16520 16522 16525 16531 16538 16540 16541
## Predicted    73.3  71.7  79.3  83.6   142 105.0  87.0 128.7 154.1 153.6 153.5
## cvpred       74.1  72.5  80.1  84.5   143 105.7  87.6 129.4 155.1 154.6 154.5
## pm2.5        22.0   9.0  10.0  12.0    29  21.0  58.0  45.0 191.0 123.0 106.0
## CV residual -52.1 -63.5 -70.1 -72.5  -114 -84.7 -29.6 -84.4  35.9 -31.6 -48.5
##             16546  16550  16551 16553 16555 16560 16563 16565 16567 16572 16573
## Predicted   142.0 98.179 107.19 105.8 136.7   136   142   147   156 128.3   119
## cvpred      142.7 98.627 107.63 106.3 137.4   137   142   148   157 128.7   119
## pm2.5        81.0 99.000 115.00 135.0 163.0   239   364   322   271 223.0   241
## CV residual -61.7  0.373   7.37  28.7  25.6   102   222   174   114  94.3   122
##             16575 16576 16578 16579 16586 16589 16590 16594 16595 16598 16599
## Predicted   64.34  58.2  67.8  70.3  56.5  49.3  46.8  24.9  18.6 -6.36 -3.93
## cvpred      64.59  58.6  68.3  71.0  57.3  50.1  47.6  25.6  19.3 -5.79 -3.37
## pm2.5       55.00  12.0   7.0   7.0   7.0  10.0  10.0  13.0  14.0 11.00 10.00
## CV residual -9.59 -46.6 -61.3 -64.0 -50.3 -40.1 -37.6 -12.6  -5.3 16.79 13.37
##             16605 16607 16609 16610 16612 16616 16617 16623 16625 16629 16637
## Predicted   117.6  96.8 122.0 147.1 147.4 152.3 151.3 120.5   125   140 142.8
## cvpred      118.4  97.6 122.8 148.2 148.5 153.4 152.3 121.2   126   140 143.9
## pm2.5        40.0  63.0  91.0  98.0 100.0 121.0  96.0 180.0   251   282 232.0
## CV residual -78.4 -34.6 -31.8 -50.2 -48.5 -32.4 -56.3  58.8   125   142  88.1
##              16638  16643 16644 16645 16648 16651 16653 16656 16657 16661 16664
## Predicted   151.85 133.61 123.8 118.5 122.8   134   148   154   159 152.5 145.2
## cvpred      152.96 134.35 124.5 119.1 123.4   135   149   155   159 153.5 146.1
## pm2.5       155.00 126.00 145.0 163.0 196.0   259   258   343   337 222.0 233.0
## CV residual   2.04  -8.35  20.5  43.9  72.6   124   109   188   178  68.5  86.9
##             16670 16671 16672 16674 16676 16677 16681 16690 16691 16692 16695
## Predicted   104.2  94.2  93.7   117   139   148   143 116.6 110.3 102.3  90.1
## cvpred      104.7  94.6  94.2   118   140   149   143 117.1 110.8 102.7  90.4
## pm2.5       193.0 200.0 200.0   222   271   300   330 133.0 115.0 115.0 102.0
## CV residual  88.3 105.4 105.8   104   131   151   187  15.9   4.2  12.3  11.6
##             16697 16698 16699 16703 16705 16708 16710 16719 16721 16722 16724
## Predicted   113.3 131.0   137   152   147 145.0 138.9 116.9 119.8 124.6 124.4
## cvpred      113.7 131.5   137   153   147 145.8 139.6 117.2 120.2 125.1 124.9
## pm2.5       178.0 216.0   243   404   362 222.0 174.0 131.0 143.0 100.0  64.0
## CV residual  64.3  84.5   106   251   215  76.2  34.4  13.8  22.8 -25.1 -60.9
##             16735 16739 16740 16744 16746 16749 16755 16756 16757 16761 16763
## Predicted   128.7   105  91.3  89.3 106.9 128.9 149.8 154.4 145.6 111.8  75.4
## cvpred      129.5   106  92.0  90.0 107.6 129.6 150.7 155.3 146.6 112.7  76.1
## pm2.5        52.0    34  42.0  48.0  73.0  90.0 119.0 174.0 238.0 146.0  21.0
## CV residual -77.5   -72 -50.0 -42.0 -34.6 -39.6 -31.7  18.7  91.4  33.3 -55.1
##             16767 16770  16774  16777  16778 16780 16782 16786 16787 16790
## Predicted    56.9  89.3 105.80 131.59 142.49 147.2 151.5 144.9 130.0 95.55
## cvpred       57.4  90.0 106.47 132.51 143.56 148.3 152.6 145.8 130.8 96.18
## pm2.5        33.0  40.0 100.00 125.00 149.00 224.0 186.0  82.0  53.0 92.00
## CV residual -24.4 -50.0  -6.47  -7.51   5.44  75.7  33.4 -63.8 -77.8 -4.18
##             16792 16793 16796 16797 16798 16799 16804 16806 16808 16809 16812
## Predicted   110.2   120 139.2 148.3 153.6 157.8   158   157   158   162   157
## cvpred      110.8   121 140.1 149.1 154.5 158.7   159   158   159   163   158
## pm2.5       160.0   271 183.0 209.0 187.0 198.0   282   290   306   309   293
## CV residual  49.2   150  42.9  59.9  32.5  39.3   123   132   147   146   135
##             16813 16814 16820 16823 16825 16827 16829 16834 16839 16840 16841
## Predicted     162   156   162   157   162   163 161.6 127.0  81.6  86.3  82.6
## cvpred        162   157   162   157   162   164 162.6 127.9  82.2  86.9  83.2
## pm2.5         289   254   365   490   473   301  96.0  34.0  32.0  35.0  39.0
## CV residual   127    97   203   333   311   137 -66.6 -93.9 -50.2 -51.9 -44.2
##             16845 16851 16853 16858 16863 16872 16873 16875 16876 16877 16881
## Predicted   136.5 158.5   150 144.9 137.2   164   164   163   162   162   163
## cvpred      137.3 159.5   151 145.8 137.9   165   165   164   163   163   163
## pm2.5       168.0 178.0   260 113.0 126.0   355   365   324   386   397   296
## CV residual  30.7  18.5   109 -32.8 -11.9   190   200   160   223   234   133
##             16882 16887 16889 16895 16901 16904 16906 16909 16916 16919 16922
## Predicted     157 156.0   156   157 154.6 157.7 156.7 154.4 160.9   162   161
## cvpred        158 156.8   156   157 155.3 158.5 157.5 155.1 161.8   163   162
## pm2.5         275 248.0   306   304 237.0 231.0 181.0 209.0 240.0   456   306
## CV residual   117  91.2   150   147  81.7  72.5  23.5  53.9  78.2   293   144
##             16926 16929 16930 16934 16935 16939 16945 16947 16948 16950 16953
## Predicted     161 160.9 159.9  83.2  81.2  78.4  70.5    61  69.0  60.2   115
## cvpred        162 161.7 160.6  83.7  81.8  79.2  71.5    62  70.1  61.3   117
## pm2.5         281 218.0 202.0  17.0  18.0  16.0  12.0     8   9.0   8.0    10
## CV residual   119  56.3  41.4 -66.7 -63.8 -63.2 -59.5   -54 -61.1 -53.3  -107
##             16964 16967 16968 16969 16970 16971 16972 16973 16974 16979 16980
## Predicted    73.6  77.2  75.0  84.2  92.6  86.4  90.7  78.4  82.2 105.5  93.7
## cvpred       74.6  78.3  76.1  85.4  93.8  87.5  91.9  79.5  83.4 106.6  94.6
## pm2.5        15.0   7.0   7.0   7.0  17.0  17.0  18.0  13.0  13.0  26.0  25.0
## CV residual -59.6 -71.3 -69.1 -78.4 -76.8 -70.5 -73.9 -66.5 -70.4 -80.6 -69.6
##             16981 16984 16992 16994 16996 16998 16999 17000 17003 17006 17008
## Predicted    77.3  71.0  80.8  82.4  78.2    76  70.2  69.8  44.7  32.6  28.2
## cvpred       78.2  71.8  81.7  83.4  79.2    77  71.3  70.8  45.3  33.1  28.7
## pm2.5        19.0  16.0  11.0  11.0  17.0    15  13.0  15.0  22.0  21.0  15.0
## CV residual -59.2 -55.8 -70.7 -72.4 -62.2   -62 -58.3 -55.8 -23.3 -12.1 -13.7
##             17009 17026 17027 17028 17030 17032 17034 17035 17038 17042 17044
## Predicted    31.2 128.7  90.6  80.9  61.8  58.4  63.7  67.3  68.6   129 143.4
## cvpred       31.8 129.5  91.2  81.4  62.1  58.7  64.1  67.7  69.1   130 144.4
## pm2.5        12.0 180.0 176.0  70.0  30.0  28.0  33.0  49.0  59.0    62  46.0
## CV residual -19.8  50.5  84.8 -11.4 -32.1 -30.7 -31.1 -18.7 -10.1   -68 -98.4
##             17046 17047 17049 17054 17066 17078 17087 17088 17090 17093 17094
## Predicted     126   125 109.7  85.3 148.5 140.9   156 150.9  95.6  90.7  94.5
## cvpred        127   126 110.5  85.7 149.3 141.5   157 151.8  96.4  91.7  95.5
## pm2.5          25    17  20.0  31.0  81.0 181.0   282  56.0  15.0  13.0  10.0
## CV residual  -102  -109 -90.5 -54.7 -68.3  39.5   125 -95.8 -81.4 -78.7 -85.5
##             17095 17096 17097 17099 17110 17111 17124 17127 17128 17132 17136
## Predicted    93.0  85.7  88.1  64.2  46.0  49.2  77.8  77.4  79.3  61.3  56.4
## cvpred       94.1  86.7  89.1  65.0  46.9  50.2  78.7  78.3  80.2  62.3  57.6
## pm2.5        10.0  11.0  11.0  16.0  14.0  12.0  15.0  16.0  15.0   7.0  10.0
## CV residual -84.1 -75.7 -78.1 -49.0 -32.9 -38.2 -63.7 -62.3 -65.2 -55.3 -47.6
##             17137 17139 17140 17141 17144 17146 17152 17155 17156 17157 17163
## Predicted    58.8  59.5  57.1  50.7  48.7  29.4 -9.73  94.4 113.2 118.2 138.5
## cvpred       60.0  60.8  58.3  52.0  50.0  30.5 -8.89  95.5 114.4 119.5 139.9
## pm2.5        15.0  10.0   9.0   8.0  10.0  17.0 17.00  19.0  36.0  53.0 122.0
## CV residual -45.0 -50.8 -49.3 -44.0 -40.0 -13.5 25.89 -76.5 -78.4 -66.5 -17.9
##              17164 17165 17168 17169 17172 17174 17178 17182 17183 17184 17186
## Predicted   137.23 142.6 135.1 128.4   101 67.35  95.6 135.2 105.9 125.6 123.6
## cvpred      138.65 144.1 136.6 129.7   102 68.18  96.6 136.4 106.9 126.8 124.8
## pm2.5       140.00 114.0  68.0  55.0    69 77.00 156.0 170.0 151.0 177.0  50.0
## CV residual   1.35 -30.1 -68.6 -74.7   -33  8.82  59.4  33.6  44.1  50.2 -74.8
##             17191 17196 17197 17198 17206 17211 17213 17220 17223 17226 17237
## Predicted   104.1  64.1  67.8  63.0 95.29  91.4  96.5  60.6  49.1  82.0 134.5
## cvpred      105.2  65.0  68.7  63.7 96.25  92.4  97.6  61.5  49.8  82.9 135.7
## pm2.5        19.0  40.0  35.0  38.0 99.00  27.0  23.0  36.0  29.0  51.0  72.0
## CV residual -86.2 -25.0 -33.7 -25.7  2.75 -65.4 -74.6 -25.5 -20.8 -31.9 -63.7
##             17239 17240 17247 17250 17253 17254 17256 17257 17258 17259 17260
## Predicted     138 131.2  75.1 83.77 104.8 125.2 104.4 110.3 145.0   145   135
## cvpred        140 132.4  75.8 84.52 105.7 126.3 105.3 111.3 146.2   146   137
## pm2.5          35  36.0  65.0 94.00  47.0 103.0 123.0 100.0  74.0    81    30
## CV residual  -105 -96.4 -10.8  9.48 -58.7 -23.3  17.7 -11.3 -72.2   -65  -107
##             17262 17265 17270 17272 17275 17276 17283 17284 17286 17287 17288
## Predicted     126  94.2  54.8  26.9  27.3  43.2 104.6  97.9   106 105.1  98.6
## cvpred        127  95.1  55.5  27.6  28.2  44.0 105.6  98.9   107 106.2  99.6
## pm2.5          11  17.0  18.0  14.0  10.0   9.0  14.0  14.0    12  12.0  13.0
## CV residual  -116 -78.1 -37.5 -13.6 -18.2 -35.0 -91.6 -84.9   -95 -94.2 -86.6
##             17289 17291 17292 17297 17298 17300 17303 17306 17308 17309 17317
## Predicted    97.2  69.2  57.8  45.6  48.9 111.8 126.7 136.2 146.2 145.2  76.7
## cvpred       98.3  70.1  58.6  46.4  49.7 112.9 127.9 137.5 147.6 146.5  77.4
## pm2.5        18.0  31.0  27.0  22.0  27.0  40.0  68.0 118.0 119.0 106.0  63.0
## CV residual -80.3 -39.1 -31.6 -24.4 -22.7 -72.9 -59.9 -19.5 -28.6 -40.5 -14.4
##             17324 17325 17327 17328 17332 17333 17334 17336 17346 17353 17354
## Predicted    91.5  80.6  92.3  91.0   116   132 110.2   134  60.6   140 140.6
## cvpred       92.4  81.4  93.2  91.8   118   133 111.2   135  61.2   141 141.8
## pm2.5        16.0  17.0  16.0  13.0    11    16  14.0    21  21.0   105 103.0
## CV residual -76.4 -64.4 -77.2 -78.8  -107  -117 -97.2  -114 -40.2   -36 -38.8
##             17358 17359 17360 17361 17362 17368 17370 17373 17376 17378 17386
## Predicted   135.0 139.3 143.3   144 118.3  70.0  94.9 124.3 134.7 145.0 132.9
## cvpred      136.2 140.6 144.6   145 119.3  70.6  95.7 125.4 135.9 146.2 133.9
## pm2.5        37.0  54.0  45.0    38  37.0  56.0  70.0 165.0 147.0  69.0  58.0
## CV residual -99.2 -86.6 -99.6  -107 -82.3 -14.6 -25.7  39.6  11.1 -77.2 -75.9
##             17391 17394 17395 17400 17401 17402 17403 17404 17407 17409 17414
## Predicted    94.1 122.5 129.6   150   143   148   143 148.1 146.7 144.9 111.7
## cvpred       94.9 123.5 130.7   151   145   150   145 149.4 147.9 146.1 112.5
## pm2.5        67.0 151.0 183.0   316   327   286   249 187.0 121.0 122.0 161.0
## CV residual -27.9  27.5  52.3   165   182   136   104  37.6 -26.9 -24.1  48.5
##             17418 17420 17422  17429 17431  17434 17435 17436 17442 17448 17449
## Predicted   131.7   146   147 149.46 142.9 132.59 106.9  91.4 116.7 139.3 156.6
## cvpred      132.6   147   148 150.68 144.1 133.56 107.7  92.1 117.4 140.3 157.7
## pm2.5       183.0   250   292 154.00 163.0 132.00 134.0 108.0 200.0  66.0  62.0
## CV residual  50.4   103   144   3.32  18.9  -1.56  26.3  15.9  82.6 -74.3 -95.7
##             17455 17456 17457 17458 17459 17460 17461 17466 17467 17477 17478
## Predicted     136 136.6   136   140 129.1 127.4   122 123.5   123 151.3 147.1
## cvpred        137 137.8   137   141 130.1 128.5   123 124.5   124 152.3 148.2
## pm2.5          33  41.0    36    40  46.0  57.0    64  79.0    82  70.0  71.0
## CV residual  -104 -96.8  -101  -101 -84.1 -71.5   -59 -45.5   -42 -82.3 -77.2
##             17484 17490 17499 17505 17507 17508 17514 17520 17522 17528 17535
## Predicted   136.8   142 149.6 151.0  98.0  92.8 104.5   139   155 116.2  59.0
## cvpred      137.8   143 150.7 152.3  98.7  93.5 105.4   140   156 117.2  59.7
## pm2.5       112.0   201 175.0 164.0 159.0 130.0 192.0   283   303  19.0  22.0
## CV residual -25.8    58  24.3  11.7  60.3  36.5  86.6   143   147 -98.2 -37.7
##             17536   17544 17545 17548 17549 17550 17554 17557 17563 17577 17581
## Predicted    71.5 126.364 129.9 133.5 137.4 136.6 157.4 125.6  74.7  54.8 24.98
## cvpred       72.2 127.342 130.9 134.6 138.5 137.6 158.6 126.4  75.6  55.9 25.82
## pm2.5        29.0 128.000 114.0  88.0  87.0  98.0 131.0 133.0  13.0  14.0 16.00
## CV residual -43.2   0.658 -16.9 -46.6 -51.5 -39.6 -27.6   6.6 -62.6 -41.9 -9.82
##              17589 17594 17595 17605 17607 17610 17614 17619 17622 17627 17634
## Predicted    9.626  6.65  21.9  61.2  48.5  58.1 101.5 142.4 152.8 107.0 77.36
## cvpred      10.584  7.69  23.2  62.1  49.4  59.0 102.5 143.8 154.3 108.1 78.24
## pm2.5       11.000 13.00  10.0  12.0  16.0  37.0  87.0  91.0 143.0  60.0 86.00
## CV residual  0.416  5.31 -13.2 -50.1 -33.4 -22.0 -15.5 -52.8 -11.3 -48.1  7.76
##             17635 17637 17638 17644 17645 17650 17653 17654 17655 17657 17658
## Predicted   101.9   116   127 131.1 137.0 148.4 112.1 106.5 106.0 122.9   118
## cvpred      102.9   117   128 132.3 138.3 149.5 113.1 107.4 106.9 123.9   119
## pm2.5       115.0   235   241 159.0 197.0 194.0  87.0  93.0  91.0  54.0    62
## CV residual  12.1   118   113  26.7  58.7  44.5 -26.1 -14.4 -15.9 -69.9   -57
##             17665 17670 17673 17683  17686  17687 17688  17693 17695 17696
## Predicted   123.5 130.2 137.1 157.8 160.27 155.14 160.0 159.16 153.4 155.2
## cvpred      124.5 131.3 138.2 158.8 161.32 156.14 161.1 160.22 154.5 156.4
## pm2.5        45.0  51.0  69.0 175.0 171.00 164.00 191.0 156.00 120.0 116.0
## CV residual -79.5 -80.3 -69.2  16.2   9.68   7.86  29.9  -4.22 -34.5 -40.4
##             17698 17701 17702 17704 17706 17709 17713 17715 17716 17717 17720
## Predicted   157.1 139.7 125.6 115.3 134.6 153.0   158 164.5 163.5   159   158
## cvpred      158.3 140.6 126.4 116.1 135.5 154.2   159 165.9 164.9   160   159
## pm2.5       111.0 151.0 149.0 152.0 197.0 201.0   289 205.0 146.0   127    79
## CV residual -47.3  10.4  22.6  35.9  61.5  46.8   130  39.1 -18.9   -33   -80
##             17723 17725 17727 17728 17732 17733 17737 17739 17741 17744 17745
## Predicted   122.7  98.5  93.4   101 143.2   143   148   156   163   167   163
## cvpred      123.6  99.3  94.1   102 144.4   144   149   157   164   169   164
## pm2.5        96.0  77.0 204.0   184 180.0   267   366   388   524   513   491
## CV residual -27.6 -22.3 109.9    82  35.6   123   217   231   360   344   327
##             17747 17748 17751 17752 17753 17757 17767 17769 17770 17777 17780
## Predicted     164   102  67.5  65.3  58.5  70.7   129 121.6 115.6  96.4 103.8
## cvpred        165   102  68.2  66.0  59.2  71.6   130 122.8 116.7  97.3 104.9
## pm2.5         484   494  21.0  19.0  17.0  12.0    25  29.0  53.0  65.0  71.0
## CV residual   319   392 -47.2 -47.0 -42.2 -59.6  -105 -93.8 -63.7 -32.3 -33.9
##             17783 17786 17793  17795 17796 17797 17798 17800 17801 17802 17805
## Predicted   116.3 147.7 144.3 116.63 105.9  95.1  79.5  68.0  72.6  99.6 124.1
## cvpred      117.4 149.2 145.6 117.67 106.8  96.0  80.2  68.6  73.3 100.5 125.1
## pm2.5       112.0 147.0 130.0 126.00 130.0 136.0 149.0 162.0 160.0 160.0 171.0
## CV residual  -5.4  -2.2 -15.6   8.33  23.2  40.0  68.8  93.4  86.7  59.5  45.9
##             17809 17811 17813 17818 17819 17822 17826 17831  17833 17835 17836
## Predicted   132.5 130.6   134 103.5  87.8  74.4  81.6 133.7 139.86 143.6 134.7
## cvpred      133.7 131.7   135 104.4  88.6  75.0  82.2 134.8 141.11 144.9 135.9
## pm2.5       100.0  50.0    57  52.0  46.0  45.0  39.0  91.0 137.00 130.0 125.0
## CV residual -33.7 -81.7   -78 -52.4 -42.6 -30.0 -43.2 -43.8  -4.11 -14.9 -10.9
##             17839 17842 17918 17921 17922 17923 17926 17930 17933 17935 17936
## Predicted   141.1  94.3   125   130   146   150   160   158   153   154   158
## cvpred      142.4  95.1   126   131   147   151   161   159   154   155   159
## pm2.5        58.0  33.0   281   304   309   308   398   339   385   401   393
## CV residual -84.4 -62.1   155   173   162   157   237   180   231   246   234
##             17937 17939 17942 17943 17948 17951 17952 17957 17962 17963 17966
## Predicted     157   140   131   121   146   146   150   145   140   139   125
## cvpred        158   141   132   122   147   147   151   146   141   140   126
## pm2.5         381   372   359   382   456   458   446   486   390   405   379
## CV residual   223   231   227   260   309   311   295   340   249   265   253
##             17967 17970 17977 17979 17987 17992 17993 17995 17996 18009 18011
## Predicted     129   139   159 102.9  84.6  54.6  52.7  54.8  58.6  49.7  86.9
## cvpred        130   140   161 103.8  85.6  55.6  53.7  55.9  59.7  51.1  88.2
## pm2.5         387   414   479 121.0  22.0  12.0  13.0  22.0  16.0  12.0  21.0
## CV residual   257   274   318  17.2 -63.6 -43.6 -40.7 -33.9 -43.7 -39.1 -67.2
##             18012 18014 18020 18027 18030 18031 18034 18047 18048 18049 18054
## Predicted    80.6  63.0  98.0 115.8 106.6   105 100.9 122.9   117   112   137
## cvpred       81.9  64.1  99.4 117.4 108.1   107 102.4 124.5   118   113   138
## pm2.5        17.0  20.0  14.0  19.0  15.0    16  16.0 182.0   161   225   284
## CV residual -64.9 -44.1 -85.4 -98.4 -93.1   -91 -86.4  57.5    43   112   146
##             18059 18060 18061 18062 18063 18064 18068 18069 18071 18072 18076
## Predicted    95.0  69.1  66.2  59.8  57.9  55.1  75.8  85.6  94.1 109.9 101.6
## cvpred       96.2  70.2  67.2  60.8  58.8  56.1  77.0  86.8  95.5 111.2 102.8
## pm2.5        33.0  36.0  27.0  27.0  20.0  32.0  88.0 103.0 157.0  97.0  10.0
## CV residual -63.2 -34.2 -40.2 -33.8 -38.8 -24.1  11.0  16.2  61.5 -14.2 -92.8
##             18079 18080 18084 18087 18088 18089 18090 18096 18098 18099 18100
## Predicted    92.7  96.7  72.0  47.2  45.2  38.7  81.9 124.7 120.4 120.9 131.3
## cvpred       93.9  98.0  73.1  48.1  46.1  39.6  83.1 126.1 121.9 122.4 132.9
## pm2.5         8.0  11.0  12.0  11.0  16.0  15.0  12.0  73.0  45.0  61.0  66.0
## CV residual -85.9 -87.0 -61.1 -37.1 -30.1 -24.6 -71.1 -53.1 -76.9 -61.4 -66.9
##             18102 18104 18105 18106 18110 18112 18113 18114 18120 18121 18122
## Predicted     136   146 145.6 113.8  68.2 50.87  52.6  56.6 117.9 128.7 133.3
## cvpred        137   147 147.2 115.1  69.1 51.66  53.3  57.4 119.1 130.1 134.8
## pm2.5          37    43  48.0  44.0  47.0 47.00  43.0  39.0 156.0 176.0 169.0
## CV residual  -100  -104 -99.2 -71.1 -22.1 -4.66 -10.3 -18.4  36.9  45.9  34.2
##             18125 18126 18129 18131 18132 18137 18139  18140 18144    18150
## Predicted   138.5 138.7 137.1 101.5 71.99  59.9  96.8 116.30 121.6 137.7108
## cvpred      139.9 140.3 138.5 102.5 72.81  60.6  97.7 117.41 122.7 139.0774
## pm2.5       113.0  77.0  62.0  55.0 70.00  84.0 115.0 111.00 192.0 139.0000
## CV residual -26.9 -63.3 -76.5 -47.5 -2.81  23.4  17.3  -6.41  69.3  -0.0774
##             18151 18153 18158 18159 18162  18164 18169 18175 18184 18186 18189
## Predicted   141.9  93.6  58.1  71.9  93.8 107.98   154 143.5 131.2   136 151.5
## cvpred      143.2  94.8  58.9  72.7  94.8 109.04   155 144.6 132.1   137 152.7
## pm2.5       162.0   8.0  23.0  36.0  75.0 103.00    74  69.0  87.0    88 129.0
## CV residual  18.8 -86.8 -35.9 -36.7 -19.8  -6.04   -81 -75.6 -45.1   -49 -23.7
##              18191 18194 18195 18198 18201 18202 18203 18208 18210 18212 18218
## Predicted   159.63 124.6 124.3 112.6   114 103.4  92.3  59.8  87.6 116.4 140.0
## cvpred      160.97 125.8 125.5 113.9   115 104.6  93.4  60.7  88.6 117.6 141.2
## pm2.5       159.00 165.0  68.0  15.0    13  12.0  23.0  31.0  46.0  49.0  73.0
## CV residual  -1.97  39.2 -57.5 -98.9  -102 -92.6 -70.4 -29.7 -42.6 -68.6 -68.2
##             18222 18223 18228 18229  18234   18235 18237 18250 18255 18257
## Predicted   132.5 144.4 142.7 151.0 146.38 153.000 156.9 126.6  55.1    40
## cvpred      133.7 145.5 143.9 152.1 147.45 154.176 158.1 127.7  56.1    41
## pm2.5        89.0  91.0 127.0 133.0 138.00 155.000 147.0 141.0  22.0    18
## CV residual -44.7 -54.5 -16.9 -19.1  -9.45   0.824 -11.1  13.3 -34.1   -23
##             18260 18262 18266 18270 18278 18281 18282 18285 18286 18287 18289
## Predicted    51.6  55.1  88.1 104.4  80.1  77.2  81.8  96.3  99.5  99.2 106.9
## cvpred       52.8  56.3  89.6 105.9  81.3  78.3  83.0  97.6 100.8 100.5 108.4
## pm2.5        13.0  18.0  14.0  12.0  12.0  16.0  17.0  39.0  52.0  42.0  24.0
## CV residual -39.8 -38.3 -75.6 -93.9 -69.3 -62.3 -66.0 -58.6 -48.8 -58.5 -84.4
##             18291 18293 18298 18303 18304 18308 18310 18311 18315 18316 18321
## Predicted    97.7  99.9  78.1  65.3  65.3  80.9 110.4 115.3 131.0 129.7 115.3
## cvpred       99.1 101.3  79.4  66.3  66.3  82.0 111.8 116.8 132.6 131.3 116.8
## pm2.5        13.0   8.0  16.0  14.0  13.0  57.0  75.0  82.0  40.0  60.0  60.0
## CV residual -86.1 -93.3 -63.4 -52.3 -53.3 -25.0 -36.8 -34.8 -92.6 -71.3 -56.8
##             18322 18329 18333 18337 18341 18343 18346 18351 18353 18357 18358
## Predicted    93.9  17.3  99.6  69.1  99.7  99.8  84.7  49.6  49.0  88.6 103.0
## cvpred       95.2  18.0 100.8  70.2 101.0 101.1  85.9  50.4  49.8  89.7 104.2
## pm2.5        52.0  66.0 129.0  14.0   8.0   9.0  21.0  29.0  69.0  61.0  72.0
## CV residual -43.2  48.0  28.2 -56.2 -93.0 -92.1 -64.9 -21.4  19.2 -28.7 -32.2
##               18362 18364  18369 18371 18374 18375 18377 18378 18385 18386
## Predicted   125.196 124.7 115.43   103  89.0  83.9  77.9  81.9   133   137
## cvpred      126.294 125.8 116.48   104  89.8  84.6  78.5  82.6   134   138
## pm2.5       126.000 132.0 109.00    81 103.0 116.0 113.0 127.0   254   262
## CV residual  -0.294   6.2  -7.48   -23  13.2  31.4  34.5  44.4   120   124
##             18391 18392 18393 18394 18399 18403 18407 18408 18409 18411 18412
## Predicted    82.4  79.9    82  68.3 27.72  26.5  31.8  33.7  32.9  16.8 13.45
## cvpred       83.4  80.9    83  69.3 28.68  27.7  33.1  35.0  34.2  18.1 14.77
## pm2.5        18.0  20.0    19  12.0 22.00  10.0  66.0  56.0 163.0   7.0  7.00
## CV residual -65.4 -60.9   -64 -57.3 -6.68 -17.7  32.9  21.0 128.8 -11.1 -7.77
##             18417 18423 18424 18426 18427 18430 18433 18436 18440 18442 18447
## Predicted    93.9  58.6  51.2  53.2  52.6  72.8  62.8  67.9  70.6  89.5  38.0
## cvpred       95.3  59.6  52.2  54.2  53.7  74.1  64.0  69.2  72.0  90.6  38.8
## pm2.5         9.0  14.0  12.0  13.0  12.0  12.0  11.0  10.0   9.0  16.0  11.0
## CV residual -86.3 -45.6 -40.2 -41.2 -41.7 -62.1 -53.0 -59.2 -63.0 -74.6 -27.8
##             18448 18452 18458 18468 18469 18471 18472 18473 18475 18478 18486
## Predicted    36.4  83.6   119  86.9  67.4  52.6  56.4  54.8 57.45  90.8  84.1
## cvpred       37.2  84.7   120  87.8  68.2  53.3  57.1  55.5 58.28  91.8  85.2
## pm2.5        11.0  20.0    39  63.0  52.0  36.0  37.0  45.0 55.00  56.0   9.0
## CV residual -26.2 -64.7   -81 -24.8 -16.2 -17.3 -20.1 -10.5 -3.28 -35.8 -76.2
##             18489 18495 18496 18499 18500 18501 18503 18508 18510 18516 18517
## Predicted    92.8  44.1  47.1  53.1  61.5  68.9 71.58  99.9 132.1  57.7  47.3
## cvpred       93.8  44.8  47.8  53.9  62.4  69.8 72.49 101.1 133.4  58.5  48.1
## pm2.5        21.0  18.0  19.0  23.0  34.0  46.0 63.00 114.0 117.0 111.0  73.0
## CV residual -72.8 -26.8 -28.8 -30.9 -28.4 -23.8 -9.49  12.9 -16.4  52.5  24.9
##             18518 18522 18523 18525 18530 18531 18536 18537 18540 18547 18551
## Predicted    33.0 36.84  49.8  96.7   142 136.3 159.4 149.6 126.3   121 142.7
## cvpred       33.6 37.53  50.6  97.7   143 137.4 160.7 150.7 127.2   122 143.8
## pm2.5        49.0 34.00  29.0  74.0   107  99.0  70.0  70.0 113.0   112 157.0
## CV residual  15.4 -3.53 -21.6 -23.7   -36 -38.4 -90.7 -80.7 -14.2   -10  13.2
##              18552 18554  18558 18560 18565 18568 18572 18573 18577 18583 18584
## Predicted   146.12   148 146.64 144.8 106.8  99.4   136   136   143   117 112.7
## cvpred      147.14   149 147.76 145.9 107.5 100.1   137   137   144   118 113.7
## pm2.5       149.00   183 144.00 172.0 163.0 226.0   254   288   376   236 151.0
## CV residual   1.86    34  -3.76  26.1  55.5 125.9   117   151   232   118  37.3
##             18585 18586 18588 18590 18593 18596 18597 18598 18602 18605 18606
## Predicted    99.4  89.8  60.7 23.07  40.0  83.5  94.8  69.0 150.7 144.1 149.0
## cvpred      100.3  90.7  61.5 23.78  40.8  84.5  96.0  69.9 151.8 145.2 150.1
## pm2.5        14.0  13.0  16.0 22.00  23.0  22.0  38.0  57.0 129.0  97.0  83.0
## CV residual -86.3 -77.7 -45.5 -1.78 -17.8 -62.5 -58.0 -12.9 -22.8 -48.2 -67.1
##             18607 18608 18609 18618   18619 18622 18626 18632 18642 18646 18647
## Predicted   155.2 158.6 158.9 106.6 112.190   131    82  87.0  45.4  64.8  63.4
## cvpred      156.6 159.9 160.2 107.3 113.019   132    83  88.1  46.2  65.9  64.5
## pm2.5        78.0  92.0  95.0 118.0 114.000   145     5   9.0  16.0  15.0  15.0
## CV residual -78.6 -67.9 -65.2  10.7   0.981    13   -78 -79.1 -30.2 -50.9 -49.5
##             18648 18649 18651 18657  18661 18664 18665 18666 18668 18672 18682
## Predicted    61.8    61  70.3  44.5  0.938 -17.8 -24.6 -8.78  1.45  3.12  87.6
## cvpred       62.9    62  71.5  45.7  1.790 -17.0 -23.8 -7.96  2.36  4.07  88.8
## pm2.5        20.0     7   9.0  16.0 19.000  24.0  15.0 13.00  8.00 18.00  30.0
## CV residual -42.9   -55 -62.5 -29.7 17.210  41.0  38.8 20.96  5.64 13.93 -58.8
##             18684 18686 18694  18698 18701 18706 18708 18713 18728 18734 18736
## Predicted    71.9  44.9    93 111.95 128.9 102.3  62.7  27.7 125.5  37.3  40.2
## cvpred       72.8  45.7    94 113.17 130.3 103.3  63.5  28.2 126.8  37.8  40.7
## pm2.5        23.0  19.0    59 105.00  99.0  89.0  80.0  33.0 105.0 139.0 129.0
## CV residual -49.8 -26.7   -35  -8.17 -31.3 -14.3  16.5   4.8 -21.8 101.2  88.3
##             18740 18752  18755 18762 18763 18767  18768  18771 18775 18778
## Predicted    87.8 127.8 101.44  94.3 104.1 143.8 153.04 148.52 151.8   152
## cvpred       88.6 128.8 102.23  95.0 104.9 144.7 153.98 149.41 152.6   153
## pm2.5       236.0  99.0  95.00 148.0 162.0 172.0 151.00 141.00 173.0   178
## CV residual 147.4 -29.8  -7.23  53.0  57.1  27.3  -2.98  -8.41  20.4    25
##             18781 18791 18794 18796 18798 18805 18806 18812 18814 18822 18825
## Predicted   142.4  79.7  96.9   130   115  56.8  51.7  73.5 104.9 126.9 136.4
## cvpred      143.1  80.4  97.8   131   116  57.5  52.3  74.4 105.8 127.9 137.3
## pm2.5       206.0  16.0  11.0    16     9  18.0  15.0  27.0  57.0  99.0  98.0
## CV residual  62.9 -64.4 -86.8  -115  -107 -39.5 -37.3 -47.4 -48.8 -28.9 -39.3
##             18831 18832 18833 18835 18836 18842 18844 18846 18849 18852 18858
## Predicted    96.5  86.8  86.4  86.4 101.3  94.0  97.2  86.2  87.3  50.3  57.8
## cvpred       97.2  87.3  87.0  87.0 102.1  94.9  98.2  87.3  88.4  51.2  58.6
## pm2.5       129.0 119.0 134.0 153.0 149.0  10.0   6.0  19.0  14.0  21.0  25.0
## CV residual  31.8  31.7  47.0  66.0  46.9 -84.9 -92.2 -68.3 -74.4 -30.2 -33.6
##             18860 18861  18868 18872 18881 18885 18886 18889 18892  18895 18896
## Predicted    66.7  71.0 115.46 105.8 46.19  83.5  97.7 113.5 130.3 152.25 157.9
## cvpred       67.5  71.8 116.62 106.9 46.76  84.3  98.6 114.5 131.3 153.37 159.1
## pm2.5        42.0  41.0 108.00  29.0 41.00  59.0  83.0 139.0 133.0 155.00 172.0
## CV residual -25.5 -30.8  -8.62 -77.9 -5.76 -25.3 -15.6  24.5   1.7   1.63  12.9
##             18898 18899 18901 18903 18904 18906 18910 18914 18915 18919 18920
## Predicted   148.7 137.3   117  85.6  84.5  83.9 111.9   141   141   152 147.0
## cvpred      149.6 138.1   117  86.2  85.1  84.5 112.7   142   142   153 148.1
## pm2.5       201.0 216.0   228 212.0 188.0 173.0 211.0   278   290   264 245.0
## CV residual  51.4  77.9   111 125.8 102.9  88.5  98.3   136   148   111  96.9
##             18929 18930 18934 18939 18941 18942 18943 18945 18954 18955 18956
## Predicted    74.0  78.0 106.7   136 151.5 151.5 156.6 154.4  95.5   108   124
## cvpred       74.4  78.5 107.5   137 152.6 152.6 157.7 155.4  95.9   109   125
## pm2.5       112.0 101.0 111.0   185 202.0 200.0 190.0 193.0 203.0   214   253
## CV residual  37.6  22.5   3.5    48  49.4  47.4  32.3  37.6 107.1   105   128
##             18957 18961 18963 18964 18971 18975 18977 18978 18980 18982 18983
## Predicted     135   144   149   149   128   118 145.3 154.7 159.9 150.4   155
## cvpred        136   145   150   149   129   118 145.9 155.3 160.6 151.1   155
## pm2.5         285   322   290   270   231   314 203.0 192.0 208.0 235.0   267
## CV residual   149   177   140   121   102   196  57.1  36.7  47.4  83.9   112
##             18984 18989 18990 18991 18992 18996 18999 19000 19002  19007 19011
## Predicted     154   151 150.4   149 148.8 145.0 155.5 159.4 141.3 152.14 148.0
## cvpred        154   152 151.2   150 149.6 145.7 156.2 160.1 141.9 152.92 148.9
## pm2.5         278   126 113.0   119 132.0 120.0 110.0 113.0 110.0 159.00  79.0
## CV residual   124   -26 -38.2   -31 -17.6 -25.7 -46.2 -47.1 -31.9   6.08 -69.9
##             19012 19013 19020  19026  19032 19033 19034 19035 19038 19039 19040
## Predicted   138.0 132.8 126.0 111.70 110.38 124.0 123.8 135.4 145.6 150.8 145.6
## cvpred      138.8 133.6 126.7 112.38 111.17 124.9 124.6 136.2 146.6 151.8 146.6
## pm2.5        79.0  66.0  81.0 107.00 106.00 108.0 107.0 106.0 170.0 132.0 122.0
## CV residual -59.8 -67.6 -45.7  -5.38  -5.17 -16.9 -17.6 -30.2  23.4 -19.8 -24.6
##              19043 19045 19046 19047 19048 19050 19053 19058 19060 19061 19062
## Predicted   114.83 100.7  95.8  91.2  90.9  90.2 125.8 150.5 150.1 149.8 155.1
## cvpred      115.54 101.3  96.3  91.7  91.5  90.7 126.6 151.5 151.1 150.7 156.1
## pm2.5       121.00 149.0 143.0 142.0 124.0 104.0 111.0 200.0 229.0 213.0 172.0
## CV residual   5.46  47.7  46.7  50.3  32.5  13.3 -15.6  48.5  77.9  62.3  15.9
##             19067 19071 19074 19078 19085 19086 19088 19098 19102 19105 19106
## Predicted     129   112 110.9 149.8  84.4  67.8  66.0 -3.98  10.6  73.8  94.4
## cvpred        130   113 111.5 150.7  85.2  68.5  66.8 -3.64  11.1  74.4  95.2
## pm2.5         185   145 148.0 177.0  13.0  12.0  16.0 14.00  42.0  47.0  33.0
## CV residual    55    32  36.5  26.3 -72.2 -56.5 -50.8 17.64  30.9 -27.4 -62.2
##             19111 19112 19117 19118 19122 19124 19127 19129 19132 19135 19136
## Predicted    97.7  91.2  52.9  41.4  9.82  34.8  35.6  61.3  94.4  87.3  85.9
## cvpred       98.5  91.9  53.3  41.8 10.21  35.3  36.3  62.2  95.4  88.3  87.0
## pm2.5        14.0  11.0  19.0  20.0 18.00  14.0  12.0  12.0  12.0  14.0  13.0
## CV residual -84.5 -80.9 -34.3 -21.8  7.79 -21.3 -24.3 -50.2 -83.4 -74.3 -74.0
##             19138 19140 19141 19145 19154  19155 19157 19161  19163 19167 19168
## Predicted    72.9  62.6  52.0  47.2 124.7 110.31 147.1 150.8 133.62 79.32 64.31
## cvpred       73.9  63.4  52.8  48.0 125.8 111.37 148.2 151.8 134.42 79.89 64.85
## pm2.5        16.0  20.0  18.0  19.0  73.0 102.00  93.0 119.0 127.00 82.00 73.00
## CV residual -57.9 -43.4 -34.8 -29.0 -52.8  -9.37 -55.2 -32.8  -7.42  2.11  8.15
##             19170  19171 19172 19175 19178 19179 19189 19191 19193 19196 19197
## Predicted    61.9 66.638  80.2 72.60 126.7   121  33.3 14.52  9.15  30.7  38.1
## cvpred       62.4 67.277  80.9 73.28 127.6   122  33.8 15.08  9.82  31.6  39.0
## pm2.5        73.0 68.000  67.0 67.00  90.0    93  21.0 22.00 14.00  10.0   9.0
## CV residual  10.6  0.723 -13.9 -6.28 -37.6   -29 -12.8  6.92  4.18 -21.6 -30.0
##             19199 19201 19203 19208 19213 19214 19215 19216 19217 19219 19221
## Predicted    32.9  47.9    44  35.5 -18.5 -34.7 -37.1 -43.8 -45.4  38.4  45.7
## cvpred       33.8  48.8    45  36.6 -17.8 -34.2 -36.6 -43.3 -44.9  39.1  46.5
## pm2.5         7.0   4.0     6  18.0  13.0  14.0  16.0  17.0  20.0  26.0  30.0
## CV residual -26.8 -44.8   -39 -18.6  30.8  48.2  52.6  60.3  64.9 -13.1 -16.5
##             19223 19224 19226 19227 19229 19232 19241 19245  19246  19248
## Predicted   52.56  83.2 111.3   113   121 139.1  28.6  64.1 88.019  98.53
## cvpred      53.34  84.2 112.4   114   122 140.4  29.0  64.7 88.806  99.32
## pm2.5       50.00  64.0  77.0    84    86  69.0  64.0  83.0 89.000 106.00
## CV residual -3.34 -20.2 -35.4   -30   -36 -71.4  35.0  18.3  0.194   6.68
##              19252  19253 19263 19264 19265 19268 19275 19279 19285 19287 19291
## Predicted   128.97 133.96  25.1  27.3  20.9  22.1  55.0  60.1  29.7 19.77  34.9
## cvpred      130.06 135.05  25.2  27.4  21.0  22.3  55.6  60.8  30.0 20.04  35.3
## pm2.5       135.00 142.00 127.0  96.0  75.0  62.0  12.0   7.0  19.0 26.00  52.0
## CV residual   4.94   6.95 101.8  68.6  54.0  39.7 -43.6 -53.8 -11.0  5.96  16.7
##             19296 19299 19300 19303 19304 19305 19307 19311 19312 19318 19319
## Predicted    99.7 117.6   136 145.6 146.5 125.6  86.5  50.5 75.69   116 134.1
## cvpred      100.4 118.4   137 146.6 147.5 126.4  87.1  50.8 75.99   116 134.6
## pm2.5        55.0  68.0    54  59.0  60.0  89.0  75.0  74.0 68.00   170 183.0
## CV residual -45.4 -50.4   -83 -87.6 -87.5 -37.4 -12.1  23.2 -7.99    54  48.4
##             19326 19329 19341 19342 19345 19350 19353 19355 19356 19357 19359
## Predicted     158 153.5   143   148   154 157.9 157.8 156.1 154.5   153 150.2
## cvpred        159 154.1   143   148   154 158.5 158.5 156.7 155.1   154 150.7
## pm2.5         186 232.0   346   334   280 201.0 188.0 182.0 191.0   173 182.0
## CV residual    27  77.9   203   186   126  42.5  29.5  25.3  35.9    19  31.3
##             19363 19364 19366 19369 19371 19372 19374 19380 19381 19385 19386
## Predicted   141.1 140.3 139.3 160.8   159   153   138 102.4   124 113.8 113.5
## cvpred      141.7 140.8 139.8 161.6   160   154   138 103.1   124 114.4 114.1
## pm2.5       204.0 211.0 185.0 113.0    30    21    25  15.0    21  43.0  39.0
## CV residual  62.3  70.2  45.2 -48.6  -130  -133  -113 -88.1  -103 -71.4 -75.1
##             19387 19389 19390 19391 19392 19393 19395 19396 19397 19402 19403
## Predicted   112.6 131.5 132.1 131.2   132 146.8 146.5 151.4 156.5 131.6 113.1
## cvpred      113.2 132.1 132.7 131.9   133 147.5 147.2 152.1 157.3 132.2 113.6
## pm2.5        65.0  80.0  86.0  74.0    68  69.0  69.0  75.0  87.0  66.0  86.0
## CV residual -48.2 -52.1 -46.7 -57.9   -65 -78.5 -78.2 -77.1 -70.3 -66.2 -27.6
##             19406 19411 19413 19416  19425 19428 19430 19431 19433 19434 19435
## Predicted   116.7 121.2 131.0 134.8 153.32  97.3  73.5  77.0  83.8 87.87  96.3
## cvpred      117.2 121.7 131.6 135.4 154.03  97.7  73.8  77.3  84.1 88.15  96.6
## pm2.5       143.0  91.0 100.0 106.0 159.00 158.0 101.0 129.0 104.0 90.00  79.0
## CV residual  25.8 -30.7 -31.6 -29.4   4.97  60.3  27.2  51.7  19.9  1.85 -17.6
##             19439 19442 19443 19445 19452 19453 19455 19464 19465 19467 19468
## Predicted   121.2   132 136.8 141.7   129   124   118   134   129   134   138
## cvpred      121.6   133 137.4 142.4   130   124   118   134   129   134   139
## pm2.5       133.0   202 201.0 193.0   280   308   336   398   407   246   260
## CV residual  11.4    69  63.6  50.6   150   184   218   264   278   112   121
##             19469 19474 19480 19481 19487 19494 19498 19499 19501 19504 19507
## Predicted     139 123.2 71.04 75.07 106.8 137.5 128.7  75.1  57.7  9.98  2.60
## cvpred        139 123.6 71.23 75.31 107.2 138.1 129.2  75.3  57.8 10.14  2.79
## pm2.5         354 212.0 64.00 69.00  50.0  54.0  79.0  18.0  18.0 15.00 10.00
## CV residual   215  88.4 -7.23 -6.31 -57.2 -84.1 -50.2 -57.3 -39.8  4.86  7.21
##             19509 19510 19516 19520 19523 19536 19540 19547 19548 19551 19552
## Predicted    95.8   115  52.1  54.0 24.99  92.1  91.4  56.7  56.5  30.6 33.10
## cvpred       96.3   116  52.6  54.5 25.19  92.8  92.0  57.0  56.8  30.7 33.17
## pm2.5        10.0    24  27.0  15.0 19.00  45.0  13.0  22.0  20.0  33.0 35.00
## CV residual -86.3   -92 -25.6 -39.5 -6.19 -47.8 -79.0 -35.0 -36.8   2.3  1.83
##             19553 19562 19564  19565 19571 19573 19574 19576 19577 19581 19582
## Predicted    36.1 112.6 133.9 123.09  87.4  71.3  60.1  50.4  49.5 110.3   111
## cvpred       36.2 113.1 134.6 123.74  87.7  71.3  60.1  50.2  49.4 110.6   111
## pm2.5        35.0 130.0 126.0 128.00 131.0 133.0 138.0 148.0 147.0 204.0   238
## CV residual  -1.2  16.9  -8.6   4.26  43.3  61.7  77.9  97.8  97.6  93.4   127
##             19584 19586 19590 19596 19597 19603 19606 19607 19610 19613 19620
## Predicted     120   139 118.5  14.5 -1.06  18.0 76.63 86.66  37.1  74.4  43.9
## cvpred        120   139 119.1  14.2 -1.36  17.8 76.77 86.89  37.1  74.7  43.8
## pm2.5         280   283 161.0  72.0 49.00  42.0 72.00 95.00  26.0   3.0  61.0
## CV residual   160   144  41.9  57.8 50.36  24.2 -4.77  8.11 -11.1 -71.7  17.2
##             19625 19630 19631 19634 19637 19638 19644  19648 19650  19665 19666
## Predicted    36.3  65.2  69.2  91.0 110.3 105.9  52.0  -9.87 -14.7  0.901  4.18
## cvpred       36.2  65.4  69.5  91.3 110.6 106.3  51.7 -10.23 -15.0  1.193  4.47
## pm2.5        48.0  38.0  47.0  54.0  69.0  77.0  78.0  30.00  17.0 10.000 11.00
## CV residual  11.8 -27.4 -22.5 -37.3 -41.6 -29.3  26.3  40.23  32.0  8.807  6.53
##             19669 19671 19672 19673 19675 19679 19680 19681 19682 19683 19684
## Predicted   -38.0 -48.1 -58.8 -64.4 -55.2  56.3  60.7  58.9  80.1  70.3  46.4
## cvpred      -37.9 -48.0 -58.7 -64.3 -55.0  56.7  61.1  59.1  80.5  70.7  46.8
## pm2.5        22.0  16.0   8.0  12.0  13.0  34.0  37.0  40.0  42.0  42.0  33.0
## CV residual  59.9  64.0  66.7  76.3  68.0 -22.7 -24.1 -19.1 -38.5 -28.7 -13.8
##             19687 19688 19689 19691 19692 19693 19694 19695 19696 19700  19702
## Predicted    53.3  77.1  66.0  39.9  33.4 29.05 29.66 22.67 22.67  52.2 54.614
## cvpred       53.9  77.7  66.6  40.4  33.8 29.36 29.97 22.88 22.88  52.6 54.985
## pm2.5        10.0  11.0  10.0  18.0  14.0 21.00 20.00 21.00 24.00  24.0 54.000
## CV residual -43.9 -66.7 -56.6 -22.4 -19.8 -8.36 -9.97 -1.88  1.12 -28.6 -0.985
##             19704 19705 19709 19710 19711 19712 19713 19717 19719 19724 19726
## Predicted    86.0  90.6  93.0 114.8 122.6 127.2 107.9 69.33 65.03  72.7  67.1
## cvpred       86.5  91.1  93.6 115.5 123.2 127.8 108.4 69.58 65.21  73.1  67.6
## pm2.5        52.0  39.0  65.0  57.0  54.0  53.0  82.0 79.00 56.00  36.0  47.0
## CV residual -34.5 -52.1 -28.6 -58.5 -69.2 -74.8 -26.4  9.42 -9.21 -37.1 -20.6
##             19728 19729 19734 19735 19744 19745 19752 19760 19772 19778 19782
## Predicted    61.4  86.3  99.4 103.8  74.3  86.1  57.2  81.8 -2.69 17.29  12.0
## cvpred       61.8  86.8  99.9 104.3  74.6  86.4  57.6  82.4 -2.76 17.44  12.1
## pm2.5        44.0  28.0  36.0  28.0  55.0  64.0  11.0  32.0 18.00 25.00  30.0
## CV residual -17.8 -58.8 -63.9 -76.3 -19.6 -22.4 -46.6 -50.4 20.76  7.56  17.9
##             19784 19786 19792 19793 19797 19799 19803 19807 19813 19814 19817
## Predicted    21.4 22.08 -31.1 -33.0 -11.0  32.9 27.05  39.6 -11.7 -16.2 -19.2
## cvpred       21.5 22.09 -31.3 -33.2 -10.9  33.2 27.35  40.0 -11.7 -16.4 -19.3
## pm2.5        10.0 32.00  22.0  18.0  10.0  11.0 23.00  12.0  31.0  22.0  17.0
## CV residual -11.5  9.91  53.3  51.2  20.9 -22.2 -4.35 -28.0  42.7  38.4  36.3
##             19821 19822 19826 19835 19837 19840 19841 19849 19852 19855 19858
## Predicted   -14.7 -11.9  62.8  28.0  22.3  11.3  6.90  91.9 120.7   120  70.1
## cvpred      -14.6 -11.8  63.0  27.9  22.1  10.9  6.56  92.5 121.5   121  70.4
## pm2.5        12.0  13.0  20.0  49.0  37.0  24.0 21.00  18.0  42.0    52  56.0
## CV residual  26.6  24.8 -43.0  21.1  14.9  13.1 14.44 -74.5 -79.5   -69 -14.4
##             19860 19865 19866 19868 19869 19874 19875 19878 19880 19886 19889
## Predicted   62.50  35.5  38.8 74.14  83.9  88.9 103.1  21.2  13.6 -37.0 -48.3
## cvpred      62.65  35.3  38.6 74.11  83.9  89.1 103.4  21.3  13.6 -37.3 -48.7
## pm2.5       54.00  76.0  95.0 83.00 124.0 154.0 123.0  49.0  35.0  18.0  22.0
## CV residual -8.65  40.7  56.4  8.89  40.1  64.9  19.6  27.7  21.4  55.3  70.7
##             19896 19898 19899 19900 19905 19907 19908 19909 19910 19917 19918
## Predicted    33.9 72.48  66.9  86.1  94.2  67.4  51.1  43.9  37.4  50.4  49.6
## cvpred       33.8 72.66  67.0  86.4  94.3  67.3  50.8  43.5  37.0  50.0  49.2
## pm2.5        49.0 79.00  80.0 100.0 164.0 183.0 170.0 171.0 160.0  70.0  73.0
## CV residual  15.2  6.34  13.0  13.6  69.7 115.7 119.2 127.5 123.0  20.0  23.8
##             19922  19926 19929 19930 19934 19938 19941 19943 19944 19947 19948
## Predicted   104.3 110.91  82.6  74.1 67.59  65.7   140 142.2 146.0  74.7  78.5
## cvpred      104.2 110.88  82.3  73.8 67.18  65.4   139 142.2 146.1  74.8  78.6
## pm2.5        80.0 104.00  68.0  41.0 60.00  50.0    32  51.0  55.0  13.0  12.0
## CV residual -24.2  -6.88 -14.3 -32.8 -7.18 -15.4  -107 -91.2 -91.1 -61.8 -66.6
##             19951 19954 19955 19961 19962 19965 19968 19971 19974 19975 19976
## Predicted    67.9  51.2 27.23 -8.62 -15.0  53.8  68.3  38.0  30.8  35.1  23.4
## cvpred       68.3  51.4 27.35 -8.77 -15.1  53.8  68.3  38.1  30.9  35.2  23.5
## pm2.5         7.0  10.0 29.00 15.00   9.0  22.0  39.0  51.0  46.0  57.0  68.0
## CV residual -61.3 -41.4  1.65 23.77  24.1 -31.8 -29.3  12.9  15.1  21.8  44.5
##             19980 19985 19988 19989 19992 19993 20001 20005  20009 20012 20014
## Predicted   -2.93 -1.69  49.5  48.6  64.9  84.4 88.04  19.6 -0.543 23.85 21.03
## cvpred      -3.25 -2.20  49.4  48.5  64.8  84.5 88.05  19.1 -1.131 23.45 20.62
## pm2.5       22.00 24.00  10.0  19.0  33.0  51.0 91.00  58.0 22.000 19.00 24.00
## CV residual 25.25 26.20 -39.4 -29.5 -31.8 -33.5  2.95  38.9 23.131 -4.45  3.38
##             20018 20019 20020 20022 20023 20027 20031 20038 20046  20048 20049
## Predicted   49.71  58.7 112.5 128.4 127.2  59.8 -24.7  19.7 123.9 128.25   107
## cvpred      49.53  58.6 112.6 128.7 127.5  59.3 -25.4  19.2 123.9 128.26   107
## pm2.5       44.00  56.0  56.0  72.0  76.0 111.0  29.0  51.0 106.0 119.00   139
## CV residual -5.53  -2.6 -56.6 -56.7 -51.5  51.7  54.4  31.8 -17.9  -9.26    32
##             20054 20061 20063 20064 20066 20069 20070 20071 20077 20083 20084
## Predicted    7.54 83.08  86.8  86.6  81.4   128   134   134 13.90 33.59 41.75
## cvpred       7.01 82.95  86.7  86.7  81.5   128   134   134 13.72 33.36 41.57
## pm2.5       29.00 75.00  68.0  73.0  60.0     8     7    22 21.00 38.00 48.00
## CV residual 21.99 -7.95 -18.7 -13.7 -21.5  -120  -127  -112  7.28  4.64  6.43
##             20087 20091 20094 20095 20099 20105 20106 20108 20110 20114 20117
## Predicted   72.62  92.4 104.6 104.1  90.9  43.9  42.3  62.0  78.3 103.0 115.4
## cvpred      72.62  92.5 104.8 104.3  90.8  43.3  41.7  61.5  77.9 102.7 115.3
## pm2.5       63.00  73.0  90.0  90.0 130.0 168.0 136.0 184.0 127.0 113.0 138.0
## CV residual -9.62 -19.5 -14.8 -14.3  39.2 124.7  94.3 122.5  49.1  10.3  22.7
##             20120 20121 20124 20129 20137 20143 20144 20149 20152 20154 20164
## Predicted   103.3 102.5  85.2  70.7 145.8 147.0 137.2 120.1 117.1 117.5 132.1
## cvpred      103.1 102.3  84.9  70.2 145.8 147.1 137.2 120.1 117.1 117.4 132.1
## pm2.5       140.0 144.0 155.0 213.0  50.0  77.0  85.0 102.0 139.0 156.0 169.0
## CV residual  36.9  41.7  70.1 142.8 -95.8 -70.1 -52.2 -18.1  21.9  38.6  36.9
##             20165  20170 20171 20175 20176 20178 20180 20182 20190 20191 20192
## Predicted   141.6 134.17 138.2 139.7 138.3   136   139 151.7 146.6 145.7 139.5
## cvpred      141.6 134.06 138.1 139.8 138.4   136   139 151.8 146.7 145.9 139.6
## pm2.5       183.0 143.00 157.0 177.0 149.0    65   110  98.0 167.0 185.0 184.0
## CV residual  41.4   8.94  18.9  37.2  10.6   -71   -29 -53.8  20.3  39.1  44.4
##             20194 20198 20200 20201 20202 20206 20215  20218 20221 20233 20236
## Predicted   132.7 136.8 127.0 126.8 126.8 134.1 127.2 129.32 111.3 129.0 135.5
## cvpred      132.8 136.8 126.9 126.7 126.7 134.1 127.2 129.32 111.1 128.9 135.4
## pm2.5       155.0 206.0 185.0 156.0 149.0 192.0 116.0 132.00 167.0 217.0 191.0
## CV residual  22.2  69.2  58.1  29.3  22.3  57.9 -11.2   2.68  55.9  88.1  55.6
##             20239 20241 20249 20251 20252 20253 20258 20261 20263 20268 20270
## Predicted   129.3   127   107   113   117   129   127 139.4 139.4   141 143.4
## cvpred      129.2   127   107   112   117   129   127 139.3 139.3   141 143.3
## pm2.5       222.0   230   272   280   288   303   183 195.0 173.0    40  44.0
## CV residual  92.8   103   165   168   171   174    56  55.7  33.7  -101 -99.3
##             20271 20272 20277 20279 20283 20287 20288 20290 20291  20292 20298
## Predicted     137 136.3 130.3 123.7  86.0  88.7  47.8  25.3 14.21 -0.906 -21.7
## cvpred        137 136.3 130.3 123.7  86.1  89.1  47.8  25.2 14.05 -1.050 -21.9
## pm2.5          48  37.0  43.0  29.0   9.0  11.0  11.0  11.0 18.00 16.000  11.0
## CV residual   -89 -99.3 -87.3 -94.7 -77.1 -78.1 -36.8 -14.2  3.95 17.050  32.9
##             20305 20308 20309 20310 20311 20317 20321 20323 20324 20327 20329
## Predicted     123 129.1 139.6 140.4 139.1 81.18  43.4  91.9 112.8 118.2 123.9
## cvpred        123 129.5 140.1 140.9 139.6 81.08  42.9  91.6 112.7 118.2 123.9
## pm2.5          45  35.0  62.0  81.0  75.0 88.00  62.0  65.0  72.0 163.0 143.0
## CV residual   -78 -94.5 -78.1 -59.9 -64.6  6.92  19.1 -26.6 -40.7  44.8  19.1
##             20331 20335  20337 20340 20341 20345 20347 20351 20356 20359 20361
## Predicted   121.5 137.5 115.75  8.45 -9.12 -38.5 -34.2 -17.1  32.8  56.2  54.1
## cvpred      121.4 137.6 115.55  8.14 -9.42 -38.8 -34.5 -17.2  32.9  56.5  54.3
## pm2.5       160.0 108.0 107.00 55.00 55.00  29.0  30.0  30.0 107.0 108.0  98.0
## CV residual  38.6 -29.6  -8.55 46.86 64.42  67.8  64.5  47.2  74.1  51.5  43.7
##             20363 20364 20367 20372 20377 20378 20381 20382 20383 20384 20390
## Predicted    25.9  29.5  30.0  66.9  83.9  88.5 137.4 128.0 137.1 121.2  48.1
## cvpred       25.9  29.5  29.8  66.9  84.0  88.7 137.7 128.3 137.5 121.4  47.8
## pm2.5        79.0  70.0 106.0 113.0 203.0 201.0 194.0 184.0 224.0 198.0 190.0
## CV residual  53.1  40.5  76.2  46.1 119.0 112.3  56.3  55.7  86.5  76.6 142.2
##             20391 20393 20394 20397 20405 20415 20416 20420 20424 20428 20432
## Predicted    42.6  54.8  58.1  81.5 148.3 106.2 101.1 125.5   144   141 138.4
## cvpred       42.3  54.6  57.8  81.5 148.4 105.9 100.7 125.3   144   141 138.4
## pm2.5       166.0 141.0 127.0 176.0 111.0 168.0 151.0 204.0   286   243 227.0
## CV residual 123.7  86.4  69.2  94.5 -37.4  62.1  50.3  78.7   142   102  88.6
##             20433 20435 20436 20437 20438 20439 20443 20444 20445 20448 20450
## Predicted   126.2 105.0 107.3   105  95.3  93.9  95.4 81.40  90.4  99.2 113.6
## cvpred      126.1 104.6 106.8   105  94.8  93.5  95.0 81.04  90.1  99.0 113.5
## pm2.5       186.0 163.0 192.0   280 298.0 199.0  78.0 85.00 112.0  80.0  75.0
## CV residual  59.9  58.4  85.2   175 203.2 105.5 -17.0  3.96  21.9 -19.0 -38.5
##             20455  20457 20459 20460 20461 20466 20469 20471    20473  20475
## Predicted   147.7 125.25  90.3  84.9  60.4  38.9  64.7 110.6 126.2477 131.14
## cvpred      147.8 125.04  89.9  84.4  59.7  38.1  64.1 110.3 126.0921 131.03
## pm2.5       115.0 120.00 124.0 127.0 118.0  72.0  90.0 114.0 126.0000 139.00
## CV residual -32.8  -5.04  34.1  42.6  58.3  33.9  25.9   3.7  -0.0921   7.97
##             20478 20483 20489 20492 20495 20496 20497 20500 20503 20506 20507
## Predicted   137.8  46.7  17.1  53.9 96.70 111.3 110.9 127.0 130.4  98.8  79.3
## cvpred      137.8  46.0  16.3  53.3 96.36 111.1 110.6 126.9 130.3  98.3  78.6
## pm2.5        85.0  57.0  45.0  26.0 91.00 101.0  99.0 128.0  90.0 134.0 133.0
## CV residual -52.8  11.0  28.7 -27.3 -5.36 -10.1 -11.6   1.1 -40.3  35.7  54.4
##             20508 20509 20515 20524 20526 20528 20532 20533 20534 20537 20543
## Predicted    73.2  72.4  49.7   113 123.6  78.5  16.5  8.15  11.3  11.0  66.7
## cvpred       72.4  71.6  48.9   113 123.6  78.2  15.9  7.52  10.6  10.3  66.3
## pm2.5       130.0 145.0  80.0    76  85.0  89.0  32.0 98.00  87.0 212.0  50.0
## CV residual  57.6  73.4  31.1   -37 -38.6  10.8  16.1 90.48  76.4 201.7 -16.3
##             20544 20547 20552  20553  20554 20558 20561 20562 20563 20565 20567
## Predicted   69.20 106.9 111.6  97.45  91.07  39.9  54.9  63.5  59.4  77.0 53.61
## cvpred      68.75 106.8 111.4  97.16  90.68  39.2  54.2  62.9  58.8  76.5 53.23
## pm2.5       66.00  62.0  90.0 102.00 100.00 284.0 142.0 180.0 141.0  95.0 48.00
## CV residual -2.75 -44.8 -21.4   4.84   9.32 244.8  87.8 117.1  82.2  18.5 -5.23
##             20571 20572 20581 20584 20585 20587 20589 20593 20597 20601 20603
## Predicted   105.8  99.7  47.4  48.0  52.3  56.1  74.0  56.0 120.6  91.3  55.9
## cvpred      105.8  99.6  46.8  47.4  51.7  55.5  73.7  55.9 120.7  91.0  55.3
## pm2.5        64.0  61.0  87.0  97.0 105.0 110.0 134.0  71.0  78.0 135.0 112.0
## CV residual -41.8 -38.6  40.2  49.6  53.3  54.5  60.3  15.1 -42.7  44.0  56.7
##             20604 20608 20609 20610 20611 20613 20616 20619 20623 20625 20633
## Predicted    49.5  17.6  19.1  36.2  45.6  60.1 102.8 101.4 124.9  84.3  41.1
## cvpred       48.8  16.7  18.2  35.5  45.0  59.6 102.6 101.2 124.9  84.0  40.5
## pm2.5       109.0  73.0  73.0  71.0  71.0  69.0  77.0 136.0 108.0 166.0 124.0
## CV residual  60.2  56.3  54.8  35.5  26.0   9.4 -25.6  34.8 -16.9  82.0  83.5
##             20634 20636 20639 20641 20645 20649 20650 20660 20667 20668 20672
## Predicted    44.2  67.2 102.8 108.1 127.5  96.7  90.8  77.4  90.2 112.3 109.1
## cvpred       43.5  66.8 102.6 107.9 127.5  96.4  90.4  76.7  89.8 111.9 108.8
## pm2.5       102.0  82.0 131.0 148.0 166.0 168.0 166.0 164.0 263.0 207.0 144.0
## CV residual  58.5  15.2  28.4  40.1  38.5  71.6  75.6  87.3 173.2  95.1  35.2
##             20673 20674  20676  20678 20679  20680 20682 20684  20687  20692
## Predicted   108.6 119.6 124.75 123.75   133 132.41 126.7   134 138.65 135.52
## cvpred      108.3 119.3 124.48 123.43   133 132.13 126.4   134 138.42 135.41
## pm2.5       153.0 137.0 126.00 116.00   122 142.00 144.0   153 137.00 139.00
## CV residual  44.7  17.7   1.52  -7.43   -11   9.87  17.6    19  -1.42   3.59
##              20698 20703 20706  20712 20715 20716 20717 20718 20729 20730 20732
## Predicted   140.15  84.3  97.3 128.99   127 130.9 130.4 125.0 73.58  68.1 114.4
## cvpred      140.03  83.8  96.9 128.86   127 130.9 130.4 124.9 73.12  67.6 114.1
## pm2.5       149.00  38.0  78.0 122.00   138 157.0 164.0 170.0 66.00  55.0  78.0
## CV residual   8.97 -45.8 -18.9  -6.86    11  26.1  33.6  45.1 -7.12 -12.6 -36.1
##             20738 20739 20740 20741 20746 20748 20749 20750  20751 20752 20753
## Predicted   118.9 124.1 143.7 144.2  48.1  37.1  35.3  11.5  -9.85 -13.3 -16.0
## cvpred      118.8 124.1 143.8 144.4  47.8  36.7  34.8  11.0 -10.35 -13.9 -16.6
## pm2.5        83.0  70.0  70.0  69.0  26.0  53.0  52.0  50.0  37.00  33.0  30.0
## CV residual -35.8 -54.1 -73.8 -75.4 -21.8  16.3  17.2  39.0  47.35  46.9  46.6
##             20756  20758 20760 20761 20762 20764 20768 20771  20774 20782 20783
## Predicted    7.44 25.280  47.5  27.3  88.3  60.5  97.1  21.1  1.280 18.53  20.7
## cvpred       7.12 25.151  47.5  27.3  88.3  60.5  97.1  20.8  0.736 18.15  20.3
## pm2.5       14.00 26.000  37.0  43.0  44.0  47.0  41.0  38.0 38.000 22.00  36.0
## CV residual  6.88  0.849 -10.5  15.7 -44.3 -13.5 -56.1  17.2 37.264  3.85  15.7
##             20785 20786 20787 20789 20798 20805 20806 20808 20811 20812 20814
## Predicted    55.3  71.9  71.0 109.1 -8.31 -29.0 -35.0 -43.3  17.1  94.5 102.3
## cvpred       55.0  71.7  70.8 109.3 -8.88 -29.6 -35.6 -43.9  17.0  94.3 102.2
## pm2.5        40.0  51.0  32.0  44.0 24.00  32.0  38.0  28.0  36.0  44.0  50.0
## CV residual -15.0 -20.7 -38.8 -65.3 32.88  61.6  73.6  71.9  19.0 -50.3 -52.2
##             20815 20820 20822 20823 20828 20829 20832 20834 20836 20839 20840
## Predicted   109.5  67.0  54.6  53.2  70.9  71.0  85.1 119.1 119.0 128.5 107.7
## cvpred      109.4  66.5  53.9  52.6  70.4  70.6  84.9 119.1 118.9 128.5 107.5
## pm2.5        47.0 102.0  92.0  66.0  42.0  25.0  27.0  32.0  35.0  55.0  67.0
## CV residual -62.4  35.5  38.1  13.4 -28.4 -45.6 -57.9 -87.1 -83.9 -73.5 -40.5
##             20843 20845 20846 20849 20850 20856 20859 20861 20863 20864 20865
## Predicted    95.9  78.7  73.9  65.6  69.5 112.7 118.6 123.3   126 120.7 114.3
## cvpred       95.5  78.0  73.2  64.7  68.6 112.3 118.2 122.9   126 120.3 113.8
## pm2.5        85.0 106.0 136.0 125.0 108.0 140.0 139.0 136.0   150 160.0 151.0
## CV residual -10.5  28.0  62.8  60.3  39.4  27.7  20.8  13.1    24  39.7  37.2
##             20868 20870 20873 20875 20919 20920 20925 20926 20931 20932 20933
## Predicted     102  84.7  81.4  94.2 101.5 107.1  98.7 107.7 132.8 123.3 127.9
## cvpred        101  83.9  80.5  93.4 100.9 106.5  98.1 107.2 132.4 122.9 127.6
## pm2.5         298 164.0 154.0 136.0 164.0 167.0 119.0 135.0  93.0  86.0  75.0
## CV residual   197  80.1  73.5  42.6  63.1  60.5  20.9  27.8 -39.4 -36.9 -52.6
##             20944 20950 20953 20955 20956 20966 20967 20969 20973 20975 20978
## Predicted    55.2  81.3  87.3  65.2 55.78  7.80  6.56 17.67  42.4  75.0 103.6
## cvpred       54.5  80.8  86.7  64.8 55.54  7.22  5.93 17.09  42.0  74.7 103.4
## pm2.5        65.0  72.0 132.0  85.0 52.00 11.00 17.00 15.00  30.0  40.0  47.0
## CV residual  10.5  -8.8  45.3  20.2 -3.54  3.78 11.07 -2.09 -12.0 -34.7 -56.4
##             20980 20981 20982 20984 20985 20990 20994 20998 21003 21006 21012
## Predicted   123.1  98.6   114  77.6  56.1  3.05  8.90  79.2  95.6 110.0  37.8
## cvpred      123.1  98.4   114  77.3  55.8  2.48  8.33  79.0  95.5 109.9  37.1
## pm2.5        65.0  80.0    63  48.0  33.0 10.00  6.00  19.0  84.0  48.0  48.0
## CV residual -58.1 -18.4   -51 -29.3 -22.8  7.52 -2.33 -60.0 -11.5 -61.9  10.9
##             21015 21016 21020 21021 21028 21035 21037 21041 21047 21048 21049
## Predicted    38.8  43.6  61.6  79.0 141.4  94.0  57.8  6.18  31.9  45.2 64.15
## cvpred       38.2  43.0  61.1  78.6 141.4  93.4  57.0  5.25  31.3  44.7 63.74
## pm2.5        73.0  66.0  39.0  42.0  93.0 122.0  75.0 39.00  43.0  56.0 54.00
## CV residual  34.8  23.0 -22.1 -36.6 -48.4  28.6  18.0 33.75  11.7  11.3 -9.74
##             21054 21057 21062 21063 21064 21066 21072 21075 21077 21079 21080
## Predicted   118.0  89.6  70.8  59.9  59.1  71.9  87.8 116.0 131.5 119.4 104.7
## cvpred      117.9  89.1  70.0  59.0  58.2  71.1  87.4 115.7 131.4 119.1 104.3
## pm2.5        79.0 101.0 147.0 133.0 136.0 149.0 139.0 133.0 125.0 146.0 137.0
## CV residual -38.9  11.9  77.0  74.0  77.8  77.9  51.6  17.3  -6.4  26.9  32.7
##             21083 21084 21086 21087 21089 21090 21091 21092 21102 21121 21122
## Predicted    83.4  77.8  65.1  64.0  42.5  36.5  31.5  39.7   105   114 108.1
## cvpred       82.8  77.1  64.2  63.1  41.5  35.5  30.6  38.8   105   114 107.9
## pm2.5       130.0 136.0 149.0 152.0 105.0  87.0  82.0 104.0   101    11   8.0
## CV residual  47.2  58.9  84.8  88.9  63.5  51.5  51.4  65.2    -4  -103 -99.9
##             21142 21146 21147 21148 21149 21150 21156 21159 21161 21162 21163
## Predicted    80.9 100.4 110.2 133.1 143.1 133.4 79.56  53.8 42.35 50.52 123.0
## cvpred       80.7 100.4 110.2 133.2 143.3 133.4 78.95  53.2 41.72 49.93 122.8
## pm2.5        27.0  67.0  60.0  71.0  80.0 122.0 87.00  37.0 43.00 51.00  37.0
## CV residual -53.7 -33.4 -50.2 -62.2 -63.3 -11.4  8.05 -16.2  1.28  1.07 -85.8
##             21167 21168 21172 21173 21174 21175 21176 21177 21179 21183 21184
## Predicted   135.0 139.5 139.4 144.3 145.3   140 130.4 125.5 124.8 103.0 101.9
## cvpred      134.8 139.4 139.2 144.2 145.2   140 130.2 125.3 124.5 102.6 101.5
## pm2.5        50.0  40.0  63.0  57.0  58.0    65  55.0  53.0  55.0  52.0  66.0
## CV residual -84.8 -99.4 -76.2 -87.2 -87.2   -75 -75.2 -72.3 -69.5 -50.6 -35.5
##             21185  21188  21191  21194  21195  21197 21202 21204 21207 21209
## Predicted   100.3 116.77 142.30 142.31 147.20 149.04 130.9 109.8 67.91  50.8
## cvpred       99.8 116.43 142.06 142.13 147.07 148.91 130.6 109.3 67.18  50.0
## pm2.5        71.0 115.00 152.00 144.00 149.00 141.00 185.0 158.0 69.00  62.0
## CV residual -28.8  -1.43   9.94   1.87   1.93  -7.91  54.4  48.7  1.82  12.0
##             21213 21215 21221 21222 21223 21224 21226 21229 21233 21238 21240
## Predicted    76.3  98.8 119.1 141.5   141   136   131   120 135.3 137.2 142.7
## cvpred       75.8  98.3 118.8 141.2   141   136   131   119 134.9 136.8 142.4
## pm2.5        95.0 130.0 207.0 233.0   248   244   239   238  59.0  92.0  80.0
## CV residual  19.2  31.7  88.2  91.8   107   108   108   119 -75.9 -44.8 -62.4
##              21244 21252 21254 21255 21256 21262 21264 21269 21270 21271 21273
## Predicted   148.67 106.1  85.7  79.2  73.2  62.9  96.7 138.4 123.3 116.3 83.57
## cvpred      148.55 105.5  84.9  78.4  72.4  62.1  96.2 138.2 122.9 115.8 82.96
## pm2.5       140.00 135.0 143.0 154.0 118.0  52.0  56.0 109.0  97.0  88.0 76.00
## CV residual  -8.55  29.5  58.1  75.6  45.6 -10.1 -40.2 -29.2 -25.9 -27.8 -6.96
##             21277 21279 21280 21281 21283  21284 21285 21289 21297 21300 21301
## Predicted   15.81 16.44 16.44  42.4 50.70 54.975  60.0   109 104.0  87.1  81.4
## cvpred      14.87 15.46 15.46  41.4 49.83 54.158  59.3   108 103.5  86.3  80.7
## pm2.5        6.00  8.00  8.00  20.0 52.00 54.000  46.0   199 167.0 191.0 189.0
## CV residual -8.87 -7.46 -7.46 -21.4  2.17 -0.158 -13.3    91  63.5 104.7 108.3
##             21307 21310 21311 21312 21315 21318 21319 21321 21325 21326 21328
## Predicted    79.3 118.1 107.7 112.0 123.4 128.9 124.0 107.8  67.3 56.66  68.6
## cvpred       78.6 117.7 107.3 111.6 123.1 128.6 123.7 107.3  66.4 55.74  67.7
## pm2.5        46.0  50.0  59.0  56.0  43.0  50.0  49.0  38.0  53.0 55.00  87.0
## CV residual -32.6 -67.7 -48.3 -55.6 -80.1 -78.6 -74.7 -69.3 -13.4 -0.74  19.3
##             21331 21337 21341  21346 21347 21349 21351 21354 21360 21363 21367
## Predicted    66.0  94.1 128.1 101.48  96.6  76.3  45.8  45.5  93.0 115.3 131.0
## cvpred       65.2  93.6 127.8 100.84  95.9  75.5  44.8  44.5  92.3 114.8 130.6
## pm2.5        98.0  17.0  85.0 107.00 121.0  98.0  63.0  33.0  73.0  75.0 197.0
## CV residual  32.8 -76.6 -42.8   6.16  25.1  22.5  18.2 -11.5 -19.3 -39.8  66.4
##             21368 21371 21375 21377 21379 21388 21389 21392 21393 21395 21396
## Predicted   130.5 109.2  67.7    47   141   111   110   121  96.1  47.0  37.0
## cvpred      130.1 108.5  66.7    46   141   110   110   121  95.7  46.5  36.5
## pm2.5       189.0 178.0 140.0   104    23     8     8    10   8.0  14.0   9.0
## CV residual  58.9  69.5  73.3    58  -118  -102  -102  -111 -87.7 -32.5 -27.5
##              21401 21402 21408 21411 21412 21413 21414 21417 21420 21423 21424
## Predicted   -0.906 -2.26  59.6  78.8 113.8   138   137  91.6 23.33  2.46 -3.78
## cvpred      -1.593 -2.94  59.1  78.5 113.8   138   137  91.2 22.57  1.60 -4.69
## pm2.5        6.000  2.00  21.0  30.0  33.0    34    37  52.0 13.00 12.00 16.00
## CV residual  7.593  4.94 -38.1 -48.5 -80.8  -104  -100 -39.2 -9.57 10.40 20.69
##              21425 21428 21429 21435 21437 21441 21443 21445 21448 21451 21453
## Predicted   -0.589 17.85  58.9 121.1 101.7  68.6  51.1  46.3  41.7  46.4  69.7
## cvpred      -1.495 17.08  58.3 120.9 101.5  68.0  50.4  45.5  40.9  45.6  69.2
## pm2.5        9.000 12.00  12.0  81.0  44.0  13.0   7.0   3.0   7.0   3.0  23.0
## CV residual 10.495 -5.08 -46.3 -39.9 -57.5 -55.0 -43.4 -42.5 -33.9 -42.6 -46.2
##             21456 21462 21463 21465 21466 21468 21470 21471 21472 21477 21478
## Predicted    86.5 116.0 120.1 108.7  97.6  93.8 83.32  81.5  89.6 131.7 125.7
## cvpred       86.1 115.7 119.9 108.3  97.1  93.3 82.71  80.8  89.0 131.3 125.4
## pm2.5         7.0  73.0  96.0 130.0 135.0 148.0 86.00  99.0  62.0  60.0  40.0
## CV residual -79.1 -42.7 -23.9  21.7  37.9  54.7  3.29  18.2 -27.0 -71.3 -85.4
##             21480 21482 21486 21487 21490 21491 21493 21497 21499 21500 21501
## Predicted   113.7 106.4   132   122  93.7 103.6  83.8  69.9  83.7 103.6   123
## cvpred      113.4 106.1   132   121  93.2 103.1  83.2  69.3  83.1 103.1   122
## pm2.5        17.0  15.0    13    16   8.0   5.0   7.0   7.0   6.0  11.0    10
## CV residual -96.4 -91.1  -119  -105 -85.2 -98.1 -76.2 -62.3 -77.1 -92.1  -112
##             21502 21506 21511 21513 21520 21533 21536 21537 21540 21545 21546
## Predicted     129   140   134  87.1  49.6 125.7  92.3  84.4  50.0 24.97  72.2
## cvpred        129   139   134  86.5  48.8 125.6  91.8  83.8  49.1 23.97  71.5
## pm2.5           8    11    16  12.0   6.0  31.0  25.0  16.0  12.0 17.00  16.0
## CV residual  -121  -128  -118 -74.5 -42.8 -94.6 -66.8 -67.8 -37.1 -6.97 -55.5
##             21550 21551 21553 21555 21558 21559 21565  21568 21571 21576 21578
## Predicted     102  87.2 128.4   137 128.1 132.4  43.4   9.77  11.8 97.84  73.4
## cvpred        101  86.5 128.1   137 127.8 132.1  42.3   8.55  10.7 97.27  72.7
## pm2.5          37  38.0  35.0    58  42.0  38.0 111.0 113.00  96.0 99.00 113.0
## CV residual   -64 -48.5 -93.1   -79 -85.8 -94.1  68.7 104.45  85.3  1.73  40.3
##             21579 21584 21588 21590 21591 21597 21601 21603 21604 21618 21620
## Predicted    82.5 101.9  79.2  78.6  71.6  89.7   111   111 115.3  99.6   103
## cvpred       81.8 101.3  78.4  77.8  70.7  89.0   111   110 114.8  98.8   103
## pm2.5       111.0 154.0 153.0 154.0 160.0 255.0   259   219 185.0 259.0   204
## CV residual  29.2  52.7  74.6  76.2  89.3 166.0   148   109  70.2 160.2   101
##             21621 21622  21623 21624 21626 21629 21630  21632 21635 21638 21642
## Predicted     107 112.0 112.29 120.0   119   137 141.5 130.52 100.6 90.70  81.6
## cvpred        107 111.4 111.73 119.4   118   137 141.2 130.02  99.9 89.91  80.8
## pm2.5         228 139.0 117.00 160.0   296   289 237.0 135.00  82.0 92.00 226.0
## CV residual   121  27.6   5.27  40.6   178   152  95.8   4.98 -17.9  2.09 145.2
##             21644 21646 21647 21651 21652 21655 21656 21659 21660 21661 21665
## Predicted    94.3 103.3 102.4 134.9   135   136   136  95.0  89.4  83.7  84.8
## cvpred       93.6 102.6 101.7 134.4   135   136   135  94.2  88.6  82.9  83.9
## pm2.5       164.0 175.0 171.0 214.0   192   293   284 165.0 166.0 153.0 163.0
## CV residual  70.4  72.4  69.3  79.6    57   157   149  70.8  77.4  70.1  79.1
##             21666 21667 21671 21672 21682 21683  21685 21689 21690 21691  21694
## Predicted    85.1  90.0 116.2 129.8 114.8 113.9 116.57 101.4 105.4 109.4 112.51
## cvpred       84.2  89.1 115.7 129.4 114.2 113.3 115.96 100.6 104.7 108.8 111.94
## pm2.5       182.0 230.0  60.0  52.0  80.0  61.0 110.00 165.0 145.0 148.0 105.00
## CV residual  97.8 140.9 -55.7 -77.4 -34.2 -52.3  -5.96  64.4  40.3  39.2  -6.94
##                21695  21697 21699 21701 21704 21708 21709 21710 21715 21718
## Predicted   111.6534 130.52 135.3 140.5 129.8 116.8 115.7 114.9   124   124
## cvpred      111.0801 130.02 134.8 140.1 129.3 116.2 115.1 114.2   123   123
## pm2.5       111.0000 127.00 146.0 173.0 182.0 138.0 142.0 152.0   190   218
## CV residual  -0.0801  -3.02  11.2  32.9  52.7  21.8  26.9  37.8    67    95
##             21720 21721 21725 21728 21731 21734   21742 21747 21753 21755 21758
## Predicted     139 139.0 133.3 130.0 117.2 129.2 144.175 144.6 139.8   130 116.4
## cvpred        138 138.5 132.8 129.5 116.6 128.7 143.711 144.2 139.3   129 115.8
## pm2.5         101 186.0 229.0 166.0 127.0 163.0 144.000  70.0  94.0    76  95.0
## CV residual   -37  47.5  96.2  36.5  10.4  34.3   0.289 -74.2 -45.3   -53 -20.8
##             21762 21765 21766 21768 21770 21772 21776  21777 21778 21779  21787
## Predicted   108.4 115.1 119.7 118.0 121.2 114.8   131 130.27 129.4 123.8 120.82
## cvpred      107.7 114.4 119.1 117.4 120.6 114.3   130 129.77 128.9 123.2 120.15
## pm2.5       147.0  88.0  60.0  73.0 132.0 131.0   116 120.00 111.0 108.0 126.00
## CV residual  39.3 -26.4 -59.1 -44.4  11.4  16.7   -14  -9.77 -17.9 -15.2   5.85
##             21790 21793 21794 21797 21802 21803 21804 21808 21809 21815 21818
## Predicted   124.5   128 127.9 140.5 114.3 103.9  97.9  95.5  99.7 110.9 124.3
## cvpred      123.9   128 127.5 140.1 113.7 103.2  97.2  94.7  99.0 110.3 123.8
## pm2.5        57.0    48  51.0 110.0  96.0  62.0  51.0  70.0  72.0  41.0  43.0
## CV residual -66.9   -80 -76.5 -30.1 -17.7 -41.2 -46.2 -24.7 -27.0 -69.3 -80.8
##             21821 21823 21825 21829 21831 21835 21837 21844 21845 21848 21850
## Predicted   122.8 127.2 140.5 138.6 135.7 140.0 138.9 140.0 145.2 140.0 140.5
## cvpred      122.3 126.8 140.1 138.2 135.2 139.6 138.5 139.6 144.8 139.6 140.1
## pm2.5        59.0  52.0  60.0  84.0 128.0 218.0 178.0 104.0 118.0  90.0  75.0
## CV residual -63.3 -74.8 -80.1 -54.2  -7.2  78.4  39.5 -35.6 -26.8 -49.6 -65.1
##             21851 21853 21854 21856 21857 21859 21867 21872 21875 21876 21878
## Predicted   140.0 138.3 132.7   130 129.0 128.1 140.0 139.0 108.5   104  57.3
## cvpred      139.6 137.9 132.2   129 128.5 127.5 139.6 138.5 107.7   103  56.3
## pm2.5        74.0  61.0  61.0    67  69.0  72.0 104.0 128.0  70.0    50  30.0
## CV residual -65.6 -76.9 -71.2   -62 -59.5 -55.5 -35.6 -10.5 -37.7   -53 -26.3
##             21880 21881 21882 21884 21885 21886 21893 21894  21895  21896 21898
## Predicted      56  55.9  55.8  91.4  90.3  99.0 139.0   139 138.06 136.45 124.1
## cvpred         55  54.9  54.8  90.6  89.5  98.2 138.5   138 137.54 135.88 123.4
## pm2.5          21  27.0  40.0  27.0  42.0  71.0 112.0   126 131.00 134.00 145.0
## CV residual   -34 -27.9 -14.8 -63.6 -47.5 -27.2 -26.5   -12  -6.54  -1.88  21.6
##             21905 21906  21909 21912 21917 21918 21919 21920 21921 21927 21928
## Predicted    77.1  81.8 115.40 126.2 104.3 113.0 113.0  93.1  78.3  32.7  42.0
## cvpred       76.1  80.7 114.52 125.4 103.9 112.6 112.5  92.4  77.6  31.7  40.9
## pm2.5       140.0 121.0 120.00 205.0  61.0  38.0  27.0  17.0  17.0  12.0  19.0
## CV residual  63.9  40.3   5.48  79.6 -42.9 -74.6 -85.5 -75.4 -60.6 -19.7 -21.9
##             21931 21935 21939 21940 21943 21946 21956 21959 21964 21965  21973
## Predicted    50.7  77.0   122 130.9 128.2  81.2  64.3  85.0  92.5 106.9 83.595
## cvpred       49.7  76.2   121 130.5 127.8  80.3  63.4  84.2  91.9 106.3 82.693
## pm2.5        22.0  22.0    48  51.0  35.0  21.0  22.0  42.0  60.0  69.0 83.000
## CV residual -27.7 -54.2   -73 -79.5 -92.8 -59.3 -41.4 -42.2 -31.9 -37.3  0.307
##             21975 21977 21981 21982 21990 21993 21999    22002 22003 22011
## Predicted   88.84  82.9 98.49 88.62 140.0 134.2 109.2 110.8122 115.1   135
## cvpred      87.93  82.0 97.78 87.92 139.6 133.6 108.5 110.0974 114.4   135
## pm2.5       85.00 114.0 98.00 89.00  93.0  73.0  96.0 110.0000 132.0    47
## CV residual -2.93  32.0  0.22  1.08 -46.6 -60.6 -12.5  -0.0974  17.6   -88
##             22012 22014 22016   22020 22023 22024 22027 22029 22034 22035 22037
## Predicted   135.3 135.2 138.8 123.888 138.3 132.9   133 136.8 138.3   139   139
## cvpred      134.8 134.7 138.4 123.223 137.7 132.3   132 136.2 137.7   138   138
## pm2.5        53.0  52.0  56.0 123.000 153.0 159.0   199 194.0 177.0   180   183
## CV residual -81.8 -82.7 -82.4  -0.223  15.3  26.7    67  57.8  39.3    42    45
##             22041  22048 22049  22051 22052 22055 22058 22059 22061 22067 22068
## Predicted   137.5 106.85 105.0 103.54   108   107 133.2 132.9   139 131.9   121
## cvpred      136.9 105.96 104.1 102.65   107   106 132.5 132.3   138 131.2   120
## pm2.5       183.0  97.00  90.0 105.00   134   167 152.0 136.0   163 174.0   152
## CV residual  46.1  -8.96 -14.1   2.35    27    61  19.5   3.7    25  42.8    32
##             22069 22072 22073 22083 22087 22088 22091 22093 22100 22110 22111
## Predicted     115 102.6 116.2 129.3 142.7 142.9 137.1 126.8 121.4 137.4 136.9
## cvpred        114 101.7 115.3 128.8 142.1 142.3 136.4 126.1 120.7 136.9 136.4
## pm2.5         145 130.0 139.0 101.0 110.0 122.0 110.0 103.0  94.0  48.0  47.0
## CV residual    31  28.3  23.7 -27.8 -32.1 -20.3 -26.4 -23.1 -26.7 -88.9 -89.4
##             22113 22114 22116 22117 22118 22120 22121 22124 22126 22130 22133
## Predicted   124.9 118.2   112 105.8 110.8 103.7 102.1 129.0   135   134   144
## cvpred      124.2 117.4   111 104.8 109.8 102.7 101.1 128.5   134   133   144
## pm2.5        42.0  33.0    35  36.0  30.0  53.0  63.0  56.0    20    33    49
## CV residual -82.2 -84.4   -76 -68.8 -79.8 -49.7 -38.1 -72.5  -114  -100   -95
##             22134 22135 22138 22139 22144 22152 22156 22169 22170 22171 22175
## Predicted   144.2 145.2 133.9 128.0   104   135   140  84.1  88.1  99.1 114.9
## cvpred      143.8 144.8 133.3 127.4   103   134   139  83.1  87.1  98.4 114.2
## pm2.5        47.0  61.0 101.0  96.0    80    28    25   9.0   9.0  16.0  17.0
## CV residual -96.8 -83.8 -32.3 -31.4   -23  -106  -114 -74.1 -78.1 -82.4 -97.2
##             22176 22177 22187 22195 22198 22199 22209 22211 22214 22215 22216
## Predicted     120 119.0 103.1  93.9 119.5 114.9 110.9  89.1  70.4  70.7  72.4
## cvpred        119 118.4 102.4  93.1 118.8 114.2 110.3  88.4  69.6  69.9  71.6
## pm2.5          16  29.0  10.0  33.0  41.0  42.0  23.0  19.0  14.0  15.0  15.0
## CV residual  -103 -89.4 -92.4 -60.1 -77.8 -72.2 -87.3 -69.4 -55.6 -54.9 -56.6
##             22225 22227 22232 22234 22237 22239 22242 22243 22245 22246 22251
## Predicted   126.1 135.7 124.6  99.6  70.9  56.8  56.5  56.8  84.7  79.3 122.9
## cvpred      125.6 135.2 124.1  98.9  70.0  55.8  55.5  55.9  84.0  78.5 122.4
## pm2.5        63.0  63.0  50.0  29.0  32.0  25.0  25.0  27.0  38.0  41.0  84.0
## CV residual -62.6 -72.2 -74.1 -69.9 -38.0 -30.8 -30.5 -28.9 -46.0 -37.5 -38.4
##             22254 22257 22263 22264 22269 22270 22276 22277 22278  22290  22291
## Predicted     136 110.0  60.2    60  85.2  89.5 123.5   128 126.7 76.084 80.114
## cvpred        136 109.3  59.1    59  84.4  88.7 122.9   127 126.1 75.159 79.238
## pm2.5          68 131.0  71.0    62  50.0  56.0  61.0    80 114.0 75.000 79.000
## CV residual   -68  21.7  11.9     3 -34.4 -32.7 -61.9   -47 -12.1 -0.159 -0.238
##             22293 22297 22299 22302 22303 22305 22306  22311 22315   22317
## Predicted    92.3   109 112.1 111.4 115.6 104.4  98.0  97.37 93.94 107.608
## cvpred       91.5   108 111.5 110.8 115.1 103.8  97.3  96.51 93.07 106.833
## pm2.5       107.0    89  99.0  51.0  54.0  65.0  76.0 104.00 88.00 106.000
## CV residual  15.5   -19 -12.5 -59.8 -61.1 -38.8 -21.3   7.49 -5.07  -0.833
##             22323  22329 22332 22333 22339 22343 22346 22347 22348 22349 22351
## Predicted   119.3 131.19 114.3 113.8 104.6 127.0 125.2   125 129.3 134.0 137.8
## cvpred      118.7 130.57 113.5 113.1 103.7 126.3 124.5   124 128.7 133.4 137.2
## pm2.5        92.0 126.00 128.0 130.0 138.0 132.0 173.0   167 179.0 187.0 197.0
## CV residual -26.7  -4.57  14.5  16.9  34.3   5.7  48.5    43  50.3  53.6  59.8
##             22354 22356 22357 22358 22361 22363 22366 22367 22371 22375 22383
## Predicted   122.4   116   106   104  96.8 100.0 113.2   118   126 123.8   130
## cvpred      121.6   115   105   103  95.8  99.1 112.3   117   125 123.1   129
## pm2.5       205.0   222   226   259 197.0 188.0 194.0   206   246 185.0   299
## CV residual  83.4   107   121   156 101.2  88.9  81.7    89   121  61.9   170
##             22384 22391 22392 22394 22401 22402 22403 22405 22406 22410 22413
## Predicted   140.1   144   143   142   133  97.5  82.0  63.2  51.2  30.1   123
## cvpred      139.5   143   143   142   132  96.7  81.2  62.2  50.2  29.0   123
## pm2.5       164.0    26    23    23    24  11.0  10.0   8.0  10.0   8.0    21
## CV residual  24.5  -117  -120  -119  -108 -85.7 -71.2 -54.2 -40.2 -21.0  -102
##             22417 22418 22424 22426 22432 22441 22442 22443 22444 22445 22451
## Predicted     126 110.4   116  99.9 101.4 125.3 120.4   130   130 129.8 119.3
## cvpred        125 109.8   115  99.1 100.5 124.7 119.8   129   129 129.2 118.6
## pm2.5          27  14.0    12  10.0  70.0  27.0  24.0    49    59  64.0  75.0
## CV residual   -98 -95.8  -103 -89.1 -30.5 -97.7 -95.8   -80   -70 -65.2 -43.6
##             22463 22467 22468  22476  22478 22485 22486 22488 22495 22498 22499
## Predicted   119.8 128.1   128 128.10 116.87 135.1 134.2 132.3 140.7 140.8   136
## cvpred      119.1 127.5   127 127.36 116.08 134.4 133.5 131.6 140.1 140.2   135
## pm2.5        89.0 102.0    90 130.00 108.00  61.0  56.0  62.0  57.0  77.0    70
## CV residual -30.1 -25.5   -37   2.64  -8.08 -73.4 -77.5 -69.6 -83.1 -63.2   -65
##             22505 22508 22514 22516 22518 22522 22527 22531 22537 22545  22550
## Predicted   124.9 123.1 136.3 142.9 137.8 127.3   126 129.1 136.8 137.8 112.42
## cvpred      124.2 122.4 135.7 142.3 137.2 126.6   125 128.3 136.1 137.1 111.52
## pm2.5        30.0  49.0  63.0  59.0  82.0  86.0    99  94.0  51.0 116.0 108.00
## CV residual -94.2 -73.4 -72.7 -83.3 -55.2 -40.6   -26 -34.3 -85.1 -21.1  -3.52
##             22553 22599 22600 22603 22604 22605 22617 22618 22620 22623 22625
## Predicted   103.2 105.5 113.6 132.4 137.8 137.9   145   140   136   146   140
## cvpred      102.3 104.7 112.9 131.7 137.2 137.3   145   140   136   146   139
## pm2.5       124.0  45.0  48.0  58.0  80.0  76.0    25    21    17    15    20
## CV residual  21.7 -59.7 -64.9 -73.7 -57.2 -61.3  -120  -119  -119  -131  -119
##             22626 22627 22628 22637 22641 22643 22645 22647 22654 22659 22660
## Predicted     139   138   137   135   143   143   138   135   131   140   141
## cvpred        139   138   137   135   143   143   138   134   131   139   141
## pm2.5          24    21    22    17    22     8    16    13    16    13    18
## CV residual  -115  -117  -115  -118  -121  -135  -122  -121  -115  -126  -123
##             22661 22664 22666 22667 22668 22671 22672 22673 22674 22676 22677
## Predicted     135   129 110.3 109.4 104.2  98.7  93.8  92.6  96.9 115.3 128.3
## cvpred        134   128 109.6 108.7 103.5  97.9  93.0  91.7  96.0 114.6 127.6
## pm2.5          11    15  14.0  10.0  16.0  17.0  15.0  17.0  21.0  22.0  30.0
## CV residual  -123  -113 -95.6 -98.7 -87.5 -80.9 -78.0 -74.7 -75.0 -92.6 -97.6
##             22679 22680 22684 22685 22686 22687 22688 22691 22694 22696 22699
## Predicted     138 132.4 143.8 143.7 143.7 143.2   139 122.1 106.6 109.3 112.6
## cvpred        137 131.8 143.3 143.2 143.2 142.7   138 121.4 105.8 108.4 111.8
## pm2.5          33  55.0  61.0  50.0  48.0  54.0    60  74.0  54.0  42.0  51.0
## CV residual  -104 -76.8 -82.3 -93.2 -95.2 -88.7   -78 -47.4 -51.8 -66.4 -60.8
##             22704 22706 22708 22709 22710 22711 22721 22725 22726 22728 22729
## Predicted   125.2   129   137   132 139.0   139 100.3 108.0 107.1 124.8   133
## cvpred      124.6   128   136   131 138.5   139  99.3 107.2 106.3 124.1   132
## pm2.5        31.0    23    28    29  39.0    36  15.0  31.0  25.0  29.0    32
## CV residual -93.6  -105  -108  -102 -99.5  -103 -84.3 -76.2 -81.3 -95.1  -100
##             22730 22731 22732 22734 22735 22743 22748 22751 22752 22753 22756
## Predicted   137.8 142.4 138.7 142.4 142.2    92 108.2 115.5 115.0 119.9 137.3
## cvpred      137.2 141.9 138.1 141.9 141.6    91 107.4 114.8 114.3 119.2 136.7
## pm2.5        43.0  54.0  46.0  44.0  52.0    29  53.0  84.0  79.0  73.0  82.0
## CV residual -94.2 -87.9 -92.1 -97.9 -89.6   -62 -54.4 -30.8 -35.3 -46.2 -54.7
##             22758 22760 22765 22766 22767 22768 22769 22773 22775 22778 22785
## Predicted   142.4 136.8  97.2 105.6 104.8  99.5  93.5 111.4 119.9   133 126.3
## cvpred      141.9 136.1  96.3 104.7 103.8  98.6  92.6 110.6 119.2   132 125.5
## pm2.5        95.0  82.0  61.0  63.0  55.0  50.0  46.0  37.0  38.0    52  74.0
## CV residual -46.9 -54.1 -35.3 -41.7 -48.8 -48.6 -46.6 -73.6 -81.2   -80 -51.5
##             22786 22788 22790 22796 22800 22802 22803 22806 22810 22812 22816
## Predicted   116.3 106.3 106.4 116.1 131.7 130.3 129.8 133.5 130.9 120.2 114.4
## cvpred      115.4 105.3 105.4 115.3 130.9 129.6 129.1 132.8 130.1 119.3 113.4
## pm2.5        67.0  66.0  67.0  68.0  89.0  88.0 101.0 116.0 109.0  84.0  79.0
## CV residual -48.4 -39.3 -38.4 -47.3 -41.9 -41.6 -28.1 -16.8 -21.1 -35.3 -34.4
##             22821 22822 22823 22826 22828 22831 22836 22838 22840 22841 22842
## Predicted   122.9 128.4   133   139   139   140  84.1  78.2  87.7  87.4  86.3
## cvpred      122.2 127.7   132   138   138   139  83.2  77.3  86.7  86.4  85.3
## pm2.5        28.0  35.0    37    43    21    21  52.0  45.0  52.0  56.0  57.0
## CV residual -94.2 -92.7   -95   -95  -117  -118 -31.2 -32.3 -34.7 -30.4 -28.3
##             22844 22845 22849 22850  22860 22868 22869 22872 22873 22874 22880
## Predicted   100.3 104.9 133.4 138.0 106.74  99.4 113.6 112.9 134.2 133.9 133.9
## cvpred       99.5 104.2 132.8 137.5 105.81  98.6 112.9 112.3 133.6 133.3 133.3
## pm2.5        32.0  38.0  37.0  43.0 108.00  72.0  97.0  76.0  85.0  93.0 118.0
## CV residual -67.5 -66.2 -95.8 -94.5   2.19 -26.6 -15.9 -36.3 -48.6 -40.3 -15.3
##             22887 22889 22934 22937 22938 22939 22943 22946 22949 22957 22958
## Predicted     119 113.9  62.7  71.8  76.5  89.3 130.5 139.8 141.6 100.0  90.9
## cvpred        118 113.2  61.9  71.0  75.7  88.6 130.1 139.5 141.3  99.4  90.4
## pm2.5          88  67.0  13.0  15.0  21.0  26.0  46.0  50.0  72.0  47.0  42.0
## CV residual   -30 -46.2 -48.9 -56.0 -54.7 -62.6 -84.1 -89.5 -69.3 -52.4 -48.4
##             22959 22965 22967 22978 22979 22981 22983 22985 22987 22989 23000
## Predicted    89.5 106.0 114.5 119.7   116  94.7  84.7  80.7 100.2  98.8 135.7
## cvpred       89.0 105.6 114.2 119.1   115  93.9  83.9  79.8  99.5  98.1 135.2
## pm2.5        27.0  31.0  42.0  72.0    63  45.0  14.0  25.0  23.0  45.0  97.0
## CV residual -62.0 -74.6 -72.2 -47.1   -52 -48.9 -69.9 -54.8 -76.5 -53.1 -38.2
##             23001 23002 23004 23006 23014 23025 23029  23031 23034 23036 23039
## Predicted     130   124 108.2  84.2 101.4 134.7 120.6 108.94 101.5 114.0 110.9
## cvpred        129   123 107.4  83.3 100.8 134.1 119.8 108.12 100.7 113.3 110.2
## pm2.5         108    96  78.0  52.0  53.0 123.0 146.0 118.00 144.0 161.0 166.0
## CV residual   -21   -27 -29.4 -31.3 -47.8 -11.1  26.2   9.88  43.3  47.7  55.8
##             23040 23041 23045 23046 23047 23049 23129 23130 23135 23137 23142
## Predicted   115.2 114.1 125.8 120.9 120.4 114.3  54.2  47.2   129   139   136
## cvpred      114.5 113.4 125.2 120.4 119.9 113.7  53.5  46.6   129   139   136
## pm2.5       185.0 206.0 186.0 153.0 140.0 182.0   8.0  12.0    25    36    13
## CV residual  70.5  92.6  60.8  32.6  20.1  68.3 -45.5 -34.6  -104  -103  -123
##             23147 23150 23151 23157 23159 23160 23163 23165 23167 23170  23172
## Predicted    54.2  26.4  34.1  84.8 129.1   125 138.4 130.4 140.9 118.6  97.34
## cvpred       53.7  25.8  33.4  84.4 128.9   125 138.3 130.2 140.8 118.2  96.71
## pm2.5        13.0   8.0  11.0  17.0  35.0    36  63.0  81.0  82.0  98.0 105.00
## CV residual -40.7 -17.8 -22.4 -67.4 -93.9   -89 -75.3 -49.2 -58.8 -20.2   8.29
##             23177 23180 23181 23184 23192 23194 23195 23200 23201 23202 23207
## Predicted    79.1  86.3 100.5 132.8 141.8   122 111.0  46.8 55.24 54.13 132.5
## cvpred       78.3  85.7  99.9 132.4 141.5   121 110.4  46.0 54.47 53.37 132.2
## pm2.5        65.0  69.0  65.0  63.0 110.0   143 156.0  59.0 52.00 56.00  84.0
## CV residual -13.3 -16.7 -34.9 -69.4 -31.5    22  45.6  13.0 -2.47  2.63 -48.2
##             23210 23211   23215 23218 23220 23225 23226  23231  23234 23237
## Predicted   125.9 130.6 143.784 121.3  95.9  75.0  83.4 110.25 137.15 136.9
## cvpred      125.6 130.3 143.606 120.8  95.2  74.2  82.7 109.76 136.81 136.6
## pm2.5       104.0 104.0 143.000 146.0 151.0 118.0 117.0 113.00 133.00 178.0
## CV residual -21.6 -26.3  -0.606  25.2  55.8  43.8  34.3   3.24  -3.81  41.4
##             23238 23242 23243 23244 23245 23247 23249 23250 23251 23253 23254
## Predicted   136.7   116   106 105.1  93.2  86.7  89.1  88.2  98.0 105.8 110.1
## cvpred      136.3   115   105 104.5  92.4  85.9  88.3  87.4  97.3 105.1 109.5
## pm2.5       174.0   169   153 158.0 160.0 159.0 145.0 156.0 166.0 149.0 140.0
## CV residual  37.7    54    48  53.5  67.6  73.1  56.7  68.6  68.7  43.9  30.5
##             23258 23260 23262 23263 23273 23276 23280 23281 23289 23291 23292
## Predicted   133.9 133.9 139.3 139.0 100.7 118.7 125.9 125.4 134.2 113.4 104.1
## cvpred      133.3 133.3 138.8 138.5  99.9 118.1 125.4 124.9 133.6 112.6 103.3
## pm2.5       102.0  93.0  71.0  74.0  62.0  56.0  55.0  68.0  92.0  76.0  88.0
## CV residual -31.3 -40.3 -67.8 -64.5 -37.9 -62.1 -70.4 -56.9 -41.6 -36.6 -15.3
##             23296 23299 23300  23303 23306 23307 23314 23319 23320 23321 23324
## Predicted    78.9 79.32  92.1 133.16   139   139  89.6  49.7  55.2  82.1 113.3
## cvpred       77.9 78.37  91.2 132.54   138   138  88.7  48.6  54.1  81.1 112.5
## pm2.5        57.0 75.00 105.0 128.00   157   161  42.0  29.0  24.0  38.0 123.0
## CV residual -20.9 -3.37  13.8  -4.54    19    23 -46.7 -19.6 -30.1 -43.1  10.5
##             23326 23327 23329 23330 23334 23335 23337 23339 23340 23343 23346
## Predicted   122.9 122.9   128   134   139   139   128   112   107  90.7  88.2
## cvpred      122.2 122.2   127   133   139   139   128   112   106  89.7  87.2
## pm2.5       175.0 205.0   245   260   286   301   277   242   231 233.0 170.0
## CV residual  52.8  82.8   118   127   147   162   149   130   125 143.3  82.8
##             23352 23356 23358 23362 23364 23368 23370 23372 23373 23375 23378
## Predicted   132.2   136 135.4   127 111.5  83.4  95.4  99.3 113.5   128 133.2
## cvpred      131.5   135 134.8   126 110.6  82.5  94.4  98.5 112.7   127 132.5
## pm2.5       204.0   206 212.0   242 179.0 145.0 143.0 166.0 160.0   180 205.0
## CV residual  72.5    71  77.2   116  68.4  62.5  48.6  67.5  47.3    53  72.5
##             23379 23380 23384 23385 23386 23387 23388 23391 23393 23397 23401
## Predicted   137.1 132.2 137.5 137.5 126.8 121.2 110.4 108.9 138.7 137.2 138.2
## cvpred      136.4 131.6 136.9 136.9 126.1 120.4 109.5 108.1 138.2 136.7 137.7
## pm2.5       196.0 192.0 204.0 206.0 202.0 207.0 179.0 141.0 124.0 111.0 109.0
## CV residual  59.6  60.4  67.1  69.1  75.9  86.6  69.5  32.9 -14.2 -25.7 -28.7
##             23406 23407 23413 23418 23420 23421 23423 23424 23428 23429 23431
## Predicted     139   137   111   122   132   131   130   124   110   108   117
## cvpred        138   137   110   121   131   130   130   124   109   108   117
## pm2.5          10     7    10    16    17    18    18    13     5     5     6
## CV residual  -128  -130  -100  -105  -114  -112  -112  -111  -104  -103  -111
##             23433 23444 23445 23449 23456 23463 23465 23469 23475 23476 23478
## Predicted    93.0  63.5  71.9  72.8   124  39.1  52.9 107.8   147   146   146
## cvpred       92.6  63.1  71.6  72.6   124  38.5  52.3 107.5   147   146   146
## pm2.5        13.0  11.0   8.0  10.0    17  12.0   9.0  15.0    30    30    25
## CV residual -79.6 -52.1 -63.6 -62.6  -107 -26.5 -43.3 -92.5  -117  -116  -121
##             23486 23491 23492 23498 23501 23502 23507  23520  23522  23523
## Predicted    70.5  63.9  86.8   141 145.5 145.3 114.0 147.18 147.42 147.17
## cvpred       69.9  63.4  86.3   141 145.5 145.3 113.6 146.94 147.18 146.93
## pm2.5        50.0  25.0  29.0    40  58.0  62.0  67.0 144.00 141.00 151.00
## CV residual -19.9 -38.4 -57.3  -101 -87.5 -83.3 -46.6  -2.94  -6.18   4.07
##              23524 23526  23529   23531 23535 23543 23544 23547 23551 23554
## Predicted   147.17 146.8 136.91 115.389 109.8   142   142 142.0 138.4 117.1
## cvpred      146.93 146.6 136.56 114.846 109.2   142   142 141.7 138.2 116.6
## pm2.5       140.00 135.0 134.00 115.000  50.0    31    31  47.0  43.0  35.0
## CV residual  -6.93 -11.6  -2.56   0.154 -59.2  -111  -111 -94.7 -95.2 -81.6
##             23558 23561 23563 23565 23566 23567 23568 23572 23586 23588  23597
## Predicted   100.5 100.5 103.7 118.1 122.0 132.0   142 143.0  98.9 117.3 146.42
## cvpred       99.8  99.9 103.1 117.6 121.5 131.7   142 142.8  98.2 116.8 146.13
## pm2.5        40.0  60.0  60.0  61.0  61.0  69.0    73  95.0  85.0  90.0 143.00
## CV residual -59.8 -39.9 -43.1 -56.6 -60.5 -62.7   -69 -47.8 -13.2 -26.8  -3.13
##             23603 23604 23606 23607 23616 23621 23626 23629 23630 23632 23640
## Predicted   125.1 119.8 109.0  95.5 130.2 135.7 126.3 113.8 108.2 101.3 146.8
## cvpred      124.6 119.2 108.2  94.7 129.7 135.3 125.8 113.2 107.6 100.7 146.6
## pm2.5       179.0 176.0 149.0 134.0 109.0 121.0 138.0 132.0  92.0  78.0  48.0
## CV residual  54.4  56.8  40.8  39.3 -20.7 -14.3  12.2  18.8 -15.6 -22.7 -98.6
##             23642 23645 23650 23651 23653 23655 23661 23664 23667 23669 23671
## Predicted   147.4 113.9  81.6  75.3  43.1  38.1 105.9   117   142   138   148
## cvpred      147.2 113.7  81.2  74.9  42.6  37.6 105.7   117   142   138   148
## pm2.5        64.0  37.0   6.0   7.0   5.0   7.0  14.0    14    11    13    20
## CV residual -83.2 -76.7 -75.2 -67.9 -37.6 -30.6 -91.7  -103  -131  -125  -128
##             23676 23682 23686 23687 23688 23689 23691 23694 23696 23697 23698
## Predicted    68.9  88.6  92.7   126   137   137   136   144   131 110.2  85.0
## cvpred       68.5  88.2  92.4   126   137   137   136   144   131 110.1  84.7
## pm2.5        10.0  17.0  14.0    15    12    11    15    24    17  20.0  25.0
## CV residual -58.5 -71.2 -78.4  -111  -125  -126  -121  -120  -114 -90.1 -59.7
##             23700 23702 23706 23710 23713 23715 23717 23722 23724 23730 23733
## Predicted    72.5  54.2  58.9   116   147 146.8   142  90.4  69.3  57.4  84.5
## cvpred       72.0  53.7  58.3   116   147 146.8   142  90.1  68.8  56.9  84.2
## pm2.5        12.0   8.0   8.0    28    23  70.0    28  29.0  24.0  26.0  37.0
## CV residual -60.0 -45.7 -50.3   -88  -124 -76.8  -114 -61.1 -44.8 -30.9 -47.2
##             23734 23736 23737 23738 23740 23744 23746 23747 23748 23753 23755
## Predicted   127.2 140.9 145.8 141.2 146.8 139.7   112  96.2  90.1  56.7  64.7
## cvpred      127.1 140.8 145.8 141.2 146.8 139.7   112  95.8  89.6  56.1  64.2
## pm2.5        43.0  52.0  68.0  77.0  78.0  45.0    47  57.0  69.0  43.0  42.0
## CV residual -84.1 -88.8 -77.8 -64.2 -68.8 -94.7   -65 -38.8 -20.6 -13.1 -22.2
##             23760 23762 23768 23769 23771 23773 23775 23779 23780 23783 23786
## Predicted     146 141.6 121.2 109.8  83.0  48.5  48.4  72.5  61.9   125 145.3
## cvpred        146 141.6 121.1 109.6  82.5  47.9  47.7  72.0  61.4   125 145.2
## pm2.5          58  81.0  50.0  46.0  33.0  23.0  16.0  23.0  40.0    66  77.0
## CV residual   -88 -60.6 -71.1 -63.6 -49.5 -24.9 -31.7 -49.0 -21.4   -59 -68.2
##             23788 23790 23795 23797 23799 23800 23802 23803 23804 23811 23814
## Predicted   135.8 139.7  69.2  48.6  29.1  20.2 16.17  76.9 114.5 141.6   142
## cvpred      135.8 139.8  68.7  48.0  28.4  19.5 15.47  76.4 114.2 141.6   142
## pm2.5        36.0  43.0  33.0  31.0   8.0   7.0 13.00  16.0  29.0  46.0    27
## CV residual -99.8 -96.8 -35.7 -17.0 -20.4 -12.5 -2.47 -60.4 -85.2 -95.6  -115
##             23817 23818 23820 23823 23824  23832 23834  23835 23836 23837
## Predicted   125.6 109.7  57.9 28.96  23.7 133.78 144.5 140.15 145.3   145
## cvpred      125.5 109.4  57.3 28.24  23.0 133.55 144.4 140.03 145.2   145
## pm2.5        27.0  25.0  26.0 20.00  30.0 136.00 165.0 134.00 129.0   116
## CV residual -98.5 -84.4 -31.3 -8.24   7.0   2.45  20.6  -6.03 -16.2   -29
##              23843 23845 23850 23857 23868 23870 23871 23872  23875 23877 23878
## Predicted   108.36 102.0  82.5 128.9   121 101.1  95.6  62.8 100.98 96.00  85.6
## cvpred      107.88 101.4  81.8 128.6   121 100.5  95.0  62.2 100.44 95.51  85.1
## pm2.5       102.00 130.0 108.0 166.0   231 196.0 183.0  97.0 109.00 92.00  71.0
## CV residual  -5.88  28.6  26.2  37.4   110  95.5  88.0  34.8   8.56 -3.51 -14.1
##             23884 23892 23893 23895 23902 23904 23908 23909 23912 23915  23916
## Predicted   138.7 102.5 102.1  88.3 122.6 116.5 144.5 149.7 143.7 105.3 102.10
## cvpred      138.4 101.9 101.5  87.7 122.3 116.2 144.4 149.6 143.6 104.8 101.52
## pm2.5        54.0 146.0 121.0 107.0  97.0 129.0  91.0 131.0  98.0  85.0  94.00
## CV residual -84.4  44.1  19.5  19.3 -25.3  12.8 -53.4 -18.6 -45.6 -19.8  -7.52
##             23921 23922 23938  23942 23943 23947 23949 23950 23952 23955 23956
## Predicted   82.21 100.8 118.6 102.47 107.1   120 113.1 117.8   116 129.8 129.6
## cvpred      81.54 100.2 118.2 101.89 106.6   120 112.7 117.4   116 129.6 129.3
## pm2.5       83.00  82.0  53.0  99.00  96.0    84  72.0  63.0    47  58.0  59.0
## CV residual  1.46 -18.2 -65.2  -2.89 -10.6   -36 -40.7 -54.4   -69 -71.6 -70.3
##             23958 23961 23963 23968 23970 23974 23975 23978 23982 23984 23985
## Predicted   139.4 127.6 115.6   134 142.8   137   140   145   146   138 126.1
## cvpred      139.2 127.3 115.2   134 142.6   137   140   145   146   138 125.9
## pm2.5        68.0  82.0  87.0   110  51.0    12    13    26    19    18  27.0
## CV residual -71.2 -45.3 -28.2   -24 -91.6  -125  -127  -119  -127  -120 -98.9
##             23987 23988 23991 23996 24000 24003 24010 24014 24015 24016 24018
## Predicted   108.5 102.5  61.0 128.9 140.7 151.2 142.9 130.8   118   121   117
## cvpred      108.1 102.1  60.4 128.6 140.6 151.2 142.8 130.5   118   121   116
## pm2.5        32.0  31.0  11.0  31.0  56.0  90.0  95.0  82.0    10    10     5
## CV residual -76.1 -71.1 -49.4 -97.6 -84.6 -61.2 -47.8 -48.5  -108  -111  -111
##             24019 24021 24024 24025 24026 24028 24030 24034 24035 24042 24047
## Predicted   102.6  86.5  76.9    80  73.2  64.4  60.5  6.13 -1.70 -50.6 -19.6
## cvpred      102.5  86.3  76.7    80  73.1  64.3  60.5  5.91 -1.97 -51.0 -19.9
## pm2.5         8.0  24.0   7.0     3   3.0   2.0   4.0  3.00  0.00   1.0   5.0
## CV residual -94.5 -62.3 -69.7   -77 -70.1 -62.3 -56.5 -2.91  1.97  52.0  24.9
##             24051 24053 24054 24056 24065 24071 24072 24074 24085 24086 24087
## Predicted    98.6   126   121   121  23.6   114 139.5   130  50.9  31.6  35.7
## cvpred       98.7   126   121   121  23.1   114 139.7   130  50.4  31.0  35.2
## pm2.5         8.0    10     6     5   5.0    53  48.0     4  11.0   9.0   6.0
## CV residual -90.7  -116  -115  -116 -18.1   -61 -91.7  -126 -39.4 -22.0 -29.2
##             24091 24100 24101 24103 24106 24114 24116 24117 24122 24123 24125
## Predicted    87.7 149.0 149.5   148 104.5  61.8  94.5 123.6 153.2 148.3 149.0
## cvpred       87.4 149.2 149.8   148 104.3  61.3  94.2 123.5 153.4 148.4 149.2
## pm2.5         8.0  64.0  59.0    23  22.0  51.0  72.0  92.0 100.0 108.0 103.0
## CV residual -79.4 -85.2 -90.8  -125 -82.3 -10.3 -22.2 -31.5 -53.4 -40.4 -46.2
##             24127 24128 24129 24135 24136 24137 24139 24140 24141 24143 24147
## Predicted   147.7 149.0 141.6  89.6  79.2  87.9 121.6 135.8   140   135   145
## cvpred      147.9 149.2 141.6  89.1  78.6  87.3 121.3 135.7   140   135   145
## pm2.5        70.0  63.0  72.0 164.0 169.0 162.0 181.0 202.0   244   274   259
## CV residual -77.9 -86.2 -69.6  74.9  90.4  74.7  59.7  66.3   104   139   114
##             24150 24154 24157 24158 24164 24165 24168 24170 24171 24178 24179
## Predicted   141.4  79.9  42.3  26.8 118.6   119   134   139   110  85.0  69.8
## cvpred      141.4  79.5  41.9  26.3 118.6   120   134   139   110  84.8  69.5
## pm2.5       235.0  11.0  10.0   8.0  20.0    16     8    10     8  13.0  13.0
## CV residual  93.6 -68.5 -31.9 -18.3 -98.6  -104  -126  -129  -102 -71.8 -56.5
##             24184 24189 24190 24191 24192 24195 24196 24198 24200 24202 24203
## Predicted    33.1  69.7  75.2  84.7  89.0   143   140   144   147  95.0  66.0
## cvpred       32.7  69.4  74.9  84.5  88.8   144   140   144   148  94.8  65.6
## pm2.5        13.0  19.0  16.0  16.0  19.0    20    17    19    27  30.0  19.0
## CV residual -19.7 -50.4 -58.9 -68.5 -69.8  -124  -123  -125  -121 -64.8 -46.6
##             24209 24211 24212  24222 24223 24224 24227 24229  24239  24242
## Predicted    58.2 100.0 104.6 147.05 147.3 146.5  84.1  60.1 133.22 147.29
## cvpred       57.7  99.8 104.5 147.21 147.5 146.7  83.9  59.7 133.21 147.39
## pm2.5        23.0  48.0  68.0 147.00  95.0  77.0  43.0  36.0 131.00 151.00
## CV residual -34.7 -51.8 -36.5  -0.21 -52.5 -69.7 -40.9 -23.7  -2.21   3.61
##              24243 24246 24249 24252 24257  24259  24260 24261 24263 24266
## Predicted   147.79 148.5 135.3 115.7  95.2 105.48 115.98 125.5 140.9 141.4
## cvpred      147.95 148.8 135.4 115.5  94.7 105.18 115.72 125.3 140.8 141.4
## pm2.5       144.00 136.0  67.0  89.0 108.0 112.00 122.00 149.0 176.0 194.0
## CV residual  -3.95 -12.8 -68.4 -26.5  13.3   6.82   6.28  23.7  35.2  52.6
##             24269 24274 24275 24276 24285 24288 24294 24295 24299 24305 24306
## Predicted     152 135.4 124.9 119.5   140   140 145.3   145  93.6 19.22  20.8
## cvpred        153 135.3 124.7 119.2   140   140 145.2   145  93.3 18.92  20.5
## pm2.5         259 206.0 203.0 209.0   338   398 239.0   161  25.0 11.00   9.0
## CV residual   106  70.7  78.3  89.8   198   258  93.8    16 -68.3 -7.92 -11.5
##             24309 24312 24321 24323 24325 24327 24329 24332 24333 24336 24339
## Predicted    41.4  46.1  97.6  67.3  37.4  25.9  18.8  63.3  67.5 136.6 146.9
## cvpred       41.2  46.1  97.6  67.1  37.1  25.6  18.6  63.1  67.5 136.9 147.3
## pm2.5        10.0   5.0  26.0  12.0  10.0   5.0   5.0  19.0  26.0  63.0 134.0
## CV residual -31.2 -41.1 -71.6 -55.1 -27.1 -20.6 -13.6 -44.1 -41.5 -73.9 -13.3
##             24340 24341 24346   24347 24348 24353 24361 24376 24378 24380 24382
## Predicted     147 152.3 130.5 114.605  99.1  53.3 130.7 127.1 126.6 126.1   126
## cvpred        147 152.8 130.7 114.633  99.0  53.0 130.9 127.3 126.8 126.3   126
## pm2.5         133 103.0  90.0 114.000 194.0 113.0 177.0 143.0 156.0 194.0   243
## CV residual   -14 -49.8 -40.7  -0.633  95.0  60.0  46.1  15.7  29.2  67.7   117
##             24387 24389 24391 24393 24394 24402 24405 24407 24408 24409 24410
## Predicted   124.4   124   123   123   123   121 120.0 119.5 123.7   108 107.8
## cvpred      124.6   124   124   123   123   121 120.2 119.7 123.8   108 107.8
## pm2.5       167.0    10     8    10     9     9  51.0  55.0  45.0    58  62.0
## CV residual  42.4  -114  -116  -113  -114  -112 -69.2 -64.7 -78.8   -50 -45.8
##             24411 24413 24414 24422 24424 24426 24429 24433 24434 24444 24451
## Predicted   107.5   107 106.8 104.8 104.3 103.9 103.1 102.1 101.9  99.5 97.75
## cvpred      107.5   107 106.8 104.8 104.3 103.9 103.1 102.1 101.9  99.5 97.74
## pm2.5        41.0    29  21.0  22.0  33.0  32.0  77.0 123.0 122.0  87.0 99.00
## CV residual -66.5   -78 -85.8 -82.8 -71.3 -71.9 -26.1  20.9  20.1 -12.5  1.26
##             24452 24457 24459 24462 24463 24466 24467 24472 24476 24477 24478
## Predicted    97.5 138.5 147.3 151.5 147.3 134.6   129  48.8  43.1  46.6  74.8
## cvpred       97.5 138.6 147.4 151.6 147.4 134.6   129  48.7  43.3  46.9  75.2
## pm2.5       116.0  96.0  91.0  89.0  83.0  58.0    19   7.0  11.0  14.0  11.0
## CV residual  18.5 -42.6 -56.4 -62.6 -64.4 -76.6  -110 -41.7 -32.3 -32.9 -64.2
##             24479 24480 24486 24487 24488 24489 24491  24493  24494 24498 24499
## Predicted    73.5  67.8   150   155   145 101.3  48.5 16.613 17.930  37.7  51.0
## cvpred       73.9  68.2   150   155   145 101.6  48.6 16.586 17.893  37.7  51.1
## pm2.5         8.0   6.0     6    13    15  17.0  23.0 16.000 17.000  19.0  29.0
## CV residual -65.9 -62.2  -144  -142  -130 -84.6 -25.6 -0.586 -0.893 -18.7 -22.1
##             24501 24519 24520 24522 24525 24526 24528   24529 24531 24533 24534
## Predicted   53.19  31.7  31.9  82.7 126.4 140.3 141.5 142.509 152.0 157.2 156.9
## cvpred      53.23  31.5  31.7  82.6 126.5 140.5 141.8 142.902 152.5 157.7 157.5
## pm2.5       55.00  17.0  16.0  27.0  75.0 102.0 115.0 142.000 129.0  78.0  68.0
## CV residual  1.77 -14.5 -15.7 -55.6 -51.5 -38.5 -26.8  -0.902 -23.5 -79.7 -89.5
##             24538  24539 24540 24545 24550 24551 24553 24558 24560 24561 24567
## Predicted   135.1 116.09 105.6  84.9   146   151   156 150.8 148.7 146.4  60.0
## cvpred      135.4 116.18 105.6  84.8   146   151   156 151.3 149.1 146.7  59.7
## pm2.5        88.0 119.00 156.0 206.0   303   334   324 214.0 222.0 219.0 117.0
## CV residual -47.4   2.82  50.4 121.2   157   183   168  62.7  72.9  72.3  57.3
##             24568 24570 24572 24573 24574 24579 24580 24581 24587 24588 24597
## Predicted    68.3  92.2   133   126 121.2 120.5 121.2 125.4 121.0 120.6   153
## cvpred       67.9  92.1   133   126 121.2 120.6 121.4 125.5 121.1 120.7   153
## pm2.5       154.0 199.0   341   311 151.0  48.0  60.0  66.0  54.0  56.0    38
## CV residual  86.1 106.9   208   185  29.8 -72.6 -61.4 -59.5 -67.1 -64.7  -115
##             24598 24602 24614 24615 24618 24619 24621 24624 24627 24628 24630
## Predicted     148   150  47.3  39.9  47.9  57.1 142.5   142   158 153.7 158.7
## cvpred        149   150  47.2  39.8  47.9  57.1 142.9   143   158 154.3 159.3
## pm2.5          37    43   9.0  11.0  11.0  15.0  49.0    42    48  71.0  73.0
## CV residual  -112  -107 -38.2 -28.8 -36.9 -42.1 -93.9  -101  -110 -83.3 -86.3
##             24635 24636 24640 24641 24644 24646 24648 24661 24662 24664 24665
## Predicted   111.5  77.5 56.52 65.18 135.1 145.9 155.4  55.6  13.8 10.26  8.30
## cvpred      111.6  77.4 56.28 64.98 135.3 146.2 155.8  55.3  13.4  9.84  7.88
## pm2.5        50.0  49.0 64.00 69.00  83.0 162.0 185.0  78.0  52.0 24.00 31.00
## CV residual -61.6 -28.4  7.72  4.02 -52.3  15.8  29.2  22.7  38.6 14.16 23.12
##             24666 24668 24669 24671 24676 24678 24679 24682 24685 24688 24690
## Predicted    26.0  78.7 110.2 145.4 155.8   150   152 124.9  93.3  91.1   132
## cvpred       25.7  78.5 110.2 145.7 156.2   151   152 124.9  93.1  90.8   132
## pm2.5        94.0 120.0 137.0 122.0 191.0    42    35  33.0 164.0 236.0   252
## CV residual  68.3  41.5  26.8 -23.7  34.8  -109  -117 -91.9  70.9 145.2   120
##             24693 24694 24696 24699 24701 24702 24708 24709 24711 24713 24714
## Predicted     148   149   143 151.2   152   152   152   147   142   132   141
## cvpred        148   149   143 151.3   152   152   152   147   142   132   141
## pm2.5         338   367   293 226.0   237   259   283   288   293   296   308
## CV residual   190   218   150  74.7    85   107   131   141   151   164   167
##             24724 24726 24727 24736 24739 24742 24743 24746 24750 24752 24758
## Predicted     148   150 153.7 39.51  36.8  17.3  34.4  78.5 104.7 112.1  61.4
## cvpred        148   150 153.9 39.15  36.7  17.3  34.5  78.8 105.1 112.5  61.4
## pm2.5         272   260 246.0 34.00  15.0   6.0  12.0   7.0  13.0  13.0  16.0
## CV residual   124   110  92.1 -5.15 -21.7 -11.3 -22.5 -71.8 -92.1 -99.5 -45.4
##             24766 24767 24768 24769 24770 24772 24773 24775 24776 24780 24784
## Predicted   118.4 122.3 131.5 136.6 136.4 132.2 132.0 131.1 125.5 116.6 50.50
## cvpred      118.6 122.5 131.7 136.9 136.7 132.5 132.3 131.4 125.8 116.7 50.49
## pm2.5        57.0  46.0  41.0  40.0  39.0  42.0  43.0  53.0  55.0  80.0 53.00
## CV residual -61.6 -76.5 -90.7 -96.9 -97.7 -90.5 -89.3 -78.4 -70.8 -36.7  2.51
##             24792 24795 24796 24799 24805 24809 24810 24820 24828 24831 24835
## Predicted    58.3  60.2  92.8   138  42.4  53.4  70.4   133  50.2 13.73 106.4
## cvpred       58.6  60.8  93.5   139  42.6  53.6  70.6   134  50.4 13.82 106.8
## pm2.5         9.0  11.0  10.0    17  15.0  40.0  48.0    10  11.0 11.00  38.0
## CV residual -49.6 -49.8 -83.5  -122 -27.6 -13.6 -22.6  -124 -39.4 -2.82 -68.8
##             24836 24837 24838 24839 24843 24849 24851 24852 24853 24858 24860
## Predicted   111.3 130.1 135.0 140.4   151   145  75.8  72.0  66.4 77.95 133.7
## cvpred      111.8 130.6 135.6 140.9   152   146  76.0  72.1  66.5 78.08 134.1
## pm2.5        65.0  79.0  78.0  76.0   121    45  99.0  85.0  77.0 82.00 115.0
## CV residual -46.8 -51.6 -57.6 -64.9   -31  -101  23.0  12.9  10.5  3.92 -19.1
##              24861 24862 24865 24868  24872  24874  24875 24877 24880 24883
## Predicted   139.13 113.4 144.0 153.5 147.67 134.55 119.04 116.1 109.4 146.1
## cvpred      139.64 113.7 144.5 154.1 148.22 134.89 119.28 116.2 109.4 146.5
## pm2.5       130.00 134.0 157.0 124.0 144.00 141.00 123.00 147.0 181.0 190.0
## CV residual  -9.64  20.3  12.5 -30.1  -4.22   6.11   3.72  30.8  71.6  43.5
##             24884 24898 24902 24904 24918 24919 24922 24925 24932 24935 24936
## Predicted   145.4 138.7 149.0 148.4   119   118   115 106.0  73.3  66.7  60.1
## cvpred      145.7 138.8 149.2 148.6   120   118   116 106.5  73.7  67.2  60.6
## pm2.5       204.0 192.0 207.0 162.0     8     8    15  27.0  30.0  22.0  22.0
## CV residual  58.3  53.2  57.8  13.4  -112  -110  -101 -79.5 -43.7 -45.2 -38.6
##             24937 24938 24941 24942 24946 24949  24961 24964 24965 24967 24969
## Predicted    57.4  45.4  38.3  36.1 12.75 -3.77 -1.285 136.9   132   132 149.6
## cvpred       57.9  45.9  38.8  36.6 13.05 -3.58 -0.935 137.6   133   133 150.3
## pm2.5        25.0  21.0  15.0  14.0 22.00 28.00 39.000  54.0    51    49  68.0
## CV residual -32.9 -24.9 -23.8 -22.6  8.95 31.58 39.935 -83.6   -82   -84 -82.3
##             24975 24976 24977 24980 24989 24990 24991  24998 25006 25010 25012
## Predicted   85.91  85.0  88.6 143.3 155.8   156 155.8 48.289 51.42  77.2 110.3
## cvpred      86.09  85.2  88.7 143.8 156.5   157 156.6 48.376 51.64  77.6 110.9
## pm2.5       89.00 106.0 106.0 102.0  82.0    88  93.0 49.000 50.00  35.0  27.0
## CV residual  2.91  20.8  17.3 -41.8 -74.5   -69 -63.6  0.624 -1.64 -42.6 -83.9
##             25015 25016 25024 25029 25030 25031 25033 25038 25039 25040  25042
## Predicted   113.2 118.2 66.87 144.3 149.9 155.0 154.5 148.1 142.8 147.6 127.49
## cvpred      113.8 118.9 66.96 144.8 150.5 155.7 155.2 148.6 143.2 148.1 127.79
## pm2.5        42.0  38.0 60.00  94.0 102.0 106.0 119.0  96.0  98.0 104.0 134.00
## CV residual -71.8 -80.9 -6.96 -50.8 -48.5 -49.7 -36.2 -52.6 -45.2 -44.1   6.21
##              25044 25045 25050 25063 25069 25070 25074 25076 25077 25079 25082
## Predicted   111.60 106.7 127.9 147.6 141.4 144.9   153   135   124 110.3  85.3
## cvpred      111.75 106.9 128.2 148.1 141.8 145.3   153   136   125 110.8  85.9
## pm2.5       103.00  91.0  62.0 108.0  72.0  62.0    31    22    19  12.0  12.0
## CV residual  -8.75 -15.9 -66.2 -40.1 -69.8 -83.3  -122  -114  -106 -98.8 -73.9
##             25084 25087 25090 25091 25092 25102 25103 25104 25105 25108 25113
## Predicted    72.4  65.5  53.6  40.6  36.5  21.5 19.94 18.59 17.24  19.2 -6.35
## cvpred       73.0  66.2  54.2  41.1  37.0  22.1 20.51 19.16 17.81  19.8 -5.83
## pm2.5         7.0  11.0  11.0  12.0  17.0  10.0 11.00 13.00 10.00  13.0 25.00
## CV residual -66.0 -55.2 -43.2 -29.1 -20.0 -12.1 -9.51 -6.16 -7.81  -6.8 30.83
##             25118 25119 25121 25124 25125 25126 25128 25129 25131 25136 25139
## Predicted    39.8 32.19  41.2  65.1  68.4  62.4  64.3  72.5  52.2  45.0  23.0
## cvpred       40.2 32.53  41.6  65.6  68.9  62.9  64.9  73.1  52.8  45.8  23.6
## pm2.5        26.0 24.00  22.0  43.0  45.0  35.0   6.0   9.0  11.0   7.0  17.0
## CV residual -14.2 -8.53 -19.6 -22.6 -23.9 -27.9 -58.9 -64.1 -41.8 -38.8  -6.6
##             25142 25146  25147 25150 25153 25157 25163 25164 25170 25171  25176
## Predicted   -3.99 -7.32  0.739 -16.9 -8.48   114  81.9  66.9  87.8 111.1 144.87
## cvpred      -3.50 -6.80  1.360 -16.2 -7.83   115  82.6  67.6  88.4 111.8 145.77
## pm2.5       11.00  7.00 15.000  23.0 17.00    12  25.0  31.0  32.0  36.0 144.00
## CV residual 14.50 13.80 13.640  39.2 24.83  -103 -57.6 -36.6 -56.4 -75.8  -1.77
##             25178 25183 25191 25198 25199 25207 25209 25211 25216 25219 25220
## Predicted   154.4   159  94.0 153.1 155.8 160.7 155.2 159.9  91.1  95.4 103.0
## cvpred      155.3   160  94.5 153.7 156.5 161.4 155.9 160.6  91.4  95.9 103.5
## pm2.5       117.0   102 225.0 130.0 137.0 175.0 171.0 206.0  10.0  20.0  25.0
## CV residual -38.3   -58 130.5 -23.7 -19.5  13.6  15.1  45.4 -81.4 -75.9 -78.5
##             25222 25226 25228 25233 25234 25243 25252 25253 25254 25262 25267
## Predicted   101.3 118.2   133 152.6 127.2 130.1 152.9 151.9 147.8 115.5  65.7
## cvpred      101.8 118.9   133 153.5 127.8 130.7 153.7 152.7 148.5 115.9  66.0
## pm2.5        19.0  20.0    27  75.0  70.0  66.0 189.0 219.0 174.0 157.0  17.0
## CV residual -82.8 -98.9  -106 -78.5 -57.8 -64.7  35.3  66.3  25.5  41.1 -49.0
##             25273 25274 25275 25276 25279 25282 25284 25285 25288 25289 25292
## Predicted    65.1  67.0  60.0  71.6   116 101.4  71.7  66.4  65.9  64.8  93.9
## cvpred       65.7  67.6  60.6  72.3   117 102.1  72.2  66.8  66.2  65.1  94.4
## pm2.5        11.0   7.0   9.0  10.0    13  27.0  22.0  24.0  31.0  36.0  67.0
## CV residual -54.7 -60.6 -51.6 -62.3  -104 -75.1 -50.2 -42.8 -35.2 -29.1 -27.4
##             25315 25317  25321 25325 25327 25328 25332 25333 25336 25340 25342
## Predicted   126.5 136.7 152.64   159   158   159   121 106.4  96.2   136   151
## cvpred      127.1 137.4 153.48   160   159   160   122 106.8  96.5   137   152
## pm2.5       110.0 159.0 149.00   334   331   293   235 164.0 218.0   277   308
## CV residual -17.1  21.6  -4.48   174   172   133   113  57.2 121.5   140   156
##             25346 25351 25353 25358 25359 25360 25362 25363 25364 25369 25372
## Predicted     157   151 138.8 115.1  77.1  75.4  71.9  80.6  57.1  50.8 100.7
## cvpred        158   152 139.3 115.5  77.5  75.8  72.5  81.2  57.7  51.6 101.7
## pm2.5         410   335 226.0  38.0  28.0  23.0  13.0  16.0  13.0  15.0  15.0
## CV residual   252   183  86.7 -77.5 -49.5 -52.8 -59.5 -65.2 -44.7 -36.6 -86.7
##             25375 25379 25383 25385 25387 25392 25393 25398 25402 25405 25409
## Predicted     139  83.4  55.1  61.6  82.8 97.25 145.7 151.1 143.4  90.2  84.8
## cvpred        140  84.2  55.6  62.1  83.4 97.92 146.7 152.2 144.2  90.7  85.3
## pm2.5          10  23.0  39.0  44.0  78.0 95.00 106.0 162.0 109.0  72.0 118.0
## CV residual  -130 -61.2 -16.6 -18.1  -5.4 -2.92 -40.7   9.8 -35.2 -18.7  32.7
##             25410 25412 25415 25416 25418 25419 25421 25423 25425 25427 25432
## Predicted   103.3 131.7 153.6   154   159   158   153   143   148   136  43.5
## cvpred      103.9 132.5 154.5   155   159   159   154   144   148   136  44.0
## pm2.5       158.0 204.0 246.0   315   358   445   345   290   284   246  11.0
## CV residual  54.1  71.5  91.5   160   199   286   191   146   136   110 -33.0
##             25433 25434 25435 25436 25437 25439 25441 25443 25444 25446 25450
## Predicted    42.2  46.0  44.4  49.2  84.9  73.4  96.2  78.3  76.9 103.9  61.9
## cvpred       42.7  46.5  44.9  49.8  85.6  74.1  97.1  79.0  77.6 104.7  62.6
## pm2.5         8.0   9.0  17.0  20.0  17.0  22.0  23.0  19.0  19.0  13.0  17.0
## CV residual -34.7 -37.5 -27.9 -29.8 -68.6 -52.1 -74.1 -60.0 -58.6 -91.7 -45.6
##             25455 25456 25459 25462 25463 25464  25466  25467  25469 25473
## Predicted   18.50 16.54  60.1 114.8 118.6 127.9 127.33 132.22 132.47 150.8
## cvpred      18.98 17.02  60.7 115.6 119.5 128.8 128.26 133.19 133.44 151.8
## pm2.5       16.00 23.00  39.0  54.0  69.0  90.0 120.00 129.00 142.00 179.0
## CV residual -2.98  5.98 -21.7 -61.6 -50.5 -38.8  -8.26  -4.19   8.56  27.2
##             25474 25475 25476 25479 25485 25486 25489 25493 25495 25497 25502
## Predicted   139.5 129.0 123.6   114   137 133.9  27.9  63.3  59.4  51.6  26.4
## cvpred      140.3 129.7 124.3   114   138 134.6  28.5  64.1  60.2  52.3  27.0
## pm2.5       169.0 181.0 204.0   253   285 161.0  63.0  14.0   9.0  10.0  11.0
## CV residual  28.7  51.3  79.7   139   147  26.4  34.5 -50.1 -51.2 -42.3 -16.0
##             25504 25514 25517 25518 25519 25524 25534 25540 25544 25545 25549
## Predicted    23.4   147 143.2 147.9   153  83.4   142 106.7  89.6  82.8  47.7
## cvpred       24.0   148 144.4 149.1   154  84.1   143 107.7  90.7  83.9  48.6
## pm2.5        13.0    45 131.0  99.0    37  40.0    81  42.0  13.0  23.0  14.0
## CV residual -11.0  -103 -13.4 -50.1  -117 -44.1   -62 -65.7 -77.7 -60.9 -34.6
##             25551 25556 25564 25565  25573 25578 25580  25589 25592 25593 25596
## Predicted    40.8  89.4 141.3   145 108.69 129.0 142.3 166.65 165.2 165.4   159
## cvpred       41.8  90.5 142.7   147 109.64 129.9 143.3 167.87 166.3 166.5   160
## pm2.5        12.0  19.0  48.0    43 118.00  79.0  97.0 163.00 185.0 192.0   292
## CV residual -29.8 -71.5 -94.7  -104   8.36 -50.9 -46.3  -4.87  18.7  25.5   132
##             25598 25600 25602 25603 25605 25608 25615 25619 25625 25631 25635
## Predicted     154   154   153   148   157   159   128  64.8  47.4   139 123.2
## cvpred        155   155   154   149   158   160   129  65.6  48.2   140 124.3
## pm2.5         266   305   316   263   282   313    12  14.0  15.0    38  61.0
## CV residual   111   150   162   114   124   153  -117 -51.6 -33.2  -102 -63.3
##             25636 25640 25642 25644 25646 25652 25657 25659 25660 25663 25664
## Predicted   130.3 154.0 142.5 117.6  94.2 133.2 129.3   135 105.3 100.5    85
## cvpred      131.5 155.3 143.6 118.4  94.9 134.2 130.4   136 106.3 101.6    86
## pm2.5        59.0  99.0  95.0  91.0 109.0 149.0  34.0    22  13.0   8.0     7
## CV residual -72.5 -56.3 -48.6 -27.4  14.1  14.8 -96.4  -114 -93.3 -93.6   -79
##             25672 25677 25684 25687 25688 25691 25693 25695 25704 25705 25709
## Predicted    36.9  68.6 118.1 137.7   137 130.1 110.6  92.3 145.1   139 140.2
## cvpred       37.8  69.8 119.3 139.1   138 131.2 111.6  93.2 146.5   140 141.6
## pm2.5        10.0  14.0  28.0  48.0    39  99.0  44.0  37.0 158.0   149  61.0
## CV residual -27.8 -55.8 -91.3 -91.1   -99 -32.2 -67.6 -56.2  11.5     9 -80.6
##             25710 25712 25715 25716 25720 25721 25723 25724 25725 25726 25727
## Predicted   139.9   130 107.0  87.5  57.1  73.4  84.2  70.2  73.3  66.5  66.0
## cvpred      141.3   131 108.2  88.5  58.0  74.3  85.1  71.1  74.3  67.5  67.2
## pm2.5        51.0    31  44.0  44.0  85.0  97.0  61.0  16.0  18.0   9.0   9.0
## CV residual -90.3  -100 -64.2 -44.5  27.0  22.7 -24.1 -55.1 -56.3 -58.5 -58.2
##             25728 25733 25734 25737 25740 25743 25746 25747 25752  25753 25755
## Predicted    69.6  64.2  62.0  50.8  29.2 12.18  30.0  27.8 17.09 14.642 16.22
## cvpred       70.7  65.6  63.4  52.2  30.3 13.22  31.1  28.9 18.25 15.795 17.42
## pm2.5        10.0   8.0   7.0  14.0  14.0 17.00  13.0  13.0 16.00 15.000 13.00
## CV residual -60.7 -57.6 -56.4 -38.2 -16.3  3.78 -18.1 -15.9 -2.25 -0.795 -4.42
##             25756 25769 25770 25772 25773 25774 25775 25776 25778 25779 25781
## Predicted    19.0 -52.4 -40.8 122.4 107.4 120.9 110.2   104 120.1   124 112.4
## cvpred       20.2 -51.6 -40.1 123.7 108.5 122.1 111.2   105 121.2   125 113.5
## pm2.5        14.0  16.0  21.0  28.0  43.0  51.0  48.0    35  30.0    22  21.0
## CV residual  -6.2  67.6  61.1 -95.7 -65.5 -71.1 -63.2   -70 -91.2  -103 -92.5
##             25782 25783 25786 25787 25789 25797 25798 25804 25806 25807 25808
## Predicted   121.3   136 117.8 107.8 100.0 138.3 138.3 158.0   160 159.4 154.3
## cvpred      122.5   137 118.8 108.8 100.9 139.4 139.4 159.3   161 160.7 155.5
## pm2.5        27.0    25 102.0  78.0  62.0 122.0 117.0 211.0   107 116.0 125.0
## CV residual -95.5  -112 -16.8 -30.8 -38.9 -17.4 -22.4  51.7   -54 -44.7 -30.5
##             25809 25811 25813  25814  25817 25820  25824  25825 25828 25830
## Predicted   158.6   140 119.3 108.30 117.08 131.5 148.31 147.82 150.7 149.8
## cvpred      159.9   141 120.1 109.13 117.96 132.5 149.37 148.88 151.8 150.8
## pm2.5       148.0   101 107.0 114.00 122.00 146.0 151.00 154.00 180.0 200.0
## CV residual -11.9   -40 -13.1   4.87   4.04  13.5   1.63   5.12  28.2  49.2
##             25832  25834 25836 25837 25838 25839 25840 25845 25849 25852 25856
## Predicted   152.4 151.42 149.3 148.5 146.9 146.0 145.5   159   159 158.9   157
## cvpred      153.4 152.41 150.2 149.4 147.7 146.9 146.4   159   159 159.8   158
## pm2.5       172.0 154.00 187.0 139.0 111.0 110.0 121.0   277   268 255.0   259
## CV residual  18.6   1.59  36.8 -10.4 -36.7 -36.9 -25.4   118   109  95.2   101
##             25859 25860 25868 25871 25874 25876 25882 25884 25885 25886 25893
## Predicted     150 144.5 134.3 136.1 147.4 145.2 137.1   130   129 127.3 156.3
## cvpred        151 145.3 135.1 136.9 148.3 146.1 137.9   131   129 128.1 157.1
## pm2.5         203 187.0 202.0 205.0 203.0 201.0 219.0   240   231 213.0 211.0
## CV residual    52  41.7  66.9  68.1  54.7  54.9  81.1   109   102  84.9  53.9
##             25899 25900 25901 25902 25903 25907 25908 25909 25913 25914 25917
## Predicted   154.5 154.1 155.8 155.5 155.0 160.2   155   150   146   145   162
## cvpred      155.3 154.8 156.5 156.2 155.8 160.9   156   151   146   146   163
## pm2.5       222.0 215.0 209.0 227.0 222.0 226.0   324   276   271   260   348
## CV residual  66.7  60.2  52.5  70.8  66.2  65.1   168   125   125   114   185
##             25918 25920 25921 25928 25930 25931 25933 25937 25938  25945 25947
## Predicted     156   155   156 155.8 144.6 143.7 138.0 152.9 153.6 155.69 164.7
## cvpred        157   156   156 156.7 145.4 144.6 138.9 153.8 154.5 156.57 165.7
## pm2.5         343   299   335  96.0  76.0  71.0  69.0  85.0  94.0 147.00  86.0
## CV residual   186   143   179 -60.7 -69.4 -73.6 -69.9 -68.8 -60.5  -9.57 -79.7
##             25948 25949 25952 25953 25954 25955 25958 25966 25967 25970 25974
## Predicted     160   130 116.5  99.5  97.3  94.6  83.3  75.0  64.3  63.2   128
## cvpred        161   131 117.5 100.5  98.3  95.5  84.2  76.1  65.3  64.3   129
## pm2.5          28    19  20.0  17.0  16.0  14.0  19.0  20.0  24.0  18.0    17
## CV residual  -133  -112 -97.5 -83.5 -82.3 -81.5 -65.2 -56.1 -41.3 -46.3  -112
##             25978 25979 25985 25992 25993  25996 25998  26004 26005 26007 26008
## Predicted   117.3 100.8 111.3 139.1   154 143.50 149.4 142.73 137.4 136.1 135.9
## cvpred      118.5 101.9 112.4 140.2   155 144.68 150.6 143.81 138.4 137.1 136.8
## pm2.5        37.0  24.0  35.0  85.0    93 138.00 176.0 152.00 168.0 203.0 209.0
## CV residual -81.5 -77.9 -77.4 -55.2   -62  -6.68  25.4   8.19  29.6  65.9  72.2
##             26009 26012 26013 26016 26023 26031 26033 26039 26044 26045 26050
## Predicted   140.9   152   158 155.7 156.6   145   145 163.9   164   161 154.6
## cvpred      141.9   153   160 156.9 157.9   146   146 164.9   165   162 155.7
## pm2.5       215.0   258   290 241.0 235.0   251   273 259.0   323   303  80.0
## CV residual  73.1   105   130  84.1  77.1   105   127  94.1   158   141 -75.7
##             26051 26052 26053 26060 26062 26066 26071 26073 26074 26075 26077
## Predicted     139 118.0 116.0  89.9 112.3   116   119 116.2 105.3  98.8 105.9
## cvpred        140 118.8 116.8  90.8 113.5   117   120 117.5 106.5 100.0 106.9
## pm2.5          35  29.0  27.0  24.0  19.0    17    19  31.0  23.0  22.0  36.0
## CV residual  -105 -89.8 -89.8 -66.8 -94.5  -100  -101 -86.5 -83.5 -78.0 -70.9
##             26078 26083 26086 26092 26093 26223 26224 26225 26227 26229 26234
## Predicted    99.9  86.9  86.4  72.2  65.9 127.2 126.7 120.7   124 150.2 159.1
## cvpred      100.9  88.0  87.7  73.6  67.3 128.3 127.8 121.7   126 151.3 160.2
## pm2.5        38.0  30.0  21.0  13.0   9.0 215.0 219.0 217.0   269 241.0 248.0
## CV residual -62.9 -58.0 -66.7 -60.6 -58.3  86.7  91.2  95.3   143  89.7  87.8
##             26239 26240 26242 26257 26260 26265 26267 26268 26270 26273 26275
## Predicted   102.2  97.0  88.8  95.5  97.0 109.3  81.7  65.6  60.4  49.4  62.4
## cvpred      103.3  98.2  89.9  96.7  98.2 110.5  82.7  66.5  61.3  50.3  63.4
## pm2.5        14.0  16.0  16.0   9.0  16.0  18.0  16.0  17.0  16.0  16.0  11.0
## CV residual -89.3 -82.2 -73.9 -87.7 -82.2 -92.5 -66.7 -49.5 -45.3 -34.3 -52.4
##             26277 26279 26285 26286 26287 26288 26292 26294   26301 26304 26306
## Predicted    80.8   143 153.1 148.2 157.3 151.3 120.8 96.15 130.329   148   146
## cvpred       82.0   144 154.7 149.8 158.9 152.9 121.9 97.12 131.478   149   147
## pm2.5        19.0    26 153.0 109.0  71.0  65.0  51.0 90.00 131.000    39    31
## CV residual -63.0  -118  -1.7 -40.8 -87.9 -87.9 -70.9 -7.12  -0.478  -110  -116
##             26311 26315 26316 26322 26324 26325 26327 26330 26333 26334 26337
## Predicted     152  74.3  71.9  65.8  67.0  70.2  66.7  61.1  55.2  58.8  51.2
## cvpred        153  75.4  72.9  67.0  68.3  71.5  68.2  62.6  56.7  60.3  52.6
## pm2.5           9  11.0   9.0  16.0  20.0  17.0  19.0  15.0  17.0  17.0  13.0
## CV residual  -144 -64.4 -63.9 -51.0 -48.3 -54.5 -49.2 -47.6 -39.7 -43.3 -39.6
##             26342 26344 26348 26355 26357 26368 26369 26372 26373 26378 26381
## Predicted   12.13 10.38 14.48 -5.82 -5.35  80.7  84.6 119.9   125   142 134.6
## cvpred      13.35 11.59 15.78 -4.49 -3.98  81.9  85.8 121.3   126   144 136.2
## pm2.5       19.00 19.00 25.00 20.00 20.00  26.0  24.0  34.0    37    33  56.0
## CV residual  5.65  7.41  9.22 24.49 23.98 -55.9 -61.8 -87.3   -89  -111 -80.2
##             26384 26385 26386 26388 26389 26391 26392 26394 26403 26408 26411
## Predicted   133.5 138.1 120.4 100.4  94.3 79.61  74.9 83.88 129.1 115.7  83.0
## cvpred      135.1 139.8 121.8 101.6  95.4 80.65  75.9 84.97 130.5 117.1  84.2
## pm2.5        37.0  41.0  41.0  48.0  59.0 74.00  69.0 89.00 111.0  34.0  43.0
## CV residual -98.1 -98.8 -80.8 -53.6 -36.4 -6.65  -6.9  4.03 -19.5 -83.1 -41.2
##             26421 26423 26424 26426 26437 26441 26444 26445 26448 26450 26453
## Predicted   127.8 116.6 124.5 122.0  92.8  85.7  97.0   122   151 152.1   146
## cvpred      129.2 117.9 125.8 123.2  93.8  86.6  97.9   123   152 153.6   147
## pm2.5        86.0  64.0  72.0  49.0  65.0 142.0 266.0   335   339 236.0   128
## CV residual -43.2 -53.9 -53.8 -74.2 -28.8  55.4 168.1   212   187  82.4   -19
##             26457 26459 26468 26471 26472 26480 26483 26487 26488 26489 26491
## Predicted   142.1 110.3 135.5   136   145 150.0 109.3  72.7  71.3    65  72.3
## cvpred      143.5 111.4 136.7   137   146 151.4 110.4  73.7  72.3    66  73.4
## pm2.5        84.0  76.0 164.0   250   299 135.0  36.0  19.0  14.0    11  19.0
## CV residual -59.5 -35.4  27.3   113   153 -16.4 -74.4 -54.7 -58.3   -55 -54.4
##             26494 26496 26498 26501 26502 26503 26504 26505 26506 26510 26512
## Predicted    94.7  73.7 115.9 122.4   126   136   140   150 128.2  82.7 52.48
## cvpred       96.0  74.9 117.4 123.9   128   137   141   152 129.5  83.7 53.32
## pm2.5        21.0  19.0  29.0  24.0    22    17    27    44  46.0  69.0 59.00
## CV residual -75.0 -55.9 -88.4 -99.9  -106  -120  -114  -108 -83.5 -14.7  5.68
##              26513 26516 26523 26524 26529 26530 26539 26540 26542 26553 26554
## Predicted   56.512   118   153 152.6 147.9 136.4   151   155   158   153   160
## cvpred      57.404   119   154 154.1 149.4 137.7   152   156   159   154   161
## pm2.5       57.000    15   303 221.0  81.0  56.0   449   389   486   434   391
## CV residual -0.404  -104   149  66.9 -68.4 -81.7   297   233   327   280   230
##             26559 26562 26565 26567 26569 26572 26575 26576 26579 26582 26585
## Predicted     135 111.3   148   158   163   165   155 160.4   147   131   138
## cvpred        136 112.1   150   159   165   166   156 161.8   148   132   139
## pm2.5         356 146.0   325   371   374   425   275 174.0   319   458   845
## CV residual   220  33.9   175   212   209   259   119  12.2   171   326   706
##             26588 26589 26591 26592 26594 26595 26597 26603 26605 26610 26615
## Predicted     162   162   163   163   161   160   160   141   135   153   158
## cvpred        163   163   165   164   162   161   161   142   136   153   159
## pm2.5         824   886   858   805   731   722   651   266   295   325   304
## CV residual   661   723   693   641   569   561   490   124   159   172   145
##             26621 26628 26633 26640 26642 26643 26650 26653 26654 26655 26657
## Predicted     160   145   136 145.8 140.8   140 144.7 137.4 131.7 144.9 144.4
## cvpred        161   146   137 146.8 141.9   141 145.8 138.3 132.7 145.8 145.3
## pm2.5         468   291   267  68.0  66.0    58  80.0  90.0 109.0 120.0 132.0
## CV residual   307   145   130 -78.8 -75.9   -83 -65.8 -48.3 -23.7 -25.8 -13.3
##             26663 26668 26672 26674 26676 26680 26682 26685 26689 26692 26693
## Predicted   160.5 126.3   145 157.1   132  84.2  93.4  98.2   132   137   132
## cvpred      161.6 127.3   146 158.3   133  85.0  94.3  99.2   133   138   133
## pm2.5       201.0  76.0    25 245.0   240  39.0  61.0 193.0    30    26    19
## CV residual  39.4 -51.3  -121  86.7   107 -46.0 -33.3  93.8  -103  -112  -114
##             26694 26695 26698 26702 26703 26704 26710 26712 26720 26721 26722
## Predicted     137   137 108.2  71.5  71.7  70.7 108.5 145.0 160.6 155.0 147.9
## cvpred        138   138 109.3  72.2  72.5  71.4 109.4 146.2 162.1 156.4 149.1
## pm2.5          35    37  33.0  41.0  37.0  45.0 167.0 226.0 149.0  86.0  82.0
## CV residual  -103  -101 -76.3 -31.2 -35.5 -26.4  57.6  79.8 -13.1 -70.4 -67.1
##             26724 26727 26734 26736 26738 26741 26743  26744 26753  26758 26768
## Predicted   121.2  98.5   148   148   126   139 153.9 158.76 100.3 120.47 155.1
## cvpred      122.2  99.3   150   149   127   140 155.1 160.04 101.1 121.28 156.1
## pm2.5        94.0 138.0   557   603   300   285 236.0 157.00  71.0 128.00  78.0
## CV residual -28.2  38.7   407   454   173   145  80.9  -3.04 -30.1   6.72 -78.1
##             26772 26774 26775 26778  26780 26781 26783 26789  26799 26802
## Predicted   157.8 148.0 152.9 152.9 158.53 158.8 158.9 162.7 111.63 125.1
## cvpred      158.7 148.9 153.7 153.8 159.47 159.7 159.8 163.7 112.28 125.8
## pm2.5        84.0 129.0 128.0 122.0 150.00 138.0 145.0 188.0 104.00  93.0
## CV residual -74.7 -19.9 -25.7 -31.8  -9.47 -21.7 -14.8  24.3  -8.28 -32.8
##              26806 26808 26809 26810 26811 26814 26815 26817 26818 26820 26822
## Predicted   151.25   151 155.1 156.4 162.5   166   166   167   167 136.2 139.7
## cvpred      152.32   152 156.1 157.5 163.7   167   167   168   168 137.2 140.6
## pm2.5       162.00   131 104.0  84.0  88.0    38    37    52    46  55.0 111.0
## CV residual   9.68   -21 -52.1 -73.5 -75.7  -129  -130  -116  -122 -82.2 -29.6
##             26823 26826 26827 26828 26830 26832 26835 26841 26848 26853 26855
## Predicted   143.5   157   156   160   159   160   160   160   153   166   160
## cvpred      144.4   158   157   161   160   161   161   161   154   167   161
## pm2.5       127.0   352   366   396   374   437   439   394   359   336   378
## CV residual -17.4   194   209   235   214   276   278   233   205   169   217
##             26859 26866 26867 26870 26871 26875 26881 26882 26885 26887 26888
## Predicted   102.7  82.6  65.5  48.1  40.5  73.8   128   119   148 137.5 148.1
## cvpred      103.6  83.4  66.2  48.7  41.1  74.7   129   120   149 138.9 149.6
## pm2.5        17.0  20.0  29.0  16.0  17.0  10.0    27    31    42  64.0  68.0
## CV residual -86.6 -63.4 -37.2 -32.7 -24.1 -64.7  -102   -89  -107 -74.9 -81.6
##             26892 26897 26902 26905 26911 26913 26914 26921 26935 26938 26939
## Predicted    98.5 109.6 150.1 150.1 164.9 157.3   146 106.2   164 164.9   164
## cvpred       99.5 110.5 151.4 151.4 166.4 158.6   147 106.9   165 166.1   165
## pm2.5        55.0  78.0 113.0 135.0 155.0 126.0   124 162.0   284 261.0   387
## CV residual -44.5 -32.5 -38.4 -16.4 -11.4 -32.6   -23  55.1   119  94.9   222
##             26940 26943 26944 26946 26950 26951 26954 26974 26975 26976 26977
## Predicted     160   149   144   159   154   154   154   157   161   160   165
## cvpred        161   150   145   160   155   155   155   158   162   161   166
## pm2.5         340   322   313   288   329   306   359   443   444   510   508
## CV residual   179   172   168   128   174   151   204   285   282   349   342
##             26978 26981 26993 26994 26995 26997 26998 26999 27004 27006 27007
## Predicted     166   162   157   156   155   154   153   153   151   150   160
## cvpred        167   163   158   157   156   155   154   154   152   151   161
## pm2.5         490   448   441   436   411   357   345   335   282   266   278
## CV residual   323   285   283   279   255   202   191   181   130   115   117
##             27012 27013 27018 27023 27026 27027 27032 27037 27041 27049  27050
## Predicted     154   154 153.6   153   154   154 158.0   161 161.7 163.3 162.54
## cvpred        155   155 154.5   154   155   155 158.9   162 162.5 164.3 163.47
## pm2.5         299   297 251.0   288   276   259 206.0   177 143.0 123.0 155.00
## CV residual   144   142  96.5   134   121   104  47.1    15 -19.5 -41.3  -8.47
##             27055 27065 27067 27070 27071 27074 27079 27080 27083 27085 27086
## Predicted     140  81.1  98.8  96.5  95.9 103.5   139   144 104.4  85.6  80.2
## cvpred        141  81.8  99.7  97.4  96.9 104.6   141   145 105.4  86.4  81.0
## pm2.5          15  15.0  22.0  21.0   9.0  10.0    19    17  46.0  52.0  55.0
## CV residual  -126 -66.8 -77.7 -76.4 -87.9 -94.6  -122  -128 -59.4 -34.4 -26.0
##             27088 27091 27092 27093  27098 27099 27100 27101 27102 27110 27112
## Predicted    74.4 101.8 102.5 121.6 131.24 136.1 141.7   150 149.8 162.4   162
## cvpred       75.0 102.7 103.3 122.5 132.21 137.1 142.8   151 150.7 163.3   163
## pm2.5        63.0  59.0  66.0  81.0 129.00 150.0 161.0   166 191.0 201.0   223
## CV residual -12.0 -43.7 -37.3 -41.5  -3.21  12.9  18.2    15  40.3  37.7    60
##             27115 27120 27124 27125 27126 27128 27131 27133 27134 27140 27141
## Predicted   161.2 157.7   151   127   126   121   114 112.5 106.5 122.1   116
## cvpred      162.1 158.8   152   128   127   122   115 113.4 107.4 123.1   117
## pm2.5       227.0 225.0    25    12    16    20    15  21.0  17.0  27.0    31
## CV residual  64.9  66.2  -127  -116  -111  -102  -100 -92.4 -90.4 -96.1   -86
##             27144 27145 27147 27148 27149 27150 27151 27153 27161 27162 27163
## Predicted   137.2   145 143.7 143.3 147.9   143 142.5 145.9 148.3   148 148.4
## cvpred      138.1   146 144.7 144.2 148.9   144 143.5 146.9 149.1   149 149.4
## pm2.5        65.0    94  60.0  52.0  49.0    50  57.0  85.0  96.0    99 105.0
## CV residual -73.1   -52 -84.7 -92.2 -99.9   -94 -86.5 -61.9 -53.1   -50 -44.4
##             27165 27166  27169 27170 27171 27174 27176 27182 27184 27201 27205
## Predicted   152.2 161.0 161.52 163.8 164.5 167.7 163.8  71.1  57.9   118  87.4
## cvpred      153.2 162.1 162.69 165.1 165.9 168.9 165.1  71.7  58.6   120  88.7
## pm2.5       128.0 136.0 156.00 192.0 214.0 212.0 227.0   9.0   6.0    11  15.0
## CV residual -25.2 -26.1  -6.69  26.9  48.1  43.1  61.9 -62.7 -52.6  -109 -73.7
##             27207 27209 27211 27212 27213 27218 27225 27230 27231 27235 27236
## Predicted    76.4  78.6 110.0 110.0 104.0 103.9 112.4  89.9  88.1 117.4 120.2
## cvpred       77.5  79.7 111.4 111.4 105.3 105.3 113.7  91.0  89.2 118.5 121.3
## pm2.5        11.0   9.0  18.0  24.0  18.0  10.0  19.0  48.0  64.0 106.0 166.0
## CV residual -66.5 -70.7 -93.4 -87.4 -87.3 -95.3 -94.7 -43.0 -25.2 -12.5  44.7
##              27239 27240 27244 27247  27248 27249 27251 27252 27253 27254 27255
## Predicted   144.73 139.9 143.0 156.7 166.26 160.1 134.5 124.2 109.2 103.7  89.3
## cvpred      145.98 141.1 144.3 158.2 167.76 161.5 135.6 125.2 110.1 104.5  90.0
## pm2.5       144.00 115.0 125.0 168.0 175.00 172.0 185.0 184.0 172.0 167.0 155.0
## CV residual  -1.98 -26.1 -19.3   9.8   7.24  10.5  49.4  58.8  61.9  62.5  65.0
##             27260 27268 27271 27280 27284 27288 27291 27294 27302  27307
## Predicted   113.2 124.7  95.9  46.7  85.4 127.4 116.8   126 122.7 114.88
## cvpred      114.1 125.9  97.0  47.6  86.5 128.7 118.1   128 123.6 115.81
## pm2.5       210.0 185.0  17.0  13.0  23.0  70.0  21.0    17  77.0 107.00
## CV residual  95.9  59.1 -80.0 -34.6 -63.5 -58.7 -97.1  -111 -46.6  -8.81
##               27308 27309 27310 27311 27312  27316 27321 27322 27326 27327
## Predicted   122.948 132.2   142   142 147.2 141.37 162.3 144.9  49.1  38.0
## cvpred      123.878 133.2   143   143 148.3 142.39 163.5 145.8  49.7  38.6
## pm2.5       124.000 121.0   113   113  75.0 145.00 133.0  70.0  78.0 101.0
## CV residual   0.122 -12.2   -30   -30 -73.3   2.61 -30.5 -75.8  28.3  62.4
##             27328 27339 27340 27342 27345 27348 27357 27365 27366 27371 27376
## Predicted   63.38 156.6   161   161   161   139   144  95.4  93.8  58.6  25.7
## cvpred      63.98 157.7   162   162   162   140   145  96.2  94.6  59.4  26.4
## pm2.5       71.00 246.0   263   282   307   341   296  38.0  15.0  15.0  14.0
## CV residual  7.02  88.3   101   120   145   201   151 -58.2 -79.6 -44.4 -12.4
##             27379 27387 27389 27390 27391 27398 27405 27407 27413 27414 27417
## Predicted    67.6 107.0 110.9 115.6   125  61.6 119.0 122.2   148 143.2 138.3
## cvpred       68.4 108.1 112.1 116.8   126  62.3 119.9 123.1   149 144.4 139.4
## pm2.5        21.0  12.0  16.0  17.0    14  47.0  57.0  75.0    80  78.0 112.0
## CV residual -47.4 -96.1 -96.1 -99.8  -112 -15.3 -62.9 -48.1   -69 -66.4 -27.4
##              27419 27428 27429 27433 27434 27437 27439 27440 27442 27443 27444
## Predicted   126.09 128.9 128.1   148   152 156.8   158   160 160.4 153.7 105.8
## cvpred      126.96 129.7 128.8   148   152 157.6   159   161 161.3 154.5 106.5
## pm2.5       118.00 192.0 208.0   271   281 255.0   247   274 231.0 215.0 167.0
## CV residual  -8.96  62.3  79.2   123   129  97.4    88   113  69.7  60.5  60.5
##             27455 27456 27472 27473 27476 27479 27481 27485 27486 27487 27492
## Predicted    76.0  89.0  55.4  71.5  71.0    86  84.4   108   112 104.9  60.6
## cvpred       76.8  89.9  56.0  72.2  71.9    87  85.5   110   114 106.2  61.5
## pm2.5        21.0  26.0  31.0  38.0  52.0    22   9.0     8    12   9.0  14.0
## CV residual -55.8 -63.9 -25.0 -34.2 -19.9   -65 -76.5  -102  -102 -97.2 -47.5
##             27495 27498 27500 27502 27503 27510 27513  27514 27516 27517 27519
## Predicted    48.6  66.2  97.2 105.0 114.8 154.3   154 136.36 110.8  97.8  50.9
## cvpred       49.4  67.0  98.1 105.9 115.8 155.5   155 137.33 111.7  98.5  51.5
## pm2.5        31.0  42.0  57.0  72.0  68.0  81.0   140 133.00 129.0 117.0 107.0
## CV residual -18.4 -25.0 -41.1 -33.9 -47.8 -74.5   -15  -4.33  17.3  18.5  55.5
##             27521 27526 27529 27531 27532   27533 27544 27548 27558 27559 27561
## Predicted    41.8  86.3 110.9 149.6 153.5 158.182   123   149 137.2   131  91.9
## cvpred       42.4  87.2 112.1 150.7 154.5 159.232   124   150 138.1   132  92.8
## pm2.5         8.0  77.0  80.0  66.0 175.0 159.000   237   268 222.0   259   8.0
## CV residual -34.4 -10.2 -32.1 -84.7  20.5  -0.232   113   118  83.9   127 -84.8
##             27566 27567 27568   27569 27570 27572 27573 27576 27579 27580 27581
## Predicted    32.7 16.44  11.0  9.3596  3.63 25.45  73.2 114.2 134.7 130.3 139.4
## cvpred       33.3 16.99  11.5  9.9067  4.18 26.08  74.1 115.2 135.9 131.5 140.5
## pm2.5        11.0 10.00  14.0 10.0000  9.00 30.00  31.0  49.0 114.0 120.0 113.0
## CV residual -22.3 -6.99   2.5  0.0933  4.82  3.92 -43.1 -66.2 -21.9 -11.5 -27.5
##             27586 27590 27592 27593 27595 27596 27599 27602 27605 27608 27609
## Predicted     106  39.7  34.8  34.8  68.7  78.0   131   141   142   142   144
## cvpred        107  40.1  35.2  35.2  69.3  78.6   132   142   144   143   145
## pm2.5          55  78.0 116.0 144.0 164.0 185.0   356   397   318   266   270
## CV residual   -52  37.9  80.8 108.8  94.7 106.4   224   255   174   123   125
##             27611 27613 27616 27619 27622 27625 27628 27633 27634 27643 27649
## Predicted     120   115   105   115   129   135 148.5 132.7   132 150.1 142.2
## cvpred        121   115   106   115   130   135 149.3 133.5   133 150.9 143.1
## pm2.5         284   347   323   316   532   240 202.0 153.0   150 153.0 155.0
## CV residual   163   232   217   201   402   105  52.7  19.5    17   2.1  11.9
##             27661 27662 27663 27665 27667 27668 27669 27670 27672 27678 27681
## Predicted   107.7   112  91.8  71.3   104   113   127   137   149   165   150
## cvpred      108.2   112  92.1  71.5   105   114   128   138   149   166   151
## pm2.5       190.0   200 208.0 196.0   206   244   289   341   382   403   330
## CV residual  81.8    88 115.9 124.5   101   130   161   203   233   237   179
##             27682 27684 27685 27688 27696 27697 27703 27704 27707 27708 27713
## Predicted     129  59.5  22.2  8.76   123   123   150   150   154   115 26.11
## cvpred        130  59.8  22.3  8.87   123   124   151   151   155   116 26.66
## pm2.5         247 129.0  63.0 25.00   265   367   525   502   510   229 20.00
## CV residual   117  69.2  40.7 16.13   142   243   374   351   355   113 -6.66
##             27716 27718 27719 27721 27722 27723 27725 27732 27734 27738 27739
## Predicted    37.7  38.2  25.8  28.2  29.0  16.0  4.67  38.0  29.9  28.1  55.3
## cvpred       38.4  39.0  26.6  29.1  29.8  16.9  5.59  38.8  30.6  28.7  56.0
## pm2.5        11.0   8.0   6.0   9.0   7.0   5.0  4.00  12.0  11.0   9.0  10.0
## CV residual -27.4 -31.0 -20.6 -20.1 -22.8 -11.9 -1.59 -26.8 -19.6 -19.7 -46.0
##             27742 27744 27745 27748 27751 27758 27764 27768 27770 27773  27774
## Predicted    62.0  73.8  77.3  96.8   119  62.0  81.0 104.7 128.8 137.6 138.12
## cvpred       62.9  74.7  78.2  97.7   120  62.7  81.8 105.6 129.9 138.7 139.25
## pm2.5        17.0  12.0  10.0  10.0    12  43.0  66.0 153.0 161.0 119.0 133.00
## CV residual -45.9 -62.7 -68.2 -87.7  -108 -19.7 -15.8  47.4  31.1 -19.7  -6.25
##              27776 27778 27779 27780 27781 27783 27791 27793 27802 27806
## Predicted   141.02  85.1  80.2  69.4  43.8  3.02 101.7  51.1  43.9  5.12
## cvpred      142.09  85.8  80.9  70.0  44.2  3.14 102.3  51.5  44.3  5.29
## pm2.5       138.00 100.0 110.0 117.0 115.0 38.00  73.0  69.0  16.0 10.00
## CV residual  -4.09  14.2  29.1  47.0  70.8 34.86 -29.3  17.5 -28.3  4.71
##                27808 27810 27813 27816 27817  27821 27826 27827 27828 27833
## Predicted   -0.00986  8.16 49.29  54.5  63.2 126.09  99.9  84.3  78.9  48.5
## cvpred       0.10884  8.32 49.73  54.9  63.6 126.96 100.5  84.7  79.3  48.6
## pm2.5       13.00000 23.00 47.00  78.0  80.0 129.00 150.0 163.0 172.0 218.0
## CV residual 12.89116 14.68 -2.73  23.1  16.4   2.04  49.5  78.3  92.7 169.4
##             27835 27838 27839 27842 27845 27846 27852 27854 27855 27859 27863
## Predicted    89.3   114   114   118 121.0 120.2  73.0  83.3  72.8   106   125
## cvpred       89.7   115   115   119 121.7 120.9  73.2  83.6  73.0   106   125
## pm2.5       208.0   263   274   225 202.0 200.0 187.0 233.0 259.0   257   249
## CV residual 118.3   148   159   106  80.3  79.1 113.8 149.4 186.0   151   124
##             27867 27871 27872 27877 27878 27881 27883 27890 27893 27895 27899
## Predicted   148.5   149   153  74.8  58.3  45.6  89.0   131   142   147  80.0
## cvpred      149.3   150   154  74.9  58.2  45.4  89.1   132   143   148  80.1
## pm2.5       240.0   344   351 363.0 306.0 230.0 200.0   397   357   350 234.0
## CV residual  90.7   194   197 288.1 247.8 184.6 110.9   265   214   202 153.9
##             27906 27908  27911 27912 27927 27928 27934 27935 27939 27943 27944
## Predicted    88.5 103.3 97.481 106.9 -5.04 -7.61  6.63  4.17   113   137   137
## cvpred       88.7 103.7 97.946 107.5 -4.74 -7.25  7.21  4.75   114   138   138
## pm2.5        99.0  93.0 97.000  89.0 40.00 32.00 10.00 18.00    18    27    26
## CV residual  10.3 -10.7 -0.946 -18.5 44.74 39.25  2.79 13.25   -96  -111  -112
##             27946 27950 27952 27958 27962  27963  27964 27965 27970 27976 27978
## Predicted    40.3  1.73  2.67 72.43  94.3 111.93 121.21 131.0 104.6  57.9  69.3
## cvpred       40.8  2.06  2.93 73.04  95.0 112.71 122.02 131.8 105.2  58.0  69.5
## pm2.5        29.0 33.00 33.00 75.00 106.0 103.00 118.00 111.0 122.0 114.0 153.0
## CV residual -11.8 30.94 30.07  1.96  11.0  -9.71  -4.02 -20.8  16.8  56.0  83.5
##             27980 27982 27986  27989  27990  27991 27992  27995 28000 28003
## Predicted    87.4  96.1 104.1 130.37 140.37 149.64 149.9 154.03 141.1 141.8
## cvpred       87.7  96.5 104.5 130.89 140.94 150.25 150.5 154.63 141.5 142.2
## pm2.5       162.0 158.0 135.0 137.00 150.00 153.00 145.0 161.00 147.0 164.0
## CV residual  74.3  61.5  30.5   6.11   9.06   2.75  -5.5   6.37   5.5  21.8
##             28007 28010 28016 28017 28019 28024 28025 28026 28027 28031 28035
## Predicted   138.6   133 111.3 101.6  65.9  36.0  40.2  40.7  63.2 108.4   142
## cvpred      139.1   134 112.1 102.3  66.5  36.5  40.7  41.1  63.8 109.1   143
## pm2.5       194.0    23  16.0  15.0  16.0  12.0  15.0  16.0  23.0  34.0    77
## CV residual  54.9  -111 -96.1 -87.3 -50.5 -24.5 -25.7 -25.1 -40.8 -75.1   -66
##             28042 28047 28054 28057 28066 28068 28069 28073 28076 28078 28081
## Predicted   138.0  87.8 120.9 137.5 136.7 121.1   115  99.3   119   138   144
## cvpred      138.7  88.1 121.5 138.2 137.4 121.6   116  99.5   119   138   145
## pm2.5        92.0 122.0 136.0 182.0 181.0 216.0   247 294.0   302   315   405
## CV residual -46.7  33.9  14.5  43.8  43.6  94.4   131 194.5   183   177   260
##             28086 28087 28089 28090 28092 28093 28094 28095 28098 28099 28109
## Predicted     150   144   127   111  84.7  79.8  75.6  69.2  84.9 102.1 134.9
## cvpred        151   145   128   111  84.7  79.9  75.7  69.2  85.0 102.2 135.4
## pm2.5         332   328   325   315 239.0 212.0 214.0 215.0 235.0 199.0 235.0
## CV residual   181   183   197   204 154.3 132.1 138.3 145.8 150.0  96.8  99.6
##             28112 28113 28117 28120 28121 28124 28125 28128 28129 28134 28143
## Predicted   144.8   140   113  99.8  93.9   122   138   142   132  60.8 -3.14
## cvpred      145.4   140   113  99.8  93.8   122   138   142   132  61.1 -2.90
## pm2.5       241.0   258   337 393.0 402.0   429   480   522   498  15.0 10.00
## CV residual  95.6   118   224 293.2 308.2   307   342   380   366 -46.1 12.90
##             28145 28149 28150 28151 28152 28153 28154 28157 28162 28164 28166
## Predicted    11.3 113.8 116.9   116 115.2 119.5 123.0   146 136.1 131.0 134.4
## cvpred       11.6 114.3 117.6   117 115.9 120.2 123.7   146 136.8 131.6 134.9
## pm2.5        14.0  49.0  36.0    30  35.0  30.0  33.0    25  48.0  68.0  69.0
## CV residual   2.4 -65.3 -81.6   -87 -80.9 -90.2 -90.7  -121 -88.8 -63.6 -65.9
##             28173 28175 28178 28182 28188 28189 28191 28195 28196 28198 28205
## Predicted   155.8 160.7 159.0   158 123.7  99.7  87.0 114.8   127 130.3 130.5
## cvpred      156.5 161.4 159.8   158 124.4 100.4  87.5 115.4   128 130.9 131.3
## pm2.5        69.0 105.0  62.0    29  56.0  56.0  49.0  70.0    91 102.0  94.0
## CV residual -87.5 -56.4 -97.8  -129 -68.4 -44.4 -38.5 -45.4   -37 -28.9 -37.3
##             28206 28210 28217 28218 28222 28224 28225 28229 28230 28232 28237
## Predicted   130.0 132.0 111.1 114.8 135.1 133.2 142.1 126.8 110.2 101.4  78.2
## cvpred      130.8 132.7 111.4 115.2 135.7 133.7 142.8 127.4 110.8 102.1  78.6
## pm2.5        97.0 105.0 192.0 198.0 224.0 210.0 209.0  51.0  58.0  17.0  63.0
## CV residual -33.8 -27.7  80.6  82.8  88.3  76.3  66.2 -76.4 -52.8 -85.1 -15.6
##             28244 28250 28255  28258 28259 28260 28261 28266 28269 28270 28271
## Predicted    90.4   128   124 101.36 100.5   123 107.9  44.2  57.5  51.9  65.2
## cvpred       90.8   129   125 101.96 101.1   124 108.4  44.4  58.1  52.5  65.9
## pm2.5        74.0    50    56  97.00  86.0    88  91.0  71.0  11.0  12.0   8.0
## CV residual -16.8   -79   -69  -4.96 -15.1   -36 -17.4  26.6 -47.1 -40.5 -57.9
##             28274 28278 28283 28289 28290 28291 28293 28297 28299 28302 28308
## Predicted    76.4   113  47.1  34.9  38.2  51.3  63.9 119.1 135.9 139.7  94.3
## cvpred       77.2   114  47.7  35.3  38.6  51.7  64.5 119.8 136.7 140.6  94.8
## pm2.5        10.0    11  12.0  12.0  15.0  21.0  50.0  71.0  88.0  86.0 112.0
## CV residual -67.2  -103 -35.7 -23.3 -23.6 -30.7 -14.5 -48.8 -48.7 -54.6  17.2
##             28311  28320 28325 28330 28335 28337 28342  28346 28356 28360 28363
## Predicted    69.0 103.79 129.6 134.1  80.3  72.9   113 134.46 111.5 18.99 -2.26
## cvpred       69.3 104.39 130.3 134.6  80.4  73.0   113 134.91 111.6 18.79 -2.12
## pm2.5       129.0  97.00 174.0 205.0 211.0 219.0   234 132.00 194.0 16.00 26.00
## CV residual  59.7  -7.39  43.7  70.4 130.6 146.0   121  -2.91  82.4 -2.79 28.12
##             28368 28372 28376 28380 28381 28387 28391 28393 28394 28398 28399
## Predicted    33.2  53.0  87.0 27.02  47.1 20.14  99.2 127.0 142.6 129.5 134.0
## cvpred       33.7  53.6  87.7 27.45  47.4 20.41  99.5 127.6 143.4 130.2 134.7
## pm2.5        15.0   7.0  25.0 18.00  15.0 17.00 111.0 110.0  93.0 100.0  93.0
## CV residual -18.7 -46.6 -62.7 -9.45 -32.4 -3.41  11.5 -17.6 -50.4 -30.2 -41.7
##             28401 28406 28410 28411  28412 28413 28419 28421 28422 28425  28427
## Predicted   131.7  58.0  83.4  87.3 107.19 112.0 108.9 114.8   115 97.33  92.81
## cvpred      132.4  58.4  83.8  87.6 107.63 112.4 109.6 115.5   116 97.83  93.26
## pm2.5       116.0 119.0  97.0 100.0 101.00  80.0  75.0  85.0    82 90.00 100.00
## CV residual -16.4  60.6  13.2  12.4  -6.63 -32.4 -34.6 -30.5   -34 -7.83   6.74
##             28431 28434 28436 28438  28445  28446  28448 28456 28467 28470
## Predicted    81.7 116.0 118.9   127 132.84 132.35 130.62   114   139 153.5
## cvpred       82.0 116.4 119.4   128 133.43 132.93 131.15   115   139 154.1
## pm2.5       116.0 104.0  91.0   107 130.00 131.00 141.00   248   244 245.0
## CV residual  34.0 -12.4 -28.4   -21  -3.43  -1.93   9.85   133   105  90.9
##             28471 28475 28476 28478 28487 28488 28492 28498 28500 28502 28505
## Predicted   154.0  67.7  65.2  72.9  17.5  30.0 115.7 105.9  97.8  63.7  40.3
## cvpred      154.6  67.8  65.3  72.9  17.8  30.4 116.5 106.3  97.9  63.6  40.2
## pm2.5       247.0  15.0  15.0  39.0   7.0   7.0  49.0 175.0 164.0 155.0 113.0
## CV residual  92.4 -52.8 -50.3 -33.9 -10.8 -23.4 -67.5  68.7  66.1  91.4  72.8
##             28508 28510 28513 28514 28520 28524 28529 28531 28538 28540 28544
## Predicted    66.1  84.5 110.8 125.7 144.5  66.5  53.7 56.66  77.8  81.6  97.2
## cvpred       66.1  84.7 111.2 126.2 145.1  66.4  53.7 56.73  78.1  81.9  97.5
## pm2.5       108.0 111.0 138.0 149.0 184.0 156.0 100.0 60.00  38.0  61.0  72.0
## CV residual  41.9  26.3  26.8  22.8  38.9  89.6  46.3  3.27 -40.1 -20.9 -25.5
##             28546 28554 28559 28560 28562 28567 28573 28576 28580 28581 28582
## Predicted   87.65 141.3   141 139.8 138.2 156.9  67.8  48.0  45.4  63.0  62.9
## cvpred      87.94 141.6   141 140.2 138.6 157.4  67.9  48.2  45.7  63.5  63.5
## pm2.5       92.00  83.0   111 118.0 117.0 122.0  88.0  12.0   9.0  10.0   9.0
## CV residual  4.06 -58.6   -30 -22.2 -21.6 -35.4  20.1 -36.2 -36.7 -53.5 -54.5
##             28587 28590 28591 28598 28604 28607 28609 28612 28613 28616 28620
## Predicted     111   149   139  39.4  67.7  84.3  88.4 118.0 122.0 113.9  82.0
## cvpred        112   149   140  39.5  68.0  84.7  88.9 118.6 122.7 114.4  82.2
## pm2.5           6     5    12  12.0  14.0  34.0  36.0  57.0  57.0  90.0  71.0
## CV residual  -106  -144  -128 -27.5 -54.0 -50.7 -52.9 -61.6 -65.7 -24.4 -11.2
##             28624 28625 28632 28635 28639 28641 28643  28644 28651 28653 28654
## Predicted    56.1  59.9 127.2 127.4  14.2  30.0 21.86 13.412 -11.7 -6.58 -9.04
## cvpred       56.1  59.9 127.5 127.8  14.7  30.4 22.17 13.673 -11.5 -6.25 -8.71
## pm2.5       106.0 114.0  78.0  44.0  29.0  15.0 16.00 14.000  12.0 10.00 15.00
## CV residual  49.9  54.1 -49.5 -83.8  14.3 -15.4 -6.17  0.327  23.5 16.25 23.71
##             28655 28660 28661 28667 28669 28670 28671 28673 28674 28675 28678
## Predicted   -1.48  9.17 13.20 -23.7 -42.3 -58.2 -41.2  59.7  48.8  56.1  52.1
## cvpred      -1.11  9.55 13.63 -23.5 -42.2 -58.1 -41.1  60.0  49.0  56.4  52.5
## pm2.5       11.00  6.00  8.00  12.0  13.0  14.0  14.0  11.0  11.0  12.0  22.0
## CV residual 12.11 -3.55 -5.63  35.5  55.2  72.1  55.1 -49.0 -38.0 -44.4 -30.5
##             28679 28685 28694 28695 28696 28700 28702 28703 28705 28707 28712
## Predicted    55.6  69.9 -6.68 -5.75  1.07 -4.91 -6.12 -11.4  10.3  52.3  2.48
## cvpred       56.1  70.5 -6.50 -5.62  1.24 -4.64 -5.80 -11.0  10.7  53.0  2.81
## pm2.5        11.0  11.0 10.00 14.00 17.00 10.00 17.00  21.0  21.0  29.0 19.00
## CV residual -45.1 -59.5 16.50 19.62 15.76 14.64 22.80  32.0  10.3 -24.0 16.19
##             28713 28714 28722 28727 28728 28730 28738 28739 28740 28746 28747
## Predicted   -14.6 -26.8 -93.3  66.2  41.0  99.4  64.0  44.9  25.4  11.4  29.6
## cvpred      -14.4 -26.7 -93.4  66.6  41.2  99.9  64.2  45.1  25.5  11.0  29.3
## pm2.5        19.0  18.0   6.0  41.0  49.0  38.0  53.0  62.0  53.0  45.0  54.0
## CV residual  33.4  44.7  99.4 -25.6   7.8 -61.9 -11.2  16.9  27.5  34.0  24.7
##             28749 28756 28757 28760 28767 28768 28769  28770 28771 28773 28775
## Predicted    68.8 124.2 124.0 131.5  36.6 19.46 13.62 12.422 15.61 13.70  8.01
## cvpred       68.7 124.6 124.3 131.8  36.1 18.91 13.13 12.036 15.32 13.63  8.11
## pm2.5        51.0  91.0 100.0 111.0  25.0 14.00 16.00 13.000 10.00  8.00 10.00
## CV residual -17.7 -33.6 -24.3 -20.8 -11.1 -4.91  2.87  0.964 -5.32 -5.63  1.89
##             28778 28779 28783 28786 28788 28790 28791 28797 28799 28800 28801
## Predicted    29.3  29.6  67.8  25.3 32.04  60.3 49.65  60.8  73.8  87.6  77.2
## cvpred       29.6  29.9  68.4  25.6 32.18  60.3 49.64  60.9  73.9  87.8  77.4
## pm2.5         6.0   5.0   4.0   7.0 34.00  53.0 45.00  50.0  56.0  63.0  59.0
## CV residual -23.6 -24.9 -64.4 -18.6  1.82  -7.3 -4.64 -10.9 -17.9 -24.8 -18.4
##             28805 28814 28816 28822 28827 28828 28829 28831 28834 28841 28843
## Predicted     121  46.9  61.7  93.9 114.8 109.2 118.8 132.9  91.2 29.71  60.9
## cvpred        121  46.7  61.5  94.0 115.1 109.5 119.2 133.4  91.2 29.45  60.7
## pm2.5          50  79.0  89.0  64.0  53.0  63.0  64.0  63.0  70.0 28.00  27.0
## CV residual   -71  32.3  27.5 -30.0 -62.1 -46.5 -55.2 -70.4 -21.2 -1.45 -33.7
##             28848 28856 28858 28860 28862  28863 28866 28868 28870 28875 28876
## Predicted   100.3 117.1  96.0  69.4 52.78 55.561  53.5 48.40  64.2  72.3  75.4
## cvpred      100.6 117.4  96.2  69.5 52.81 55.525  53.5 48.53  64.4  72.7  75.9
## pm2.5        75.0  34.0  51.0  32.0 46.00 55.000  68.0 55.00  43.0  13.0   9.0
## CV residual -25.6 -83.4 -45.2 -37.5 -6.81 -0.525  14.5  6.47 -21.4 -59.7 -66.9
##             28878 28879 28880 28881 28885 28890 28891 28893 28894 28895 28897
## Predicted    76.6  80.9  55.6  40.1  18.5 0.248  5.38  34.0 33.55  34.3  70.6
## cvpred       77.2  81.5  56.1  40.5  18.7 0.422  5.61  34.3 33.86  34.6  71.0
## pm2.5         8.0  10.0   8.0   9.0   6.0 7.000  9.00  16.0 25.00  28.0  41.0
## CV residual -69.2 -71.5 -48.1 -31.5 -12.7 6.578  3.39 -18.3 -8.86  -6.6 -30.0
##             28898 28902 28903 28904 28906 28909 28915 28919 28926 28929 28930
## Predicted   109.2 107.2 106.7 101.1  90.2 119.7 109.1 127.4 155.8 137.9 122.7
## cvpred      109.6 107.7 107.2 101.5  90.6 120.1 109.5 127.9 156.5 138.3 123.1
## pm2.5        41.0  65.0  56.0  60.0  43.0  28.0  51.0  77.0  84.0  92.0  92.0
## CV residual -68.6 -42.7 -51.2 -41.5 -47.6 -92.1 -58.5 -50.9 -72.5 -46.3 -31.1
##             28932 28936 28937  28939 28940 28944 28945 28949 28950 28951 28954
## Predicted    94.4 68.90 67.55 74.626  73.8 119.8 124.0 143.8 148.7 149.1 126.9
## cvpred       94.6 68.87 67.52 74.692  73.9 120.2 124.3 144.3 149.2 149.7 127.1
## pm2.5        75.0 70.00 69.00 75.000  67.0  91.0 105.0 123.0 132.0 126.0 143.0
## CV residual -19.6  1.13  1.48  0.308  -6.9 -29.2 -19.3 -21.3 -17.2 -23.7  15.9
##             28956 28965  28966 28971   28974 28975 28976 28978 28979 28982
## Predicted    95.5  88.5  92.49 107.0 137.878 136.3 135.0 122.7 120.2   112
## cvpred       95.5  88.5  92.56 107.2 138.276 136.6 135.3 122.8 120.3   112
## pm2.5       156.0 126.0 102.00 120.0 138.000 147.0 151.0 165.0 175.0   214
## CV residual  60.5  37.5   9.44  12.8  -0.276  10.4  15.7  42.2  54.7   102
##             28984 28986 28993 28994  28995 29004 29005 29010 29011 29012 29014
## Predicted     104 106.6 122.7 126.7 131.71 128.1   124   117   115 129.7 139.3
## cvpred        104 106.6 122.7 126.8 131.93 128.2   124   117   115 129.9 139.4
## pm2.5         218 190.0 152.0 135.0 135.00 214.0   229   275   258 215.0 190.0
## CV residual   114  83.4  29.3   8.2   3.07  85.8   105   158   143  85.1  50.6
##             29017 29018 29029 29032 29034 29039 29042 29046 29048 29050 29051
## Predicted   150.0 150.3  33.0 -24.4  18.6  61.5  72.2  54.1  34.6 15.26 -1.84
## cvpred      150.4 150.6  32.6 -24.8  18.3  61.5  72.4  54.3  34.6 15.19 -2.02
## pm2.5       224.0 241.0  77.0  15.0   8.0   8.0   7.0  14.0  10.0  8.00  9.00
## CV residual  73.6  90.4  44.4  39.8 -10.3 -53.5 -65.4 -40.3 -24.6 -7.19 11.02
##             29057 29058 29061 29062 29065 29067 29068  29069 29074 29086 29087
## Predicted   -49.9 -60.6 -15.4  45.2  73.7  87.4 101.3 92.035    61 50.06 48.71
## cvpred      -50.3 -60.9 -15.3  45.3  74.0  87.7 101.6 92.322    61 49.97 48.62
## pm2.5         6.0   5.0  19.0  22.0  95.0  71.0  64.0 92.000    83 52.00 41.00
## CV residual  56.3  65.9  34.3 -23.3  21.0 -16.7 -37.6 -0.322    22  2.03 -7.62
##             29088 29089 29090  29094 29097 29104 29105 29106 29107 29108 29116
## Predicted    52.6  61.3  79.3 118.35 63.87  43.9  33.7  41.9  54.5  63.6 116.1
## cvpred       52.5  61.2  79.3 118.66 63.74  43.4  33.3  41.5  54.1  63.4 116.2
## pm2.5        38.0  45.0  55.0 122.00 62.00  75.0  76.0  70.0  80.0  82.0  96.0
## CV residual -14.5 -16.2 -24.3   3.34 -1.74  31.6  42.7  28.5  25.9  18.6 -20.2
##             29117 29118 29122 29124 29126 29128 29131 29133  29134 29140 29141
## Predicted   126.4 121.2 99.59 110.2  98.1  98.9 93.45 12.77 20.327  95.7 101.3
## cvpred      126.5 121.4 99.52 110.2  97.9  98.8 93.22 12.57 20.172  95.9 101.6
## pm2.5        80.0  85.0 94.00  79.0  85.0  85.0 96.00 16.00 21.000  14.0  15.0
## CV residual -46.5 -36.4 -5.52 -31.2 -12.9 -13.8  2.78  3.43  0.828 -81.9 -86.6
##             29147 29153 29154 29158 29159 29161 29162 29164 29166 29167 29168
## Predicted    1.91 -63.2 -65.5 -49.1 -51.0 -5.39  8.91  23.2  92.0  53.3  24.3
## cvpred       1.56 -63.8 -66.1 -49.5 -51.4 -5.51  8.73  23.2  92.3  53.5  24.3
## pm2.5       17.00  11.0  12.0  31.0  32.0 81.00 36.00  10.0  15.0  10.0  11.0
## CV residual 15.44  74.8  78.1  80.5  83.4 86.51 27.27 -13.2 -77.3 -43.5 -13.3
##             29175 29189 29191 29194 29198 29201  29203  29205 29206 29208 29209
## Predicted   -22.9   129   129  72.4  11.4 18.45 38.313 40.994  65.4  91.9 72.73
## cvpred      -23.5   129   129  72.3  11.1 18.03 37.971 40.699  65.3  91.9 72.67
## pm2.5        12.0    59    48  33.0  28.0 28.00 38.000 41.000  51.0  70.0 71.00
## CV residual  35.5   -70   -81 -39.3  16.9  9.97  0.029  0.301 -14.3 -21.9 -1.67
##             29210 29213 29216  29217 29226 29227 29228 29229 29231  29232 29236
## Predicted    67.5  88.8 99.77 104.83  49.9  62.9  62.3  70.2 78.05 80.843 132.5
## cvpred       67.4  88.8 99.77 104.76  49.4  62.6  62.0  70.0 77.92 80.705 132.6
## pm2.5        55.0  57.0 98.00 103.00  96.0  95.0  86.0  94.0 87.00 81.000  60.0
## CV residual -12.4 -31.8 -1.77  -1.76  46.6  32.4  24.0  24.0  9.08  0.295 -72.6
##             29237 29241 29248 29251 29254 29260 29268 29277 29281 29284 29286
## Predicted   138.8   113 69.64  67.3 103.3 109.1  80.6  51.4  92.2 128.5 138.8
## cvpred      138.9   113 69.28  67.0 103.2 109.1  80.1  51.1  92.0 128.5 138.9
## pm2.5        44.0    51 73.00  57.0  72.0  74.0 117.0  71.0 104.0 145.0 153.0
## CV residual -94.9   -62  3.72 -10.0 -31.2 -35.1  36.9  19.9  12.0  16.5  14.1
##             29289 29290 29295 29302 29303 29304 29306 29309 29310 29315 29316
## Predicted   108.5   107  69.9   101   111   129   134   145   145   103  96.9
## cvpred      108.3   107  69.3   100   110   129   134   145   145   102  96.2
## pm2.5       152.0   166 177.0   254   271   275   297   320   315   261 266.0
## CV residual  43.7    59 107.7   154   161   146   163   175   170   159 169.8
##             29318 29319 29323 29329 29331 29336 29337 29338 29340 29342 29344
## Predicted    73.2  54.3  42.1 129.6 129.9 129.9   119   112   102  76.6  56.1
## cvpred       72.4  53.5  41.4 129.4 129.7 129.7   119   112   102  75.9  55.3
## pm2.5       259.0 171.0  85.0 161.0 170.0 217.0   230   251   246 137.0 130.0
## CV residual 186.6 117.5  43.6  31.6  40.3  87.3   111   139   144  61.1  74.7
##             29347 29351 29352 29354 29355 29356 29357  29359 29361 29364 29366
## Predicted    62.8  85.0  89.3  89.1  93.7   117 122.5 111.24 101.5  88.4  84.9
## cvpred       62.1  84.6  88.9  88.8  93.5   117 122.4 111.04 101.2  88.0  84.4
## pm2.5       153.0 166.0 199.0 223.0 218.0   272 172.0 119.00 120.0 123.0 141.0
## CV residual  90.9  81.4 110.1 134.2 124.5   155  49.6   7.96  18.8  35.0  56.6
##             29370 29371 29388 29392 29395 29398 29405 29406 29407 29409 29414
## Predicted   90.26  94.5 113.0  99.7 103.0 135.8 150.5 154.2 153.9 134.8 -4.08
## cvpred      89.79  94.1 112.8  99.4 102.7 135.7 150.9 154.4 154.2 134.7 -4.81
## pm2.5       88.00  68.0  24.0  47.0  60.0  60.0 108.0 105.0 108.0  98.0 14.00
## CV residual -1.79 -26.1 -88.8 -52.4 -42.7 -75.7 -42.9 -49.4 -46.2 -36.7 18.81
##             29420 29425 29426 29428  29432 29433 29434 29439 29440 29442 29450
## Predicted    54.2  78.8 107.6 129.0 108.71  87.9  64.3 -82.1 -97.2 -60.6  42.9
## cvpred       53.7  78.6 107.6 129.1 108.58  87.6  63.9 -83.0 -98.1 -61.5  42.9
## pm2.5        19.0  47.0  60.0  54.0 111.00 106.0  77.0  25.0  17.0  22.0  32.0
## CV residual -34.7 -31.6 -47.6 -75.1   2.42  18.4  13.1 108.0 115.1  83.5 -10.9
##             29451 29454 29459 29469 29474 29476 29477 29480 29493 29497 29499
## Predicted     102  76.4  5.41  19.5 105.8 114.9 120.2  98.2  94.8   131 136.3
## cvpred        102  76.5  4.95  19.1 105.8 114.9 120.3  98.1  94.5   130 136.2
## pm2.5          67  52.0 24.00  43.0  87.0  53.0  76.0  96.0 128.0   264 196.0
## CV residual   -35 -24.5 19.05  23.9 -18.8 -61.9 -44.3  -2.1  33.5   134  59.8
##             29501 29504 29505 29507  29508 29512 29519 29520 29529 29532 29533
## Predicted    12.0  18.9 20.56  19.3  0.135 -8.23  83.5 88.19  73.9  54.2  44.2
## cvpred       11.7  18.5 20.11  18.7 -0.476 -9.01  83.2 87.91  73.6  53.7  43.7
## pm2.5        25.0  28.0 17.00  21.0 21.000 89.00  51.0 86.00  90.0  67.0  75.0
## CV residual  13.3   9.5 -3.11   2.3 21.476 98.01 -32.2 -1.91  16.4  13.3  31.3
##             29540 29542 29548 29551 29553 29560   29564 29565 29566 29569 29572
## Predicted    65.7  79.7 123.4 132.4 101.1  59.2 65.5393  92.2  92.1  99.6 121.6
## cvpred       65.2  79.4 123.3 132.4 100.8  58.6 65.0432  91.8  91.8  99.3 121.5
## pm2.5        76.0  44.0  53.0  62.0  68.0  79.0 65.0000  74.0  80.0  66.0  97.0
## CV residual  10.8 -35.4 -70.3 -70.4 -32.8  20.4 -0.0432 -17.8 -11.8 -33.3 -24.5
##             29574 29577 29581 29584 29601  29606  29608 29609 29610 29612 29613
## Predicted   127.0 120.0 100.6 87.72   122 91.123 83.046 81.70  85.5  87.9  91.7
## cvpred      126.9 119.8 100.2 87.16   122 90.647 82.515 81.16  85.0  87.5  91.3
## pm2.5       107.0 112.0 124.0 96.00   150 90.000 83.000 87.00  86.0  68.0  54.0
## CV residual -19.9  -7.8  23.8  8.84    28 -0.647  0.485  5.84   1.0 -19.5 -37.3
##             29614 29616 29617 29621 29631 29632 29634 29637 29640 29647 29648
## Predicted    99.9 124.6   125 131.8 -66.4 -55.6 -57.8 -15.4  37.0  55.0 35.46
## cvpred       99.5 124.4   125 131.7 -67.0 -56.1 -58.3 -15.7  36.9  54.9 35.25
## pm2.5        32.0  29.0    37  61.0  49.0  36.0  29.0  34.0  13.0  23.0 29.00
## CV residual -67.5 -95.4   -88 -70.7 116.0  92.1  87.3  49.7 -23.9 -31.9 -6.25
##             29650 29657 29663 29666 29667 29669 29670 29677 29678 29679 29683
## Predicted     4.8 -20.2  47.7  54.4  63.4 66.85 104.3  66.2  68.9  67.1  78.6
## cvpred        4.4 -20.9  47.4  54.1  63.2 66.63 104.2  65.6  68.3  66.4  77.9
## pm2.5        27.0  41.0  86.0  75.0  80.0 71.00  72.0 105.0 101.0 104.0 109.0
## CV residual  22.6  61.9  38.6  20.9  16.8  4.37 -32.2  39.4  32.7  37.6  31.1
##             29686 29688 29689 29693 29698 29700 29702 29703 29715 29718 29721
## Predicted    87.7  71.1  93.3 116.5  67.4  55.5  25.8  28.1 122.4 104.3 101.8
## cvpred       87.2  70.8  93.0 116.4  66.9  54.9  25.1  27.3 122.3 104.2 101.5
## pm2.5       153.0 112.0  65.0  62.0  98.0  79.0  83.0  79.0  54.0  93.0  51.0
## CV residual  65.8  41.2 -28.0 -54.4  31.1  24.1  57.9  51.7 -68.3 -11.2 -50.5
##             29728 29737 29741 29743 29745 29748 29751 29752 29753 29754 29758
## Predicted    63.2 127.6   137 132.9 102.9  37.6 53.39 107.0 106.9 115.9 104.7
## cvpred       62.5 127.2   136 132.6 102.3  36.8 52.63 106.5 106.4 115.5 104.3
## pm2.5       104.0 164.0   249 231.0 173.0  59.0 58.00  89.0 146.0  76.0  46.0
## CV residual  41.5  36.8   113  98.4  70.7  22.2  5.37 -17.5  39.6 -39.5 -58.3
##             29759 29760 29761 29763 29770 29772 29779 29782 29783 29790 29793
## Predicted   110.1 115.0 124.0 124.7  90.3 60.76  59.3 103.7 112.3 131.8   122
## cvpred      109.7 114.7 123.7 124.5  89.8 60.07  58.6 103.1 111.8 131.5   121
## pm2.5        29.0  35.0  35.0  42.0  34.0 53.00  77.0  77.0  66.0 120.0   109
## CV residual -80.7 -79.7 -88.7 -82.5 -55.8 -7.07  18.4 -26.1 -45.8 -11.5   -12
##             29798 29799 29801 29805 29812 29814 29815 29816 29818 29820 29822
## Predicted     121 115.4 108.8 124.4 139.4 138.5 143.9 143.5 138.7 123.0 117.6
## cvpred        121 114.9 108.3 124.2 139.2 138.4 143.7 143.4 138.4 122.6 117.2
## pm2.5         133 140.0 131.0  73.0  66.0  67.0  64.0  55.0  60.0  66.0  71.0
## CV residual    12  25.1  22.7 -51.2 -73.2 -71.4 -79.7 -88.4 -78.4 -56.6 -46.2
##             29828 29829 29832 29838 29840 29847 29848 29849 29850 29855 29858
## Predicted   117.5 112.3 125.7 138.7 137.7 114.1 107.7 106.4 104.3 122.1 32.95
## cvpred      117.1 111.8 125.4 138.4 137.4 113.6 107.3 105.9 103.8 121.8 32.61
## pm2.5       100.0 100.0  94.0  95.0  99.0  59.0  64.0  61.0  55.0 102.0 40.00
## CV residual -17.1 -11.8 -31.4 -43.4 -38.4 -54.6 -43.3 -44.9 -48.8 -19.8  7.39
##             29862 29864 29867 29868 29870 29871 29874 29881 29885 29888 29890
## Predicted    62.1  53.0  8.76 -2.10 -46.5 -56.9 -81.4  97.7   133  93.3  71.5
## cvpred       61.8  52.6  8.18 -2.73 -47.3 -57.6 -82.2  97.4   133  93.0  71.0
## pm2.5        13.0  10.0 12.00  9.00  25.0  17.0  17.0  40.0    80  63.0  54.0
## CV residual -48.8 -42.6  3.82 11.73  72.3  74.6  99.2 -57.4   -53 -30.0 -17.0
##             29893 29894 29899  29900 29901 29904 29905 29907 29910 29919  29927
## Predicted    22.3 -11.5 -26.0  -9.68  20.5  24.8  24.0  55.4 121.1  60.7 101.86
## cvpred       21.4 -12.4 -26.9 -10.56  19.7  24.1  23.3  55.0 120.9  59.9 101.28
## pm2.5        66.0  71.0  52.0  62.00  65.0  59.0  52.0  44.0  73.0  97.0 110.00
## CV residual  44.6  83.4  78.9  72.56  45.3  34.9  28.7 -11.0 -47.9  37.1   8.72
##             29928 29933 29935 29942 29944 29947 29949 29952 29954 29955 29956
## Predicted   113.0 134.0 129.0 -17.6 -16.4  65.3 64.33  97.1 116.0 102.8 115.7
## cvpred      112.5 133.8 128.7 -18.5 -17.2  64.6 63.79  96.7 115.8 102.6 115.5
## pm2.5       109.0 146.0 143.0  36.0  23.0  24.0 55.00  48.0  60.0  64.0  71.0
## CV residual  -3.5  12.2  14.3  54.5  40.2 -40.6 -8.79 -48.7 -55.8 -38.6 -44.5
##              29958 29960 29962 29964 29965 29968 29972 29976 29980 29982 29983
## Predicted   129.88 127.4 120.2   118   111   104 100.7 122.5 142.9 143.0   136
## cvpred      129.67 127.1 119.8   118   111   103 100.1 122.1 142.7 142.9   136
## pm2.5       121.00 215.0 210.0   229   231   186 135.0 136.0 169.0 182.0   189
## CV residual  -8.67  87.9  90.2   111   120    83  34.9  13.9  26.3  39.1    53
##             29984 29987 29992 29995 29997 30003 30005 30011 30013 30016 30017
## Predicted   126.9  66.7 -5.11  16.0 93.20  94.2 113.9 107.9 106.6 142.8 131.9
## cvpred      126.4  65.9 -6.07  15.1 92.57  93.8 113.5 107.5 106.1 142.6 131.6
## pm2.5       186.0 141.0 54.00 115.0 94.00 152.0 174.0 147.0 125.0 113.0  96.0
## CV residual  59.6  75.1 60.07  99.9  1.43  58.2  60.5  39.5  18.9 -29.6 -35.6
##             30021 30022 30023 30026 30030 30031 30042 30043 30044 30045 30046
## Predicted   137.7 137.2 132.5 137.9 142.4   142   132 137.9 137.7 137.2 137.9
## cvpred      137.4 136.9 132.2 137.6 142.2   142   132 137.6 137.4 136.9 137.6
## pm2.5        86.0 103.0 101.0  78.0  78.0    93   190 207.0 225.0 196.0 192.0
## CV residual -51.4 -33.9 -31.2 -59.6 -64.2   -49    58  69.4  87.6  59.1  54.4
##             30049 30051 30055  30056 30059 30060 30062  30065 30073 30074 30075
## Predicted   137.9 137.9   141 140.95 147.4 142.0   142 141.54 131.7 136.2 141.5
## cvpred      137.6 137.6   141 140.71 147.2 141.7   142 141.19 131.3 135.8 141.2
## pm2.5       175.0 164.0   164 134.00 106.0 129.0   158 148.00 146.0 159.0 157.0
## CV residual  37.4  26.4    23  -6.71 -41.2 -12.7    16   6.81  14.7  23.2  15.8
##             30076 30080  30091  30092  30093  30094  30096  30097 30103  30104
## Predicted   141.5   130 135.91 136.16 135.67 135.17 141.29 141.54   142 142.04
## cvpred      141.2   130 135.51 135.76 135.27 134.78 140.95 141.19   142 141.75
## pm2.5       165.0    94 141.00 134.00 137.00 140.00 137.00 139.00   139 140.00
## CV residual  23.8   -36   5.49  -1.76   1.73   5.22  -3.95  -2.19    -3  -1.75
##             30105 30107 30108 30109 30116 30130 30135 30136 30144 30147 30148
## Predicted   136.8 137.2 136.2 135.7 135.3   136   133   127   144   144   145
## cvpred      136.4 136.8 135.8 135.3 134.9   136   133   127   143   143   144
## pm2.5       147.0 191.0 212.0 220.0 191.0    14    16    18    29    32    28
## CV residual  10.6  54.2  76.2  84.7  56.1  -122  -117  -109  -114  -111  -116
##             30155 30156 30161 30163 30165 30166 30170 30171 30177 30184 30186
## Predicted   128.1 117.1  84.3  88.1 109.8 119.6 129.1 138.4 127.8 92.44 104.3
## cvpred      127.8 116.6  83.8  87.6 109.4 119.3 128.9 138.2 127.4 91.86 103.9
## pm2.5        48.0  27.0  16.0  21.0  33.0  34.0  37.0  42.0  86.0 86.00  67.0
## CV residual -79.8 -89.6 -67.8 -66.6 -76.4 -85.3 -91.9 -96.2 -41.4 -5.86 -36.9
##             30187 30188 30195 30199 30201 30205 30206 30212 30213 30219 30221
## Predicted   102.9  99.0   136 145.3 128.9  92.2  86.2 85.73  99.9   139 139.4
## cvpred      102.3  98.5   136 145.2 128.6  91.7  85.6 85.15  99.4   139 139.2
## pm2.5        20.0  27.0    24  61.0  59.0  65.0  60.0 90.00 101.0   110 111.0
## CV residual -82.3 -71.5  -112 -84.2 -69.6 -26.7 -25.6  4.85   1.6   -29 -28.2
##             30223  30226 30228 30231 30235 30236 30238 30239 30240 30241 30243
## Predicted   138.4 107.60  96.5  82.6  59.4  73.6 102.1 87.85 77.98 72.73  91.5
## cvpred      138.2 107.07  95.8  81.8  58.6  72.9 101.5 87.28 77.42 72.18  91.1
## pm2.5       109.0 112.00 121.0 134.0  90.0 103.0 122.0 97.00 75.00 80.00  70.0
## CV residual -29.2   4.93  25.2  52.2  31.4  30.1  20.5  9.72 -2.42  7.82 -21.1
##             30244 30250 30251 30252 30253 30255 30257 30259 30260 30262 30264
## Predicted    90.7  73.5  71.9  61.5  54.8  47.2  44.5  56.9  51.7  60.3  79.2
## cvpred       90.3  72.9  71.2  60.8  53.9  46.3  43.6  56.1  50.9  59.6  78.8
## pm2.5        77.0 105.0 115.0 130.0 143.0 119.0 127.0 132.0 127.0 117.0 105.0
## CV residual -13.3  32.1  43.8  69.2  89.1  72.7  83.4  75.9  76.1  57.4  26.2
##             30265 30267 30269 30272 30276 30278 30280 30282 30283 30284 30288
## Predicted    78.3 119.6 110.8 113.9  90.3  77.6  67.3  70.3  83.7  92.8  93.4
## cvpred       77.9 119.4 110.5 113.5  89.6  76.8  66.4  69.4  82.9  92.0  92.8
## pm2.5       103.0 101.0  69.0  78.0 123.0 132.0 151.0 140.0 148.0 168.0 146.0
## CV residual  25.1 -18.4 -41.5 -35.5  33.4  55.2  84.6  70.6  65.1  76.0  53.2
##             30290 30292 30294 30295 30296 30298 30299 30302 30303 30306 30308
## Predicted   112.7 103.2 116.1 115.0 118.9   117 116.1 135.0 140.5 134.2 138.0
## cvpred      112.3 102.7 115.7 114.5 118.4   116 115.5 134.6 140.1 133.7 137.6
## pm2.5       138.0 133.0 138.0 140.0 154.0   160 165.0 200.0 201.0 199.0 199.0
## CV residual  25.7  30.3  22.3  25.5  35.6    44  49.5  65.4  60.9  65.3  61.4
##             30309 30316 30318 30320 30323 30327 30328 30329 30331 30335 30336
## Predicted   132.0 121.0   127   121  89.6  67.5  66.9  66.9  79.9  86.4  81.2
## cvpred      131.5 120.6   127   120  88.9  66.7  66.0  66.0  79.1  85.7  80.5
## pm2.5       209.0  41.0    25    14   8.0  17.0  29.0  39.0  41.0  52.0  52.0
## CV residual  77.5 -79.6  -102  -106 -80.9 -49.7 -37.0 -27.0 -38.1 -33.7 -28.5
##             30341 30345 30346 30348 30351 30355 30357 30361 30364 30365 30369
## Predicted   131.0   110  86.1  47.5 46.87 37.84  74.3 115.0 132.0 132.0 104.5
## cvpred      130.6   109  85.3  46.6 45.89 36.91  73.6 114.5 131.6 131.6 103.8
## pm2.5        68.0    74  64.0  31.0 37.00 40.00  51.0  86.0  69.0  78.0  94.0
## CV residual -62.6   -35 -21.3 -15.6 -8.89  3.09 -22.6 -28.5 -62.6 -53.6  -9.8
##             30371 30372 30377 30380 30385 30389  30391 30392 30395 30398 30402
## Predicted    68.7  53.6  2.16  57.8  87.1 115.9 120.26 119.8  85.5  59.8 74.59
## cvpred       67.8  52.7  1.08  56.9  86.3 115.3 119.72 119.2  84.7  59.0 73.76
## pm2.5        47.0  34.0 16.00  36.0  64.0 105.0 124.00  95.0  39.0  38.0 68.00
## CV residual -20.8 -18.7 14.92 -20.9 -22.3 -10.3   4.28 -24.2 -45.7 -21.0 -5.76
##             30405 30406 30407 30409 30411 30415 30421 30423 30427 30430 30432
## Predicted    93.2  97.3  95.7 116.6 121.8 131.1 60.92  54.1  86.2  79.5  84.4
## cvpred       92.6  96.7  95.0 116.1 121.3 130.7 59.99  53.2  85.4  78.8  83.8
## pm2.5       212.0 188.0 146.0 102.0 132.0  69.0 52.00  30.0  67.0  29.0  29.0
## CV residual 119.4  91.3  51.0 -14.1  10.7 -61.7 -7.99 -23.2 -18.4 -49.8 -54.8
##             30434 30438 30439 30440 30444 30449 30451 30452 30453 30457 30461
## Predicted    97.3 121.8 132.0 136.2   134 127.3 130.8 130.5 134.8 137.2 140.6
## cvpred       96.8 121.3 131.6 135.8   134 126.9 130.3 130.1 134.4 136.8 140.2
## pm2.5        37.0  61.0  79.0  98.0    63  69.0  59.0  57.0  54.0  57.0  94.0
## CV residual -59.8 -60.3 -52.6 -37.8   -71 -57.9 -71.3 -73.1 -80.4 -79.8 -46.2
##             30464 30467 30469 30470 30476 30477 30478 30479 30482 30485 30488
## Predicted   131.0 101.2  66.9  63.6  82.3  95.8  90.3  89.2 106.8   136 134.1
## cvpred      130.6 100.5  66.0  62.8  81.5  95.1  89.6  88.5 106.3   136 133.6
## pm2.5       113.0  55.0  33.0  39.0  67.0  60.0  60.0  68.0  75.0    57 176.0
## CV residual -17.6 -45.5 -33.0 -23.8 -14.5 -35.1 -29.6 -20.5 -31.3   -79  42.4
##             30492 30495 30501 30506 30510 30511 30516 30522 30523 30524 30526
## Predicted   108.3  94.9 138.7 140.5 140.5 135.7 134.2 133.3 132.8 138.7 138.7
## cvpred      107.6  94.1 138.2 140.1 140.1 135.2 133.7 132.8 132.3 138.2 138.2
## pm2.5       143.0 125.0 120.0  50.0  73.0  82.0 168.0 162.0 183.0 189.0 172.0
## CV residual  35.4  30.9 -18.2 -90.1 -67.1 -53.2  34.3  29.2  50.7  50.8  33.8
##             30527 30528 30530 30536 30541 30542  30548 30553 30554 30557 30559
## Predicted   133.1 137.7 135.7 139.3 107.1 105.5 93.909   130 125.9 131.3 131.3
## cvpred      132.6 137.2 135.2 138.8 106.4 104.7 93.028   129 125.4 130.8 130.8
## pm2.5       159.0 164.0 171.0 188.0 172.0 167.0 94.000   277 184.0  62.0  64.0
## CV residual  26.4  26.8  35.8  49.2  65.6  62.3  0.972   148  58.6 -68.8 -66.8
##             30561 30565 30566 30567 30568 30580 30581 30588 30589 30593 30594
## Predicted     114  53.0  52.3  48.2    51   129   134   118   112   108   107
## cvpred        113  52.1  51.3  47.3    50   128   134   117   112   107   106
## pm2.5         165  40.0  29.0  26.0    29   342   292   247   230   428   432
## CV residual    52 -12.1 -22.3 -21.3   -21   214   158   130   118   321   326
##             30595 30601 30608 30611 30612  30615 30617  30621 30627 30628 30631
## Predicted     106   135 135.7   135 129.8 129.77 123.3 134.16 140.0 140.0 140.0
## cvpred        106   135 135.2   135 129.3 129.21 122.6 133.59 139.6 139.6 139.6
## pm2.5         441    25  63.0    85 103.0 126.00 133.0 137.00 185.0 189.0 194.0
## CV residual   335  -110 -72.2   -50 -26.3  -3.21  10.4   3.41  45.4  49.4  54.4
##             30633 30638 30640 30656 30657 30658 30661 30663 30664 30665 30667
## Predicted     133 112.9 110.9 128.8 129.0 128.4 128.3 128.0 127.2 128.0 128.4
## cvpred        132 112.1 110.1 128.2 128.4 127.8 127.6 127.4 126.5 127.4 127.8
## pm2.5         236 167.0 151.0 152.0 144.0 147.0 160.0 183.0 195.0 191.0 199.0
## CV residual   104  54.9  40.9  23.8  15.6  19.2  32.4  55.6  68.5  63.6  71.2
##             30668 30669 30670 30679 30682 30683 30685 30688 30689 30691 30692
## Predicted   128.4 133.9 133.4   124  90.4  74.9  47.4  26.5 19.79  41.3  54.1
## cvpred      127.8 133.3 132.9   123  89.6  74.1  46.5  25.4 18.63  40.2  53.0
## pm2.5       156.0 104.0  95.0    13  15.0  16.0  13.0  13.0 14.00  18.0  19.0
## CV residual  28.2 -29.3 -37.9  -110 -74.6 -58.1 -33.5 -12.4 -4.63 -22.2 -34.0
##             30696 30697 30699 30706 30709 30710 30711 30713 30714 30716 30717
## Predicted    77.2  85.9 120.3  84.2  50.0  44.0 33.92  50.0  35.7  57.6  99.7
## cvpred       76.4  85.1 119.6  83.3  48.9  42.9 32.79  48.9  34.7  56.6  98.9
## pm2.5        25.0  24.0  30.0  31.0  16.0  25.0 26.00  23.0  14.0  20.0  31.0
## CV residual -51.4 -61.1 -89.6 -52.3 -32.9 -17.9 -6.79 -25.9 -20.7 -36.6 -67.9
##             30718 30720 30721 30723 30727 30734 30738 30745 30749 30755 30756
## Predicted   104.6 114.4  94.7 111.5 127.5  54.8  59.6   122   128  70.9  57.2
## cvpred      103.9 113.7  93.9 110.9 126.9  53.6  58.7   121   127  69.9  56.2
## pm2.5        30.0  51.0  45.0  49.0  33.0  17.0  25.0    32    24  25.0  17.0
## CV residual -73.9 -62.7 -48.9 -61.9 -93.9 -36.6 -33.7   -89  -103 -44.9 -39.2
##             30760 30766 30767 30771 30772 30773 30774 30782 30784 30785 30786
## Predicted    50.8  77.3  71.3 111.4 116.1 125.4   130 52.21  54.6 52.54  56.3
## cvpred       49.7  76.5  70.4 110.8 115.5 124.8   129 51.11  53.6 51.44  55.3
## pm2.5        22.0  30.0  35.0  32.0  37.0  60.0    66 44.00  43.0 45.00  45.0
## CV residual -27.7 -46.5 -35.4 -78.8 -78.5 -64.8   -63 -7.11 -10.6 -6.44 -10.3
##              30787 30793 30799 30800 30802 30803 30807 30811 30815 30821 30823
## Predicted   64.741 119.9 134.9 129.9   124 118.0  99.2  99.1 112.3 139.0 139.0
## cvpred      63.726 119.3 134.4 129.3   123 117.2  98.2  98.2 111.5 138.5 138.5
## pm2.5       64.000  35.0  60.0  51.0    56  66.0  75.0 129.0 164.0  61.0  69.0
## CV residual  0.274 -84.3 -74.4 -78.3   -67 -51.2 -23.2  30.8  52.5 -77.5 -69.5
##             30825 30830 30832 30837   30838 30841 30842  30847 30849 30851
## Predicted     139 122.9 122.0 128.3 133.406 137.5 137.8 138.54 132.8   128
## cvpred        138 122.2 121.3 127.6 132.786 136.9 137.2 137.97 132.2   127
## pm2.5          73  80.0  86.0 129.0 133.000 150.0 152.0 135.00 145.0    57
## CV residual   -65 -42.2 -35.3   1.4   0.214  13.1  14.8  -2.97  12.8   -70
##             30853 30855 30859 30861 30863 30867 30868 30869 30874 30877 30880
## Predicted   133.2 138.3   134 139.0   139 139.0 133.8   138 124.2 123.5 125.8
## cvpred      132.5 137.7   134 138.5   138 138.5 133.3   138 123.7 122.9 125.3
## pm2.5        63.0  50.0    32  40.0    55  46.0  51.0    49  34.0  38.0  28.0
## CV residual -69.5 -87.7  -102 -98.5   -83 -92.5 -82.3   -89 -89.7 -84.9 -97.3
##             30883 30887 30892 30893 30907 30912 30917 30921 30923 30927 30930
## Predicted   122.3 119.1 121.8 126.4 100.2 113.0 140.8   124 109.0  92.8  94.7
## cvpred      121.7 118.5 121.3 125.9  99.5 112.4 140.4   123 108.2  91.9  93.7
## pm2.5        28.0  36.0  33.0  31.0  42.0  57.0  74.0    65  70.0  68.0  44.0
## CV residual -93.7 -82.5 -88.3 -94.9 -57.5 -55.4 -66.4   -58 -38.2 -23.9 -49.7
##                30934  30945 30946 30947 30949 30954 30955 30973 30974 30977
## Predicted   115.7783 123.14 122.9 112.9 107.4  93.9  98.2   104 103.4  98.2
## cvpred      115.0466 122.42 122.2 112.1 106.6  93.0  97.3   103 102.6  97.4
## pm2.5       115.0000 130.00 135.0 128.0  92.0  59.0  68.0    73  80.0  76.0
## CV residual  -0.0466   7.58  12.8  15.9 -14.6 -34.0 -29.3   -30 -22.6 -21.4
##             30978 30980 30986 30988 30989 30992 30996 31005 31008 31013 31015
## Predicted    98.1 105.4 138.3 137.3 139.3 136.1 130.2 138.3 131.7   143   131
## cvpred       97.3 104.7 137.7 136.8 138.8 135.5 129.5 137.7 131.1   142   130
## pm2.5        68.0  85.0  70.0  77.0  84.0  96.0  53.0  58.0  54.0    57    16
## CV residual -29.3 -19.7 -67.7 -59.8 -54.8 -39.5 -76.5 -79.7 -77.1   -85  -114
##             31017 31018 31019 31023 31027 31028 31033 31043 31045 31048 31049
## Predicted    99.5  88.4  81.7  42.6  58.5  81.4 126.9 104.6  93.3  59.3  67.2
## cvpred       98.8  87.6  80.9  41.7  57.6  80.7 126.4 103.9  92.4  58.4  66.3
## pm2.5        11.0  12.0  12.0  10.0  16.0  18.0  38.0  55.0  58.0  35.0  33.0
## CV residual -87.8 -75.6 -68.9 -31.7 -41.6 -62.7 -88.4 -48.9 -34.4 -23.4 -33.3
##             31050 31056  31059 31062 31064 31067 31071 31073 31074 31075 31080
## Predicted    62.0 108.6 120.79 134.2 128.4 125.4 111.5   114 112.6   112 124.4
## cvpred       61.1 107.9 120.21 133.6 127.8 124.8 110.8   113 111.9   111 123.8
## pm2.5        34.0  53.0 128.00 157.0 145.0 167.0 163.0   137 137.0   122  86.0
## CV residual -27.1 -54.9   7.79  23.4  17.2  42.2  52.2    24  25.1    11 -37.8
##             31081 31086 31087 31089 31090 31091  31092 31099  31102 31103
## Predicted   124.8 133.9 133.7 117.5 119.3   119 113.37 105.2 108.60 119.5
## cvpred      124.2 133.4 133.2 116.9 118.6   118 112.61 104.4 107.89 118.8
## pm2.5        93.0 160.0 165.0 166.0 150.0   134 120.00  94.0 111.00 105.0
## CV residual -31.2  26.6  31.8  49.1  31.4    16   7.39 -10.4   3.11 -13.8
##              31107 31110 31111 31116 31118 31119 31124 31125  31128 31130 31132
## Predicted   134.66 138.8   139  66.2  30.7  35.1  99.1   104 122.03 126.6   126
## cvpred      134.15 138.3   138  65.2  29.8  34.1  98.3   103 121.31 125.9   125
## pm2.5       136.00 168.0   166  31.0  14.0  16.0  96.0   137 112.00  93.0    74
## CV residual   1.85  29.7    28 -34.2 -15.8 -18.1  -2.3    34  -9.31 -32.9   -51
##             31136 31142 31146 31147 31150 31152  31161  31163 31170 31176 31177
## Predicted   129.8 98.36  86.1  80.9 109.0 123.9 113.14 104.61  94.3 119.5 124.4
## cvpred      129.2 97.49  85.2  80.0 108.3 123.3 112.43 103.85  93.5 118.8 123.8
## pm2.5        86.0 91.00  66.0  56.0  50.0  54.0 116.00  96.00  75.0 102.0  70.0
## CV residual -43.2 -6.49 -19.2 -24.0 -58.3 -69.3   3.57  -7.85 -18.5 -16.8 -53.8
##             31183 31187 31189 31190 31194 31200 31206 31212 31213  31217 31219
## Predicted   114.1  86.5  76.4  75.7  71.9 106.1 135.7  60.4  37.1 15.973  13.3
## cvpred      113.6  85.7  75.6  74.8  71.0 105.4 135.3  59.4  36.1 14.799  12.1
## pm2.5        53.0  23.0  22.0  24.0  31.0  48.0  80.0  17.0  12.0 14.000  18.0
## CV residual -60.6 -62.7 -53.6 -50.8 -40.0 -57.4 -55.3 -42.4 -24.1 -0.799   5.9
##             31222 31224 31227 31228 31230 31236 31238 31241 31244 31249 31251
## Predicted   100.5 106.4 120.4 120.0 109.2  47.5  42.4  43.9 78.45  91.1  98.5
## cvpred       99.7 105.7 119.8 119.5 108.6  46.5  41.3  42.8 77.54  90.4  97.8
## pm2.5        29.0  48.0  36.0  30.0  23.0  19.0  17.0  32.0 74.00  43.0  40.0
## CV residual -70.7 -57.7 -83.8 -89.5 -85.6 -27.5 -24.3 -10.8 -3.54 -47.4 -57.8
##             31252 31253 31257 31264 31265 31266 31269 31273 31275 31283 31285
## Predicted    93.2  92.7 101.2 118.0 121.3 110.2 114.0 124.4 124.0 133.7 133.4
## cvpred       92.6  92.1 100.5 117.4 120.7 109.5 113.4 123.8 123.4 133.1 132.9
## pm2.5        32.0  41.0  55.0  71.0  69.0  56.0  66.0  74.0  76.0  87.0  94.0
## CV residual -60.6 -51.1 -45.5 -46.4 -51.7 -53.5 -47.4 -49.8 -47.4 -46.1 -38.9
##             31287 31293 31296 31306 31318 31324 31329 31340 31342 31344 31347
## Predicted   133.4 128.5 134.2 104.1  62.6 123.9 113.6 106.8  92.8 110.8   130
## cvpred      132.8 127.9 133.6 103.3  61.7 123.2 112.9 105.9  92.0 110.1   129
## pm2.5       104.0 145.0 179.0  48.0  30.0  91.0  74.0  50.0  59.0  98.0    96
## CV residual -28.8  17.1  45.4 -55.3 -31.7 -32.2 -38.9 -55.9 -33.0 -12.1   -33
##             31348 31349  31350 31354 31357 31360 31365 31375 31378 31379 31383
## Predicted   129.8   130 135.03 117.3  88.5 77.82 97.47   131 114.1 109.0  77.5
## cvpred      129.2   129 134.52 116.5  87.5 76.76 96.59   131 113.5 108.2  76.5
## pm2.5       115.0    77 125.00 142.0 114.0 69.00 99.00    25  34.0  34.0  54.0
## CV residual -14.2   -52  -9.52  25.5  26.5 -7.76  2.41  -106 -79.5 -74.2 -22.5
##             31384 31386 31394 31395 31398 31406 31408 31409 31412 31414 31416
## Predicted    89.5  92.2 134.5   136   136 129.2 129.2 123.9 119.5 135.8   135
## cvpred       88.6  91.2 134.1   136   136 128.7 128.6 123.4 118.9 135.3   135
## pm2.5        67.0  81.0  36.0    31    42  45.0  46.0  42.0  62.0  55.0    73
## CV residual -21.6 -10.2 -98.1  -105   -94 -83.7 -82.6 -81.4 -56.9 -80.3   -62
##             31419 31421 31422 31429 31430  31432 31438 31439 31440 31441 31446
## Predicted   134.7 135.7 136.2  98.5  98.2 88.714  96.7 116.8 101.4 101.7 117.4
## cvpred      134.2 135.2 135.8  97.6  97.4 87.808  96.1 116.3 100.7 101.1 116.9
## pm2.5        84.0  79.0  69.0  72.0  70.0 88.000  36.0  38.0  61.0  32.0  38.0
## CV residual -50.2 -56.2 -66.8 -25.6 -27.4  0.192 -60.1 -78.3 -39.7 -69.1 -78.9
##             31452 31453 31456 31460 31466 31468 31469 31471 31478   31479 31483
## Predicted    81.2  71.3  50.2  92.6 119.5   130 134.9 134.4 82.23 80.9905  96.1
## cvpred       80.3  70.4  49.2  91.9 118.8   129 134.4 133.9 81.27 79.9751  95.2
## pm2.5        25.0  28.0  28.0  37.0  75.0    90  86.0 103.0 76.00 80.0000 122.0
## CV residual -55.3 -42.4 -21.2 -54.9 -43.8   -39 -48.4 -30.9 -5.27  0.0249  26.8
##             31484 31493 31505 31509 31510 31512 31513 31514 31517 31518  31522
## Predicted    99.4 136.9  79.2 106.2 115.2 129.0 128.5 128.8 129.0 128.8 122.65
## cvpred       98.4 136.6  78.2 105.5 114.5 128.4 127.9 128.2 128.4 128.2 121.93
## pm2.5       169.0  54.0  54.0  34.0  40.0  46.0  55.0  69.0  86.0  90.0 130.00
## CV residual  70.6 -82.6 -24.2 -71.5 -74.5 -82.4 -72.9 -59.2 -42.4 -38.2   8.07
##             31524 31526 31528 31535 31536 31537 31538 31539 31544 31545 31547
## Predicted   117.0 106.2 100.7   121 120.3 121.8 123.0 122.2   130 129.0 107.0
## cvpred      116.2 105.3  99.8   120 119.4 121.1 122.4 121.6   129 128.4 106.2
## pm2.5       127.0 143.0 130.0   169 177.0 151.0  36.0  40.0    45  43.0  37.0
## CV residual  10.8  37.7  30.2    49  57.6  29.9 -86.4 -81.6   -84 -85.4 -69.2
##             31553 31556 31558 31562 31563 31566 31568 31569 31570 31571 31575
## Predicted   103.7 115.6 108.7 111.2   126   130   116 120.0 110.5  99.7  51.5
## cvpred      103.1 115.1 108.2 110.7   125   130   115 119.4 109.8  98.9  50.5
## pm2.5        19.0  23.0  23.0  18.0    20    19    22  29.0  41.0  33.0  37.0
## CV residual -84.1 -92.1 -85.2 -92.7  -105  -111   -93 -90.4 -68.8 -65.9 -13.5
##             31576 31580 31582 31585 31589 31591 31592 31593 31594 31595 31596
## Predicted    54.7  87.8  97.1 119.0   122 120.0 108.9  88.6  73.1  76.8  65.8
## cvpred       53.6  86.9  96.2 118.5   122 119.6 108.3  87.9  72.3  76.0  64.8
## pm2.5        31.0  50.0  58.0  30.0    31  29.0  26.0  28.0  22.0  29.0  28.0
## CV residual -22.6 -36.9 -38.2 -88.5   -91 -90.6 -82.3 -59.9 -50.3 -47.0 -36.8
##             31603 31609 31610 31612 31615 31616 31618 31623 31624 31625 31626
## Predicted    66.6 122.9 127.8 129.3 125.4 114.9 114.4  91.3  81.2  85.2  84.1
## cvpred       65.5 122.2 127.1 128.7 124.8 114.2 113.7  90.3  80.1  84.2  83.1
## pm2.5        41.0  61.0  96.0 101.0  42.0  45.0  46.0 113.0 128.0 132.0 116.0
## CV residual -24.5 -61.2 -31.1 -27.7 -82.8 -69.2 -67.7  22.7  47.9  47.8  32.9
##             31627  31628 31631 31634 31635 31637 31638 31639 31642 31643 31646
## Predicted   88.41  98.19   118 127.3 126.8 125.4 127.5 127.3 126.7 131.7 103.4
## cvpred      87.39  97.26   117 126.5 126.1 124.7 126.8 126.5 125.9 130.9 102.4
## pm2.5       93.00 100.00    93  70.0  80.0 141.0 172.0 178.0 175.0 180.0 176.0
## CV residual  5.61   2.74   -24 -56.5 -46.1  16.3  45.2  51.5  49.1  49.1  73.6
##             31649 31651 31652 31654 31658 31663 31668 31670 31672 31678 31679
## Predicted     102 127.9   122 118.9 131.5 123.9 104.2  97.3  85.6   119 118.5
## cvpred        101 127.3   121 118.2 130.9 123.3 103.4  96.5  84.7   118 117.8
## pm2.5         127  47.0    58  57.0  61.0  38.0  56.0  50.0  47.0    63  64.0
## CV residual    26 -80.3   -63 -61.2 -69.9 -85.3 -47.4 -46.5 -37.7   -55 -53.8
##             31688 31689 31695 31699 31700 31701 31702 31704 31709 31710 31711
## Predicted   119.6 123.1  92.3 103.1 107.4 116.6   118  90.4 129.2 124.4 129.8
## cvpred      118.9 122.4  91.4 102.2 106.5 115.8   117  89.7 128.6 123.8 129.2
## pm2.5        77.0  78.0  78.0  96.0  95.0  92.0    95  36.0  45.0  54.0  65.0
## CV residual -41.9 -44.4 -13.4  -6.2 -11.5 -23.8   -22 -53.7 -83.6 -69.8 -64.2
##             31713 31717 31718 31722 31723 31724 31727 31734 31737 31738 31739
## Predicted   114.1  96.2  91.4  91.1  99.8 104.0 106.6   133 122.1 116.8 106.3
## cvpred      113.4  95.3  90.4  90.1  98.8 103.1 105.7   132 121.4 115.9 105.3
## pm2.5        29.0  58.0  58.0  80.0  87.0  80.0  77.0    78  77.0  76.0  86.0
## CV residual -84.4 -37.3 -32.4 -10.1 -11.8 -23.1 -28.7   -54 -44.4 -39.9 -19.3
##              31743 31745 31749 31750 31751 31753 31767 31770 31771 31773 31775
## Predicted    95.38  98.1 114.8 114.3 118.9 117.6   121   121 120.6 126.0 130.9
## cvpred       94.41  97.1 113.9 113.4 118.1 116.7   120   120 119.8 125.2 130.1
## pm2.5       101.00 109.0 151.0 164.0 160.0 179.0   117   140 154.0 145.0 154.0
## CV residual   6.59  11.9  37.1  50.6  41.9  62.3    -3    20  34.2  19.8  23.9
##             31776 31782 31785 31789 31790 31792 31793  31796 31799 31804 31806
## Predicted   126.3  79.8  42.7  15.1  17.9  8.36  5.91  1.643 102.5   118 108.7
## cvpred      125.5  79.0  41.8  14.1  16.9  7.27  4.82  0.656 101.9   118 108.2
## pm2.5       150.0  24.0  24.0  42.0  29.0 27.00 24.00 18.000  17.0     9  18.0
## CV residual  24.5 -55.0 -17.8  27.9  12.1 19.73 19.18 17.344 -84.9  -109 -90.2
##             31811 31812 31813 31814 31818 31819 31821 31822 31823 31826 31827
## Predicted    62.5  56.5  43.9  48.2  52.5  58.0  66.6  67.7  96.0 120.2 125.2
## cvpred       61.7  55.6  42.9  47.3  51.6  57.1  65.7  66.8  95.3 119.7 124.8
## pm2.5        13.0  11.0  12.0  12.0  18.0  22.0  27.0  21.0  26.0  44.0  39.0
## CV residual -48.7 -44.6 -30.9 -35.3 -33.6 -35.1 -38.7 -45.8 -69.3 -75.7 -85.8
##             31828 31830 31831 31832 31837 31838 31844 31845 31846 31847 31850
## Predicted   114.8   124   128 117.1  44.9    48  67.4  96.1  87.8 106.4 124.2
## cvpred      114.4   124   128 116.6  44.0    47  66.7  95.3  87.1 105.8 123.7
## pm2.5        36.0    22    20  18.0  19.0    14  36.0  27.0  33.0  40.0  57.0
## CV residual -78.4  -102  -108 -98.6 -25.0   -33 -30.7 -68.3 -54.1 -65.8 -66.7
##             31852 31853  31856 31859 31861 31863 31865 31868 31869 31870 31874
## Predicted   121.1 120.4 125.39  98.5 97.14 108.4   114   134 127.9 123.0 129.8
## cvpred      120.6 119.8 124.83  97.7 96.33 107.6   113   133 127.3 122.4 129.2
## pm2.5        69.0  76.0 122.00 108.0 91.00  70.0    66   105 109.0 110.0 118.0
## CV residual -51.6 -43.8  -2.83  10.3 -5.33 -37.6   -47   -28 -18.3 -12.4 -11.2
##             31875  31880  31883  31884  31886 31887 31888 31890 31891 31897
## Predicted   133.9 134.16 118.02 118.51  97.75  82.2  77.0 70.66  85.2 123.1
## cvpred      133.3 133.59 117.31 117.79  96.95  81.3  76.1 69.76  84.5 122.7
## pm2.5       117.0 140.00 121.00 109.00 101.00  95.0  85.0 61.00  72.0 106.0
## CV residual -16.3   6.41   3.69  -8.79   4.05  13.7   8.9 -8.76 -12.5 -16.7
##             31900 31903  31910 31919 31922 31923  31925 31942 31943 31945 31946
## Predicted   132.0 136.5 114.38 125.1 134.4 133.9 123.44 102.0   117 122.0 122.3
## cvpred      131.6 136.2 113.73 124.6 133.9 133.4 122.94 101.4   116 121.6 121.8
## pm2.5       116.0 143.0 123.00 141.0 116.0 148.0 114.00  36.0    43  44.0  73.0
## CV residual -15.6   6.8   9.27  16.4 -17.9  14.6  -8.94 -65.4   -73 -77.6 -48.8
##             31948 31950 31952 31956 31957 31958 31961 31965 31967 31973 31977
## Predicted   132.5   132 120.3  48.0  49.0 20.08  42.7  76.7 117.4 131.5 102.0
## cvpred      132.2   132 119.9  47.1  48.1 19.03  41.7  76.0 116.9 131.2 101.3
## pm2.5        81.0    54  27.0  22.0  20.0 22.00  11.0  50.0  49.0  54.0  26.0
## CV residual -51.2   -78 -92.9 -25.1 -28.1  2.97 -30.7 -26.0 -67.9 -77.2 -75.3
##             31980 31984  31985  31986  31987 31992 31997 32000 32001 32002
## Predicted    71.7  32.3 39.436 37.843 42.623 106.9 132.0 109.7  91.6  66.6
## cvpred       70.8  31.3 38.414 36.818 41.702 106.3 131.6 109.1  90.9  65.7
## pm2.5        29.0  44.0 38.000 37.000 42.000  49.0  74.0  50.0  50.0  37.0
## CV residual -41.8  12.7 -0.414  0.182  0.298 -57.3 -57.6 -59.1 -40.9 -28.7
##             32003 32013 32015 32018 32019 32020 32021 32023 32026 32028 32029
## Predicted    51.6 100.2 108.5 107.0 111.3 105.3 100.1  98.4  96.5  88.9  92.4
## cvpred       50.7  99.5 107.9 106.5 110.8 104.8  99.6  97.8  96.0  88.3  91.8
## pm2.5        23.0  84.0  55.0  57.0  51.0  47.0  51.0  51.0  59.0  62.0  65.0
## CV residual -27.7 -15.5 -52.9 -49.5 -59.8 -57.8 -48.6 -46.8 -37.0 -26.3 -26.8
##             32031 32032 32036 32037 32039 32040 32045 32046 32047 32052 32054
## Predicted   110.0 114.9 116.1 110.3 113.3 112.4 117.2 116.7 121.3   135 119.3
## cvpred      109.3 114.2 115.5 109.7 112.7 111.9 116.7 116.2 120.9   135 118.6
## pm2.5        65.0  67.0  48.0  46.0  44.0  38.0  49.0  57.0  54.0    84  94.0
## CV residual -44.3 -47.2 -67.5 -63.7 -68.7 -73.9 -67.7 -59.2 -66.9   -51 -24.6
##             32057 32061 32062 32063 32070 32076 32080 32084 32087 32088 32092
## Predicted   119.3 134.7 134.9 130.3   131  32.6 11.48  31.4  70.0  94.8 106.6
## cvpred      118.7 134.1 134.4 129.8   131  31.9 10.72  30.8  69.6  94.4 106.4
## pm2.5        85.0  85.0 101.0 112.0    73   9.0  9.00  12.0  16.0  14.0  10.0
## CV residual -33.7 -49.1 -33.4 -17.8   -58 -22.9 -1.72 -18.8 -53.6 -80.4 -96.4
##             32098 32109 32110 32111 32114 32117 32121 32125 32128 32134 32135
## Predicted    73.0 109.3  90.5  74.5 120.9 130.7  87.8  36.0 10.29   125 119.0
## cvpred       72.6 108.9  90.1  74.0 120.7 130.6  87.4  35.3  9.49   124 118.7
## pm2.5        16.0  34.0  36.0  33.0  49.0  39.0  25.0  12.0 14.00    17  22.0
## CV residual -56.6 -74.9 -54.1 -41.0 -71.7 -91.6 -62.4 -23.3  4.51  -107 -96.7
##             32139 32140 32146 32150 32155 32158 32164 32166 32167 32169 32170
## Predicted   130.4   131  94.0  60.0  77.8 113.0   130   135   131 119.4  99.3
## cvpred      130.2   131  93.5  59.3  77.2 112.5   130   135   131 119.1  98.9
## pm2.5        73.0    55  35.0  33.0  55.0  69.0    29    33    41  43.0  44.0
## CV residual -57.2   -76 -58.5 -26.3 -22.2 -43.5  -101  -102   -90 -76.1 -54.9
##             32171 32178 32179 32181 32183 32186 32187  32190 32191 32193 32196
## Predicted    93.7 77.21  87.0 124.3 119.0 133.5 138.7 138.65   133 118.6  96.8
## cvpred       93.1 76.54  86.4 123.9 118.6 133.2 138.4 138.42   133 118.2  96.2
## pm2.5        45.0 74.00  74.0  82.0  87.0  95.0 102.0 132.00   112  79.0  76.0
## CV residual -48.1 -2.54 -12.4 -41.9 -31.6 -38.2 -36.4  -6.42   -21 -39.2 -20.2
##             32198 32203  32206 32210 32212 32216 32218 32220 32221 32226 32227
## Predicted   92.20  96.7 109.79 122.1   121   133 132.8 122.3 117.0 121.7 125.8
## cvpred      91.52  96.2 109.31 121.7   121   133 132.4 121.8 116.6 121.3 125.4
## pm2.5       89.00 115.0 101.00 135.0   160    50  62.0  67.0  77.0  68.0  70.0
## CV residual -2.52  18.8  -8.31  13.3    39   -83 -70.4 -54.8 -39.6 -53.3 -55.4
##             32232 32234 32236 32243 32258 32261 32264 32272 32279  32284  32286
## Predicted   137.5   136   129 103.6 129.9   134 133.7  87.1 128.4 133.90 138.79
## cvpred      137.3   135   129 103.1 129.7   134 133.4  86.5 128.1 133.68 138.61
## pm2.5        67.0    19    21  14.0  61.0    72  55.0  64.0 118.0 142.00 131.00
## CV residual -70.3  -116  -108 -89.1 -68.7   -62 -78.4 -22.5 -10.1   8.32  -7.61
##             32287 32288 32291 32294 32301 32302  32305  32306 32308 32312 32314
## Predicted   138.7 137.0 94.90  59.2 109.9 128.6 129.88 128.89 138.7   134 118.9
## cvpred      138.4 136.8 94.32  58.5 109.5 128.4 129.67 128.62 138.5   134 118.5
## pm2.5       113.0 118.0 92.00  27.0  51.0  79.0 123.00 126.00  95.0    33  50.0
## CV residual -25.4 -18.8 -2.32 -31.5 -58.5 -49.4  -6.67  -2.62 -43.5  -101 -68.5
##             32317 32318 32320 32323 32324 32327 32331 32333 32334 32335  32339
## Predicted   107.6 102.0  97.6 116.6 125.6 117.0 133.5 137.9 137.7 132.4 132.77
## cvpred      107.1 101.4  97.0 116.1 125.1 116.6 133.2 137.6 137.4 132.1 132.43
## pm2.5        93.0 103.0 125.0 161.0 190.0 137.0  57.0  60.0  66.0  70.0 138.00
## CV residual -14.1   1.6  28.0  44.9  64.9  20.4 -76.2 -77.6 -71.4 -62.1   5.57
##             32341 32353 32355 32356 32357 32358  32362 32364 32365 32366  32367
## Predicted   107.1 118.4 133.5   133 138.2 138.8 106.74  53.8  25.9 11.39 10.038
## cvpred      106.6 118.1 133.2   133 137.9 138.5 106.21  53.1  25.2 10.68  9.331
## pm2.5        92.0  98.0 106.0   107 106.0 114.0 102.00   9.0   9.0 15.00  9.000
## CV residual -14.6 -20.1 -27.2   -26 -31.9 -24.5  -4.21 -44.1 -16.2  4.32 -0.331
##             32369 32370 32376 32380 32382 32384 32392 32394 32395 32396  32402
## Predicted    7.34  6.24   125 131.9   132   135 60.84 63.03  76.8  89.9 118.21
## cvpred       6.63  5.52   125 131.8   132   135 60.08 62.31  76.2  89.3 117.93
## pm2.5       10.00 12.00   110  50.0    24    35 70.00 72.00  87.0 113.0 109.00
## CV residual  3.37  6.48   -15 -81.8  -108  -100  9.92  9.69  10.8  23.7  -8.93
##             32409 32411 32414 32422 32428 32429 32430 32432  32439 32445 32450
## Predicted   128.1 107.6  76.3 125.3 137.9 131.9 136.6 130.1 124.78 130.3 137.3
## cvpred      127.8 107.1  75.6 124.8 137.7 131.6 136.3 129.8 124.37 129.9 136.9
## pm2.5       166.0 163.0 126.0 204.0  60.0  59.0  54.0  50.0 122.00 198.0 151.0
## CV residual  38.2  55.9  50.4  79.2 -77.7 -72.6 -82.3 -79.8  -2.37  68.1  14.1
##              32453 32456  32464 32467 32469 32476 32477 32480 32482 32483 32484
## Predicted   137.15 135.9  1.491  39.6  96.5  76.7  76.4  81.5  50.3  42.6  41.6
## cvpred      136.81 135.6  0.686  39.0  96.2  76.5  76.3  81.4  50.0  42.2  41.1
## pm2.5       127.00 107.0 12.000  17.0  27.0  19.0  13.0  10.0  10.0  12.0  16.0
## CV residual  -9.81 -28.6 11.314 -22.0 -69.2 -57.5 -63.3 -71.4 -40.0 -30.2 -25.1
##             32493 32494 32495 32505 32506 32510 32511 32518 32519 32520 32529
## Predicted   121.1  96.7 105.7 115.7 105.2  70.4  78.3 128.4 128.1 133.5 127.6
## cvpred      120.9  96.4 105.4 115.5 104.9  69.8  77.7 128.1 127.8 133.2 127.3
## pm2.5        42.0  45.0  39.0  60.0  62.0  58.0  56.0  70.0  70.0 113.0  84.0
## CV residual -78.9 -51.4 -66.4 -55.5 -42.9 -11.8 -21.7 -58.1 -57.8 -20.2 -43.3
##             32530 32532 32533 32539 32541 32543 32546 32549 32550 32552 32557
## Predicted   117.3   127 132.5 137.2 137.9 136.7 136.4 137.2 136.9 136.9 124.9
## cvpred      116.9   127 132.2 136.8 137.6 136.3 136.1 136.8 136.6 136.6 124.5
## pm2.5        84.0    94  91.0 102.0 114.0 117.0 121.0 126.0 113.0  98.0 148.0
## CV residual -32.9   -33 -41.2 -34.8 -23.6 -19.3 -15.1 -10.8 -23.6 -38.6  23.5
##               32560 32562 32563 32564 32565 32568 32570 32573  32575  32578
## Predicted   106.486 116.4 121.8 132.0   127 130.9 130.2 132.0 132.52 122.25
## cvpred      105.899 115.8 121.3 131.6   127 130.6 129.9 131.7 132.19 121.82
## pm2.5       106.000  90.0  90.0 110.0   119 106.0 113.0 114.0 128.00 125.00
## CV residual   0.101 -25.8 -31.3 -21.6    -8 -24.6 -16.9 -17.7  -4.19   3.18
##              32579  32580  32585  32587  32591   32592 32604 32608 32609 32610
## Predicted   131.28 126.89 104.63 117.32 136.66 137.902  46.5  56.6  51.8  92.5
## cvpred      130.89 126.44 103.99 116.77 136.32 137.617  45.8  56.0  51.1  91.9
## pm2.5       126.00 124.00 112.00 126.00 140.00 138.000  15.0  12.0  16.0  16.0
## CV residual  -4.89  -2.44   8.01   9.23   3.68   0.383 -30.8 -44.0 -35.1 -75.9
##             32613 32619 32620 32623 32627 32629 32631 32637 32643 32647 32648
## Predicted   123.0 128.9 129.1   134  98.1  74.3  67.8  77.7 124.7 129.1 138.4
## cvpred      122.6 128.6 128.9   134  97.5  73.6  67.1  77.2 124.5 128.9 138.2
## pm2.5        54.0  74.0  75.0    34  46.0  54.0  59.0  48.0  38.0  69.0  67.0
## CV residual -68.6 -54.6 -53.9  -100 -51.5 -19.6  -8.1 -29.2 -86.5 -59.9 -71.2
##             32650 32651 32653 32654  32655 32664 32665 32666 32672 32678 32681
## Predicted     133 127.9 113.5 118.1 113.49 132.8 128.4 132.5   115  87.5  60.0
## cvpred        133 127.6 113.1 117.7 113.06 132.4 128.1 132.2   115  87.4  59.8
## pm2.5          93  91.0  77.0  96.0 107.00 152.0 161.0 162.0    14  13.0  11.0
## CV residual   -40 -36.6 -36.1 -21.7  -6.06  19.6  32.9  29.8  -101 -74.4 -48.8
##             32682 32683 32685 32690 32692 32705 32708 32713 32714 32716 32717
## Predicted    77.7  77.6   139   132   136  25.3   111 107.5   114   134  52.1
## cvpred       77.6  77.5   139   133   136  24.9   111 107.6   114   134  52.2
## pm2.5        10.0  12.0    22    23    10   9.0    17  13.0    10     8  14.0
## CV residual -67.6 -65.5  -117  -110  -126 -15.9   -94 -94.6  -104  -126 -38.2
##             32718 32719 32725 32727 32728 32731 32733 32734 32736 32738 32742
## Predicted    94.5 104.9 14.21 -3.64 19.06  29.3  46.5  97.1   131   141   140
## cvpred       94.7 105.2 13.91 -4.10 18.64  29.0  46.3  97.1   131   141   140
## pm2.5        19.0  30.0 11.00 23.00  9.00  14.0  22.0  22.0    28    62    28
## CV residual -75.7 -75.2 -2.91 27.10 -9.64 -15.0 -24.3 -75.1  -103   -79  -112
##             32752 32754  32759 32761  32763  32764  32770 32771 32781 32785
## Predicted    49.4 57.55 122.62 138.5 139.51 144.77 123.36 117.2   111   117
## cvpred       48.9 57.13 122.59 138.6 139.68 144.99 123.32 117.1   111   117
## pm2.5        66.0 53.00 114.00 187.0 146.00 139.00 127.00 148.0   292   211
## CV residual  17.1 -4.13  -8.59  48.4   6.32  -5.99   3.68  30.9   181    94
##             32789 32790 32794 32795 32800 32801 32802 32806 32809 32810 32812
## Predicted     133 137.8   127   112   101   101   106   136   137   136   135
## cvpred        133 137.9   127   112   101   101   106   136   137   136   135
## pm2.5         217 226.0   269   272   221   234   237   283   289   280   284
## CV residual    84  88.1   142   160   120   133   131   147   152   144   149
##             32820 32821 32823 32827 32828 32829 32833 32836 32841 32859 32860
## Predicted   119.9 119.0   107 125.5   120 128.8 134.4 133.8 133.5 134.0 133.8
## cvpred      119.6 118.8   107 125.3   119 128.6 134.2 133.6 133.3 133.8 133.6
## pm2.5       204.0 207.0   222 213.0   221 208.0 210.0 226.0  98.0 169.0 152.0
## CV residual  84.4  88.2   115  87.7   102  79.4  75.8  92.4 -35.3  35.2  18.4
##             32866 32867 32869 32874 32876 32881 32882 32886 32889 32890 32896
## Predicted   132.1 134.4   134  88.3   131   137 135.4   131   126  83.1  15.8
## cvpred      131.8 134.2   134  87.9   131   137 135.4   131   126  82.9  15.4
## pm2.5       115.0  36.0    27  12.0    26    34  36.0    11    13   8.0   5.0
## CV residual -16.8 -98.2  -107 -75.9  -105  -103 -99.4  -120  -113 -74.9 -10.4
##             32904 32906 32907 32908 32910  32915 32922 32933 32936 32941 32943
## Predicted   129.3 135.1 139.0 136.6 141.8 103.71 102.1 137.6 143.1 107.0  99.7
## cvpred      129.4 135.4 139.3 136.9 142.1 103.58 101.8 137.7 143.3 106.7  99.4
## pm2.5        41.0  42.0  60.0  53.0  43.0  95.00  65.0  58.0  75.0 139.0 170.0
## CV residual -88.4 -93.4 -79.3 -83.9 -99.1  -8.58 -36.8 -79.7 -68.3  32.3  70.6
##             32944 32948 32949 32950 32954 32955 32959 32965 32978 32979 32983
## Predicted    98.9 130.6   137   141   141   146   148   101   142   142   143
## cvpred       98.5 130.5   136   141   141   146   148   100   142   142   143
## pm2.5       172.0 214.0   276   357   395   379   290   296   365   320   252
## CV residual  73.5  83.5   140   216   254   233   142   196   223   178   109
##              32987 32988 32989 32992 32994 32998 33004 33006 33008  33010 33012
## Predicted   144.79 139.4 134.8 113.7   113 135.8 142.4 145.7 138.8 115.33  54.9
## cvpred      144.73 139.3 134.6 113.4   113 135.7 142.4 145.7 138.8 115.06  54.5
## pm2.5       143.00 147.0 152.0 183.0   185 211.0 187.0 173.0 161.0 113.00  38.0
## CV residual  -1.73   7.7  17.4  69.6    72  75.3  44.6  27.3  22.2  -2.06 -16.5
##             33013  33015 33023 33025 33026 33027 33028 33030 33032 33035 33036
## Predicted   34.75 23.771 127.0 130.9 131.4 131.4   136 119.7 128.9  98.9  92.7
## cvpred      34.25 23.279 126.9 130.8 131.3 131.3   136 119.8 128.9  98.8  92.4
## pm2.5       41.00 23.000  86.0  76.0  81.0  66.0    32  38.0  49.0  56.0  67.0
## CV residual  6.75 -0.279 -40.9 -54.8 -50.3 -65.3  -104 -81.8 -79.9 -42.8 -25.4
##             33045 33046 33047 33051 33060 33072 33075 33079 33082 33083 33085
## Predicted   123.4 128.5   128 133.4 127.7   137 137.3 136.8   125  59.8  29.9
## cvpred      123.3 128.5   128 133.4 127.7   137 137.3 136.8   125  59.5  29.5
## pm2.5        95.0  86.0    74  96.0 112.0   247 203.0 193.0   146  21.0  16.0
## CV residual -28.3 -42.5   -54 -37.4 -15.7   110  65.7  56.2    21 -38.5 -13.5
##             33088 33090 33093 33098 33099 33107 33110  33111  33116 33120 33121
## Predicted    35.2  30.9  52.7 117.8 123.5  81.7 42.97 47.723 108.72 135.1 134.9
## cvpred       34.9  30.7  52.7 118.1 123.8  81.5 42.64 47.383 108.64 135.3 135.1
## pm2.5        11.0   9.0  10.0  23.0  27.0  45.0 38.00 47.000 111.00 107.0 100.0
## CV residual -23.9 -21.7 -42.7 -95.1 -96.8 -36.5 -4.64 -0.383   2.36 -28.3 -35.1
##             33122 33124 33126 33127 33133 33135 33137 33140 33141 33143 33144
## Predicted   140.3 140.4 135.0 138.6  65.6  65.3  66.3   107 116.5 117.5 122.4
## cvpred      140.5 140.7 135.4 138.9  65.3  64.9  65.9   107 116.4 117.3 122.3
## pm2.5        92.0  66.0  63.0  75.0  52.0  50.0  82.0    65  81.0  98.0  92.0
## CV residual -48.5 -74.7 -72.4 -63.9 -13.3 -14.9  16.1   -42 -35.4 -19.3 -30.3
##             33149 33155 33158 33162 33164 33166 33168 33171 33176 33181 33186
## Predicted   104.8 116.3 123.4 126.8 132.6 132.6 132.9 132.6 109.4  56.6  46.8
## cvpred      104.8 116.2 123.3 126.7 132.6 132.6 132.9 132.6 109.3  56.6  47.0
## pm2.5        38.0  44.0  57.0  73.0  55.0  59.0  73.0  86.0  48.0  13.0   8.0
## CV residual -66.8 -72.2 -66.3 -53.7 -77.6 -73.6 -59.9 -46.6 -61.3 -43.6 -39.0
##             33202 33204 33209 33211 33214 33215 33217 33218 33222 33224 33229
## Predicted    64.7  36.2    12  52.2  98.0 125.7 135.5 145.3 130.6 133.1 37.07
## cvpred       65.0  36.3    12  52.4  98.3 126.2 136.1 145.9 131.3 133.7 36.91
## pm2.5        13.0   9.0    17  28.0  54.0  59.0  67.0  59.0  38.0  51.0 43.00
## CV residual -52.0 -27.3     5 -24.4 -44.3 -67.2 -69.1 -86.9 -93.3 -82.7  6.09
##             33235 33238 33240 33241 33242  33248 33259 33266 33271 33275 33278
## Predicted    64.3 124.5   129 133.0 133.7 148.90  85.4 138.1 143.8   117  86.1
## cvpred       64.3 124.8   129 133.3 134.1 149.45  85.4 138.5 144.3   117  85.9
## pm2.5        38.0 107.0   139 174.0 181.0 142.00 159.0 231.0 244.0   247 232.0
## CV residual -26.3 -17.8    10  40.7  46.9  -7.45  73.6  92.5  99.7   130 146.1
##             33281 33282 33287 33295 33296 33297 33298 33302 33306 33313 33318
## Predicted    88.5   107   135 128.3 119.4  65.9  54.4 11.97  32.1 115.5  94.2
## cvpred       88.4   107   135 128.5 119.7  65.9  54.4 11.75  32.0 115.8  94.5
## pm2.5       227.0   234   273  68.0  32.0  30.0  30.0 20.00  12.0  40.0  18.0
## CV residual 138.6   127   138 -60.5 -87.7 -35.9 -24.4  8.25 -20.0 -75.8 -76.5
##             33326 33331 33332 33333 33334 33336 33338 33341 33342 33344 33346
## Predicted    40.8  97.6  97.8  73.6  68.1 124.0 133.0 142.9 144.8 138.8   118
## cvpred       40.7  97.7  98.0  73.6  68.1 124.3 133.4 143.4 145.3 139.2   118
## pm2.5        11.0  28.0  34.0  46.0  46.0  57.0  70.0 114.0 106.0  97.0    82
## CV residual -29.7 -69.7 -64.0 -27.6 -22.1 -67.3 -63.4 -29.4 -39.3 -42.2   -36
##             33347 33352 33355 33357  33364 33368 33369 33373 33374 33375 33378
## Predicted   102.1  46.9 107.4 127.1 138.63 143.6 137.1  98.7  87.9  81.4 109.5
## cvpred      102.2  46.7 107.5 127.4 139.08 144.1 137.5  98.7  87.7  81.2 109.4
## pm2.5        92.0  87.0  69.0  93.0 141.00 184.0 174.0 166.0 151.0 144.0 148.0
## CV residual -10.2  40.3 -38.5 -34.4   1.92  39.9  36.5  67.3  63.3  62.8  38.6
##             33385 33386 33387 33388 33392 33398 33400 33404 33408 33421 33424
## Predicted     136 138.0 132.9 128.3   132  6.73 -7.20  70.2  59.5  48.6  42.5
## cvpred        136 138.5 133.3 128.7   132  6.81 -7.17  70.6  59.9  48.6  42.4
## pm2.5          73  58.0  51.0  49.0    16 17.00 20.00  49.0  12.0  17.0  22.0
## CV residual   -63 -80.5 -82.3 -79.7  -116 10.19 27.17 -21.6 -47.9 -31.6 -20.4
##             33426 33429 33431 33432 33436 33437 33443 33446 33456 33458 33459
## Predicted    48.6  59.1  81.3  65.6  96.8 101.5 39.74  6.63 131.0 125.3   124
## cvpred       48.6  59.3  81.6  65.8  97.2 101.9 39.77  6.47 131.6 125.8   125
## pm2.5        25.0  38.0  41.0  45.0  41.0  40.0 36.00 28.00 110.0  34.0    39
## CV residual -23.6 -21.3 -40.6 -20.8 -56.2 -61.9 -3.77 21.53 -21.6 -91.8   -86
##             33462 33464 33465 33468  33470 33472 33473 33474 33475 33478 33479
## Predicted   131.8 124.7 112.1 56.08 56.235 44.87 44.51 53.17 62.58 129.4   134
## cvpred      132.5 125.4 112.5 56.15 56.225 44.75 44.45 53.16 62.66 129.8   135
## pm2.5        36.0  39.0  40.0 47.00 56.000 50.00 47.00 57.00 71.00 150.0   168
## CV residual -96.5 -86.4 -72.5 -9.15 -0.225  5.25  2.55  3.84  8.34  20.2    33
##             33480 33481 33487 33488 33489 33496 33498 33499 33501 33503 33506
## Predicted     134 129.9 145.5 145.3 148.7  87.2   111   127   137   143   143
## cvpred        135 130.3 146.1 145.9 149.2  87.2   111   127   138   143   143
## pm2.5         188 215.0 107.0 108.0 113.0 258.0   234   274   310   347   402
## CV residual    53  84.7 -39.1 -37.9 -36.2 170.8   123   147   172   204   259
##             33510 33515 33517 33518 33523 33524 33527 33538 33540 33542 33547
## Predicted     141   106  84.3  78.7   124   118   135  94.2  63.9  39.5  90.8
## cvpred        142   106  84.3  78.6   124   118   135  94.4  63.9  39.5  91.1
## pm2.5         273   279 284.0 274.0   327   348   385  21.0   9.0  10.0  38.0
## CV residual   131   173 199.7 195.4   203   230   250 -73.4 -54.9 -29.5 -53.1
##             33549 33552 33553 33556 33561  33567 33569 33570 33579 33582 33585
## Predicted   102.1 131.6 136.0 141.6 140.1 74.398  72.7  77.3 144.8 144.5 136.6
## cvpred      102.4 132.2 136.6 142.3 140.7 74.421  72.7  77.4 145.3 145.1 137.1
## pm2.5        36.0  57.0  64.0 128.0  44.0 74.000 101.0 103.0 224.0 126.0 118.0
## CV residual -66.4 -75.2 -72.6 -14.3 -96.7 -0.421  28.3  25.6  78.7 -19.1 -19.1
##             33590 33594 33600 33603 33606 33607 33608 33609 33611 33612 33613
## Predicted    84.7 102.3   144   149   145 144.5 149.3 148.1 127.9 118.1 117.1
## cvpred       84.7 102.5   145   150   145 145.1 149.8 148.6 128.2 118.3 117.3
## pm2.5       122.0 149.0   280   311   297 233.0 178.0 167.0 145.0 166.0 189.0
## CV residual  37.3  46.5   135   161   152  87.9  28.2  18.4  16.8  47.7  71.7
##             33614 33618 33619 33622 33623 33628 33629 33630 33631 33632 33635
## Predicted   121.7   105 113.5 126.9 127.9 142.0 147.0 147.7 148.2 147.3   141
## cvpred      121.9   105 113.7 127.1 128.2 142.5 147.5 148.2 148.8 147.9   141
## pm2.5       190.0   206 177.0 188.0 209.0 213.0 223.0 231.0 238.0 242.0   297
## CV residual  68.1   101  63.3  60.9  80.8  70.5  75.5  82.8  89.2  94.1   156
##             33641 33642 33645 33648 33650 33652 33658 33660 33662 33668 33669
## Predicted     113   123   132   142   142 131.4  66.1  37.0  4.80  73.5 102.3
## cvpred        113   124   132   142   143 131.7  66.1  36.9  4.59  73.8 102.7
## pm2.5         292   309   331   316   326 212.0  13.0  15.0 10.00  13.0  13.0
## CV residual   179   185   199   174   183  80.3 -53.1 -21.9  5.41 -60.8 -89.7
##             33670 33672 33675 33681 33684 33686 33688 33689 33692 33693  33695
## Predicted    93.3   117   122 124.7  48.1 47.09  41.0  39.9 110.3 119.8 120.59
## cvpred       93.7   117   122 125.1  48.1 47.03  40.9  39.8 110.6 120.2 121.01
## pm2.5        11.0     6    19  48.0  33.0 38.00  25.0  27.0  62.0  79.0 115.00
## CV residual -82.7  -111  -103 -77.1 -15.1 -9.03 -15.9 -12.8 -48.6 -41.2  -6.01
##             33701 33706 33707 33708 33709 33713 33717 33720 33724 33731 33733
## Predicted   125.0 109.3 103.7  99.3  93.9  92.9   134   139   145 106.6  13.1
## cvpred      125.4 109.6 103.9  99.5  94.0  93.1   135   140   146 106.8  13.0
## pm2.5       170.0 162.0 163.0 185.0 188.0 173.0   260   295   266 162.0 149.0
## CV residual  44.6  52.4  59.1  85.5  94.0  79.9   125   155   120  55.2 136.0
##             33736 33738 33741 33742 33743 33744 33753 33754 33759  33768 33769
## Predicted   -18.4 -18.4  1.67  18.5  26.7  25.3  99.4  56.0  19.7 113.58   124
## cvpred      -18.5 -18.3  1.83  18.7  27.0  25.6  99.9  56.2  19.9 114.18   125
## pm2.5        18.0  13.0 12.00   8.0   6.0   8.0  27.0  20.0  38.0 118.00   164
## CV residual  36.5  31.3 10.17 -10.7 -21.0 -17.6 -72.9 -36.2  18.1   3.82    39
##             33774 33781 33785 33787 33788 33789 33790 33791 33796 33797 33798
## Predicted   142.4  85.9  76.6   121 120.7 125.0   120 123.7 134.0 125.7 135.0
## cvpred      143.2  86.1  76.8   121 121.1 125.4   120 124.1 134.5 126.2 135.5
## pm2.5       167.0 128.0 175.0   191 178.0 195.0   181 169.0 161.0 164.0 171.0
## CV residual  23.8  41.9  98.2    70  56.9  69.6    61  44.9  26.5  37.8  35.5
##             33800 33801 33803 33806 33816  33819 33820 33821    33823 33826
## Predicted   129.6 123.4  96.5  61.4 11.35 -10.04 -3.59 -5.80 -0.82897 -16.9
## cvpred      130.1 123.8  96.7  61.4 11.87  -9.23 -2.74 -4.95 -0.00398 -16.1
## pm2.5       176.0 179.0 179.0  79.0  6.00   3.00  4.00  3.00  6.00000  10.0
## CV residual  45.9  55.2  82.3  17.6 -5.87  12.23  6.74  7.95  6.00398  26.1
##             33827 33828 33831 33833 33835 33839 33843 33846 33848 33849 33854
## Predicted   -37.9 -54.5 -59.9 -60.2  17.1  74.7  93.6 115.5 115.2  76.9 23.17
## cvpred      -37.2 -53.9 -59.6 -59.9  17.6  75.5  94.4 116.3 116.1  77.3 23.37
## pm2.5        14.0   9.0   5.0   9.0  46.0  56.0  20.0  24.0  17.0  26.0 15.00
## CV residual  51.2  62.9  64.6  68.9  28.4 -19.5 -74.4 -92.3 -99.1 -51.3 -8.37
##             33855 33857 33859 33861 33865 33870 33871 33874 33886 33888 33889
## Predicted    22.1 33.02 61.23 100.9 124.8 134.0   133  85.1  87.7   118 118.2
## cvpred       22.3 33.26 61.71 101.5 125.6 134.9   134  85.5  88.1   119 118.8
## pm2.5        38.0 42.00 52.00  76.0 103.0 102.0    89  52.0  54.0    82  76.0
## CV residual  15.7  8.74 -9.71 -25.5 -22.6 -32.9   -45 -33.5 -34.1   -37 -42.8
##             33891 33896 33897 33898 33904 33905 33907 33913 33915 33920 33921
## Predicted   127.0 141.9 136.5 130.9   110   110   131   130 134.2  98.6  85.3
## cvpred      127.6 142.5 137.1 131.4   110   111   131   131 134.9  99.2  85.7
## pm2.5       106.0 155.0 163.0 157.0   225   248   296   252 199.0  19.0  14.0
## CV residual -21.6  12.5  25.9  25.6   115   137   165   121  64.1 -80.2 -71.7
##             33923 33924 33926 33927 33928 33930 33931 33932 33933 33937 33938
## Predicted    49.6  29.0 14.81  12.6  5.77  7.84  46.1 54.74  85.5 124.1   124
## cvpred       49.9  29.2 14.95  12.7  5.90  8.02  46.3 55.01  86.0 124.8   125
## pm2.5        21.0  14.0 22.00  24.0 27.00 69.00  64.0 65.00  65.0  81.0    88
## CV residual -28.9 -15.2  7.05  11.3 21.10 60.98  17.7  9.99 -21.0 -43.8   -37
##             33941 33942   33943 33945 33948 33949 33951 33952 33954 33956 33957
## Predicted   139.7 144.4 143.887   139  46.0  35.2  21.0  19.7  37.3  40.7 99.42
## cvpred      140.6 145.3 144.787   140  46.2  35.3  21.1  19.7  37.4  40.9 99.92
## pm2.5       108.0 115.0 145.000   272  70.0  76.0  69.0 118.0  84.0  93.0 93.00
## CV residual -32.6 -30.3   0.213   132  23.8  40.7  47.9  98.3  46.6  52.1 -6.92
##              33958 33963 33965 33967 33968 33971 33976 33978 33979 33981 33985
## Predicted   109.68 122.8 108.3  65.9  58.9  31.4 0.937 14.10 10.79  15.5  30.5
## cvpred      110.29 123.5 108.9  66.3  59.2  31.6 1.192 14.49 11.17  16.0  31.2
## pm2.5       101.00 214.0 150.0  47.0  43.0  18.0 8.000  6.00  9.00   5.0  11.0
## CV residual  -9.29  90.5  41.1 -19.3 -16.2 -13.6 6.808 -8.49 -2.17 -11.0 -20.2
##             33986 33989 33991 33996 33997 34001 34003 34005 34007 34009 34012
## Predicted    98.0   136   111  20.6 12.44 11.05  7.03  22.8  34.0  49.8  52.2
## cvpred       98.8   137   112  21.1 12.81 11.44  7.52  23.3  34.6  50.4  52.9
## pm2.5        27.0    21     8   9.0  8.00  9.00 12.00  10.0   9.0  14.0  12.0
## CV residual -71.8  -116  -104 -12.1 -4.81 -2.44  4.48 -13.3 -25.6 -36.4 -40.9
##             34013 34015 34018 34020 34024 34029 34031 34032 34039 34047 34050
## Predicted    31.0  22.9  5.79 -13.3 -37.0  50.8  62.5  66.6  97.3  41.4  60.7
## cvpred       31.6  23.6  6.34 -12.8 -36.7  51.5  63.3  67.3  98.2  41.9  61.3
## pm2.5        10.0  11.0 11.00   8.0   9.0  14.0  10.0  16.0  15.0  23.0  73.0
## CV residual -21.6 -12.6  4.66  20.8  45.7 -37.5 -53.3 -51.3 -83.2 -18.9  11.7
##             34054 34056 34059  34061 34064 34065 34066 34067 34068 34069 34073
## Predicted    73.6 109.0 131.7 130.13 122.9  92.5 76.02  59.5  56.9  56.7  47.2
## cvpred       74.2 109.9 132.7 131.11 123.9  93.3 76.65  60.0  57.2  57.0  47.5
## pm2.5        94.0  93.0 130.0 134.00  75.0  62.0 69.00  48.0  43.0  32.0  19.0
## CV residual  19.8 -16.9  -2.7   2.89 -48.9 -31.3 -7.65 -12.0 -14.2 -25.0 -28.5
##             34077 34080 34090 34091 34092  34110 34119 34120 34126 34133 34137
## Predicted    71.0 120.7 109.1  84.4 68.52 133.52  50.1  48.9   118   138 134.6
## cvpred       71.4 121.5 109.7  84.9 68.83 134.43  50.3  49.0   119   139 135.4
## pm2.5        89.0 144.0  86.0  71.0 77.00 128.00  82.0 125.0   347   394 163.0
## CV residual  17.6  22.5 -23.7 -13.9  8.17  -6.43  31.7  76.0   228   255  27.6
##             34139 34140 34142 34147 34153 34154 34159 34161 34163 34164 34167
## Predicted   103.8  79.0  29.9  68.0   128   128 113.3  96.5  66.0  65.1  28.6
## cvpred      104.3  79.4  30.0  68.2   129   129 113.9  97.0  66.3  65.5  28.9
## pm2.5       143.0 153.0 122.0 249.0   229   251  49.0  47.0  46.0  46.0  69.0
## CV residual  38.7  73.6  92.0 180.8   100   122 -64.9 -50.0 -20.3 -19.5  40.1
##             34170 34178 34179 34181 34183 34187 34188 34191 34192 34193 34194
## Predicted    63.6  63.9  57.3  63.6  51.4  5.41 11.47  1.93 -4.66 -11.5 -8.32
## cvpred       64.1  64.5  57.9  64.2  52.1  5.95 11.94  2.40 -4.19 -11.0 -7.81
## pm2.5        78.0  16.0  24.0  11.0  18.0 27.00 13.00 17.00 17.00  14.0 11.00
## CV residual  13.9 -48.5 -33.9 -53.2 -34.1 21.05  1.06 14.60 21.19  25.0 18.81
##             34196 34198 34199 34200 34203 34204 34208 34210 34215 34216 34218
## Predicted   -10.5  85.5  90.4 112.8   118 119.8   133  69.5 23.62  8.51  4.36
## cvpred      -10.0  86.3  91.2 113.7   119 120.9   134  70.2 24.15  9.12  5.01
## pm2.5        11.0  16.0  29.0  59.0    97  78.0    25  17.0 22.00 24.00 10.00
## CV residual  21.0 -70.3 -62.2 -54.7   -22 -42.9  -109 -53.2 -2.15 14.88  4.99
##             34227 34228 34230 34240 34247 34250 34252 34255 34257 34261 34265
## Predicted    36.1  52.8  25.4 -32.4 -35.6 -43.1   -36 -42.0 -46.3  -117  -115
## cvpred       37.1  53.9  26.4 -31.5 -34.6 -42.1   -35 -41.1 -45.5  -117  -115
## pm2.5         6.0   3.0   5.0   9.0   7.0   5.0     4  10.0  10.0     9    10
## CV residual -31.1 -50.9 -21.4  40.5  41.6  47.1    39  51.1  55.5   126   125
##             34270 34273 34276 34278 34281 34284 34285 34286 34288 34294 34295
## Predicted   -72.1 -71.5 105.5 108.6 113.4 29.18 32.71  21.3  18.2  56.5  63.3
## cvpred      -71.6 -71.0 106.6 109.6 114.3 29.55 33.07  21.6  18.4  56.9  63.8
## pm2.5        85.0  46.0  25.0  27.0  37.0 39.00 37.00  33.0  77.0  94.0  90.0
## CV residual 156.6 117.0 -81.6 -82.6 -77.3  9.45  3.93  11.4  58.6  37.1  26.2
##             34302 34303 34304 34305 34306 34308 34310 34311 34313 34315 34322
## Predicted   108.0 102.5 106.8  75.9  63.7  32.6  25.5  30.0  26.8  56.8 114.3
## cvpred      108.8 103.4 107.7  76.6  64.3  32.9  25.8  30.4  27.2  57.5 115.3
## pm2.5        38.0  40.0  31.0  22.0  24.0  20.0  12.0  14.0  20.0  23.0  28.0
## CV residual -70.8 -63.4 -76.7 -54.6 -40.3 -12.9 -13.8 -16.4  -7.2 -34.5 -87.3
##             34323 34328 34332 34333 34334 34335 34339 34341  34344 34346 34358
## Predicted   119.3 114.9  44.6 44.31 33.94  29.3 56.13  83.8 127.33 132.2  43.8
## cvpred      120.3 115.9  45.0 44.72 34.29  29.6 56.57  84.5 128.26 133.2  44.2
## pm2.5        36.0  99.0  69.0 43.00 38.00  44.0 63.00 130.0 134.00 219.0  96.0
## CV residual -84.3 -16.9  24.0 -1.72  3.71  14.4  6.43  45.5   5.74  85.8  51.8
##             34359 34367 34372 34373 34375 34377 34378 34380 34382 34384 34385
## Predicted    33.3   103 124.4 123.5 121.8 108.0 80.52  42.8 25.69 18.97  18.6
## cvpred       33.5   104 125.4 124.5 122.8 108.9 80.99  43.1 25.83 19.05  18.8
## pm2.5        88.0   211 115.0  87.0  60.0  82.0 73.00  56.0 33.00 28.00  30.0
## CV residual  54.5   107 -10.4 -37.5 -62.8 -26.9 -7.99  12.9  7.17  8.95  11.2
##             34386 34392 34393 34394 34396 34398 34401 34402 34403 34407 34412
## Predicted    18.3  77.2 101.2 126.3 122.3 135.9 129.9 106.0  70.8  29.2 87.01
## cvpred       18.5  77.8 101.8 127.2 123.2 136.8 130.7 106.7  71.2  29.4 87.59
## pm2.5        33.0 164.0 167.0 180.0 163.0 159.0 113.0 137.0  92.0  47.0 83.00
## CV residual  14.5  86.2  65.2  52.8  39.8  22.2 -17.7  30.3  20.8  17.6 -4.59
##             34413 34417 34419 34423 34424 34426 34428 34429 34432 34438 34439
## Predicted    95.9 100.9   115   101  91.0  67.0  34.9  39.6  35.0  78.5  97.8
## cvpred       96.5 101.5   116   102  91.7  67.6  35.3  40.0  35.4  79.2  98.7
## pm2.5       130.0  83.0   162    25  39.0  27.0  12.0   9.0  11.0  59.0  66.0
## CV residual  33.5 -18.5    46   -77 -52.7 -40.6 -23.3 -31.0 -24.4 -20.2 -32.7
##             34440 34443  34445 34446  34448 34449 34450 34451  34459  34460
## Predicted   117.8   133 128.83 138.3 138.35 138.1 106.8  97.0 108.93 118.96
## cvpred      118.7   134 129.87 139.4 139.43 139.2 107.5  97.7 109.48 119.61
## pm2.5        77.0   112 139.00 155.0 141.00 182.0 138.0 119.0 115.00 124.00
## CV residual -41.7   -22   9.13  15.6   1.57  42.8  30.5  21.3   5.52   4.39
##             34461 34462 34464 34468 34472 34479 34481 34482 34484 34486 34495
## Predicted     135 134.0   145   146 146.1   111   122   133   143   147   136
## cvpred        136 134.7   146   147 147.1   111   123   134   144   148   136
## pm2.5         152 170.0   294   415 197.0   366   421   450   429   460   435
## CV residual    16  35.3   148   268  49.9   255   298   316   285   312   299
##             34498 34508 34509 34510 34511 34512 34513 34515 34517 34519 34520
## Predicted     136  47.1  48.7  50.7  53.4  51.4  54.6  56.2  47.5  43.1  46.3
## cvpred        137  47.6  49.2  51.4  54.1  52.1  55.3  57.0  48.2  43.9  47.1
## pm2.5         346  17.0  11.0  15.0  12.0  14.0  12.0   8.0   7.0   8.0   8.0
## CV residual   209 -30.6 -38.2 -36.4 -42.1 -38.1 -43.3 -49.0 -41.2 -35.9 -39.1
##             34521 34522 34523 34525 34526 34527 34530 34537 34551 34555 34557
## Predicted    39.2  26.5 14.49 -9.45 -12.4 -9.24 -9.62 114.4  38.5  26.7  35.1
## cvpred       39.9  27.1 15.09 -8.95 -12.0 -8.75 -9.09 115.4  39.0  27.4  35.9
## pm2.5        11.0  12.0 11.00  9.00  17.0 12.00 14.00  63.0  14.0  10.0  11.0
## CV residual -28.9 -15.1 -4.09 17.95  29.0 20.75 23.09 -52.4 -25.0 -17.4 -24.9
##             34563 34565 34566 34568 34569 34572 34577 34587 34589 34591 34595
## Predicted    35.7  38.6 102.3   111  98.6  42.9 24.07 115.6 130.0 114.9  21.9
## cvpred       36.5  39.5 103.3   112  99.5  43.6 24.59 116.6 131.2 115.9  22.8
## pm2.5         6.0   5.0  11.0     8  23.0  30.0 29.00  53.0  48.0  39.0  10.0
## CV residual -30.5 -34.5 -92.3  -104 -76.5 -13.6  4.41 -63.6 -83.2 -76.9 -12.8
##             34597 34598 34600 34603 34604 34606 34612 34614 34619 34625 34627
## Predicted   15.72 -5.12 -5.75  26.8  62.8  86.2  92.9 114.8 77.99  42.4  93.5
## cvpred      16.57 -4.26 -4.84  27.9  63.9  87.4  94.0 116.1 78.92  43.1  94.6
## pm2.5       12.00  8.00 13.00   9.0  16.0  12.0  45.0  43.0 87.00  79.0 114.0
## CV residual -4.57 12.26 17.84 -18.9 -47.9 -75.4 -49.0 -73.1  8.08  35.9  19.4
##             34629 34632 34633  34634 34635 34641 34643 34656 34658 34661 34666
## Predicted    87.0 112.2 116.1 120.36 129.0 112.1  73.4 88.38  88.6  96.4  64.5
## cvpred       88.1 113.4 117.3 121.63 130.3 113.4  74.3 89.41  89.7  97.6  65.3
## pm2.5       101.0  69.0  71.0 123.00 118.0  53.0  28.0 80.00  39.0  42.0  27.0
## CV residual  12.9 -44.4 -46.3   1.37 -12.3 -60.4 -46.3 -9.41 -50.7 -55.6 -38.3
##             34667 34669 34681 34682 34683 34688 34689 34692 34693 34694 34697
## Predicted    54.7  30.8   125   121   116 128.7 128.6 104.2  76.2  76.0  85.4
## cvpred       55.5  31.5   126   123   117 129.9 129.9 105.1  77.1  76.8  86.2
## pm2.5        24.0  44.0   271   331   291  66.0  88.0  89.0 117.0 135.0 174.0
## CV residual -31.5  12.5   145   208   174 -63.9 -41.9 -16.1  39.9  58.2  87.8
##             34699 34702 34703 34705 34706 34709 34717 34720 34722 34726 34730
## Predicted   109.8   113   118   118   119 110.9  66.2  60.6  78.3  76.8  87.0
## cvpred      110.7   114   119   119   120 111.7  67.0  61.4  79.2  77.8  88.2
## pm2.5       194.0   284   281   310   280 198.0  19.0  30.0  28.0  17.0  12.0
## CV residual  83.3   170   162   191   160  86.3 -48.0 -31.4 -51.2 -60.8 -76.2
##             34732 34735 34736 34742 34746  34748 34749 34754 34756 34758 34759
## Predicted    94.1   128 124.3  59.8 86.54 100.21 103.3 116.1   118   133   122
## cvpred       95.3   130 125.7  60.7 87.56 101.33 104.4 117.3   119   134   124
## pm2.5        11.0    12  27.0  20.0 78.00  97.00  97.0  41.0    11     9     8
## CV residual -84.3  -118 -98.7 -40.7 -9.56  -4.33  -7.4 -76.3  -108  -125  -116
##             34760 34763 34765 34766 34768 34769 34771 34774 34779 34784 34785
## Predicted     116  95.1  73.3  72.5  57.2  61.1  93.8 116.9 106.9   135 133.5
## cvpred        117  96.1  74.3  73.4  58.1  62.0  94.8 118.1 108.1   136 134.9
## pm2.5          10  26.0  31.0  27.0  27.0  33.0  43.0  93.0  40.0    36  40.0
## CV residual  -107 -70.1 -43.3 -46.4 -31.1 -29.0 -51.8 -25.1 -68.1  -100 -94.9
##             34786 34789 34791 34792 34797 34801 34802 34805 34806 34813 34816
## Predicted   105.5  67.5  58.3  58.0 116.2  96.5 100.8  97.8   123  63.5 47.57
## cvpred      106.5  68.3  59.1  58.7 117.3  97.6 101.9  98.9   125  64.3 48.25
## pm2.5        24.0  17.0  15.0  20.0  57.0  37.0  28.0  17.0    21  42.0 45.00
## CV residual -82.5 -51.3 -44.1 -38.7 -60.3 -60.6 -73.9 -81.9  -104 -22.3 -3.25
##             34818 34826 34833 34836 34837 34838 34839  34842 34848 34851 34858
## Predicted    71.7 135.6 129.6 105.2  94.7  80.5  75.1 108.81   140   135 106.9
## cvpred       72.6 136.8 130.9 106.1  95.5  81.3  75.9 109.76   141   136 107.9
## pm2.5       121.0 177.0  62.0  80.0 112.0 144.0 139.0 118.00   334   337  93.0
## CV residual  48.4  40.2 -68.9 -26.1  16.5  62.7  63.1   8.24   193   201 -14.9
##             34860 34865 34870 34872 34873 34877 34880 34881 34883 34884 34885
## Predicted   68.02  45.1 119.8 134.0   130   141   146   150 132.5 117.8   117
## cvpred      68.67  45.7 120.9 135.1   131   143   147   151 133.5 118.7   118
## pm2.5       66.00  33.0 202.0 216.0   247   457   346   332 211.0 201.0   235
## CV residual -2.67 -12.7  81.1  80.9   116   314   199   181  77.5  82.3   117
##             34889 34890 34891 34892 34893 34894 34897 34899 34904 34905 34906
## Predicted     111   127   137   138   137   142   148   147   145   144   142
## cvpred        112   128   138   139   138   143   149   149   147   146   143
## pm2.5         362   333   312   309   332   294   267   329   247   265   262
## CV residual   250   205   174   170   194   151   118   180   100   119   119
##             34910 34912 34913 34914 34915 34920 34921 34924  34930  34932 34934
## Predicted    83.1 53.06 33.31  27.7 31.65  39.8  40.9  37.9 15.377  0.205 -33.9
## cvpred       83.7 53.59 33.86  28.4 32.42  40.8  41.8  38.9 16.337  1.057 -33.2
## pm2.5       286.0 58.00 43.00  36.0 26.00  20.0  13.0  13.0 17.000 16.000  15.0
## CV residual 202.3  4.41  9.14   7.6 -6.42 -20.8 -28.8 -25.9  0.663 14.943  48.2
##             34935 34938 34943 34945 34946 34949 34956 34960 34968 34976 34978
## Predicted   -32.6 -35.0 -27.5 -5.05 -21.0 -25.8 -38.1 -62.3 108.2  81.1  68.1
## cvpred      -31.9 -34.3 -26.7 -4.04 -20.1 -24.9 -37.3 -61.6 109.3  82.2  69.1
## pm2.5        14.0  11.0  17.0 13.00  23.0  12.0  21.0  15.0  45.0  15.0  21.0
## CV residual  45.9  45.3  43.7 17.04  43.1  36.9  58.3  76.6 -64.3 -67.2 -48.1
##             34980 34986 34988 34991 34995 34997 34998 34999 35000 35001 35004
## Predicted    39.7  4.78  6.71  8.78  58.4  49.3  58.5  62.5  80.6 100.1  39.3
## cvpred       40.7  5.60  7.53  9.64  59.3  50.2  59.5  63.5  81.7 101.4  40.0
## pm2.5        14.0 20.00 30.00 38.00  74.0  32.0  27.0  24.0  33.0  60.0  67.0
## CV residual -26.7 14.40 22.47 28.36  14.7 -18.2 -32.5 -39.5 -48.7 -41.4  27.0
##             35006 35009 35028 35030 35033  35034 35040 35044  35045 35047 35048
## Predicted    19.2  15.3  8.67  2.53 -8.73 -0.803  47.2 116.2 100.29  66.7  45.0
## cvpred       19.8  15.9  9.23  3.03 -8.23 -0.264  47.9 117.3 101.25  67.5  45.6
## pm2.5        42.0  68.0 34.00 27.00 25.00 25.000  88.0 129.0 109.00  83.0  71.0
## CV residual  22.2  52.1 24.77 23.97 33.23 25.264  40.1  11.7   7.75  15.5  25.4
##              35061 35065  35068 35072 35073 35080 35086 35087  35088 35089
## Predicted    0.286 -1.83  0.608  42.6  45.4  10.7  99.3 113.4 108.05 114.2
## cvpred       0.771 -1.36  1.124  43.2  46.0  10.9 100.1 114.3 108.88 115.1
## pm2.5       18.000 24.00 70.000  75.0  58.0  24.0  70.0  81.0 111.00 144.0
## CV residual 17.229 25.36 68.876  31.8  12.0  13.1 -30.1 -33.3   2.12  28.9
##             35091 35094 35095 35097 35098 35104 35105 35107 35110 35122 35123
## Predicted   128.7   127 139.7 146.5 139.4  79.9  84.9 108.6   126  80.6  51.1
## cvpred      129.7   128 140.7 147.6 140.3  80.4  85.4 109.3   127  81.2  51.6
## pm2.5       174.0   149 166.0 107.0 114.0 128.0 146.0 173.0   232  36.0  36.0
## CV residual  44.3    21  25.3 -40.6 -26.3  47.6  60.6  63.7   105 -45.2 -15.6
##             35124 35127 35134 35135 35141 35146 35150 35151 35154 35159 35160
## Predicted    45.2 35.54 108.6 117.6 147.2 144.9 125.1 119.7 124.3 146.1 146.9
## cvpred       45.6 35.96 109.4 118.4 148.3 145.8 125.8 120.4 125.1 147.1 147.9
## pm2.5        23.0 26.00  68.0  60.0  77.0 101.0 178.0 176.0 224.0 203.0 221.0
## CV residual -22.6 -9.96 -41.4 -58.4 -71.3 -44.8  52.2  55.6  98.9  55.9  73.1
##             35163  35166 35169 35170 35175 35177 35178 35181 35185 35188
## Predicted   148.8 146.99   137 125.4  62.0  63.7  78.6 118.3 145.6 143.5
## cvpred      149.9 148.16   138 126.3  62.6  64.3  79.3 119.3 146.6 144.4
## pm2.5       175.0 155.00   109 140.0  32.0  29.0  37.0  53.0 128.0 157.0
## CV residual  25.1   6.84   -29  13.7 -30.6 -35.3 -42.3 -66.3 -18.6  12.6
##               35189  35190 35191 35199 35206 35208 35209 35211 35215 35221
## Predicted   144.120 144.12 143.9 132.1 139.5 139.7 139.6 150.8 149.3  81.9
## cvpred      144.966 144.97 144.7 132.9 140.3 140.6 140.5 151.8 150.4  82.6
## pm2.5       144.000 138.00 128.0 145.0 177.0 201.0 217.0 204.0 203.0 102.0
## CV residual  -0.966  -6.97 -16.7  12.1  36.7  60.4  76.5  52.2  52.6  19.4
##             35222 35228 35234 35237 35239 35242 35246 35247 35249 35254 35259
## Predicted   70.55  93.7  81.0  87.2  99.4  93.9  33.2  45.5  42.4  71.5 105.5
## cvpred      71.14  94.6  82.1  88.4 100.6  95.0  34.1  46.4  43.2  72.8 106.9
## pm2.5       77.00  35.0  12.0  15.0  15.0  18.0  23.0  16.0  18.0  21.0  30.0
## CV residual  5.86 -59.6 -70.1 -73.4 -85.6 -77.0 -11.1 -30.4 -25.2 -51.8 -76.9
##             35263 35265 35266 35270 35274 35275 35277 35284 35285 35286 35287
## Predicted    82.3  95.6  64.5  7.61 45.81 58.86  71.4 120.2 124.8 125.1 128.6
## cvpred       83.6  97.0  65.6  8.54 46.72 59.81  72.4 121.6 126.3 126.6 130.2
## pm2.5        11.0  20.0  22.0 14.00 44.00 53.00  56.0 104.0  88.0  85.0  66.0
## CV residual -72.6 -77.0 -43.6  5.46 -2.72 -6.81 -16.4 -17.6 -38.3 -41.6 -64.2
##             35290 35295 35299 35301 35302  35303  35305 35307 35308 35311 35316
## Predicted   109.7  22.0  39.8  88.6  50.3 103.03 123.81 123.6   128 134.8  73.2
## cvpred      110.9  22.8  40.7  89.7  51.2 104.15 125.14 124.9   130 136.3  74.2
## pm2.5        61.0  63.0  87.0 126.0 126.0 106.00 118.00 199.0   262 177.0  85.0
## CV residual -49.9  40.2  46.3  36.3  74.8   1.85  -7.14  74.1   132  40.7  10.8
##             35319 35320 35323 35326 35328 35335 35338 35341 35343 35344 35345
## Predicted    25.4  16.6  55.8   103 87.87  75.8  74.5  41.8  30.3 18.94  22.7
## cvpred       26.0  17.3  56.5   104 88.85  77.0  75.5  42.6  31.1 19.65  23.5
## pm2.5        81.0 111.0 189.0   218 95.00  12.0  33.0  10.0  12.0 12.00   8.0
## CV residual  55.0  93.7 132.5   114  6.15 -65.0 -42.5 -32.6 -19.1 -7.65 -15.5
##             35351 35358 35364 35365 35366 35367 35368 35369  35372  35373 35375
## Predicted   109.3 128.5  86.9  77.1  54.2  53.2  44.4  44.7 108.16 121.31   122
## cvpred      110.6 129.9  87.8  78.0  55.1  54.0  45.2  45.4 109.34 122.47   124
## pm2.5        62.0 105.0 118.0 106.0  96.0  82.0  63.0  79.0 115.00 131.00   287
## CV residual -48.6 -24.9  30.2  28.0  40.9  28.0  17.8  33.6   5.66   8.53   163
##             35376 35381 35385 35386 35392 35393 35396 35398 35400 35404 35405
## Predicted     118 116.1 138.2 130.3  48.8  61.6  83.2 120.3 129.3 136.7 136.2
## cvpred        120 117.5 139.6 131.5  49.5  62.3  84.0 121.4 130.5 138.1 137.6
## pm2.5         299  49.0 170.0 180.0 111.0 133.0 103.0  93.0 122.0 213.0 196.0
## CV residual   179 -68.5  30.4  48.5  61.5  70.7  19.0 -28.4  -8.5  74.9  58.4
##             35408 35412 35413 35416 35417 35422 35425 35426 35427 35430 35431
## Predicted   132.7  78.4 62.71  37.6  32.9   123   132   137   137   145   151
## cvpred      134.1  79.3 63.49  38.2  33.6   124   133   138   138   146   152
## pm2.5        90.0  52.0 55.00  48.0  60.0   513   569   659   648   623   618
## CV residual -44.1 -27.3 -8.49   9.8  26.4   389   436   521   510   477   466
##             35432 35437 35439 35441 35446 35462 35467 35469 35471 35472 35473
## Predicted     151   101  91.9  72.6   144  97.3  31.9  39.2  75.1  31.3 44.61
## cvpred        152   102  92.5  73.2   145  98.0  32.6  40.0  76.0  32.0 45.43
## pm2.5         532   457 161.0 298.0   422  77.0 195.0 293.0 381.0 296.0 38.00
## CV residual   380   355  68.5 224.8   277 -21.0 162.4 253.0 305.0 264.0 -7.43
##             35475 35476 35477 35482 35490 35491 35494 35495  35499 35502  35505
## Predicted    41.4  73.0  87.0  98.8  62.4  57.5  93.0 116.7 130.46 145.4 145.37
## cvpred       42.2  73.9  88.1  99.7  63.1  58.3  93.8 117.7 131.37 146.3 146.33
## pm2.5        22.0  20.0  14.0  42.0  87.0  95.0 145.0 184.0 133.00 114.0 143.00
## CV residual -20.2 -53.9 -74.1 -57.7  23.9  36.7  51.2  66.3   1.63 -32.3  -3.33
##             35512 35518 35521 35523 35526 35527 35532 35534 35535 35538  35540
## Predicted   104.9  50.6  69.3  55.1  49.4    53  3.83 -12.8 -21.5 -20.3 -10.57
## cvpred      105.6  51.4  70.2  56.0  50.4    54  4.61 -12.1 -20.9 -19.6  -9.77
## pm2.5       195.0  22.0  16.0   7.0   8.0     7  7.00  14.0  13.0  14.0   8.00
## CV residual  89.4 -29.4 -54.2 -49.0 -42.4   -47  2.39  26.1  33.9  33.6  17.77
##             35543 35547 35548 35553 35555 35556 35559 35564 35567 35571  35579
## Predicted    2.45 -9.16 10.27  93.9  73.4  48.3  30.2  49.9 102.5 123.1  91.64
## cvpred       3.27 -8.29 11.34  95.0  74.3  49.1  30.9  50.7 103.6 124.3  92.61
## pm2.5        9.00 15.00 13.00  22.0  24.0  24.0  42.0  67.0 112.0 164.0 101.00
## CV residual  5.73 23.29  1.66 -73.0 -50.3 -25.1  11.1  16.3   8.4  39.7   8.39
##             35582 35583 35584 35587 35590 35597 35598 35600 35604 35610 35613
## Predicted    57.6  43.2  38.5  67.8   111   131   132   131  90.5  94.4   128
## cvpred       58.3  43.8  39.2  68.7   112   132   133   133  91.4  95.2   129
## pm2.5       119.0 115.0 125.0 184.0   237   350   321   239 311.0 282.0   301
## CV residual  60.7  71.2  85.8 115.3   125   218   188   106 219.6 186.8   172
##             35614 35621 35622 35623 35628 35630 35631 35632 35634 35637 35640
## Predicted     134   115   119   118  68.6  50.8  16.4  10.9  4.82 22.29  62.8
## cvpred        135   116   120   119  69.3  51.3  16.8  11.3  5.27 22.93  63.7
## pm2.5         325   270   252   234 210.0 142.0 122.0  59.0 40.00 32.00  43.0
## CV residual   190   154   132   115 140.7  90.7 105.2  47.7 34.73  9.07 -20.7
##             35642 35644 35646 35648 35649 35651 35659 35661 35664 35667 35672
## Predicted    82.5  91.3 104.7  61.3  69.9  41.6  60.1  73.9 132.8   147   131
## cvpred       83.4  92.2 105.6  62.1  70.8  42.1  61.0  74.9 133.6   148   132
## pm2.5        55.0  60.0  42.0  32.0  14.0  18.0  14.0  45.0  59.0    30    26
## CV residual -28.4 -32.2 -63.6 -30.1 -56.8 -24.1 -47.0 -29.9 -74.6  -118  -106
##             35674 35678 35679 35682 35683  35685  35686  35687 35693 35696
## Predicted   124.5  89.8  88.7 81.62  98.8 106.82 120.23 133.28 152.8 150.9
## cvpred      125.5  90.5  89.4 82.35  99.6 107.66 121.11 134.19 153.9 152.1
## pm2.5        29.0  38.0  49.0 74.00  80.0 106.00 113.00 139.00 111.0 119.0
## CV residual -96.5 -52.5 -40.4 -8.35 -19.6  -1.66  -8.11   4.81 -42.9 -33.1
##             35697 35702 35714 35716 35717 35718 35721 35724 35729 35730 35731
## Predicted   145.3  75.8  73.4  86.8  91.1  90.1  89.4  79.4  74.5 74.18  84.3
## cvpred      146.4  76.3  74.3  87.9  92.2  91.3  90.5  80.1  75.1 74.81  85.1
## pm2.5       125.0 149.0   9.0  13.0  13.0  14.0  18.0  15.0  64.0 81.00  75.0
## CV residual -21.4  72.7 -65.3 -74.9 -79.2 -77.3 -72.5 -65.1 -11.1  6.19 -10.1
##             35739 35742 35750 35752 35755 35757 35760 35761 35766 35771 35775
## Predicted   146.1 153.0 110.9 105.8 131.0 136.6   136 132.2 117.9 34.29  4.74
## cvpred      147.1 154.2 111.7 106.5 131.8 137.6   137 133.2 118.9 34.99  5.25
## pm2.5        74.0  81.0 163.0 190.0 217.0 226.0   213 229.0  20.0 26.00 12.00
## CV residual -73.1 -73.2  51.3  83.5  85.2  88.4    76  95.8 -98.9 -8.99  6.75
##             35777 35787 35788 35790  35792 35795 35796  35799 35805 35807 35808
## Predicted    3.15   123   128   142 140.50 121.6 115.4 119.20 128.0 127.6 131.8
## cvpred       3.66   124   129   143 141.46 122.4 116.1 119.85 128.7 128.3 132.4
## pm2.5       17.00   344   281   150 133.00 103.0  81.0 117.00 148.0 167.0 180.0
## CV residual 13.34   220   152     7  -8.46 -19.4 -35.1  -2.85  19.3  38.7  47.6
##             35811 35814  35822 35824 35827  35828 35830   35831 35840 35842
## Predicted   124.1 136.8 126.98 130.9 133.0 137.32 140.7 139.631   151 108.0
## cvpred      124.8 137.5 127.56 131.4 133.6 137.93 141.4 140.293   152 108.6
## pm2.5       172.0 179.0 124.00 143.0 120.0 135.00 132.0 141.000   162 141.0
## CV residual  47.2  41.5  -3.56  11.6 -13.6  -2.93  -9.4   0.707    10  32.4
##             35854 35860 35863 35865 35869 35872 35874 35878 35881 35883 35885
## Predicted   -2.22  38.1  16.8  21.2 -16.2 -46.5 -41.6  30.8  44.7  41.1  38.2
## cvpred      -1.37  39.1  18.0  22.3 -15.2 -45.6 -40.7  31.9  45.9  42.3  39.4
## pm2.5        7.00   9.0   7.0   6.0   6.0   4.0   6.0  11.0   3.0   6.0   6.0
## CV residual  8.37 -30.1 -11.0 -16.3  21.2  49.6  46.7 -20.9 -42.9 -36.3 -33.4
##             35889 35891 35893 35895 35898 35901 35902 35903 35904 35905 35906
## Predicted    32.3 13.59 -3.52 -27.4 14.76 62.82  52.1  51.6  86.5  89.9 76.23
## cvpred       33.5 14.61 -2.59 -26.5 15.71 63.94  53.1  52.6  87.7  91.0 77.39
## pm2.5        10.0 12.00 11.00   6.0 18.00 71.00  91.0 109.0 126.0 104.0 80.00
## CV residual -23.5 -2.61 13.59  32.5  2.29  7.06  37.9  56.4  38.3  13.0  2.61
##             35912  35913 35915 35917 35918 35919 35921 35932 35934 35935 35936
## Predicted   120.9 120.68  93.5  71.7  84.6 93.54 92.19 134.7 144.5   135 139.7
## cvpred      122.4 122.12  94.6  72.6  85.5 94.33 92.98 135.9 145.7   136 140.9
## pm2.5       148.0 114.00 117.0 116.0  96.0 96.00 99.00 203.0 187.0   168 158.0
## CV residual  25.6  -8.12  22.4  43.4  10.5  1.67  6.02  67.1  41.3    32  17.1
##              35937 35938 35944 35945 35947 35950  35951 35954 35961 35962 35963
## Predicted   144.23 127.8  79.8  89.8  90.8 112.9 135.12 137.3 147.3 146.8 146.3
## cvpred      145.42 128.8  80.5  90.6  91.6 113.8 136.03 138.2 148.3 147.9 147.4
## pm2.5       155.00 154.0 125.0 121.0 102.0 155.0 131.00  86.0 105.0 105.0 112.0
## CV residual   9.58  25.2  44.5  30.4  10.4  41.2  -5.03 -52.2 -43.3 -42.9 -35.4
##             35965 35972 35975 35978 35980 35981 35987 35989 35991 35995 36001
## Predicted   140.2 130.9 138.6 136.4 135.6 150.8 149.8  97.1  88.2  96.3  89.8
## cvpred      141.2 131.8 139.5 137.3 136.6 151.8 150.7  97.8  88.9  97.3  91.0
## pm2.5        94.0 107.0 108.0  95.0  88.0 115.0  79.0  20.0  10.0  10.0   9.0
## CV residual -47.2 -24.8 -31.5 -42.3 -48.6 -36.8 -71.7 -77.8 -78.9 -87.3 -82.0
##             36007 36009 36011 36019 36021 36022 36023 36030 36033 36034 36038
## Predicted    93.5  95.4  62.9  77.4  89.6  97.8 112.7   118   127 102.9  79.6
## cvpred       94.8  96.8  64.0  78.4  90.7  98.9 113.9   120   128 104.1  80.7
## pm2.5        10.0  12.0  12.0  11.0  15.0  26.0  24.0     9    13  13.0  20.0
## CV residual -84.8 -84.8 -52.0 -67.4 -75.7 -72.9 -89.9  -111  -115 -91.1 -60.7
##             36039 36041 36045 36046 36047 36049 36055 36056 36059 36060  36062
## Predicted    78.4  71.9  96.9 121.6 126.5 142.1 147.2 142.4 118.1 106.2  95.65
## cvpred       79.4  72.8  97.9 122.7 127.7 143.5 148.7 143.8 119.2 107.2  96.55
## pm2.5        20.0  24.0  47.0  53.0  64.0  66.0 112.0 100.0  64.0  73.0 103.00
## CV residual -59.4 -48.8 -50.9 -69.7 -63.7 -77.5 -36.7 -43.8 -55.2 -34.2   6.45
##             36063 36064 36072 36074 36077  36078  36079  36081 36085 36086
## Predicted    85.8  80.4   140   151 143.4 137.41 132.91 128.96  47.0 43.67
## cvpred       86.6  81.2   141   152 144.7 138.65 134.22 130.15  47.8 44.36
## pm2.5       126.0 146.0   177   268 181.0 146.00 141.00 124.00  36.0 39.00
## CV residual  39.4  64.8    36   116  36.3   7.35   6.78  -6.15 -11.8 -5.36
##             36087 36088 36090 36093 36094 36100 36103 36104 36105 36107 36109
## Predicted   47.57  52.4  65.9  91.2 108.6 122.4 111.4 110.6 105.3 112.5   101
## cvpred      48.25  53.1  66.6  92.1 109.5 123.4 112.4 111.5 106.3 113.5   102
## pm2.5       55.00 114.0  95.0 229.0 175.0 193.0 176.0 181.0 185.0 205.0   214
## CV residual  6.75  60.9  28.4 136.9  65.5  69.6  63.6  69.5  78.7  91.5   112
##             36112 36118 36123 36126 36130 36133 36135 36140 36148 36151 36153
## Predicted    97.7   132   149   154 146.4 125.3   114   136   152   144   142
## cvpred       98.5   133   150   155 147.4 126.2   115   137   153   145   143
## pm2.5       208.0   250   261   259 206.0 218.0   264   327   466   322   319
## CV residual 109.5   117   111   104  58.6  91.8   149   190   313   177   176
##             36155 36157 36159 36160 36161 36162 36169 36170 36171 36176 36177
## Predicted     134   120   109   103   105   110   145   150   144   141   135
## cvpred        135   121   109   104   106   111   146   151   145   142   136
## pm2.5         277   279   348   418   423   366   382   393   388   328   323
## CV residual   142   158   239   314   317   255   236   242   243   186   187
##             36178 36180 36181 36182 36183 36185 36186 36190 36194 36196 36198
## Predicted     132  97.0  64.3  58.7  54.6  75.7  84.7   118 120.8 134.8 132.5
## cvpred        133  97.7  64.9  59.2  55.1  76.2  85.3   119 121.7 135.7 133.4
## pm2.5         297 267.0 259.0 177.0 161.0 185.0 211.0   238 142.0 117.0  52.0
## CV residual   164 169.3 194.1 117.8 105.9 108.8 125.7   119  20.3 -18.7 -81.4
##             36202 36204  36211 36217 36218 36219 36222 36223 36226 36228 36229
## Predicted   111.9 69.26 69.865 101.2 110.5 110.0 123.7 123.2 120.4 107.6  97.3
## cvpred      112.7 69.97 70.673 102.1 111.4 110.9 124.7 124.3 121.4 108.5  98.0
## pm2.5        70.0 78.00 71.000  45.0  28.0  27.0  65.0  60.0  71.0  76.0  82.0
## CV residual -42.7  8.03  0.327 -57.1 -83.4 -83.9 -59.7 -64.3 -50.4 -32.5 -16.0
##             36232 36236 36238  36241 36242 36244 36250 36251 36256 36258 36259
## Predicted    88.8 117.8 117.6 122.70 127.3 138.1 124.7 91.68  50.9  54.6  73.9
## cvpred       89.6 118.7 118.4 123.63 128.3 139.2 125.5 92.42  51.5  55.2  74.7
## pm2.5        63.0  80.0  93.0 118.00 116.0 119.0 103.0 89.00  18.0  16.0  15.0
## CV residual -26.6 -38.7 -25.4  -5.63 -12.3 -20.2 -22.5 -3.42 -33.5 -39.2 -59.7
##             36260 36265 36268 36269 36270 36277 36280 36281 36286 36287 36292
## Predicted    86.7 132.5 141.3 140.3   150 127.5   124   128   150   150   156
## cvpred       87.5 133.4 142.3 141.3   151 128.3   125   129   151   151   157
## pm2.5        34.0 152.0 160.0 173.0   174 221.0   273   327   394   448   357
## CV residual -53.5  18.6  17.7  31.7    23  92.7   148   198   243   297   200
##             36293 36296 36299 36300 36305 36313 36314 36315 36319 36320 36323
## Predicted     156   155   132   127   109   144   144   143   127   126   118
## cvpred        157   156   133   127   110   145   145   144   127   127   119
## pm2.5         367   328   268   247   326   384   383   399   296   333   305
## CV residual   210   172   135   120   216   239   238   255   169   206   186
##             36328 36330 36333 36334 36337 36341 36342 36346 36347 36351 36353
## Predicted     111   118   127   130   130   124 129.5   128   124   124   118
## cvpred        112   118   128   131   131   125 130.2   129   125   124   119
## pm2.5         360   339   352   355   287   245 228.0   246   252   283   336
## CV residual   248   221   224   224   156   120  97.8   117   127   159   217
##             36355 36364 36378 36379 36383 36387 36396 36397 36399 36400 36401
## Predicted     128   129   102   112   139   149   117   112  97.7   102   102
## cvpred        129   129   102   112   140   150   118   113  98.1   102   102
## pm2.5         348   339   391   425   353   453   374   397 389.0   410   436
## CV residual   219   210   289   313   213   303   256   284 290.9   308   334
##             36404 36408 36409 36410 36413 36417 36420 36425 36427 36428 36429
## Predicted     126   138   143   138   137   142   130   114 125.9 129.7 123.5
## cvpred        127   139   144   139   138   143   131   115 126.3 130.1 123.8
## pm2.5         501   577   541   532   483   519   557   525 188.0 111.0  82.0
## CV residual   374   438   397   393   345   376   426   410  61.7 -19.1 -41.8
##             36430 36436 36440 36443 36449 36451 36455 36460 36461 36462 36464
## Predicted   138.3  64.7  54.2  34.4  36.3  46.6 108.1   142 141.7 144.9 140.7
## cvpred      138.7  65.3  54.9  35.0  36.8  47.1 108.9   143 142.5 145.8 141.7
## pm2.5        58.0  17.0  11.0  13.0  17.0  17.0  42.0   114  61.0  48.0  54.0
## CV residual -80.7 -48.3 -43.9 -22.0 -19.8 -30.1 -66.9   -29 -81.5 -97.8 -87.7
##             36466 36471 36475 36480 36486 36490 36499 36501 36502 36506 36508
## Predicted   134.6  96.6  85.5 133.9 138.6  95.6  7.88  29.1  36.8 121.4 139.5
## cvpred      135.4  97.2  86.0 134.7 139.5  96.3  8.27  29.6  37.2 122.1 140.3
## pm2.5        63.0 108.0 118.0 172.0 181.0  45.0 29.00  48.0  74.0 133.0 124.0
## CV residual -72.4  10.8  32.0  37.3  41.5 -51.3 20.73  18.4  36.8  10.9 -16.3
##              36510  36511 36516 36517 36522 36528 36533 36535 36536 36539 36542
## Predicted   139.74 139.49  95.5  90.4  53.3   125 144.9 149.6 154.1   137   115
## cvpred      140.59 140.34  96.1  90.9  53.6   126 145.8 150.6 155.1   138   115
## pm2.5       143.00 139.00 157.0 174.0 144.0   257 182.0 209.0 225.0   269   295
## CV residual   2.41  -1.34  60.9  83.1  90.4   131  36.2  58.4  69.9   131   180
##             36543 36546 36547 36549 36550 36553 36556 36558 36561 36563 36567
## Predicted     115   109   113   116   115   109   121 139.5  76.3  9.85 -12.5
## cvpred        115   110   114   116   115   110   122 140.3  76.9 10.40 -12.1
## pm2.5         322   240   230   242   241   266   226  75.0   7.0 14.00  13.0
## CV residual   207   130   116   126   126   156   104 -65.3 -69.9  3.60  25.1
##             36569 36572 36577 36578 36579 36581 36584 36591 36592 36595 36596
## Predicted   -35.2 -15.5  44.7  58.2  56.6   117 111.2  9.96  8.36  16.7  24.7
## cvpred      -34.8 -14.9  45.6  59.3  57.6   118 112.2 10.45  8.85  17.3  25.2
## pm2.5         7.0  12.0  14.0  10.0   9.0    14  30.0 25.00 27.00  39.0  49.0
## CV residual  41.8  26.9 -31.6 -49.3 -48.6  -104 -82.2 14.55 18.15  21.7  23.8
##             36599 36600 36601 36607 36610 36614 36615 36617 36620 36628 36629
## Predicted   20.04  23.8 13.95  76.0 31.65 -2.03 -3.03 -11.2  15.8 137.4 136.9
## cvpred      20.75  24.6 14.72  77.1 32.47 -1.40 -2.45 -10.6  16.4 138.4 137.9
## pm2.5       16.00  12.0 12.00  12.0 23.00 15.00 12.00  12.0  27.0  91.0  99.0
## CV residual -4.75 -12.6 -2.72 -65.1 -9.47 16.40 14.45  22.6  10.6 -47.4 -38.9
##             36630 36631 36635 36637 36649  36652 36653 36659 36663 36665  36674
## Predicted   141.8 142.1  42.2  8.77  79.3 104.85 122.6 128.0  79.4  72.0 126.58
## cvpred      142.8 143.1  42.9  9.33  80.0 105.62 123.4 128.6  79.7  72.3 127.45
## pm2.5        97.0 100.0  64.0 26.00 111.0 110.00 143.0 188.0 201.0 201.0 131.00
## CV residual -45.8 -43.1  21.1 16.67  31.0   4.38  19.6  59.4 121.3 128.7   3.55
##             36675  36679 36683 36685 36688 36696 36698 36699 36703 36705  36709
## Predicted   136.8 134.75  91.9  79.5  54.6   124 123.6 122.5 141.2   130 104.55
## cvpred      137.8 135.66  92.5  79.9  55.0   125 124.4 123.3 142.2   131 105.11
## pm2.5       154.0 143.00 119.0 145.0 147.0    78  40.0  36.0  78.0    76  96.00
## CV residual  16.2   7.34  26.5  65.1  92.0   -47 -84.4 -87.3 -64.2   -55  -9.11
##             36714 36715 36717 36718 36719 36721 36723 36726 36727 36730 36733
## Predicted    83.3  86.8 109.1 123.6 124.1 128.6   133   144   143   111  82.5
## cvpred       83.7  87.2 109.6 124.2 124.8 129.3   134   145   144   112  82.8
## pm2.5       122.0 135.0 159.0 183.0 187.0 224.0   260   260   259   245 272.0
## CV residual  38.3  47.8  49.4  58.8  62.2  94.7   126   115   115   133 189.2
##             36736 36738 36742 36747 36753 36758 36760 36764 36767 36768 36769
## Predicted    71.5  67.9  54.4  74.3  39.4 -2.74 -5.16 23.64  62.7  43.2  52.6
## cvpred       71.7  68.0  54.7  74.8  40.0 -2.40 -4.75 24.19  63.5  43.9  53.4
## pm2.5       225.0 209.0  18.0  14.0  11.0 10.00 13.00 20.00  52.0  66.0  36.0
## CV residual 153.3 141.0 -36.7 -60.8 -29.0 12.40 17.75 -4.19 -11.5  22.1 -17.4
##             36774 36776 36777 36778 36789 36790 36792 36794 36797 36800  36801
## Predicted   105.2 105.4  62.0 28.53  17.1 30.66 -7.73 -2.38  7.12  27.5  0.959
## cvpred      106.1 106.4  62.7 29.13  17.4 31.02 -7.33 -1.94  7.65  28.2  1.372
## pm2.5        15.0  21.0  32.0 21.00  40.0 39.00 37.00 19.00 11.00  12.0 15.000
## CV residual -91.1 -85.4 -30.7 -8.13  22.6  7.98 44.33 20.94  3.35 -16.2 13.628
##             36804 36810 36812 36814 36815 36816 36820 36821 36822 36825 36830
## Predicted   -21.3 -14.3  12.3  19.4  27.6  30.9  92.9 102.9 116.3  86.4  20.8
## cvpred      -21.0 -14.2  12.5  19.7  27.9  31.2  93.6 103.7 117.1  86.9  20.8
## pm2.5         7.0  20.0  32.0  52.0  63.0  66.0  78.0  85.0  82.0 116.0 110.0
## CV residual  28.0  34.2  19.5  32.3  35.1  34.8 -15.6 -18.7 -35.1  29.1  89.2
##             36833 36839 36846 36858 36859 36869 36870 36877 36880 36884 36889
## Predicted   -11.0  56.5  95.0  38.2  46.6   117 122.8  7.91 -5.33 -5.23 17.36
## cvpred      -11.3  56.6  95.6  38.2  46.6   118 123.4  7.77 -5.59 -5.34 17.53
## pm2.5       136.0 189.0 141.0 121.0 137.0   144 150.0 36.00 30.00 24.00 23.00
## CV residual 147.3 132.4  45.4  82.8  90.4    26  26.6 28.23 35.59 29.34  5.47
##             36896 36899 36900 36902 36903 36904 36911 36914 36923 36925 36937
## Predicted    84.8  30.7  46.6  48.3  51.1  49.9 44.07  61.3  83.3  68.6  47.0
## cvpred       85.3  30.8  46.7  48.4  51.1  50.0 44.42  61.7  83.6  69.0  47.5
## pm2.5        14.0  16.0  27.0  67.0  76.0  79.0 47.00  29.0  96.0  79.0  10.0
## CV residual -71.3 -14.8 -19.7  18.6  24.9  29.0  2.58 -32.7  12.4  10.0 -37.5
##             36938 36944 36945 36947 36956 36961 36962 36963 36965 36967 36968
## Predicted    35.9  36.5 10.03 -3.80  9.37  28.3  21.8  21.2  48.9  82.4  87.0
## cvpred       36.3  37.0 10.25 -3.68  9.48  28.6  22.0  21.5  49.4  83.0  87.6
## pm2.5         7.0  11.0  9.00 13.00 12.00   6.0   5.0   7.0  13.0  16.0  26.0
## CV residual -29.3 -26.0 -1.25 16.68  2.52 -22.6 -17.0 -14.5 -36.4 -67.0 -61.6
##             36969 36971 36973 36975 36976 36979 36981 36983 36985 36986 36989
## Predicted    56.7 12.28 -17.8 -31.2 -31.8 -11.7  20.8  6.21  14.6 70.86 111.7
## cvpred       57.0 12.32 -17.9 -31.4 -32.0 -11.8  20.9  6.12  14.6 71.23 112.3
## pm2.5        18.0 21.00  20.0  18.0  19.0  36.0  49.0 55.00  71.0 76.00  93.0
## CV residual -39.0  8.68  37.9  49.4  51.0  47.8  28.1 48.88  56.4  4.77 -19.3
##             36993 36998 36999 37003 37005 37009 37010 37011 37014 37016 37020
## Predicted    53.1 -50.3 -55.0 -46.2  11.4  80.1  76.0  94.0   117   117  51.5
## cvpred       53.4 -50.6 -55.2 -46.4  11.4  80.5  76.4  94.5   118   118  51.4
## pm2.5       109.0  21.0  17.0  11.0  31.0  98.0  96.0 119.0   147   150 166.0
## CV residual  55.6  71.6  72.2  57.4  19.6  17.5  19.6  24.5    29    32 114.6
##             37028 37031 37039 37041 37045 37050 37052 37055 37057 37062 37064
## Predicted    66.3  83.3   134   124  77.8  51.1  60.1   103   118   124   118
## cvpred       66.3  83.4   135   125  77.8  50.8  59.9   103   119   125   118
## pm2.5       155.0 214.0   270   260 270.0 167.0 184.0   252   290   279   228
## CV residual  88.7 130.6   135   135 192.2 116.2 124.1   149   171   154   110
##             37066 37067 37070 37072 37073 37074 37075 37076 37082 37086 37095
## Predicted    75.7  69.3  57.2  46.6  41.1  49.5  58.2  77.7 122.0   132  74.0
## cvpred       75.7  69.2  56.9  46.2  40.7  49.2  57.9  77.6 122.2   132  73.7
## pm2.5       233.0 239.0 223.0 206.0 189.0 188.0 163.0 165.0 201.0   275 327.0
## CV residual 157.3 169.8 166.1 159.8 148.3 138.8 105.1  87.4  78.8   143 253.3
##             37096 37098 37102 37105 37107 37113 37123  37125  37126 37129 37135
## Predicted    68.9  66.7   119   130   135   124 87.67 105.36 104.87   103 134.4
## cvpred       68.5  66.3   119   130   135   124 87.68 105.45 104.96   103 134.6
## pm2.5       286.0 269.0   387   465   435   340 95.00 107.00 111.00   145 194.0
## CV residual 217.5 202.7   268   335   300   216  7.32   1.55   6.04    42  59.4
##             37138 37139 37141 37142 37145 37150 37151 37153 37156 37170 37171
## Predicted   118.1 116.0  88.8  67.9 67.93 108.5 124.1 134.1   141  39.2  53.6
## cvpred      118.1 115.9  88.6  67.6 67.56 108.4 124.1 134.3   141  38.9  53.4
## pm2.5       194.0 165.0 100.0  83.0 60.00 183.0 217.0 222.0    22  25.0  26.0
## CV residual  75.9  49.1  11.4  15.4 -7.56  74.6  92.9  87.7  -119 -13.9 -27.4
##             37173 37174 37177 37180 37182 37183 37190 37191 37205 37206 37209
## Predicted    52.8 56.04   103 114.1 118.7   123 -12.0 -22.4  68.7  76.6 101.4
## cvpred       52.6 55.86   103 114.3 119.1   123 -12.4 -22.9  68.7  76.6 101.4
## pm2.5        36.0 47.00    61  63.0  39.0    42  14.0  11.0 153.0 116.0 180.0
## CV residual -16.6 -8.86   -42 -51.3 -80.1   -81  26.4  33.9  84.3  39.4  78.6
##             37218 37219 37224 37229 37230 37232 37234 37237 37240 37244 37245
## Predicted    50.3  49.2 124.8 141.0 146.0 145.9   114  65.5  14.7  23.9  47.0
## cvpred       50.0  48.9 124.9 141.4 146.4 146.2   114  65.2  14.3  23.6  46.8
## pm2.5        72.0  27.0 175.0 174.0 180.0 214.0   216 121.0  63.0  69.0  65.0
## CV residual  22.0 -21.9  50.1  32.6  33.6  67.8   102  55.8  48.7  45.4  18.2
##             37246 37247 37251  37256 37259 37260 37270 37271 37273 37280 37282
## Predicted    68.5 96.81 111.7 131.00  51.0  43.8 80.09  83.6  77.8  32.9 -1.52
## cvpred       68.4 96.81 111.8 131.24  50.8  43.5 80.14  83.7  77.9  33.2 -1.47
## pm2.5        83.0 90.00 103.0 138.00 119.0  80.0 87.00  72.0  64.0  15.0  6.00
## CV residual  14.6 -6.81  -8.8   6.76  68.2  36.5  6.86 -11.7 -13.9 -18.2  7.47
##             37283 37284 37285 37294 37295 37298 37301 37302 37307 37309 37316
## Predicted   -23.6 -35.8 -60.7 24.29 16.75  76.7  98.3 111.7  63.2  31.2 -16.1
## cvpred      -23.7 -35.9 -60.8 24.61 17.08  77.1  98.8 112.2  63.4  31.0 -16.1
## pm2.5         9.0  14.0  14.0 22.00 20.00  35.0  32.0  36.0  53.0  41.0  14.0
## CV residual  32.7  49.9  74.8 -2.61  2.92 -42.1 -66.8 -76.2 -10.4  10.0  30.1
##             37319 37322 37324 37325 37326 37327 37330 37332 37334 37338 37341
## Predicted    67.8  87.5  97.9 102.8 118.0 108.2 17.29 -4.44 -6.27 -8.49 34.04
## cvpred       68.0  87.9  98.3 103.3 118.6 108.8 17.44 -4.38 -6.32 -8.60 34.04
## pm2.5        31.0  33.0  28.0  32.0  37.0  36.0  8.00 11.00  4.00 10.00 37.00
## CV residual -37.0 -54.9 -70.3 -71.3 -81.6 -72.8 -9.44 15.38 10.32 18.60  2.96
##             37344 37348 37350 37352 37353 37355 37357 37366 37371  37377 37378
## Predicted    82.6   126 131.6   121  73.7  11.5 -36.9  12.7  95.2  98.56 82.91
## cvpred       82.9   127 132.2   121  74.0  11.4 -37.2  12.5  95.4  98.66 82.87
## pm2.5        49.0    65  61.0   102  91.0  51.0  39.0  82.0  63.0 105.00 92.00
## CV residual -33.9   -62 -71.2   -19  17.0  39.6  76.2  69.5 -32.4   6.34  9.13
##             37379 37382 37386 37388 37390 37391 37392 37393 37398 37401 37407
## Predicted    68.0  29.7  17.3  50.4  83.2  97.8  86.9 100.7 137.4 111.7  30.9
## cvpred       67.9  29.3  16.9  50.2  83.1  97.9  86.9 100.8 137.7 111.8  30.4
## pm2.5       103.0  92.0  88.0 105.0 123.0 147.0 155.0 166.0 195.0 181.0 158.0
## CV residual  35.1  62.7  71.1  54.8  39.9  49.1  68.1  65.2  57.3  69.2 127.6
##             37410 37415 37418 37424 37426 37435 37441 37442 37443 37447 37449
## Predicted    27.0  67.2  83.4 123.9  98.2 -15.7  75.8  80.1  84.7  91.8  80.7
## cvpred       26.6  67.0  83.3 123.9  98.0 -16.2  75.7  80.1  84.8  91.9  80.7
## pm2.5       139.0 136.0 136.0 196.0 162.0  73.0 165.0 175.0 112.0 106.0 101.0
## CV residual 112.4  69.0  52.7  72.1  64.0  89.2  89.3  94.9  27.2  14.1  20.3
##             37450 37451 37454 37462 37475 37478 37479  37480 37489 37490 37497
## Predicted    66.0  55.6  44.2 74.89  84.7 51.47  51.5 41.584  85.1 105.2  94.4
## cvpred       65.9  55.5  44.1 74.92  84.7 51.41  51.4 41.479  85.3 105.5  94.6
## pm2.5        88.0 125.0  74.0 65.00  47.0 43.00  36.0 41.000  78.0  82.0 143.0
## CV residual  22.1  69.5  29.9 -9.92 -37.7 -8.41 -15.4 -0.479  -7.3 -23.5  48.4
##             37498 37500 37503 37504 37508 37509 37514 37518 37521 37533 37535
## Predicted    74.9  45.3  24.0  23.1  59.1  63.4  99.0 123.7 121.0  76.2  98.8
## cvpred       74.9  45.2  23.7  22.9  59.0  63.3  99.2 124.1 121.1  76.0  98.7
## pm2.5       190.0 187.0  78.0  75.0 119.0 119.0 128.0 150.0 157.0 136.0 186.0
## CV residual 115.1 141.8  54.3  52.1  60.0  55.7  28.8  25.9  35.9  60.0  87.3
##             37537 37539 37541 37545 37548 37550 37551 37557 37563 37564 37573
## Predicted     107   125   135   119  97.4  70.9  67.0  86.8  98.1 107.5 86.05
## cvpred        107   125   135   120  97.2  70.4  66.5  86.4  97.9 107.4 85.64
## pm2.5         254   262   280   244 274.0 266.0 239.0 252.0  55.0  57.0 93.00
## CV residual   147   137   145   124 176.8 195.6 172.5 165.6 -42.9 -50.4  7.36
##             37575 37578 37582 37594 37603 37605 37609 37611  37614 37615 37620
## Predicted    40.5 36.47  40.2  78.5  26.3  40.5  75.1  78.5 116.84 130.5   133
## cvpred       40.3 36.22  40.1  78.5  26.1  40.4  75.2  78.6 116.98 130.7   133
## pm2.5        53.0 38.00  54.0  52.0  67.0  91.0 127.0 112.0 124.00 107.0    93
## CV residual  12.7  1.78  13.9 -26.5  40.9  50.6  51.8  33.4   7.02 -23.7   -40
##             37622 37625  37626  37629 37630 37633 37636   37637  37640 37641
## Predicted   118.4 112.5 111.99 120.03 119.5   128 136.3 142.398 146.78 141.4
## cvpred      118.3 112.3 111.85 119.94 119.4   128 136.3 142.449 146.83 141.4
## pm2.5       103.0 101.0 117.00 127.00 141.0   152 156.0 143.000 150.00 162.0
## CV residual -15.3 -11.3   5.15   7.06  21.6    24  19.7   0.551   3.17  20.6
##             37643 37647 37650 37653 37654  37656 37657 37658 37660 37665 37672
## Predicted   116.0 104.1 106.2  96.6  96.5 85.788  94.8 121.2 116.4 110.5 104.1
## cvpred      115.8 103.8 105.9  96.6  96.5 85.822  94.9 121.4 116.5 110.6 104.2
## pm2.5       179.0 158.0 162.0  92.0  83.0 86.000  83.0  84.0  77.0  72.0  46.0
## CV residual  63.2  54.2  56.1  -4.6 -13.5  0.178 -11.9 -37.4 -39.5 -38.6 -58.2
##             37673 37677 37678 37679 37680 37682 37683 37690 37697 37700 37701
## Predicted    97.4   109 112.7 136.6 136.4 146.1 141.5  97.5 38.34  67.5  70.8
## cvpred       97.4   109 112.9 136.9 136.7 146.5 141.9  97.5 38.01  67.3  70.5
## pm2.5        55.0    59  67.0  72.0  78.0 105.0 112.0  64.0 33.00  56.0  59.0
## CV residual -42.4   -50 -45.9 -64.9 -58.7 -41.5 -29.9 -33.5 -5.01 -11.3 -11.5
##             37704 37705 37708 37711 37712 37716 37719 37720 37724 37727 37731
## Predicted   110.7 117.3 117.1 116.4 112.5  25.8 22.70 21.59  45.6 61.26 122.5
## cvpred      110.7 117.5 117.3 116.6 112.6  25.5 22.21 21.11  45.4 60.96 122.7
## pm2.5        72.0  76.0  90.0  46.0  49.0  39.0 24.00 25.00  32.0 66.00 106.0
## CV residual -38.7 -41.5 -27.3 -70.6 -63.6  13.5  1.79  3.89 -13.4  5.04 -16.7
##             37740 37741 37749 37751 37753 37758 37760 37761 37762 37763 37774
## Predicted   37.46  26.7  58.3 62.51  84.3 109.3 111.6 100.5  94.5  92.9 101.5
## cvpred      37.02  26.2  57.9 62.18  84.1 109.3 111.5 100.3  94.2  92.6 101.2
## pm2.5       36.00  56.0  73.0 60.00  73.0  99.0 129.0 136.0 151.0 162.0  71.0
## CV residual -1.02  29.8  15.1 -2.18 -11.1 -10.3  17.5  35.7  56.8  69.4 -30.2
##             37776 37777 37782  37784 37791 37793 37799 37802 37804 37805 37806
## Predicted   105.6 108.4 120.5 118.78  93.2  81.5 111.0 118.2 123.4 128.5 133.4
## cvpred      105.4 108.2 120.4 118.67  92.7  80.9 110.7 118.1 123.3 128.5 133.4
## pm2.5        80.0  82.0  96.0 109.00 135.0 121.0 121.0 136.0 155.0 141.0 110.0
## CV residual -25.4 -26.2 -24.4  -9.67  42.3  40.1  10.3  17.9  31.7  12.5 -23.4
##             37816 37817 37819 37820 37824 37833 37834 37835 37836 37842 37843
## Predicted    55.7  55.3  66.4  89.5 129.4 127.8 113.2  89.0  75.2  95.9 105.0
## cvpred       55.0  54.7  66.0  89.2 129.4 127.8 113.1  88.8  74.9  95.6 104.8
## pm2.5       102.0  90.0 112.0 101.0  55.0  31.0  38.0  39.0  61.0  48.0  52.0
## CV residual  47.0  35.3  46.0  11.8 -74.4 -96.8 -75.1 -49.8 -13.9 -47.6 -52.8
##             37847 37853 37854 37855 37859 37863 37864 37870  37871 37874 37880
## Predicted   122.2   149 147.9   147  55.8  28.7  37.5  88.5 106.72 119.7   132
## cvpred      122.2   149 148.1   147  55.5  28.3  37.0  88.3 106.57 119.8   132
## pm2.5        35.0    72  80.0    58  35.0  72.0  84.0  98.0 116.00  37.0    80
## CV residual -87.2   -77 -68.1   -89 -20.5  43.7  47.0   9.7   9.43 -82.8   -52
##             37883 37886 37888 37892 37898 37903 37904 37905 37910 37915 37917
## Predicted    83.2  32.0  26.8  57.6 109.2 135.1 114.6  90.9  58.6  48.7  65.6
## cvpred       82.8  31.5  26.3  57.2 109.2 135.3 114.6  90.8  58.1  48.2  65.1
## pm2.5       132.0  51.0  41.0  63.0  92.0  83.0  96.0 113.0 136.0  99.0  95.0
## CV residual  49.2  19.5  14.7   5.8 -17.2 -52.3 -18.6  22.2  77.9  50.8  29.9
##             37922 37925 37928 37930 37932 37933 37934 37935 37936 37937 37942
## Predicted   102.3 133.6   127 106.2  85.3  70.7  60.9  54.7  53.3  52.0  76.7
## cvpred      102.1 133.7   127 105.9  84.8  70.1  60.3  54.0  52.6  51.3  76.3
## pm2.5        89.0  97.0   115 156.0 170.0 135.0  98.0  86.0  81.0  79.0  90.0
## CV residual -13.1 -36.7   -12  50.1  85.2  64.9  37.7  32.0  28.4  27.7  13.7
##              37946 37963 37969 37973 37974 37989 37992 37993 37997 37998 37999
## Predicted   97.740  61.3  67.6  58.2  51.1  92.7 107.3 126.1 136.6   143 141.8
## cvpred      97.469  61.0  67.5  58.2  51.1  92.7 107.4 126.3 136.9   143 142.1
## pm2.5       97.000 130.0  47.0  34.0  34.0  21.0  42.0  42.0  42.0    39  64.0
## CV residual -0.469  69.0 -20.5 -24.2 -17.1 -71.7 -65.4 -84.3 -94.9  -104 -78.1
##             38005 38013 38015 38017 38021 38022 38023 38025 38026 38027 38028
## Predicted    37.9  22.2  26.9 43.78 36.57 38.75 37.15  4.55 -21.6 -43.9 -48.0
## cvpred       37.5  22.1  26.9 43.92 36.81 38.98 37.38  4.64 -21.6 -44.0 -48.1
## pm2.5       121.0  96.0  50.0 52.00 38.00 41.00 46.00 51.00  59.0  57.0  56.0
## CV residual  83.5  73.9  23.1  8.08  1.19  2.02  8.62 46.36  80.6 101.0 104.1
##             38033 38036 38041 38042 38045 38049  38050 38052 38053 38054 38056
## Predicted   -65.5 -57.4 111.1  97.8 103.2 55.53 35.387  30.3 23.92  22.7  11.4
## cvpred      -65.7 -57.4 111.4  98.2 103.6 55.62 35.395  30.3 23.84  22.5  11.2
## pm2.5        43.0  26.0  67.0  82.0  63.0 49.00 35.000  52.0 31.00  39.0  33.0
## CV residual 108.7  83.4 -44.4 -16.2 -40.6 -6.62 -0.395  21.7  7.16  16.5  21.8
##             38058 38059 38065 38067 38071 38072 38074 38077 38083 38087  38090
## Predicted    20.5 28.39  99.8 112.4 114.2  93.9 91.68  80.7  89.7 104.3 129.00
## cvpred       20.3 28.23 100.0 112.6 114.5  94.0 91.62  80.4  89.5 104.2 129.07
## pm2.5        38.0 32.00  59.0  63.0  71.0  61.0 97.00 103.0 106.0 134.0 126.00
## CV residual  17.7  3.77 -41.0 -49.6 -43.5 -33.0  5.38  22.6  16.5  29.8  -3.07
##              38091 38099 38101 38106 38107 38115 38118 38119 38131 38132 38134
## Predicted   134.01  57.6  17.9 -17.4 -8.22   137 149.0 143.7 66.32  70.1  78.2
## cvpred      134.13  57.2  17.5 -17.9 -8.66   137 149.2 143.8 65.99  69.8  78.0
## pm2.5       127.00 105.0  84.0  12.0 12.00   109 125.0 126.0 67.00  80.0  63.0
## CV residual  -7.13  47.8  66.5  29.9 20.66   -28 -24.2 -17.8  1.01  10.2 -15.0
##             38142 38147 38148 38149 38152 38156 38162 38167 38173 38175 38183
## Predicted   100.4 101.0  99.7  98.3  85.1  67.0 100.7 115.1  98.3  93.3  83.0
## cvpred      100.4 100.9  99.5  98.2  84.9  66.8 100.6 115.1  98.2  93.1  82.9
## pm2.5        75.0  83.0  79.0  69.0  74.0  45.0  50.0  50.0  62.0  63.0  40.0
## CV residual -25.4 -17.9 -20.5 -29.2 -10.9 -21.8 -50.6 -65.1 -36.2 -30.1 -42.9
##             38184 38189 38190 38192 38195 38199 38202 38204 38208 38209 38210
## Predicted   111.0 147.7 141.2   143   140   133   120   128 134.7   143   148
## cvpred      111.1 147.9 141.4   143   140   133   120   128 134.8   143   148
## pm2.5        42.0  49.0  46.0    39    34    16    17    20  35.0    40    46
## CV residual -69.1 -98.9 -95.4  -104  -106  -117  -103  -108 -99.8  -103  -102
##             38213 38214 38216 38222 38223 38225 38227   38228 38229 38238
## Predicted     149   150 145.8  36.4  30.0 34.38 44.73 52.6523 60.58 147.4
## cvpred        149   150 145.8  35.6  29.3 33.64 44.02 51.9847 59.95 147.5
## pm2.5          47    57  72.0  23.0  23.0 30.00 40.00 52.0000 64.00  57.0
## CV residual  -102   -93 -73.8 -12.6  -6.3 -3.64 -4.02  0.0153  4.05 -90.5
##              38241 38243 38246 38247  38251 38256 38257 38259 38260 38262 38271
## Predicted   115.73  99.8  55.3  40.0  -9.37 -4.92  11.4  21.9 24.08 26.84 -15.9
## cvpred      115.48  99.4  54.5  39.2 -10.07 -5.25  11.2  21.7 23.91 26.65 -16.3
## pm2.5       106.00 112.0  82.0  52.0  30.00 25.00  32.0  34.0 32.00 29.00  14.0
## CV residual  -9.48  12.6  27.5  12.8  40.07 30.25  20.8  12.3  8.09  2.35  30.3
##             38273 38276 38279 38280 38283 38288 38289 38292 38295 38302 38305
## Predicted    38.3  77.3  52.6   103 126.1 103.5 83.22  31.3  18.0  52.7  70.4
## cvpred       38.0  77.1  52.5   103 126.3 103.5 83.05  30.8  17.3  52.2  70.1
## pm2.5        18.0  19.0  25.0    27  68.0  37.0 89.00  45.0  96.0 105.0 203.0
## CV residual -20.0 -58.1 -27.5   -76 -58.3 -66.5  5.95  14.2  78.7  52.8 132.9
##             38310 38315 38316 38318 38320 38321 38322 38323 38326 38328 38329
## Predicted   119.5 41.05  34.8 10.43  15.3  20.2  24.9  20.9  59.7  77.7  94.8
## cvpred      119.5 40.48  34.2  9.68  14.6  19.5  24.2  20.3  59.3  77.4  94.6
## pm2.5        93.0 50.00  74.0 48.00  49.0  45.0  42.0  38.0  63.0 105.0  74.0
## CV residual -26.5  9.52  39.8 38.32  34.4  25.5  17.8  17.7   3.7  27.6 -20.6
##             38331 38333 38342 38346 38351 38353 38355 38361 38369 38372 38380
## Predicted    90.2 114.6  36.6  29.5  70.6  69.9  88.8 92.56  45.3  68.5 132.1
## cvpred       90.0 114.6  36.0  28.8  70.2  69.7  88.6 92.22  44.5  67.8 131.8
## pm2.5        80.0  76.0  87.0  52.0  28.0  34.0  64.0 89.00  77.0 146.0  61.0
## CV residual -10.0 -38.6  51.0  23.2 -42.2 -35.7 -24.6 -3.22  32.5  78.2 -70.8
##             38392 38395 38396 38397 38400 38402 38405 38406 38411 38414 38418
## Predicted    78.5  71.4 89.98 113.0 123.0 127.7 134.0 118.5  54.9  37.6  40.1
## cvpred       77.8  70.7 89.34 112.5 122.6 127.3 133.8 118.2  54.3  36.8  39.3
## pm2.5       143.0 102.0 97.00 104.0 167.0 196.0 197.0 168.0  17.0  18.0  20.0
## CV residual  65.2  31.3  7.66  -8.5  44.4  68.7  63.2  49.8 -37.3 -18.8 -19.3
##             38421 38423 38424  38425 38426 38429 38432 38433 38434 38436 38441
## Predicted    88.8  93.5  89.3  98.00 116.0 126.0 120.1 100.0  98.4 83.94  65.0
## cvpred       88.1  93.0  89.0  97.68 115.7 125.8 119.9  99.6  97.9 83.32  64.1
## pm2.5        45.0 122.0 114.0 106.00  62.0  80.0  79.0  80.0  79.0 85.00 115.0
## CV residual -43.1  29.0  25.0   8.32 -53.7 -45.8 -40.9 -19.6 -18.9  1.68  50.9
##             38448 38451 38458 38463 38467 38473 38475 38476  38480 38481 38483
## Predicted   100.4   104   111 10.79  13.3  86.3  70.7 74.22 107.85  93.0  56.4
## cvpred       99.8   104   111  9.74  12.4  85.8  70.2 73.67 107.32  92.3  55.6
## pm2.5       144.0   165   259 59.00  38.0  73.0  84.0 80.00 102.00 105.0  94.0
## CV residual  44.2    61   148 49.26  25.6 -12.8  13.8  6.33  -5.32  12.7  38.4
##             38484 38489 38491 38492 38493 38495 38497  38501 38502 38504 38510
## Predicted    49.3  22.2  39.0  43.3  88.1  76.6  89.3 107.49 125.7 134.6 134.2
## cvpred       48.4  21.3  38.2  42.5  87.4  75.9  88.6 107.02 125.3 134.3 133.8
## pm2.5        92.0  46.0  57.0  59.0  61.0  87.0 104.0  99.00  98.0  83.0  88.0
## CV residual  43.6  24.7  18.8  16.5 -26.4  11.1  15.4  -8.02 -27.3 -51.3 -45.8
##             38511 38512 38513 38518 38520 38521 38522 38523 38532 38535 38536
## Predicted   133.7 136.2 135.8 133.0 137.1 136.6   142 142.0  28.2 -5.25 -9.05
## cvpred      133.3 135.8 135.4 132.6 136.8 136.3   142 141.7  27.6 -5.91 -9.72
## pm2.5        78.0  84.0  99.0  91.0  92.0  95.0   107 123.0 113.0 12.00  7.00
## CV residual -55.3 -51.8 -36.4 -41.6 -44.8 -41.3   -35 -18.7  85.4 17.91 16.72
##             38539 38540 38541 38544 38547 38549 38560 38561  38567 38572 38573
## Predicted   -8.12  5.67  66.3   123   119   130  2.75 -4.84  -9.71 107.7  12.4
## cvpred      -8.76  5.13  65.9   123   120   130  1.81 -5.83 -10.55 107.5  11.8
## pm2.5        8.00 10.00  13.0    21     8     8 26.00 27.00  29.00  39.0  39.0
## CV residual 16.76  4.87 -52.9  -102  -112  -122 24.19 32.83  39.55 -68.5  27.2
##             38574 38575 38577 38583 38584 38587 38589 38590 38591 38593 38597
## Predicted    67.9  96.9  24.8 22.11  43.3  9.60 -15.7  64.8  70.5  89.7 123.4
## cvpred       67.6  96.6  24.0 21.39  42.7  8.77 -16.4  64.3  70.2  89.5 123.3
## pm2.5        40.0  40.0 102.0 12.00  16.0 12.00  11.0   8.0  17.0  12.0  27.0
## CV residual -27.6 -56.6  78.0 -9.39 -26.7  3.23  27.4 -56.3 -53.2 -77.5 -96.3
##             38598 38605 38607 38608 38610  38612 38614 38616 38624 38626  38635
## Predicted   123.1 -2.09 -10.4 -12.6 -12.4  1.971  19.2  22.3  92.6  58.9  0.293
## cvpred      123.1 -3.11 -11.6 -13.8 -13.5  0.966  18.2  21.5  92.0  58.1 -0.898
## pm2.5        38.0 15.00  29.0  21.0  32.0 32.000  34.0  40.0  78.0  75.0 30.000
## CV residual -85.1 18.11  40.6  34.8  45.5 31.034  15.8  18.5 -14.0  16.9 30.898
##             38637 38638 38641 38642 38646 38649 38650 38652 38654 38657 38661
## Predicted   40.48  82.4  89.6 79.05  95.3  59.5  54.1  41.7  42.6  48.3  65.7
## cvpred      39.58  81.7  89.0 78.38  95.0  58.7  53.3  40.7  41.6  47.3  64.9
## pm2.5       38.00  63.0  79.0 71.00  73.0  88.0  85.0 104.0  99.0 104.0  95.0
## CV residual -1.58 -18.7 -10.0 -7.38 -22.0  29.3  31.7  63.3  57.4  56.7  30.1
##             38665 38667 38668  38672 38674 38676 38688 38693 38695 38696 38699
## Predicted   79.37 109.3 114.2 103.47  83.9  68.0 129.8 131.8 120.0 118.7  74.6
## cvpred      78.83 108.9 113.9 102.94  83.3  67.2 129.4 131.4 119.6 118.3  73.8
## pm2.5       72.00  84.0  90.0 108.00 123.0 132.0  83.0  46.0  59.0  52.0  40.0
## CV residual -6.83 -24.9 -23.9   5.06  39.7  64.8 -46.4 -85.4 -60.6 -66.3 -33.8
##             38701 38702 38703 38716 38717 38718 38720 38721 38722 38724 38725
## Predicted    71.3  57.7  61.6   115 109.6 120.5 124.5 113.9 108.6 104.2  83.9
## cvpred       70.4  56.8  60.7   115 109.3 120.2 124.2 113.5 108.3 103.7  83.3
## pm2.5        29.0  33.0  37.0    55  24.0  21.0  25.0  25.0  18.0  24.0  20.0
## CV residual -41.4 -23.8 -23.7   -60 -85.3 -99.2 -99.2 -88.5 -90.3 -79.7 -63.3
##             38733 38736 38738 38740 38741 38748 38749 38753 38755 38756 38762
## Predicted    89.7 101.5 110.1 124.7 123.6  64.6  59.3 45.08 53.38  67.2 118.6
## cvpred       89.2 101.1 109.8 124.6 123.5  63.9  58.5 44.16 52.56  66.4 118.2
## pm2.5        44.0  48.0  53.0  52.0  37.0  33.0  25.0 43.00 54.00  56.0  48.0
## CV residual -45.2 -53.1 -56.8 -72.6 -86.5 -30.9 -33.5 -1.16  1.44 -10.4 -70.2
##             38763 38765 38766 38773 38774 38778 38781 38782 38783 38786 38791
## Predicted     118 127.4 133.5  73.2  68.4  68.9  80.2  75.3  83.4 107.6 127.6
## cvpred        118 127.1 133.2  72.4  67.6  68.1  79.5  74.7  82.8 107.1 127.2
## pm2.5          62  83.0  87.0  48.0  38.0  52.0  51.0  54.0  54.0  53.0  95.0
## CV residual   -56 -44.1 -46.2 -24.4 -29.6 -16.1 -28.5 -20.7 -28.8 -54.1 -32.2
##             38792 38795 38797 38803 38804  38811   38812  38817  38819 38821
## Predicted   122.3  82.2  66.9 52.02 61.19 113.28 108.784 110.75 103.90 115.3
## cvpred      121.8  81.4  66.0 51.05 60.31 112.72 108.285 110.15 103.25 114.9
## pm2.5       108.0  76.0  43.0 55.00 59.00 108.00 109.000 101.00 104.00  88.0
## CV residual -13.8  -5.4 -23.0  3.95 -1.31  -4.72   0.715  -9.15   0.75 -26.9
##             38822 38823 38827 38831 38832 38834 38836 38839 38840 38848 38851
## Predicted     138   132   138   135   139   145   136   120   108  37.6  60.2
## cvpred        138   131   138   135   139   145   136   120   108  36.9  59.5
## pm2.5           9     9     7    10    17    24    19     8     6   5.0   9.0
## CV residual  -129  -122  -131  -125  -122  -121  -117  -112  -102 -31.9 -50.5
##             38852 38853 38854 38860 38861 38862 38868 38871 38874 38876 38880
## Predicted    74.3  84.1 112.2 130.4   130   135  83.4 54.88   114   110   135
## cvpred       73.7  83.6 111.8 130.2   130   135  82.8 54.08   113   110   135
## pm2.5         8.0  19.0  26.0  33.0    24    29  59.0 48.00    11    25    33
## CV residual -65.7 -64.6 -85.8 -97.2  -106  -106 -23.8 -6.08  -102   -85  -102
##             38893 38896 38898 38902 38904 38906 38909 38911 38912 38919 38921
## Predicted    65.1  37.0  74.1   100 110.1 129.1 124.0 134.0 133.5 118.8 111.6
## cvpred       64.4  36.2  73.4   100 109.7 128.9 123.7 133.8 133.2 118.3 111.1
## pm2.5        32.0  17.0  20.0    22  49.0  59.0  58.0  71.0  76.0  79.0  59.0
## CV residual -32.4 -19.2 -53.4   -78 -60.7 -69.9 -65.7 -62.8 -57.2 -39.3 -52.1
##             38925 38927 38933 38934 38936 38945 38947 38948 38953 38955 38956
## Predicted   123.3 132.8 138.9 133.7 118.3  54.0  57.7  64.0 113.7 123.8 128.9
## cvpred      122.9 132.4 138.7 133.5 117.9  53.2  56.9  63.3 113.3 123.4 128.6
## pm2.5        88.0  87.0 122.0  96.0  23.0  16.0  20.0  17.0  33.0  37.0  50.0
## CV residual -34.9 -45.4 -16.7 -37.5 -94.9 -37.2 -36.9 -46.3 -80.3 -86.4 -78.6
##             38961 38963 38966 38968 38970 38971 38975 38976 38985 38986 38995
## Predicted    92.6  63.9  33.6  28.1  38.7    43  86.7 100.9 101.2 91.21   137
## cvpred       92.0  63.1  32.5  27.0  37.7    42  86.0 100.2 100.5 90.47   137
## pm2.5        31.0  27.0  16.0  14.0  10.0    20  38.0  50.0  78.0 93.00    19
## CV residual -61.0 -36.1 -16.5 -13.0 -27.7   -22 -48.0 -50.2 -22.5  2.53  -118
##             38998 39000 39002 39004 39005 39009 39011 39015 39016 39023  39024
## Predicted     127   133   137   143   138 119.7  98.9  74.8  69.2 106.1 105.21
## cvpred        127   132   137   143   138 119.2  98.3  73.9  68.3 105.4 104.56
## pm2.5          22    30    35    38    35  25.0  24.0  46.0  47.0  90.0 106.00
## CV residual  -105  -102  -102  -105  -103 -94.2 -74.3 -27.9 -21.3 -15.4   1.44
##             39025 39027  39028 39029 39034 39035 39036 39040 39045 39047  39050
## Predicted   105.5 126.1 125.89 121.8  91.5  90.7 85.08  71.4 118.9   136 140.79
## cvpred      104.9 125.6 125.39 121.3  90.7  89.9 84.23  70.4 118.4   136 140.39
## pm2.5       128.0 111.0 131.00 153.0 117.0 101.0 94.00 130.0  84.0    80 134.00
## CV residual  23.1 -14.6   5.61  31.7  26.3  11.1  9.77  59.6 -34.4   -56  -6.39
##             39052  39053 39054 39059 39066  39068  39069 39073 39081 39082
## Predicted   140.8 140.30   135 110.7  87.4 100.32 115.12 113.4   137 131.8
## cvpred      140.4 139.89   135 110.1  86.5  99.55 114.47 112.7   136 131.4
## pm2.5       112.0 130.00   148 155.0 111.0 105.00 108.00 176.0    24  32.0
## CV residual -28.4  -9.89    13  44.9  24.5   5.45  -6.47  63.3  -112 -99.4
##             39083 39088 39091 39092 39098 39102 39104 39105 39107 39109 39112
## Predicted   126.9 107.0 132.0 135.5 137.7 142.4 132.2 130.3 106.1  77.8  71.3
## cvpred      126.4 106.3 131.6 135.2 137.4 142.2 131.8 129.9 105.5  77.0  70.4
## pm2.5        40.0 119.0  38.0  60.0  67.0  79.0  53.0  46.0  45.0  11.0  47.0
## CV residual -86.4  12.7 -93.6 -75.2 -70.4 -63.2 -78.8 -83.9 -60.5 -66.0 -23.4
##              39118 39119 39121 39122 39130 39131 39133  39135 39136 39138 39142
## Predicted   103.50 107.8 135.7 131.3 114.2 107.9 101.3  98.37 102.2 105.3   109
## cvpred      102.84 107.2 135.2 130.8 113.6 107.3 100.7  97.66 101.5 104.7   108
## pm2.5       108.00 121.0 143.0 151.0 191.0 200.0 181.0 106.00 114.0  87.0    73
## CV residual   5.16  13.8   7.8  20.2  77.4  92.7  80.3   8.34  12.5 -17.7   -35
##             39143 39146 39150 39153 39154 39159 39161 39162 39172 39175 39182
## Predicted   121.8 130.9 142.0 136.0 134.9  91.8  87.1  96.6   131 136.9  96.6
## cvpred      121.3 130.5 141.7 135.7 134.6  91.2  86.3  95.9   131 136.6  95.9
## pm2.5        72.0  89.0  48.0  59.0  35.0  10.0  17.0  20.0    71  60.0  61.0
## CV residual -49.3 -41.5 -93.7 -76.7 -99.6 -81.2 -69.3 -75.9   -60 -76.6 -34.9
##             39183 39184 39185 39187 39189 39197 39202 39203 39205 39208 39211
## Predicted    95.7  85.4  80.5  83.9   128   143 121.0 111.2  95.9  91.1  91.5
## cvpred       95.0  84.6  79.7  83.2   127   143 120.5 110.6  95.2  90.3  90.9
## pm2.5        54.0  51.0  53.0  66.0    15    23  51.0  49.0  40.0  38.0  34.0
## CV residual -41.0 -33.6 -26.7 -17.2  -112  -120 -69.5 -61.6 -55.2 -52.3 -56.9
##             39212 39215 39216 39221 39224 39230 39232 39233 39236 39237 39238
## Predicted     117 132.3 127.7   135 111.1  67.3  61.7  56.8  71.9  86.9  96.1
## cvpred        117 131.9 127.3   134 110.7  66.4  60.8  55.9  71.2  86.2  95.5
## pm2.5          13  39.0  42.0    23  18.0  17.0  17.0  16.0  28.0  27.0  34.0
## CV residual  -104 -92.9 -85.3  -111 -92.7 -49.4 -43.8 -39.9 -43.2 -59.2 -61.5
##             39246 39247 39248 39249 39253 39263 39264 39267 39271 39276  39278
## Predicted   142.4 132.8 121.8 111.2  76.2  83.3  91.9   101   122 103.4 100.94
## cvpred      142.1 132.4 121.3 110.6  75.4  82.6  91.3   100   121 102.8 100.23
## pm2.5        66.0  66.0  63.0  64.0  47.0  64.0  54.0    62    89  75.0  93.00
## CV residual -76.1 -66.4 -58.3 -46.6 -28.4 -18.6 -37.3   -38   -32 -27.8  -7.23
##             39279  39281 39287 39291 39297 39300 39301 39308 39311 39320 39321
## Predicted   99.59 101.78 112.4 118.7 129.3 102.9 87.74 108.1 119.0  91.7  76.6
## cvpred      98.88 101.12 111.8 118.2 128.7 102.1 86.83 107.4 118.4  91.0  75.8
## pm2.5       96.00  98.00 133.0 178.0 168.0  91.0 87.00  75.0  68.0   4.0  15.0
## CV residual -2.88  -3.12  21.2  59.8  39.3 -11.1  0.17 -32.4 -50.4 -87.0 -60.8
##             39323 39324 39325 39329 39332 39333 39336 39343 39348 39349  39350
## Predicted    54.8  39.6  44.0  29.6  47.2  47.1 103.2   103  27.3 12.06 10.961
## cvpred       54.0  38.7  43.1  28.6  46.3  46.3 102.7   103  26.2 10.94  9.835
## pm2.5        16.0   7.0  11.0  11.0  11.0  18.0  25.0    17  13.0 14.00  9.000
## CV residual -38.0 -31.7 -32.1 -17.6 -35.3 -28.3 -77.7   -86 -13.2  3.06 -0.835
##             39351 39352 39355 39356 39357 39360 39363 39365 39369 39370 39371
## Predicted    4.97 13.45  46.3  55.3  53.4 107.1 117.1 127.6 81.94  91.0  76.1
## cvpred       3.79 12.24  45.2  54.3  52.5 106.5 116.6 127.2 81.15  90.2  75.2
## pm2.5       15.00 15.00  15.0  15.0  26.0  28.0  43.0  37.0 77.00  45.0  36.0
## CV residual 11.21  2.76 -30.2 -39.3 -26.5 -78.5 -73.6 -90.2 -4.15 -45.2 -39.2
##             39376 39377 39378 39385 39386 39387 39388 39390 39391 39393 39398
## Predicted    48.7  42.7 37.97 111.5   116 115.5 116.6 121.8 115.4 100.5  60.3
## cvpred       47.7  41.6 36.94 110.9   115 114.9 116.1 121.3 114.8  99.7  59.2
## pm2.5        61.0  59.0 31.00  70.0    67  59.0  68.0 104.0  94.0  65.0 104.0
## CV residual  13.3  17.4 -5.94 -40.9   -48 -55.9 -48.1 -17.3 -20.8 -34.7  44.8
##             39400 39408 39410 39412 39414  39417 39421 39426 39428 39429 39430
## Predicted    52.7  71.2  84.5  87.5 101.2 104.99  77.4  85.0  92.8  97.6 100.6
## cvpred       51.6  70.4  83.8  86.8 100.6 104.29  76.5  84.1  91.9  96.8  99.8
## pm2.5        74.0  57.0  58.0  63.0  86.0 108.00 102.0 121.0 163.0 168.0 149.0
## CV residual  22.4 -13.4 -25.8 -23.8 -14.6   3.71  25.5  36.9  71.1  71.2  49.2
##             39434 39436 39437 39438 39439 39440 39441 39443 39453 39454 39455
## Predicted     140 140.3 140.8 140.8 140.8 140.3 135.7   135 127.7 127.2 134.9
## cvpred        140 139.9 140.4 140.4 140.4 139.9 135.2   134 127.1 126.6 134.4
## pm2.5          30  43.0  45.0  65.0  59.0  58.0  57.0    33 110.0 114.0 101.0
## CV residual  -110 -96.9 -95.4 -75.4 -81.4 -81.9 -78.2  -101 -17.1 -12.6 -33.4
##             39457 39459 39461 39467 39468 39470 39471 39472 39476 39477 39478
## Predicted   134.0 132.7 134.9   122   116   113 112.9 107.3 114.1 108.8 128.3
## cvpred      133.5 132.2 134.4   121   115   113 112.1 106.4 113.3 108.1 127.6
## pm2.5       110.0 169.0 214.0   277   274   232 212.0 177.0 150.0 153.0 206.0
## CV residual -23.5  36.8  79.6   156   159   119  99.9  70.6  36.7  44.9  78.4
##             39482 39484 39486 39489 39492 39504 39514 39519 39520 39525 39536
## Predicted     139   138   133   124 102.4 128.8 127.0  93.4  92.6 110.3   123
## cvpred        138   138   133   123 101.4 128.2 126.4  92.5  91.6 109.5   123
## pm2.5         291   303   281   201 145.0 156.0 112.0  71.0  67.0  91.0   233
## CV residual   153   165   148    78  43.6  27.8 -14.4 -21.5 -24.6 -18.5   110
##             39538 39541 39545 39549 39551 39558 39559 39560 39562 39563 39566
## Predicted     117  99.4  95.3  97.9 101.7   130 129.0 127.4 115.4   110  96.6
## cvpred        116  98.5  94.4  97.1 100.9   129 128.5 126.8 114.7   109  95.7
## pm2.5         218 180.0 150.0 184.0 181.0    99  94.0  84.0  80.0    88 151.0
## CV residual   102  81.5  55.6  86.9  80.1   -30 -34.5 -42.8 -34.7   -21  55.3
##             39569 39572 39573 39577 39579 39582 39583 39586 39587 39589 39596
## Predicted    93.0 100.2 100.1 114.4   125 133.9   125 112.4  93.5  50.8  86.3
## cvpred       92.1  99.4  99.3 113.7   124 133.3   124 111.6  92.6  49.8  85.5
## pm2.5       191.0 189.0 188.0 196.0   192 156.0   163 131.0 115.0  26.0  10.0
## CV residual  98.9  89.6  88.7  82.3    68  22.7    39  19.4  22.4 -23.8 -75.5
##             39597 39598 39599 39606 39608 39610 39613 39616 39617 39632 39635
## Predicted    95.6 102.0 120.8   125 108.4  82.1  67.7  54.4  68.0 105.3  49.2
## cvpred       94.9 101.3 120.2   124 107.9  81.4  66.8  53.5  67.2 104.7  48.2
## pm2.5        16.0  49.0  45.0    21  17.0  16.0  14.0  10.0  14.0  25.0  28.0
## CV residual -78.9 -52.3 -75.2  -103 -90.9 -65.4 -52.8 -43.5 -53.2 -79.7 -20.2
##             39637 39639 39641 39642 39644 39650 39651 39658 39663 39666 39667
## Predicted    33.6 17.35 19.28 23.07 35.02 111.5   122  56.8  36.4  38.2  47.5
## cvpred       32.5 16.19 18.12 21.95 33.99 110.9   121  55.9  35.2  37.2  46.5
## pm2.5        15.0 18.00 17.00 17.00 24.00  52.0    53  18.0   9.0  16.0   9.0
## CV residual -17.5  1.81 -1.12 -4.95 -9.99 -58.9   -68 -37.9 -26.2 -21.2 -37.5
##             39668 39671 39673 39677 39681 39682 39684 39685 39696 39698 39699
## Predicted    56.9  96.3  77.9  73.2  68.3  62.1  44.2  33.6  87.3 108.0  97.7
## cvpred       56.0  95.7  77.2  72.6  67.6  61.3  43.3  32.7  86.7 107.5  97.1
## pm2.5        18.0  33.0  46.0  12.0  10.0  10.0   7.0   6.0  20.0  35.0  30.0
## CV residual -38.0 -62.7 -31.2 -60.6 -57.6 -51.3 -36.3 -26.7 -66.7 -72.5 -67.1
##             39700 39702 39703 39706 39708 39711 39720 39722 39724 39728 39732
## Predicted   113.1 108.7  98.3  72.8  41.9  27.6 121.3 126.9 127.1 109.3  52.6
## cvpred      112.7 108.3  97.8  72.0  40.9  26.5 120.8 126.4 126.8 108.8  51.7
## pm2.5        13.0  20.0  18.0  10.0  13.0  12.0  45.0  58.0  46.0  24.0  19.0
## CV residual -99.7 -88.3 -79.8 -62.0 -27.9 -14.5 -75.8 -68.4 -80.8 -84.8 -32.7
##             39733 39734 39744 39745 39747 39760 39761 39763 39764 39765 39768
## Predicted      47  46.4  85.6  91.1  88.4 64.79 63.44  65.9  69.9  72.9  94.7
## cvpred         46  45.3  84.9  90.3  87.8 63.84 62.49  65.0  69.0  72.1  93.9
## pm2.5          21  22.0  19.0  30.0  40.0 55.00 57.00  51.0  49.0  54.0  81.0
## CV residual   -25 -23.3 -65.9 -60.3 -47.8 -8.84 -5.49 -14.0 -20.0 -18.1 -12.9
##             39769 39770 39779  39786 39787 39790 39794 39795 39808 39814 39817
## Predicted     110 125.1 114.1 105.80 105.4 118.4 129.9 130.3 109.1 128.3 128.0
## cvpred        109 124.6 113.4 105.04 104.7 117.8 129.4 129.8 108.3 127.6 127.4
## pm2.5          93 108.0 148.0 111.00  90.0  70.0  82.0 111.0 162.0 172.0 220.0
## CV residual   -16 -16.6  34.6   5.96 -14.7 -47.8 -47.4 -18.8  53.7  44.4  92.6
##             39820  39825  39826 39831 39840 39841 39843 39844 39846 39850 39853
## Predicted     125 118.52 111.78  92.1 117.0 121.7 116.3 126.3 120.2 101.6 74.36
## cvpred        124 117.86 111.01  91.1 116.2 120.9 115.5 125.6 119.5 100.6 73.18
## pm2.5         158 122.00 113.00 143.0  81.0  87.0  73.0  72.0  77.0  60.0 66.00
## CV residual    34   4.14   1.99  51.9 -35.2 -33.9 -42.5 -53.6 -42.5 -40.6 -7.18
##             39860 39862 39864 39866 39870 39872 39873 39876 39877 39880 39882
## Predicted    76.2  93.3  97.4 107.5 123.1 116.9 105.8  87.9  81.7  72.5 64.56
## cvpred       75.1  92.3  96.5 106.6 122.4 116.1 104.9  86.9  80.6  71.4 63.42
## pm2.5        53.0  72.0  66.0  46.0  64.0  55.0  52.0  52.0  55.0  87.0 60.00
## CV residual -22.1 -20.3 -30.5 -60.6 -58.4 -61.1 -52.9 -34.9 -25.6  15.6 -3.42
##             39884 39886 39889 39891 39895 39898 39900 39901 39903 39906 39912
## Predicted    71.4  74.6  81.6  90.5  88.0 108.1  90.5  88.1  58.0  59.9  66.6
## cvpred       70.3  73.5  80.6  89.6  87.1 107.4  89.6  87.1  56.9  58.8  65.7
## pm2.5        59.0  55.0  56.0  60.0  53.0  20.0  15.0  12.0  14.0  11.0   9.0
## CV residual -11.3 -18.5 -24.6 -29.6 -34.1 -87.4 -74.6 -75.1 -42.9 -47.8 -56.7
##             39918 39922 39923 39926 39932 39935 39936 39942 39944 39948 39949
## Predicted    96.5  73.5  91.7  84.6  96.8  80.4  79.3   122  97.3  80.0  69.6
## cvpred       95.8  72.7  91.0  83.8  96.1  79.6  78.5   121  96.7  79.2  68.8
## pm2.5        16.0  15.0  12.0  18.0   8.0  21.0  17.0    12  19.0  19.0  13.0
## CV residual -79.8 -57.7 -79.0 -65.8 -88.1 -58.6 -61.5  -109 -77.7 -60.2 -55.8
##             39950 39952 39953 39954 39955 39963 39965 39966 39971 39972 39974
## Predicted    66.9  53.0  56.5  56.0  55.2 129.9 125.4   131 119.5 119.3   108
## cvpred       66.0  52.1  55.6  55.1  54.3 129.3 124.8   130 118.8 118.6   107
## pm2.5        22.0  16.0  20.0  21.0  21.0  52.0  74.0    73  90.0 103.0    67
## CV residual -44.0 -36.1 -35.6 -34.1 -33.3 -77.3 -50.8   -57 -28.8 -15.6   -40
##             39975 39978 39979 39981 39988 39994 39997 39998 39999 40001 40002
## Predicted    99.7  99.0  88.6 103.4 141.5  86.8  70.9  65.4  59.9  62.6  56.9
## cvpred       98.9  98.2  87.8 102.8 141.2  86.0  70.0  64.4  58.9  61.6  55.9
## pm2.5        85.0  69.0  51.0  33.0 127.0  61.0  31.0  27.0  32.0  31.0  38.0
## CV residual -13.9 -29.2 -36.8 -69.8 -14.2 -25.0 -39.0 -37.4 -26.9 -30.6 -17.9
##             40009 40016 40019 40021 40024 40029 40031 40032 40035  40038 40044
## Predicted    87.2 120.3  93.9  84.1  53.8 62.96  71.3 66.03 83.60  96.41  79.2
## cvpred       86.5 119.6  93.0  83.1  52.7 62.07  70.5 65.23 82.95  95.85  78.2
## pm2.5        72.0 142.0 119.0 112.0  67.0 57.00  59.0 57.00 76.00 102.00 114.0
## CV residual -14.5  22.4  26.0  28.9  14.3 -5.07 -11.5 -8.23 -6.95   6.15  35.8
##              40059 40063 40064 40065 40066 40071 40072 40073 40074 40076 40081
## Predicted   104.29 112.2   107  95.8 108.2  46.2  44.3  47.4  51.0  66.3 92.31
## cvpred      103.61 111.6   106  95.1 107.4  45.1  43.1  46.3  49.9  65.3 91.53
## pm2.5       113.00 138.0   141 143.0 125.0  73.0  61.0  67.0  80.0  77.0 96.00
## CV residual   9.39  26.4    35  47.9  17.6  27.9  17.9  20.7  30.1  11.7  4.47
##              40084 40085 40089 40090 40092 40093 40097 40100 40102 40104 40106
## Predicted    94.99  99.6  85.7  78.9  61.6  51.5  30.1  50.9  53.4  94.4  88.7
## cvpred       94.26  98.9  84.9  78.0  60.6  50.5  29.0  50.0  52.5  93.8  88.0
## pm2.5       101.00 114.0 179.0 151.0 101.0  92.0  89.0  92.0  85.0  82.0  69.0
## CV residual   6.74  15.1  94.1  73.0  40.4  41.5  60.0  42.0  32.5 -11.8 -19.0
##             40109 40110  40112 40123 40130 40134 40135 40136 40140 40141 40143
## Predicted   139.3 139.0 138.67 113.5 128.5   139 138.3 137.8 110.9 104.9  92.9
## cvpred      138.8 138.5 138.16 112.8 127.9   138 137.7 137.2 110.1 104.1  92.0
## pm2.5        88.0 117.0 142.00 144.0 193.0   192 208.0 219.0 176.0 180.0 163.0
## CV residual -50.8 -21.5   3.84  31.2  65.1    54  70.3  81.8  65.9  75.9  71.0
##             40144 40147 40148 40151  40156  40158 40167 40168 40175 40177 40182
## Predicted    91.8  94.5  99.2 108.0 129.02 133.42  92.8 91.98 127.3 132.4 133.4
## cvpred       90.9  93.6  98.3 107.2 128.41 132.85  91.9 91.01 126.6 131.7 132.8
## pm2.5       155.0 122.0 125.0 187.0 135.00 136.00 103.0 98.00 137.0  78.0  78.0
## CV residual  64.1  28.4  26.7  79.8   6.59   3.15  11.1  6.99  10.4 -53.7 -54.8
##             40186 40188 40191 40198   40199 40201 40210 40215 40229 40234 40239
## Predicted   122.4   111    95 102.4 122.510 127.0 106.7 90.73   133 107.4   136
## cvpred      121.6   110    94 101.4 121.734 126.3 105.8 89.65   132 106.8   135
## pm2.5        77.0    97   109 115.0 121.000 138.0  88.0 95.00    82  12.0     7
## CV residual -44.6   -13    15  13.6  -0.734  11.7 -17.8  5.35   -50 -94.8  -128
##             40242 40244 40245 40246 40249 40250 40252 40255 40256 40260 40261
## Predicted     125   122   127   131   135   133   142   140   129 100.2  86.1
## cvpred        125   121   126   131   134   132   142   140   128  99.5  85.3
## pm2.5           7     4     2     2     6    14    10    11    14  25.0  31.0
## CV residual  -118  -117  -124  -129  -128  -118  -132  -129  -114 -74.5 -54.3
##             40263 40267 40268 40270 40271 40279 40281 40282 40287 40289 40291
## Predicted    57.3  91.5  95.1 114.1 119.0 129.1 101.4  81.3  35.1  43.9  33.7
## cvpred       56.4  90.7  94.2 113.4 118.4 128.6 100.7  80.5  34.1  42.9  32.8
## pm2.5        26.0  32.0  25.0  27.0  28.0  62.0  63.0  50.0   3.0   5.0   8.0
## CV residual -30.4 -58.7 -69.2 -86.4 -90.4 -66.6 -37.7 -30.5 -31.1 -37.9 -24.8
##             40292 40296   40297 40298 40301 40303 40305 40307 40313 40315 40318
## Predicted    82.9 115.0 126.136 131.3   136 130.3 103.8  81.6  55.4  72.3  89.5
## cvpred       82.0 114.4 125.639 130.8   136 129.9 103.2  80.8  54.5  71.4  88.8
## pm2.5        15.0  71.0 125.000 142.0    89  85.0  40.0  62.0  43.0  37.0  48.0
## CV residual -67.0 -43.4  -0.639  11.2   -47 -44.9 -63.2 -18.8 -11.5 -34.4 -40.8
##             40319 40320 40321 40323 40324 40325 40328 40339 40344 40345 40346
## Predicted    94.1  98.8  97.9 126.6 132.0 136.9 126.1  63.5  99.5 114.4 108.7
## cvpred       93.5  98.2  97.3 126.2 131.6 136.6 125.6  62.6  98.9 113.9 108.2
## pm2.5        56.0  41.0  48.0  40.0  42.0  47.0  79.0  49.0  60.0  72.0  71.0
## CV residual -37.5 -57.2 -49.3 -86.2 -89.6 -89.6 -46.6 -13.6 -38.9 -41.9 -37.2
##              40348   40350  40351 40353 40357 40358 40359 40365 40367 40369
## Predicted   112.53 131.895 136.40 119.5  89.6 79.21  69.3  82.7   125   136
## cvpred      112.07 131.504 136.01 118.9  88.7 78.31  68.5  82.0   125   136
## pm2.5       120.00 132.000 144.00 160.0  72.0 70.00  58.0  42.0    15    17
## CV residual   7.93   0.496   7.99  41.1 -16.7 -8.31 -10.5 -40.0  -110  -119
##             40370 40371 40372 40376 40377 40380 40381 40385 40391 40392 40395
## Predicted     132   137   137 131.0 121.0  90.7  80.8  60.8 114.9 119.5 123.4
## cvpred        131   137   137 130.6 120.5  89.9  80.0  59.8 114.2 118.9 122.9
## pm2.5          22    22    24  31.0  24.0  38.0  37.0  23.0  53.0  78.0  58.0
## CV residual  -109  -115  -113 -99.6 -96.5 -51.9 -43.0 -36.8 -61.2 -40.9 -64.9
##             40396 40397 40398 40401 40406 40407 40413 40417 40419 40421 40422
## Predicted   123.3   122   127  85.1  34.3  38.9  97.2 127.8 109.1 109.6  85.8
## cvpred      122.9   122   126  84.4  33.3  37.9  96.6 127.4 108.7 109.3  85.4
## pm2.5        53.0    26    20  12.0   6.0  11.0  22.0  50.0  29.0  23.0  18.0
## CV residual -69.9   -96  -106 -72.4 -27.3 -26.9 -74.6 -77.4 -79.7 -86.3 -67.4
##             40423 40426 40434 40438 40441 40443 40449 40450 40456 40457 40458
## Predicted   105.1  58.8  57.2 101.5   126   128   141 136.0   137   131   122
## cvpred      104.7  58.0  56.3 100.8   125   127   141 135.7   136   131   121
## pm2.5        15.0   8.0  24.0  64.0    23    15    36  53.0    17    15    19
## CV residual -89.7 -50.0 -32.3 -36.8  -102  -112  -105 -82.7  -119  -116  -102
##             40462 40466 40471 40473 40476 40481 40484 40485 40501 40503 40506
## Predicted     137   139   144 121.0 101.7  76.3  82.7  91.4  67.5  53.4  64.5
## cvpred        137   138   143 120.6 101.1  75.4  82.0  90.7  66.7  52.5  63.6
## pm2.5          26    19    35  25.0  26.0  27.0  32.0  38.0  26.0  12.0  48.0
## CV residual  -111  -119  -108 -95.6 -75.1 -48.4 -50.0 -52.7 -40.7 -40.5 -15.6
##             40513 40516 40522 40525 40526 40527 40535 40536 40537 40538 40539
## Predicted     125 136.9   106  80.2  79.2    74   115 120.3 128.4 123.5 122.7
## cvpred        124 136.6   105  79.3  78.3    73   114 119.6 127.8 122.9 122.1
## pm2.5          55  88.0    49  48.0  44.0    38    89  97.0 172.0 209.0  72.0
## CV residual   -69 -48.6   -56 -31.3 -34.3   -35   -25 -22.6  44.2  86.1 -50.1
##             40542 40543 40545 40547 40548 40549 40550 40551 40555 40562 40563
## Predicted   117.2   133 112.0 101.0  85.8  81.2  80.8  75.1  85.8 131.0 131.3
## cvpred      116.8   132 111.5 100.3  85.0  80.3  80.0  74.2  85.1 130.6 130.8
## pm2.5        31.0    27  38.0  39.0  44.0  37.0  36.0  28.0  20.0  91.0  51.0
## CV residual -85.8  -105 -73.5 -61.3 -41.0 -43.3 -44.0 -46.2 -65.1 -39.6 -79.8
##             40566 40567 40570 40572 40573 40576 40592  40593 40598 40602 40604
## Predicted   132.2 131.7 106.4 100.2  99.7  86.9 131.3 115.25 79.08  61.5 79.09
## cvpred      131.8 131.3 105.8  99.5  99.0  86.0 130.8 114.66 78.12  60.6 78.29
## pm2.5        34.0  35.0  39.0  38.0  59.0  74.0 111.0 107.00 69.00  13.0 74.00
## CV residual -97.8 -96.3 -66.8 -61.5 -40.0 -12.0 -19.8  -7.66 -9.12 -47.6 -4.29
##             40607 40612 40613 40615 40616 40622 40623 40646 40647 40649 40651
## Predicted   100.8 118.9 118.6 123.0 126.1 73.09 62.23    88  87.5  85.0  79.0
## cvpred      100.1 118.4 118.2 122.6 125.6 72.15 61.23    87  86.5  84.1  78.1
## pm2.5        78.0  88.0  99.0 106.0 115.0 69.00 69.00   141 137.0 123.0 115.0
## CV residual -22.1 -30.4 -19.2 -16.6 -10.6 -3.15  7.77    54  50.5  38.9  36.9
##             40652 40655 40657 40659 40661 40664 40670 40671 40673  40678  40679
## Predicted    98.3 100.3 109.8 116.3   137   130 105.4  99.4  99.9 129.77 129.89
## cvpred       97.5  99.7 109.2 115.8   137   130 104.7  98.6  99.1 129.21 129.33
## pm2.5       123.0  19.0  22.0  21.0    18    19  41.0  56.0  76.0 124.00 123.00
## CV residual  25.5 -80.7 -87.2 -94.8  -119  -111 -63.7 -42.6 -23.1  -5.21  -6.33
##             40680 40681  40682 40683 40687 40690 40693 40694 40696 40702 40707
## Predicted   129.8 129.3 129.04 127.4 140.0   115  94.3  79.7 79.32 123.1   130
## cvpred      129.2 128.7 128.48 126.8 139.6   114  93.5  78.7 78.37 122.4   130
## pm2.5       110.0 115.0 120.00 149.0 120.0   153 116.0 106.0 83.00 151.0    25
## CV residual -19.2 -13.7  -8.48  22.2 -19.6    39  22.5  27.3  4.63  28.6  -105
##             40708 40710 40711 40715 40719 40721 40725 40726 40727 40732 40733
## Predicted   129.3 135.0 134.8  71.1  47.9  47.2 107.9 107.4 108.4   133   133
## cvpred      128.9 134.6 134.3  70.4  47.0  46.2 107.3 106.8 107.9   132   132
## pm2.5        31.0  39.0  45.0   7.0   6.0   7.0  17.0  46.0  44.0    24    27
## CV residual -97.9 -95.6 -89.3 -63.4 -41.0 -39.2 -90.3 -60.8 -63.9  -108  -105
##             40734 40736 40743 40750 40751 40759 40761 40767 40769 40773 40776
## Predicted     137   120  31.5  65.5  64.4   128  85.5  2.91 -2.83  44.9 104.7
## cvpred        137   119  30.6  64.8  63.7   128  84.9  1.89 -3.84  44.2 104.3
## pm2.5          19    16   7.0  21.0  30.0    27  19.0  6.00 10.00  27.0  39.0
## CV residual  -118  -103 -23.6 -43.8 -33.7  -101 -65.9  4.11 13.84 -17.2 -65.3
##             40780 40781 40783 40784 40785 40793 40800 40802 40806 40808 40810
## Predicted   124.5 129.4 130.4   128  87.6 49.57 96.35 110.3 122.3   116 106.9
## cvpred      124.2 129.2 130.2   128  87.0 48.59 95.72 109.7 121.8   116 106.3
## pm2.5        79.0  89.0  31.0    21  27.0 47.00 93.00  90.0  91.0    69  67.0
## CV residual -45.2 -40.2 -99.2  -107 -60.0 -1.59 -2.72 -19.7 -30.8   -47 -39.3
##             40813 40816 40818 40822 40833 40835 40837 40840 40841 40842  40845
## Predicted    81.2 86.58 105.4 136.0 132.0 120.8 105.9 106.4 101.0 106.1 130.52
## cvpred       80.5 85.85 104.7 135.7 131.6 120.2 105.2 105.7 100.3 105.5 130.02
## pm2.5        66.0 80.00  84.0 125.0  68.0  66.0  49.0  81.0  85.0  88.0 121.00
## CV residual -14.5 -5.85 -20.7 -10.7 -63.6 -54.2 -56.2 -24.7 -15.3 -17.5  -9.02
##              40846 40849 40850 40852 40854 40858  40870 40872 40879 40881 40882
## Predicted   135.53 129.8   135   135 140.5   131 135.16 135.0 140.0 140.5 134.7
## cvpred      135.08 129.3   135   135 140.1   130 134.71 134.6 139.6 140.1 134.1
## pm2.5       139.00 107.0   102   174 154.0   151 143.00 102.0  86.0  79.0  80.0
## CV residual   3.92 -22.3   -33    39  13.9    21   8.29 -32.6 -53.6 -61.1 -54.1
##             40887 40895 40896 40900 40902 40903  40906 40909 40910 40914 40920
## Predicted   113.3 140.1 140.8 145.2 140.8 140.8 129.78 118.0 117.6 139.3   140
## cvpred      112.6 139.6 140.4 144.8 140.4 140.4 129.28 117.4 116.9 138.8   140
## pm2.5        65.0 104.0 104.0  87.0 102.0 101.0 123.00 144.0 153.0 149.0    21
## CV residual -47.6 -35.6 -36.4 -57.8 -38.4 -39.4  -6.28  26.6  36.1  10.2  -119
##             40922 40923 40930 40931 40937 40938 40944 40949 40950 40954 40962
## Predicted   141.3 145.4   146   140   136   142   137   144   143 108.2  56.8
## cvpred      140.9 145.1   145   140   136   141   137   144   143 107.7  56.0
## pm2.5        50.0  59.0    25    34    24    25    11     9     7  17.0  16.0
## CV residual -90.9 -86.1  -120  -106  -112  -116  -126  -135  -136 -90.7 -40.0
##             40963 40969 40972 40973 40977 40978 40984 40985 40992 40996 40997
## Predicted    70.4   138 144.5 144.3 116.6 103.5  35.9  43.3   121 133.5 133.5
## cvpred       69.6   138 144.4 144.2 116.2 102.9  34.9  42.3   121 133.2 133.2
## pm2.5        12.0    23  47.0  50.0  81.0  48.0  17.0  15.0    52  74.0  80.0
## CV residual -57.6  -115 -97.4 -94.2 -35.2 -54.9 -17.9 -27.3   -69 -59.2 -53.2
##             40998 40999 41000 41001 41002 41003   41004  41005 41008 41009
## Predicted   138.4 137.9 131.8 121.8 117.4 110.9 109.262 103.27  90.8  89.9
## cvpred      138.2 137.7 131.4 121.4 116.9 110.3 108.612 102.57  90.0  89.1
## pm2.5        76.0  70.0  73.0  86.0  93.0  96.0 109.000 109.00  74.0  75.0
## CV residual -62.2 -67.7 -58.4 -35.4 -23.9 -14.3   0.388   6.43 -16.0 -14.1
##             41018  41021 41025 41031 41032  41033  41034   41035 41036 41039
## Predicted   135.7 139.56 135.7 103.3 102.4 101.29 100.80 101.062  95.8 112.8
## cvpred      135.2 139.15 135.2 102.5 101.6 100.53 100.04 100.357  95.1 112.2
## pm2.5       157.0 147.00 139.0 135.0 127.0 109.00  94.00 100.000 110.0 138.0
## CV residual  21.8   7.85   3.8  32.5  25.4   8.47  -6.04  -0.357  14.9  25.8
##             41040 41042 41046 41047 41048 41049 41052 41056 41060 41065 41072
## Predicted   111.9 110.9   119 135.7 139.8 134.7 114.4  77.1  93.1 134.2  91.0
## cvpred      111.4 110.4   119 135.2 139.3 134.1 113.7  76.3  92.3 133.8  90.7
## pm2.5       151.0 155.0   154 163.0 170.0 174.0 198.0  79.0 123.0 104.0   3.0
## CV residual  39.6  44.6    35  27.8  30.7  39.9  84.3   2.7  30.7 -29.8 -87.7
##             41074 41075 41076 41077 41078 41086 41087 41093 41095 41098 41100
## Predicted    62.4  57.1  42.6  36.6  38.1   120   121 141.4   141  98.1  80.0
## cvpred       61.8  56.5  41.9  35.9  37.4   120   121 141.4   141  97.6  79.4
## pm2.5         7.0   7.0   3.0   3.0   4.0    20    19  42.0    25  27.0  22.0
## CV residual -54.8 -49.5 -38.9 -32.9 -33.4  -100  -102 -99.4  -116 -70.6 -57.4
##             41103 41114 41115 41119 41120    41122 41123 41124 41125 41126
## Predicted    78.3 128.9 137.9 139.4 133.5 112.4951 107.1  97.3  91.7  77.0
## cvpred       77.6 128.6 137.7 139.2 133.2 112.0143 106.6  96.7  91.0  76.2
## pm2.5        54.0  46.0  44.0 115.0  96.0 112.0000 118.0  92.0  74.0  50.0
## CV residual -23.6 -82.6 -93.7 -24.2 -37.2  -0.0143  11.4  -4.7 -17.0 -26.2
##             41127 41131 41132 41133 41135 41139 41141 41144  41148 41150 41153
## Predicted    71.5  82.2  95.6 105.4 113.7 129.1 128.6   127 111.01 101.7 111.5
## cvpred       70.7  81.6  95.0 104.9 113.3 128.9 128.4   127 110.47 101.1 110.9
## pm2.5        36.0  43.0  48.0  57.0  83.0  73.0  86.0    89 101.00  88.0  92.0
## CV residual -34.7 -38.6 -47.0 -47.9 -30.3 -55.9 -42.4   -38  -9.47 -13.1 -18.9
##             41156 41157 41158 41160  41163 41166 41169 41181 41183 41188 41192
## Predicted   135.0   134 141.5 130.9 141.29 146.7 137.2   119 114.1 142.0 142.0
## cvpred      134.6   134 141.2 130.5 140.95 146.4 136.8   119 113.6 141.8 141.8
## pm2.5       120.0   124 113.0 106.0 135.00  60.0  54.0    57  63.0  62.0  93.0
## CV residual -14.6   -10 -28.2 -24.5  -5.95 -86.4 -82.8   -62 -50.6 -79.8 -48.8
##             41193 41195 41198 41201 41202 41206 41209 41214 41221 41223 41227
## Predicted   137.2 107.1  85.3  71.9  76.0  97.8 137.4 133.0  56.5  67.9 106.2
## cvpred      136.8 106.6  84.6  71.3  75.3  97.4 137.1 132.7  56.1  67.5 105.9
## pm2.5        94.0  51.0  46.0  47.0  46.0  61.0  74.0  86.0  11.0   6.0  10.0
## CV residual -42.8 -55.6 -38.6 -24.3 -29.3 -36.4 -63.1 -46.7 -45.1 -61.5 -95.9
##             41228 41229 41233 41234 41237 41238 41239 41243 41245 41246 41248
## Predicted     121 121.1 141.6 141.6   136   131   140  64.1  20.2  16.9  6.68
## cvpred        121 120.9 141.6 141.6   136   131   140  63.7  19.7  16.3  6.05
## pm2.5          15  23.0  42.0  47.0    20    23    16  11.0   4.0   3.0  8.00
## CV residual  -106 -97.9 -99.6 -94.6  -116  -108  -124 -52.7 -15.7 -13.3  1.95
##             41255 41259 41261 41270 41279 41281 41285 41290 41292 41293 41297
## Predicted    58.9   138 132.6  96.9 113.5 108.2   142 111.1 106.5 110.6  99.5
## cvpred       58.5   138 132.6  96.6 113.3 107.9   142 110.9 106.2 110.3  99.1
## pm2.5        20.0    30  49.0  30.0  56.0  56.0    10  18.0  29.0  44.0  60.0
## CV residual -38.5  -108 -83.6 -66.6 -57.3 -51.9  -132 -92.9 -77.2 -66.3 -39.1
##             41299 41304 41305 41308 41312 41316 41318 41319 41324 41325 41328
## Predicted   108.4 136.5 151.2 146.7 138.2 86.68  80.0  61.1  89.1  98.9  90.8
## cvpred      108.1 136.5 151.2 146.7 138.2 86.23  79.4  60.5  88.8  98.7  90.5
## pm2.5        35.0  55.0  56.0  99.0 108.0 78.00  69.0  51.0  34.0  37.0  63.0
## CV residual -73.1 -81.5 -95.2 -47.7 -30.2 -8.23 -10.4  -9.5 -54.8 -61.7 -27.5
##             41332 41336 41339 41341 41344 41345 41346 41347 41349 41350 41351
## Predicted   142.4 136.3 122.8  98.0  91.4  99.8  94.9 108.0 137.7 137.9 142.8
## cvpred      142.4 136.3 122.4  97.5  90.8  99.3  94.4 107.5 137.4 137.6 142.6
## pm2.5        84.0  92.0 136.0 118.0  67.0  60.0  53.0  53.0  97.0 105.0 119.0
## CV residual -58.4 -44.3  13.6  20.5 -23.8 -39.3 -41.4 -54.5 -40.4 -32.6 -23.6
##             41360 41361  41365 41367 41368 41370 41371 41374 41376 41378 41386
## Predicted   143.9 137.7 107.11  92.2 92.20 88.57 113.0 137.7 135.9 115.7 119.6
## cvpred      143.7 137.4 106.58  91.5 91.52 87.95 112.5 137.4 135.6 115.4 119.3
## pm2.5       110.0 116.0 115.00 113.0 89.00 78.00 140.0 180.0 228.0 200.0  63.0
## CV residual -33.7 -21.4   8.42  21.5 -2.52 -9.95  27.5  42.6  92.4  84.6 -56.3
##             41392 41397 41399 41405 41411  41412  41414 41421 41422 41424 41433
## Predicted   104.9 127.0 120.1 127.6   127 126.90 125.91 141.4 140.6   142 139.0
## cvpred      104.3 126.7 119.8 127.3   127 126.51 125.53 141.1 140.3   142 138.7
## pm2.5        88.0  88.0  80.0  81.0   120 119.00 128.00 108.0 119.0   120  63.0
## CV residual -16.3 -38.7 -39.8 -46.3    -7  -7.51   2.47 -33.1 -21.3   -22 -75.7
##             41434 41436 41440 41442 41445 41446 41452 41453 41460 41463 41464
## Predicted   133.7 137.8   143   143 147.9 147.7 142.6   147   118  93.2  93.7
## cvpred      133.5 137.6   143   143 147.7 147.5 142.4   147   117  92.6  93.1
## pm2.5        45.0  40.0    27    38  56.0  75.0  46.0    35    17  14.0  11.0
## CV residual -88.5 -97.6  -116  -105 -91.7 -72.5 -96.4  -112  -100 -78.6 -82.1
##             41467 41479 41485 41492  41493 41496 41498 41499 41500 41505  41506
## Predicted   111.8 144.7 132.0   131 137.90 131.6 135.7 134.6 138.7 135.5 129.84
## cvpred      111.3 144.5 131.7   131 137.62 131.3 135.5 134.4 138.4 135.2 129.55
## pm2.5        31.0 103.0 148.0   144 147.00  74.0  75.0  86.0  87.0 120.0 121.00
## CV residual -80.3 -41.5  16.3    13   9.38 -57.3 -60.5 -48.4 -51.4 -15.2  -8.55
##             41513 41515 41516 41520 41525 41528 41530 41531 41535 41538 41541
## Predicted   132.2 137.0 141.3 142.7   147   140 101.5  90.8  63.0  72.0 130.3
## cvpred      131.8 136.8 141.1 142.5   147   140 101.2  90.5  62.5  71.6 130.1
## pm2.5       193.0 203.0 217.0 149.0     9    51  26.0  14.0  10.0  16.0  54.0
## CV residual  61.2  66.2  75.9   6.5  -138   -89 -75.2 -76.5 -52.5 -55.6 -76.1
##             41543 41544 41546 41547 41553 41554 41555 41556 41558 41562 41563
## Predicted   139.7 135.0 140.7 136.5 131.4 125.5 119.4 119.4 116.9 114.0 118.6
## cvpred      139.5 134.9 140.6 136.5 131.3 125.3 119.1 119.1 116.5 113.6 118.3
## pm2.5        59.0  59.0  83.0  83.0  63.0  71.0  82.0  87.0 101.0  53.0  46.0
## CV residual -80.5 -75.9 -57.6 -53.5 -68.3 -54.3 -37.1 -32.1 -15.5 -60.6 -72.3
##             41570 41573 41575 41576 41578 41583 41585 41586 41589 41590 41591
## Predicted   149.2 149.9 150.4 149.4 123.4  60.6  60.0  60.7 109.1   109 103.3
## cvpred      149.1 149.9 150.4 149.3 123.1  60.1  59.7  60.4 109.1   109 103.3
## pm2.5        79.0 105.0 103.0 102.0  99.0  10.0  12.0  13.0  14.0    21  17.0
## CV residual -70.1 -44.9 -47.4 -47.3 -24.1 -50.1 -47.7 -47.4 -95.1   -88 -86.3
##             41593 41599 41601 41603 41604 41605 41606 41607 41608 41609 41612
## Predicted   112.2 105.2 113.2 103.2  98.3  88.3  83.7  78.2  83.7  83.3   105
## cvpred      112.3 105.4 113.4 103.4  98.4  88.4  83.7  78.1  83.7  83.3   105
## pm2.5        26.0  20.0  18.0  17.0  23.0  22.0  16.0  22.0  21.0  23.0    31
## CV residual -86.3 -85.4 -95.4 -86.4 -75.4 -66.4 -67.7 -56.1 -62.7 -60.3   -74
##             41614 41615 41618 41622 41626 41627 41628 41632 41633 41634 41637
## Predicted   131.5 130.5 130.7 135.1 132.7 123.9 122.7   146 145.0 144.1 147.7
## cvpred      131.7 130.7 130.9 135.3 132.7 123.9 122.7   146 145.1 144.3 147.8
## pm2.5        53.0  57.0  85.0  80.0  73.0  77.0  90.0    77  76.0 100.0  93.0
## CV residual -78.7 -73.7 -45.9 -55.3 -59.7 -46.9 -32.7   -69 -69.1 -44.3 -54.8
##             41638 41641 41645 41650 41657 41659 41661  41663 41666 41669  41670
## Predicted   151.6 151.6 150.0 136.5 115.0 129.4   146 135.78 147.3 142.2 141.28
## cvpred      151.7 151.7 150.2 136.5 114.7 129.2   146 135.72 147.4 142.2 141.28
## pm2.5        88.0  82.0  62.0  64.0  21.0  33.0    79 129.00 115.0 115.0 149.00
## CV residual -63.7 -69.7 -88.2 -72.5 -93.7 -96.2   -67  -6.72 -32.4 -27.2   7.72
##             41671 41677 41678  41679 41682 41684 41687 41698 41701 41702 41704
## Predicted   141.6   131 135.3 130.39 133.3   140 139.5 138.8 140.9 145.3 139.9
## cvpred      141.6   131 135.2 130.22 133.1   140 139.4 138.8 140.8 145.2 139.8
## pm2.5       109.0    84  91.0 133.00 201.0   199 156.0  58.0  78.0  97.0 103.0
## CV residual -32.6   -47 -44.2   2.78  67.9    59  16.6 -80.8 -62.8 -48.2 -36.8
##             41708 41717 41718 41720 41722 41723 41725 41729 41730 41735 41738
## Predicted   145.4 152.4 153.4 138.1 106.3  86.0  57.5  64.6  68.6 130.5   146
## cvpred      145.4 152.6 153.6 138.3 106.1  85.8  57.2  64.3  68.4 130.7   146
## pm2.5       116.0  64.0  67.0  54.0  21.0  11.0   8.0   8.0   6.0  43.0    32
## CV residual -29.4 -88.6 -86.6 -84.3 -85.1 -74.8 -49.2 -56.3 -62.4 -87.7  -114
##             41744 41749 41750 41751 41752 41753 41754 41755 41756 41762 41764
## Predicted     145  58.0  52.5  51.6  50.5  54.6  68.0  86.5 110.4 134.1 145.4
## cvpred        146  57.8  52.2  51.3  50.2  54.3  67.8  86.4 110.5 134.3 145.7
## pm2.5          22  18.0  22.0  20.0  25.0  22.0  25.0  33.0  50.0  94.0 114.0
## CV residual  -124 -39.8 -30.2 -31.3 -25.2 -32.3 -42.8 -53.4 -60.5 -40.3 -31.7
##             41769 41771 41777 41778 41781 41782 41785 41786 41788 41790 41794
## Predicted   139.3 113.9  96.6 105.9 146.8   148   147   147   143 147.5 135.9
## cvpred      139.4 113.8  96.3 105.6 146.8   148   147   147   143 147.7 135.9
## pm2.5        75.0  66.0 179.0 182.0 245.0   255   301   289   249 222.0 224.0
## CV residual -64.4 -47.8  82.7  76.4  98.2   107   154   142   106  74.3  88.1
##             41797 41799 41800 41801 41808 41811 41812 41814 41816 41817 41818
## Predicted     126   120   114   120   151   152   151   148   148   151   145
## cvpred        126   120   114   119   151   152   152   148   148   151   145
## pm2.5         272   280   320   364   406   355   349   345   337   342   342
## CV residual   146   160   206   245   255   203   197   197   189   191   197
##             41821 41824 41825 41829 41830 41831 41832 41833 41839 41841 41843
## Predicted     120   113   114   150   145   145   150   146   148   150   134
## cvpred        119   113   113   150   145   145   150   146   148   150   134
## pm2.5         343   373   385   443   438   420   454   430   338   324   331
## CV residual   224   260   272   293   293   275   304   284   190   174   197
##             41844 41846 41847 41848 41852 41855 41856 41858 41865 41866 41868
## Predicted     128   113   113   112   139   145   145   149 148.9 148.4   137
## cvpred        128   113   112   111   139   145   145   149 148.9 148.4   137
## pm2.5         332   310   298   267   302   308   322   303 202.0 196.0   256
## CV residual   204   197   186   156   163   163   177   154  53.1  47.6   119
##             41869 41871 41873 41875 41894 41897 41903 41904 41905 41906 41907
## Predicted     132   124   123  93.8  54.7  70.8  99.6  90.0  95.4   105   104
## cvpred        132   123   123  93.5  54.6  70.8  99.9  90.3  95.8   105   104
## pm2.5         246   237   239 108.0   5.0   4.0  10.0  10.0   7.0     5     3
## CV residual   114   114   116  14.5 -49.6 -66.8 -89.9 -80.3 -88.8  -100  -101
##             41912 41917 41918 41919 41920 41921 41922 41925 41928 41929 41931
## Predicted     131  33.8  28.9  33.9  38.1  38.3  61.2 133.7 143.3   148   149
## cvpred        131  33.8  28.9  33.9  38.0  38.3  61.3 134.1 143.8   148   150
## pm2.5           5   9.0   9.0   8.0  10.0  10.0   8.0  35.0  59.0    61    42
## CV residual  -126 -24.8 -19.9 -25.9 -28.0 -28.3 -53.3 -99.1 -84.8   -87  -108
##             41932 41937 41939 41940 41941 41943 41944 41946 41947 41948 41949
## Predicted   144.1   123  84.7  78.5  67.8 51.39 45.15  53.5 57.73 65.90 79.45
## cvpred      144.7   123  84.7  78.5  67.6 51.09 44.81  53.2 57.53 65.74 79.39
## pm2.5        45.0    22  26.0  28.0  31.0 49.00 37.00  31.0 54.00 67.00 75.00
## CV residual -99.7  -101 -58.7 -50.5 -36.6 -2.09 -7.81 -22.2 -3.53  1.26 -4.39
##             41950 41951 41952  41953 41963 41966 41968 41970  41972 41974 41975
## Predicted   86.18 135.0 139.9 144.80  41.9  29.1 -8.06 -1.94 -0.217  31.0  72.8
## cvpred      86.07 135.2 140.2 145.13  41.6  28.8 -8.42 -2.16 -0.281  31.1  72.9
## pm2.5       88.00 114.0 128.0 141.00  23.0   9.0  9.00  9.00  7.000  20.0  17.0
## CV residual  1.93 -21.2 -12.2  -4.13 -18.6 -19.8 17.42 11.16  7.281 -11.1 -55.9
##             41976 41980 41983 41986 41993 41996 41997 42000 42001 42010 42011
## Predicted   101.6   139   149  97.0  20.9 65.91  75.3 132.7 133.0 106.8  96.1
## cvpred      101.9   140   150  97.1  20.6 65.91  75.4 133.1 133.3 106.9  96.1
## pm2.5        20.0    29    36  44.0  36.0 57.00  55.0  80.0  85.0  76.0  80.0
## CV residual -81.9  -111  -114 -53.1  15.4 -8.91 -20.4 -53.1 -48.3 -30.9 -16.1
##             42012 42016 42028 42029 42032 42036 42037 42045 42046 42048 42053
## Predicted    81.7  53.8   141 146.1 140.5  93.1  82.6   137   142   142   147
## cvpred       81.5  53.3   141 146.5 140.9  92.8  82.2   137   142   142   147
## pm2.5        87.0 116.0   197 193.0 110.0 110.0 155.0   296   315   382   413
## CV residual   5.5  62.7    56  46.5 -30.9  17.2  72.8   159   173   240   266
##             42054 42055 42058 42059 42060 42061 42062 42065 42066 42069 42071
## Predicted     147   147   131   126   120   105   104 105.6 110.2 135.8 134.4
## cvpred        147   147   131   126   120   105   103 105.3 109.9 135.7 134.3
## pm2.5         373   362   352   357   353   292   213 161.0 153.0 200.0 178.0
## CV residual   226   215   221   231   233   187   110  55.7  43.1  64.3  43.7
##             42078 42080 42084 42085 42088 42090 42092 42093 42094 42096 42099
## Predicted   152.7   152   135   134   121   125   141   135 139.9 126.2 116.6
## cvpred      152.8   152   135   133   121   125   141   135 139.9 126.2 116.6
## pm2.5       189.0   192   265   268   253   239   253   262 239.0  71.0  36.0
## CV residual  36.2    40   130   135   132   114   112   127  99.1 -55.2 -80.6
##             42111 42118 42125 42127 42128 42130 42134 42136 42137 42138  42141
## Predicted    70.5   138 142.5 132.5 132.4 117.2   125 118.0   122 126.6 129.99
## cvpred       70.5   138 142.9 132.9 132.7 117.5   125 118.1   122 126.7 130.12
## pm2.5        36.0    84  73.0 104.0  90.0  79.0   100  86.0    85  83.0 124.00
## CV residual -34.5   -54 -69.9 -28.9 -42.7 -38.5   -25 -32.1   -37 -43.7  -6.12
##              42143   42144 42149 42150 42151  42154 42158 42159 42170 42171
## Predicted   134.76 129.503 139.5 139.3 139.5 124.25 109.0   113 149.0 149.5
## cvpred      134.93 129.627 139.7 139.4 139.7 124.32 108.9   113 149.2 149.8
## pm2.5       132.00 130.000 102.0 110.0 113.0 130.00 149.0   133 217.0 195.0
## CV residual  -2.93   0.373 -37.7 -29.4 -26.7   5.68  40.1    20  67.8  45.2
##             42172 42176 42178 42179 42182 42184 42188 42190 42194 42200 42201
## Predicted   149.0 147.8 134.7   128   126   126   147   153   153   152   145
## cvpred      149.3 148.1 134.8   128   126   125   147   154   153   152   145
## pm2.5       183.0 183.0 192.0   199   281   317   341   356   352   312   310
## CV residual  33.7  34.9  57.2    71   155   192   194   202   199   160   165
##             42209 42210 42214 42217 42225 42226 42228 42229 42232 42233 42240
## Predicted     119   129   147   151  68.2  66.2  29.9 14.51  4.58 -4.54  49.8
## cvpred        118   129   147   151  68.3  66.3  29.9 14.52  4.48 -4.58  50.1
## pm2.5         402   423   453   395  14.0  16.0  10.0  9.00  9.00 10.00   9.0
## CV residual   284   294   306   244 -54.3 -50.3 -19.9 -5.52  4.52 14.58 -41.1
##             42243 42246 42253 42255 42263 42265 42267 42269 42272 42273 42274
## Predicted    51.8  90.6  54.1  47.0 110.3 139.4 139.6 140.4 149.6 142.8 124.2
## cvpred       52.2  91.2  54.3  47.1 110.6 139.9 140.1 140.9 150.3 143.2 124.6
## pm2.5        12.0  14.0  35.0  30.0  51.0  50.0  43.0  87.0  91.0  99.0  92.0
## CV residual -40.2 -77.2 -19.3 -17.1 -59.6 -89.9 -97.1 -53.9 -59.3 -44.2 -32.6
##             42279 42280 42281 42284 42285 42290 42294 42297 42302 42306 42308
## Predicted    97.2  97.2  97.6    95 112.5 141.8   153 140.0  95.8 115.3 134.9
## cvpred       97.2  97.2  97.6    95 112.6 142.1   153 140.4  95.8 115.4 135.1
## pm2.5        60.0  53.0  51.0    47  47.0 101.0   127 102.0 108.0 141.0 170.0
## CV residual -37.2 -44.2 -46.6   -48 -65.6 -41.1   -26 -38.4  12.2  25.6  34.9
##             42313 42314 42316 42317 42321 42323 42325 42327 42328 42332 42333
## Predicted   134.9 134.6 130.7   140 139.4 129.5 115.1 114.6 110.0   134 129.0
## cvpred      135.1 134.8 130.9   140 139.6 129.6 115.1 114.6 109.9   134 129.1
## pm2.5       215.0 210.0 214.0   272 158.0 156.0 163.0 180.0 179.0   208 212.0
## CV residual  79.9  75.2  83.1   132  18.4  26.4  47.9  65.4  69.1    74  82.9
##             42334 42335 42336 42340 42352 42354 42360 42363 42365 42368 42371
## Predicted   134.4 134.1 138.3 143.9 121.6 132.9 136.4 149.7 156.4   157  96.7
## cvpred      134.5 134.3 138.4 144.1 121.6 132.9 136.5 149.9 156.8   158  96.8
## pm2.5       193.0 205.0 206.0 223.0 145.0 165.0 184.0 215.0  81.0    26  14.0
## CV residual  58.5  70.7  67.6  78.9  23.4  32.1  47.5  65.1 -75.8  -132 -82.8
##             42373 42376 42378 42379 42381 42391 42393 42396 42397 42399 42401
## Predicted    52.3    38  35.2  43.1  49.5  35.8  31.1 7.147 -5.08   -19 -28.3
## cvpred       52.4    38  35.3  43.2  49.5  36.1  31.3 7.295 -5.04   -19 -28.3
## pm2.5        12.0    12  10.0  10.0  18.0   2.0   8.0 8.000  6.00     8  10.0
## CV residual -40.4   -26 -25.3 -33.2 -31.5 -34.1 -23.3 0.705 11.04    27  38.3
##             42404 42407 42411 42414 42417 42418 42424 42425 42428 42435 42438
## Predicted   -13.1   113 117.3   138   131  92.0  20.8 19.97  63.7 146.0 155.8
## cvpred      -12.9   114 117.9   138   131  92.3  20.6 19.77  63.8 146.7 156.5
## pm2.5        10.0     7  28.0    25    28  39.0  10.0 10.00  34.0  68.0  80.0
## CV residual  22.9  -107 -89.9  -113  -103 -53.3 -10.6 -9.77 -29.8 -78.7 -76.5
##             42445 42446 42450 42451 42452 42458 42461 42464 42468 42470 42472
## Predicted    92.9  82.6   104 132.9 137.8 144.8 140.4 139.5  55.9  19.4 15.19
## cvpred       93.1  82.6   104 133.2 138.2 145.3 140.9 140.1  55.8  19.2 14.99
## pm2.5       118.0 141.0   152 157.0 159.0 232.0 174.0  98.0  14.0   8.0  9.00
## CV residual  24.9  58.4    48  23.8  20.8  86.7  33.1 -42.1 -41.8 -11.2 -5.99
##             42477 42480 42483 42486 42487 42493 42497 42501 42506 42508 42509
## Predicted    62.6  94.0  87.4  88.8  87.7  45.9  8.83 118.0 133.1 138.5 137.5
## cvpred       62.8  94.5  87.9  89.3  88.1  46.2  9.06 118.6 133.8 139.3 138.2
## pm2.5         7.0   6.0   4.0   9.0   7.0   7.0  7.00  40.0  44.0  79.0  76.0
## CV residual -55.8 -88.5 -83.9 -80.3 -81.1 -39.2 -2.06 -78.6 -89.8 -60.3 -62.2
##             42514 42518 42521 42523 42525 42526 42530 42531 42532 42535 42538
## Predicted   108.9  96.9  97.2 121.6   106 120.3   157   152 156.5 147.9 122.9
## cvpred      109.5  97.3  97.5 122.1   106 120.8   158   153 157.3 148.8 123.4
## pm2.5        66.0  41.0  18.0  46.0    57  37.0    56    69  79.0  69.0  78.0
## CV residual -43.5 -56.3 -79.5 -76.1   -49 -83.8  -102   -84 -78.3 -79.8 -45.4
##             42539 42540 42547 42548 42551 42553 42558 42564 42569 42570 42571
## Predicted     103 101.4  99.8 125.2 146.3 151.9 146.7  53.3  59.7  63.5  98.2
## cvpred        103 101.7 100.0 125.7 146.9 152.7 147.5  53.6  59.7  63.6  98.6
## pm2.5          87  82.0  74.0  84.0  92.0  92.0  87.0  39.0  45.0  39.0  44.0
## CV residual   -16 -19.7 -26.0 -41.7 -54.9 -60.7 -60.5 -14.6 -14.7 -24.6 -54.6
##             42573 42577 42578 42579 42580 42581 42588 42589 42590  42591 42594
## Predicted   135.0 146.0 151.4 157.0 132.4 132.6  68.6  53.7  61.7 56.494 76.76
## cvpred      135.5 146.7 152.1 157.9 133.1 133.4  68.8  53.8  61.8 56.538 76.89
## pm2.5        77.0 104.0 106.0 108.0  98.0  79.0  34.0  38.0  41.0 56.000 79.00
## CV residual -58.5 -42.7 -46.1 -49.9 -35.1 -54.4 -34.8 -15.8 -20.8 -0.538  2.11
##             42595 42597 42598 42606 42609 42610 42611 42612 42613 42614 42616
## Predicted   105.8   118 135.2   116  68.8  66.9  55.2  52.2  44.0  55.2  46.7
## cvpred      106.1   118 135.8   116  69.1  67.1  55.3  52.3  44.1  55.3  46.8
## pm2.5        79.0   147 153.0    28   9.0  11.0  15.0  13.0  14.0  17.0  16.0
## CV residual -27.1    29  17.2   -88 -60.1 -56.1 -40.3 -39.3 -30.1 -38.3 -30.8
##             42617 42620 42624 42625 42628 42630 42632 42633 42635 42641 42648
## Predicted    39.6  40.3  17.6  25.2  15.8  17.6  14.2  1.64 -28.4 -41.3  84.0
## cvpred       39.8  40.5  18.0  25.6  16.3  18.2  14.9  2.23 -27.9 -41.0  84.8
## pm2.5        11.0  13.0   8.0   9.0   2.0   3.0   4.0  4.00   6.0   3.0  17.0
## CV residual -28.8 -27.5 -10.0 -16.6 -14.3 -15.2 -10.9  1.77  33.9  44.0 -67.8
##             42652 42655 42656 42657 42659 42660 42661  42664 42668 42669 42671
## Predicted    99.0   132   142   130  70.5  51.5  40.6 24.955  54.8  63.9  71.5
## cvpred       99.9   133   143   131  70.9  51.8  40.9 25.191  55.1  64.3  71.9
## pm2.5        12.0    15    21    21  40.0  20.0  16.0 25.000  30.0  33.0  53.0
## CV residual -87.9  -118  -122  -110 -30.9 -31.8 -24.9 -0.191 -25.1 -31.3 -18.9
##             42679 42683 42686 42687 42696 42697 42698 42700 42702 42704 42706
## Predicted     133  66.2  39.8  30.1 104.8 110.9 134.0 133.9 134.4 139.0 109.8
## cvpred        134  66.6  40.0  30.2 105.5 111.7 134.7 134.6 135.2 139.8 110.4
## pm2.5          49  24.0  22.0  20.0  90.0 138.0 182.0 208.0 122.0  62.0  52.0
## CV residual   -85 -42.6 -18.0 -10.2 -15.5  26.3  47.3  73.4 -13.2 -77.8 -58.4
##             42707 42711 42713 42718 42720 42725 42727 42734 42736 42744 42747
## Predicted     104  97.9   102   111   118   138   153  67.2  62.8  65.1  61.3
## cvpred        105  98.3   102   111   119   139   154  67.4  63.0  65.5  61.8
## pm2.5          59 167.0   227   250   283   206   299  15.0  18.0  13.0  12.0
## CV residual   -46  68.7   125   139   164    67   145 -52.4 -45.0 -52.5 -49.8
##             42752 42753 42757 42758 42759 42760 42769 42771 42772 42780 42783
## Predicted     135   124  52.7  46.2  44.8  39.1 134.6   144 142.9  74.5 57.62
## cvpred        136   124  52.9  46.4  45.0  39.3 135.4   145 143.7  74.8 57.78
## pm2.5          11    17  14.0  15.0  15.0   8.0  81.0   121  78.0  53.0 59.00
## CV residual  -125  -107 -38.9 -31.4 -30.0 -31.3 -54.4   -24 -65.7 -21.8  1.22
##             42785 42789 42792 42793 42797 42798 42800 42801 42804 42812 42815
## Predicted   63.13   123 138.7 139.0   149   154 152.9 147.0   126   145   151
## cvpred      63.33   124 139.5 139.8   150   155 153.7 147.7   126   146   152
## pm2.5       59.00   136 203.0 221.0   354   273 165.0 198.0   284   351   409
## CV residual -4.33    12  63.5  81.2   204   118  11.3  50.3   158   205   257
##             42821 42822 42825 42826 42829 42831 42833 42834 42855 42857 42861
## Predicted     157   157   161   151   130   119   118   128  71.0  20.6  76.5
## cvpred        157   157   162   152   130   120   118   128  71.2  20.7  77.0
## pm2.5         334   334   324   299   314   306   315   332  86.0  33.0  31.0
## CV residual   177   177   162   147   184   186   197   204  14.8  12.3 -46.0
##             42863 42865 42866 42868 42870 42871 42872 42874 42875 42878 42880
## Predicted    90.6  84.6  74.2   116   111   134   134  85.7  70.2  51.6  46.8
## cvpred       91.2  85.2  74.8   117   112   135   135  86.2  70.6  51.9  47.1
## pm2.5        38.0  17.0   9.0    12    10    13    15  31.0  37.0  26.0  26.0
## CV residual -53.2 -68.2 -65.8  -105  -102  -122  -120 -55.2 -33.6 -25.9 -21.1
##             42881 42882 42884 42889 42890 42892 42896 42901  42903 42905  42906
## Predicted    55.5  69.6  88.5 134.2 144.3 150.6 150.8 128.9 128.36 123.5 134.49
## cvpred       55.8  70.1  89.0 134.8 144.9 151.3 151.5 129.3 128.72 123.8 134.95
## pm2.5        38.0  48.0  79.0 107.0 106.0 100.0 110.0 111.0 119.00 149.0 134.00
## CV residual -17.8 -22.1 -10.0 -27.8 -38.9 -51.3 -41.5 -18.3  -9.72  25.2  -0.95
##              42907 42914  42918 42921 42932 42934  42935 42936 42938  42941
## Predicted   144.51   160 150.09 105.4 100.6 128.7 128.47 132.6   138 152.64
## cvpred      145.07   161 151.03 106.1 101.2 129.4 129.17 133.3   139 153.48
## pm2.5       143.00   289 150.00  42.0  46.0  80.0 129.00 118.0    78 144.00
## CV residual  -2.07   128  -1.03 -64.1 -55.2 -49.4  -0.17 -15.3   -61  -9.48
##             42942 42944  42945 42946 42949 42951 42957 42958 42961 42966 42967
## Predicted   142.9 148.3 147.27   132 124.7 113.7   150   144   148 162.3 156.9
## cvpred      143.7 149.1 148.05   133 125.2 114.1   150   145   149 163.2 157.7
## pm2.5       121.0 111.0 146.00   159 157.0 199.0   280   266   323 236.0 241.0
## CV residual -22.7 -38.1  -2.05    26  31.8  84.9   130   121   174  72.8  83.3
##             42969 42973 42976 42979 42982 42985 42994 42999 43000 43001 43007
## Predicted     162   129   125   139   150   154  49.5  47.7  46.6  50.2  81.9
## cvpred        163   130   125   139   151   155  50.0  48.2  47.1  50.7  82.4
## pm2.5         215   241   289   350   436   470  14.0  14.0  18.0  17.0  37.0
## CV residual    52   111   164   211   285   315 -36.0 -34.2 -29.1 -33.7 -45.4
##             43009 43012 43023 43026 43028 43030 43033 43036 43039 43041 43044
## Predicted   104.4 104.0  87.0 98.87 115.9   136 144.5   153   157   151   145
## cvpred      105.1 104.6  87.3 99.25 116.4   137 145.3   154   158   152   146
## pm2.5        34.0  51.0  70.0 91.00 129.0   200 219.0   254   277   287   325
## CV residual -71.1 -53.6 -17.3 -8.25  12.6    63  73.7   100   119   135   179
##             43045 43046 43050 43052 43056 43058 43062 43063 43064 43065 43066
## Predicted     144   144   149   153   147   149 151.8 151.3 145.3 111.2 104.6
## cvpred        145   145   149   154   148   150 152.4 151.9 145.9 111.7 105.1
## pm2.5         301   311   344   343   264   254 242.0 235.0 168.0  20.0  18.0
## CV residual   156   166   195   189   116   104  89.6  83.1  22.1 -91.7 -87.1
##             43075 43080 43086 43090 43096 43104 43106 43107 43117 43120 43121
## Predicted    4.65  13.4  27.2  8.71 -28.7  2.83 11.50 104.2  82.2  68.6  85.8
## cvpred       5.47  14.4  28.3  9.69 -27.9  3.90 12.67 105.4  83.2  69.5  86.7
## pm2.5       18.00  33.0  13.0 11.00   9.0  8.00 11.00  13.0  52.0  40.0  67.0
## CV residual 12.53  18.6 -15.3  1.31  36.9  4.10 -1.67 -92.4 -31.2 -29.5 -19.7
##             43123  43124 43127  43128  43129 43132 43134 43137 43139 43141
## Predicted    84.2 112.04 131.1 131.96 116.82   127  74.3  73.7  60.2  37.3
## cvpred       85.1 113.16 132.3 133.28 118.04   129  75.4  74.8  61.1  38.2
## pm2.5        96.0 108.00 120.0 125.00 123.00    26  13.0  13.0  16.0  11.0
## CV residual  10.9  -5.16 -12.3  -8.28   4.96  -103 -62.4 -61.8 -45.1 -27.2
##             43147 43148 43151 43152 43154 43155 43156 43169 43174 43179 43184
## Predicted    43.6  42.2  53.6  46.9  44.3  48.1  47.2  31.5  78.5  89.2 104.2
## cvpred       44.5  43.1  54.6  47.8  45.3  49.1  48.3  32.4  79.5  90.5 105.4
## pm2.5        15.0  14.0   6.0   8.0   9.0  11.0   9.0   8.0   9.0   9.0  12.0
## CV residual -29.5 -29.1 -48.6 -39.8 -36.3 -38.1 -39.3 -24.4 -70.5 -81.5 -93.4
##             43186 43190 43194 43195 43196 43197 43200 43208 43209 43211 43212
## Predicted    80.2  35.0  64.2  92.3  77.1 125.9   121   132 124.5  75.6  60.5
## cvpred       81.2  35.7  65.1  93.2  78.0 127.1   122   133 125.6  76.5  61.3
## pm2.5        11.0   9.0  11.0  32.0  97.0 115.0   158    32  44.0  31.0  30.0
## CV residual -70.2 -26.7 -54.1 -61.2  19.0 -12.1    36  -101 -81.6 -45.5 -31.3
##             43213 43218 43220 43223  43225 43226 43227 43228 43230 43233 43234
## Predicted    52.4 74.39 78.54 113.4 108.80 112.9   117 126.6 135.4 148.5 146.5
## cvpred       53.1 75.15 79.35 114.3 109.69 113.8   118 127.5 136.2 149.4 147.3
## pm2.5        16.0 66.00 83.00  95.0 102.00 174.0   137  80.0  72.0  72.0  79.0
## CV residual -37.1 -9.15  3.65 -19.3  -7.69  60.2    19 -47.5 -64.2 -77.4 -68.3
##             43239 43240 43241 43242 43245 43246 43249 43250 43251 43252 43254
## Predicted    39.8  42.3  54.2  62.1  64.2  57.6  93.1   125 109.5   129   128
## cvpred       40.4  42.9  54.8  62.8  65.0  58.4  94.1   126 110.5   130   129
## pm2.5        18.0  22.0  21.0  15.0  17.0  18.0  18.0    16  15.0    17    15
## CV residual -22.4 -20.9 -33.8 -47.8 -48.0 -40.4 -76.1  -110 -95.5  -113  -114
##             43256 43257 43260 43262 43273 43291 43295 43299 43301 43305 43314
## Predicted     137   124  84.9  83.1   133   139   135   149   156   159  52.6
## cvpred        138   125  85.6  83.8   134   140   136   150   157   160  53.3
## pm2.5          20    21  31.0 102.0   180   352   361   331   301   325  13.0
## CV residual  -118  -104 -54.6  18.2    46   212   225   181   144   165 -40.3
##             43317 43319 43323 43324 43325 43330 43334 43335 43338 43339 43341
## Predicted    66.2  66.5  62.3  66.3  65.0 100.4  58.1  52.2  75.5 84.28 83.77
## cvpred       67.1  67.3  63.2  67.3  65.9 101.4  58.8  52.8  76.3 85.08 84.52
## pm2.5        14.0  16.0  17.0   9.0  16.0  13.0  14.0  14.0  40.0 92.00 81.00
## CV residual -53.1 -51.3 -46.2 -58.3 -49.9 -88.4 -44.8 -38.8 -36.3  6.92 -3.52
##             43342 43350 43351 43352 43354 43355 43356 43358 43360 43367 43370
## Predicted    54.4  76.9  75.8  69.4  65.9  44.9  37.8  28.0 19.10   121   121
## cvpred       55.2  77.9  76.8  70.3  66.8  45.7  38.6  28.8 19.79   122   122
## pm2.5        32.0  14.0   9.0   7.0  12.0  13.0   9.0  18.0 10.00    18    16
## CV residual -23.2 -63.9 -67.8 -63.3 -54.8 -32.7 -29.6 -10.8 -9.79  -104  -106
##             43374 43376 43377 43379 43383 43385 43390 43392 43398 43401 43403
## Predicted     136   151   141  90.5 51.94  55.1 130.3   125 139.4 135.9  85.4
## cvpred        137   152   142  91.4 52.56  55.8 131.5   126 140.6 137.1  86.2
## pm2.5          16    13    33  36.0 43.00  44.0  86.0   112  86.0  71.0  75.0
## CV residual  -121  -139  -109 -55.4 -9.56 -11.8 -45.5   -14 -54.6 -66.1 -11.2
##             43404 43409 43411 43413 43415 43417 43425 43426 43427 43428 43434
## Predicted   60.35 51.20  88.3  99.6 107.8 112.7  80.7  72.9  70.2  57.6  46.2
## cvpred      61.02 51.82  89.1 100.5 108.6 113.5  81.5  73.6  70.9  58.3  47.1
## pm2.5       58.00 50.00 110.0 123.0 132.0 167.0  24.0  17.0  12.0   9.0  12.0
## CV residual -3.02 -1.82  20.9  22.5  23.4  53.5 -57.5 -56.6 -58.9 -49.3 -35.1
##             43435 43436 43437 43438 43440 43442 43445 43447 43448 43452  43455
## Predicted    43.9  45.7  42.7  45.6  41.4  43.1  49.3  51.5  40.4  22.1 -0.969
## cvpred       44.8  46.7  43.6  46.6  42.4  44.1  50.4  52.5  41.4  23.0 -0.198
## pm2.5        10.0   9.0  18.0  10.0  11.0   6.0  10.0  11.0  11.0  11.0 23.000
## CV residual -34.8 -37.7 -25.6 -36.6 -31.4 -38.1 -40.4 -41.5 -30.4 -12.0 23.198
##             43457  43458 43460 43463 43468 43471 43474 43477 43481  43484 43487
## Predicted   0.118  9.283 12.96  3.77   132 119.4 125.5  86.4 67.89 104.67   114
## cvpred      0.933 10.197 13.98  4.67   133 120.6 126.6  87.2 68.55 105.62   115
## pm2.5       8.000 10.000 12.00 10.00    17  57.0  88.0 152.0 65.00 104.00   225
## CV residual 7.067 -0.197 -1.98  5.33  -116 -63.6 -38.6  64.8 -3.55  -1.62   110
##             43489    43492 43493  43494 43501 43509 43510 43513 43514 43518
## Predicted   134.5 144.7478   139 132.63 111.7 139.9 150.8   156   151 154.1
## cvpred      135.6 146.0457   140 133.77 112.5 140.8 151.8   157   152 155.2
## pm2.5       180.0 146.0000   125 130.00 132.0 240.0 235.0   274   253 198.0
## CV residual  44.4  -0.0457   -15  -3.77  19.5  99.2  83.2   117   101  42.8
##             43522 43523 43524 43528 43532 43537 43540 43554 43557 43563  43564
## Predicted    69.2  67.2  54.5  39.0  34.8  47.2  47.8 -7.09  8.64 0.803 -1.893
## cvpred       69.9  67.9  55.1  39.6  35.7  48.2  48.8 -6.37  9.44 1.748 -0.953
## pm2.5        19.0  16.0  11.0  12.0   7.0   9.0  12.0 12.00  7.00 6.000  8.000
## CV residual -50.9 -51.9 -44.1 -27.6 -28.7 -39.2 -36.8 18.37 -2.44 4.252  8.953
##             43565 43571 43572 43575 43577 43580 43581 43582 43583 43588 43591
## Predicted    1.65 -20.9 -23.6 -42.2 -42.5  71.4  75.6  94.2  92.9 129.4 134.1
## cvpred       2.63 -20.0 -22.8 -41.6 -41.9  72.2  76.5  95.1  93.9 130.5 135.2
## pm2.5        7.00  11.0  17.0  20.0  13.0  32.0  33.0  46.0  53.0  95.0 117.0
## CV residual  4.37  31.0  39.8  61.6  54.9 -40.2 -43.5 -49.1 -40.9 -35.5 -18.2
##             43592 43596 43599 43602  43606 43607  43609   43613 43614 43619
## Predicted     145  83.4  52.7  64.5 128.83   133 133.96 143.126 138.3   104
## cvpred        146  84.0  53.1  65.0 129.87   134 135.05 144.311 139.4   105
## pm2.5         117  95.0  67.0  80.0 125.00   115 142.00 145.000 114.0    90
## CV residual   -29  11.0  13.9  15.0  -4.87   -19   6.95   0.689 -25.4   -15
##             43623 43624 43626 43627 43632 43633 43636 43637 43638 43643 43646
## Predicted    42.1  17.5  79.0  89.3 109.5  84.9   122 106.6   120  92.8  66.4
## cvpred       42.5  17.9  79.6  90.0 110.5  85.6   123 107.6   121  93.6  67.0
## pm2.5        89.0  95.0  62.0 234.0  14.0  13.0    11   9.0    15  17.0  14.0
## CV residual  46.5  77.1 -17.6 144.0 -96.5 -72.6  -112 -98.6  -106 -76.6 -53.0
##             43651 43653 43655 43658 43660 43671 43673 43674 43680 43691 43692
## Predicted    72.0  74.4  71.5  72.8  95.3  68.5  73.6  88.5 122.5 131.5 130.7
## cvpred       72.7  75.1  72.2  73.6  96.2  69.0  74.2  89.2 123.4 132.4 131.6
## pm2.5        12.0  23.0  17.0  22.0  10.0   9.0  18.0  31.0  69.0 118.0 116.0
## CV residual -60.7 -52.1 -55.2 -51.6 -86.2 -60.0 -56.2 -58.2 -54.4 -14.4 -15.6
##              43693 43695 43701 43712 43715 43716 43722 43733 43735 43737 43738
## Predicted   121.45 110.7   141 144.4 125.7 105.1  98.3   140   133 141.7 130.2
## cvpred      122.27 111.4   142 145.5 126.6 105.8  99.0   141   134 142.8 131.1
## pm2.5       131.00 163.0   244 227.0 185.0 191.0 249.0   334   264 160.0 160.0
## CV residual   8.73  51.6   102  81.5  58.4  85.2 150.0   193   130  17.2  28.9
##             43742 43748 43749 43752  43760 43765 43766 43767 43769 43775 43777
## Predicted    61.5  62.9  88.5   127 143.13 61.48 44.87  38.5  30.0 123.1 118.6
## cvpred       61.9  63.5  89.2   128 144.31 61.86 45.15  38.8  30.3 124.1 119.5
## pm2.5        48.0 110.0 175.0   341 136.00 56.00 48.00  27.0  20.0 164.0 189.0
## CV residual -13.9  46.5  85.8   213  -8.31 -5.86  2.85 -11.8 -10.3  39.9  69.5
##             43780 43784 43786 43792 43795 43796 43799 43804 43810 43811 43815
## Predicted   111.5   119  93.4  65.8  92.9  93.7  50.1  69.3  37.3  30.2 -16.2
## cvpred      112.4   120  94.1  66.3  93.6  94.2  50.9  70.2  38.3  31.1 -15.4
## pm2.5        28.0    13  16.0  55.0  79.0  35.0   8.0   9.0   8.0   7.0   9.0
## CV residual -84.4  -107 -78.1 -11.3 -14.6 -59.2 -42.9 -61.2 -30.3 -24.1  24.4
##             43817 43819 43820 43821 43824
## Predicted    1.58 12.92 6.944 14.87 15.94
## cvpred       2.39 13.82 7.848 15.81 16.88
## pm2.5        8.00 10.00 8.000 10.00 12.00
## CV residual  5.61 -3.82 0.152 -5.81 -4.88
## 
## Sum of squares = 92297137    Mean square = 6631    n = 13919 
## 
## Overall (Sum over all 13919 folds) 
##   ms 
## 6645
cv.lm(df_clean, model4, m=3) 
## Analysis of Variance Table
## 
## Response: pm2.5
##              Df   Sum Sq  Mean Sq F value Pr(>F)    
## DEWP          1 1.04e+07 10397039    1616 <2e-16 ***
## TEMP          1 5.91e+07 59142104    9194 <2e-16 ***
## PRES          1 2.87e+06  2868884     446 <2e-16 ***
## cbwd          3 1.28e+07  4274919     665 <2e-16 ***
## Residuals 41750 2.69e+08     6433                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning in cv.lm(df_clean, model4, m = 3): 
## 
##  As there is >1 explanatory variable, cross-validation
##  predicted values for a fold are not a linear function
##  of corresponding overall predicted values.  Lines that
##  are shown for the different folds are approximate

## 
## fold 1 
## Observations in test set: 13919 
##                32    35    40     42     43    44   57    62   66    70    79
## Predicted   176.3 173.1 166.5 167.38 167.38 165.8  189 191.6  192 152.7 117.8
## cvpred      174.5 171.3 164.7 165.51 165.51 163.9  187 189.7  190 152.8 117.6
## pm2.5       124.0 140.0 154.0 164.00 170.00 149.0   82  90.0   70  72.0  20.0
## CV residual -50.5 -31.3 -10.7  -1.51   4.49 -14.9 -105 -99.7 -120 -80.8 -97.6
##                84    85    87    89    91  94   106 107   115   116   117   118
## Predicted   103.1 106.6 100.3  92.4  95.2 100 114.2 112  95.2 110.2 103.9 133.5
## cvpred      102.8 106.4 100.1  92.2  94.9 100 113.1 111  94.9 109.9 103.7 133.1
## pm2.5        25.0  29.0  28.0  30.0  28.0  33  29.0  36  59.0  60.0  84.0 106.0
## CV residual -77.8 -77.4 -72.1 -62.2 -66.9 -67 -84.1 -75 -35.9 -49.9 -19.7 -27.1
##               124   125   131   134   138   142  147   148 151 152   155   158
## Predicted   111.1 111.1  99.4  91.4  89.2 119.0  177 113.8 111 104  92.8  81.3
## cvpred      110.1 110.1  98.4  91.1  88.9 118.7  176 113.5 111 103  92.5  81.0
## pm2.5        44.0  27.0  34.0  36.0  56.0 132.0   43  37.0  24  23  40.0  55.0
## CV residual -66.1 -83.1 -64.4 -55.1 -32.9  13.3 -133 -76.5 -87 -80 -52.5 -26.0
##               161   164   166 172   175   176    179    180 185   186   187
## Predicted    96.8 114.0 170.3 180 145.7 152.4 127.76 162.34 156 152.6 156.8
## cvpred       96.7 113.9 169.9 178 145.5 151.6 127.01 162.05 156 150.5 156.6
## pm2.5        57.0  67.0 159.0 164  81.0  71.0 135.00 155.00 250 212.0 219.0
## CV residual -39.7 -46.9 -10.9 -14 -64.5 -80.6   7.99  -7.05  94  61.5  62.4
##               192 193   195   197    198   201   206   207 208   211   214
## Predicted   132.0 180 146.8 140.5 151.13 141.0 102.0  99.9 106 117.1 107.6
## cvpred      131.9 180 146.6 140.4 150.95 140.9 101.4  99.2 105 116.4 106.9
## pm2.5       169.0 165 167.0 169.0 155.00  93.0  49.0  50.0  49  45.0  50.0
## CV residual  37.1 -15  20.4  28.6   4.05 -47.9 -52.4 -49.2 -56 -71.4 -56.9
##               220  223   226   227   229   230   231 235   236   238   244
## Predicted   130.7  124 124.4 108.1 102.8 102.3 102.3 111  96.5  80.7 101.0
## cvpred      130.5  124 124.3 107.4 102.8 102.2 102.2 111  96.5  80.7 100.7
## pm2.5        83.0   23  35.0  50.0  75.0  58.0  70.0  84  83.0  27.0  17.0
## CV residual -47.5 -101 -89.3 -57.4 -27.8 -44.2 -32.2 -27 -13.5 -53.7 -83.7
##               245   246   247   249   252   259   260   261   262   263  268
## Predicted   109.5 100.7 111.7  80.2  84.3  80.7  72.5  78.8  87.3 106.1  149
## cvpred      108.6 100.4 110.8  79.9  84.0  80.5  72.3  78.5  87.0 105.8  148
## pm2.5        17.0  16.0  16.0  20.0  26.0  13.0  17.0  20.0  27.0  20.0   26
## CV residual -91.6 -84.4 -94.8 -59.9 -58.0 -67.5 -55.3 -58.5 -60.0 -85.8 -122
##               276   282   284   287   293   296   299   300   302   303   305
## Predicted    94.3  94.3  95.2  99.8  93.3  93.3  87.3  85.1  75.2  74.6  72.1
## cvpred       94.0  94.0  94.9  99.5  92.9  92.9  87.0  84.8  75.0  74.5  72.0
## pm2.5        21.0  23.0  25.0  22.0  12.0  27.0  33.0  36.0  49.0  52.0  47.0
## CV residual -73.0 -71.0 -69.9 -77.5 -80.9 -65.9 -54.0 -48.8 -26.0 -22.5 -25.0
##               307   309   310  311   313 314    317   319   321   325   326
## Predicted   139.1 153.7 172.1  170 155.3 155 151.90 145.0 149.7 107.0  98.3
## cvpred      138.8 151.5 171.8  170 154.5 154 151.74 144.9 149.6 107.1  98.3
## pm2.5        59.0  96.0  95.0   68  75.0 257 161.00  92.0  87.0  79.0  75.0
## CV residual -79.8 -55.5 -76.8 -102 -79.5 103   9.26 -52.9 -62.6 -28.1 -23.3
##               328  331   333   334   340   346 351   355 356   358   359 361
## Predicted   100.2 91.5  88.8  87.8  98.8  92.4 105 129.9 128 147.0 157.5 161
## cvpred      100.3 91.6  88.8  87.7  98.6  91.5 105 129.6 128 144.9 157.2 161
## pm2.5        86.0 94.0  49.0  33.0  18.0  30.0  35  83.0  91 102.0  94.0 141
## CV residual -14.3  2.4 -39.8 -54.7 -80.6 -61.5 -70 -46.6 -37 -42.9 -63.2 -20
##               367   372    376   378   380 383 385   388   392   393   394
## Predicted   118.4 141.4 133.09 113.0 155.0 136 134 140.0 124.9 133.1 120.6
## cvpred      118.3 141.1 132.96 112.5 154.8 136 134 139.9 124.9 133.1 120.6
## pm2.5       147.0 120.0 140.00 150.0 197.0 269 263 160.0 209.0 183.0 161.0
## CV residual  28.7 -21.1   7.04  37.5  42.2 133 129  20.1  84.1  49.9  40.4
##               395   396 397   398   401   402 409 410 412   416   418   421
## Predicted   152.0 149.8 145 140.4 135.6 148.2 180 143 136 138.6 119.4 101.9
## cvpred      151.8 149.6 145 140.4 133.8 146.3 180 143 136 138.5 119.5 102.1
## pm2.5       182.0 230.0 170 172.0 177.0 191.0 282 282 349 149.0 184.0 146.0
## CV residual  30.2  80.4  25  31.6  43.2  44.7 102 139 213  10.5  64.5  43.9
##               427 430 431 434 438 440 442 443 449 452 458   463   464   466
## Predicted   155.4 116 116 119 128 128 122 162 158 115 135  97.0  85.2  82.5
## cvpred      155.5 116 116 119 128 128 122 162 158 115 135  97.3  85.5  82.7
## pm2.5       233.0 403 360 383 302 367 331 323 336 426 389  51.0  49.0  45.0
## CV residual  77.5 287 244 264 174 239 209 161 178 311 254 -46.3 -36.5 -37.7
##               469   474   475   476   480   483   484   485   487   489   495
## Predicted    65.4  69.7  70.3  70.9  64.1  72.6  70.7  66.6  68.7  56.7  96.4
## cvpred       65.4  69.7  70.3  70.8  63.9  72.3  70.4  66.2  68.4  56.4  94.2
## pm2.5        27.0  22.0  11.0  25.0  18.0  17.0  17.0  15.0  16.0  18.0  15.0
## CV residual -38.4 -47.7 -59.3 -45.8 -45.9 -55.3 -53.4 -51.2 -52.4 -38.4 -79.2
##               500   501   504   505   506   516   518   519   520   525   529
## Predicted   58.01  56.4  98.2  77.7  55.3  61.1  62.1  53.3  59.1  70.0  74.1
## cvpred      57.89  56.3  98.0  77.6  55.1  60.9  62.0  53.2  59.0  69.9  74.1
## pm2.5       51.00  45.0  38.0  35.0  29.0  22.0  32.0  30.0  32.0  47.0  49.0
## CV residual -6.89 -11.3 -60.0 -42.6 -26.1 -38.9 -30.0 -23.2 -27.0 -22.9 -25.1
##               532   534   536   537   540 622 623 624 625 626 627   628   629
## Predicted    84.2  85.8  92.1  85.8  53.8 124 166 121 121 113 125 126.3 115.9
## cvpred       84.1  85.8  92.0  85.8  53.9 124 166 122 122 113 125 126.6 116.2
## pm2.5        20.0  16.0  24.0  24.0  19.0 340 298 268 299 300 240 213.0 171.0
## CV residual -64.1 -69.8 -68.0 -61.8 -34.9 216 132 146 177 187 115  86.4  54.8
##               633   642   644   645   647   649   652   653   655   656   657
## Predicted   132.7  50.6  68.7  69.2  61.9  87.9  93.8  93.8  89.0  87.4  81.7
## cvpred      132.4  50.9  69.0  69.5  62.1  88.1  93.2  93.2  89.1  87.5  81.7
## pm2.5       147.0  29.0  49.0  56.0  37.0  20.0  34.0  27.0  28.0  28.0  18.0
## CV residual  14.6 -21.9 -20.0 -13.5 -25.1 -68.1 -59.2 -66.2 -61.1 -59.5 -63.7
##               662   664   665   669   670   671   673   675   676   680   681
## Predicted    25.3 21.24 25.34  48.6  76.9  54.9  44.5 109.0 113.5  59.8  51.8
## cvpred       25.3 21.13 25.25  48.5  76.1  54.8  44.4 108.7 112.8  59.7  51.8
## pm2.5        12.0 23.00 21.00  16.0  25.0  20.0  19.0  25.0  20.0  11.0  16.0
## CV residual -13.3  1.87 -4.25 -32.5 -51.1 -34.8 -25.4 -83.7 -92.8 -48.7 -35.8
##               683   685   689  691   696   699   700   702   706  709   713
## Predicted   16.58  7.25  7.74 22.2 43.01 124.4  90.9 101.0  76.7 11.8  6.32
## cvpred      16.49  7.21  7.81 22.3 43.13 124.4  91.0 101.1  76.8 11.9  6.44
## pm2.5       13.00 12.00 36.00 52.0 47.00  65.0  70.0  37.0  35.0 32.0 32.00
## CV residual -3.49  4.79 28.19 29.7  3.87 -59.4 -21.0 -64.1 -41.8 20.1 25.56
##              714  715  716  720   731   735   737   743   755   756   759   761
## Predicted   15.1 25.5 23.9 51.8  33.3  32.8  68.4 152.6 142.4 136.5 106.7 121.2
## cvpred      15.2 25.6 24.0 51.9  33.3  32.3  66.4 150.8 142.3 134.6 104.7 119.3
## pm2.5       36.0 37.0 45.0 94.0  18.0  18.0  19.0 145.0  72.0  78.0  54.0  49.0
## CV residual 20.8 11.4 21.0 42.1 -15.3 -14.3 -47.4  -5.8 -70.3 -56.6 -50.7 -70.3
##               764 765   767  769  770   773   777   780   781   783   785   786
## Predicted   141.9 153 159.2  170  172 180.4 128.2  73.1  68.4  86.3  71.8  74.1
## cvpred      140.1 151 157.3  168  172 180.2 128.3  72.3  67.7  86.1  71.5  73.5
## pm2.5        64.0  63  64.0   62   56 104.0  85.0  36.0  27.0  28.0  35.0  43.0
## CV residual -76.1 -88 -93.3 -106 -116 -76.2 -43.3 -36.3 -40.7 -58.1 -36.5 -30.5
##               793   798   802  803    805  812   816   817   818   821  836 845
## Predicted    91.8 135.6 100.1 81.8 34.963 58.7 124.6  84.7 91.00 111.8 69.7 137
## cvpred       91.7 135.5  99.9 81.1 34.869 58.8 124.2  84.6 90.85 111.7 69.0 135
## pm2.5        69.0  94.0 120.0 72.0 34.000 87.0 114.0 103.0 99.00  78.0 79.0  87
## CV residual -22.7 -41.5  20.1 -9.1 -0.869 28.2 -10.2  18.4  8.15 -33.7 10.0 -48
##               852   853   855   859   862   863  865  866  868   871   878
## Predicted   127.8 117.4 113.9 139.8 142.9 147.5  158  164  164 155.4 137.6
## cvpred      125.8 115.4 113.8 137.8 140.8 145.5  156  162  162 153.4 135.7
## pm2.5       114.0 100.0  68.0  70.0  62.0  69.0   51   51   45  78.0  77.0
## CV residual -11.8 -15.4 -45.8 -67.8 -78.8 -76.5 -105 -111 -117 -75.4 -58.7
##               879   880   881   882   885  887  891   893  894   897   902
## Predicted   128.9 128.9 130.5 132.1 161.9  174  174 142.3  182 151.2 166.6
## cvpred      126.9 126.9 128.5 130.2 160.1  172  174 142.6  182 150.8 166.7
## pm2.5        67.0  84.0  77.0  83.0 189.0   71   69  71.0   77  90.0 105.0
## CV residual -59.9 -42.9 -51.5 -47.2  28.9 -101 -105 -71.6 -105 -60.8 -61.7
##               904   905   907   911     913     914    915    917    921   928
## Predicted   168.1 168.1 176.1 174.8 178.595 186.507 189.13 188.13 141.96 133.0
## cvpred      166.4 166.4 176.2 174.9 178.708 186.621 187.37 188.26 142.32 131.5
## pm2.5       125.0 141.0 164.0 156.0 178.000 187.000 181.00 197.00 136.00 163.0
## CV residual -41.4 -25.4 -12.2 -18.9  -0.708   0.379  -6.37   8.74  -6.32  31.5
##               933   934 940   943   944   947  948   952   959   960   961
## Predicted   169.6 171.7 135 179.4 179.4  57.6 54.1  96.8  73.3  59.4  55.8
## cvpred      169.8 171.9 135 179.6 179.6  57.7 53.6  94.9  72.8  58.7  55.1
## pm2.5       227.0 210.0 253 229.0 199.0 176.0 91.0  51.0 156.0  27.0  16.0
## CV residual  57.2  38.1 118  49.4  19.4 118.3 37.4 -43.9  83.2 -31.7 -39.1
##               963   966   971   972   977   979   980   981   983   986   991
## Predicted    58.0  56.9  58.4  45.5  44.4  44.9  47.4  53.7  50.5  55.1  52.6
## cvpred       57.3  56.2  57.5  44.7  43.6  44.1  46.6  52.9  49.6  54.3  52.3
## pm2.5        21.0   8.0  14.0  16.0  12.0   8.0  11.0  18.0  11.0  10.0  10.0
## CV residual -36.3 -48.2 -43.5 -28.7 -31.6 -36.1 -35.6 -34.9 -38.6 -44.3 -42.3
##               992   994   997   999  1000  1010  1015  1018  1019  1024  1026
## Predicted    61.3  47.1  53.5  44.7  44.7  69.1  77.0  69.1  64.5  72.2  44.9
## cvpred       61.1  46.9  52.6  43.9  43.9  68.2  76.6  68.2  63.6  71.8  44.1
## pm2.5         9.0  11.0  12.0  18.0  13.0  22.0   9.0  21.0  26.0  13.0  11.0
## CV residual -52.1 -35.9 -40.6 -25.9 -30.9 -46.2 -67.6 -47.2 -37.6 -58.8 -33.1
##              1028  1034  1039 1041  1047  1048  1049  1053 1055 1056 1057  1061
## Predicted    99.7 117.3 114.8  115  67.4  69.5  69.5 107.2  145  151  129  97.6
## cvpred       97.4 117.1 114.7  115  67.2  67.4  67.4 105.3  145  151  128  97.6
## pm2.5        22.0  51.0  27.0   24  53.0  57.0  51.0 136.0  259  267  351  39.0
## CV residual -75.4 -66.1 -87.7  -91 -14.2 -10.4 -16.4  30.7  114  116  223 -58.6
##              1062  1065  1066  1068  1069  1071  1075  1078  1080  1083  1086
## Predicted    72.7  55.5  49.8  55.1  33.7  48.0  60.6  75.5  73.9  78.7  91.2
## cvpred       72.7  55.4  49.6  54.3  33.5  47.1  59.7  75.3  73.6  77.7  90.3
## pm2.5         7.0   7.0   7.0  19.0  15.0  18.0  16.0  51.0  46.0  24.0  17.0
## CV residual -65.7 -48.4 -42.6 -35.3 -18.5 -29.1 -43.7 -24.3 -27.6 -53.7 -73.3
##              1088  1091  1097  1099 1104  1112 1120  1121  1129 1132  1133
## Predicted    84.9  47.7  53.6  83.6  106 112.1 84.3  88.4 156.0  114 102.9
## cvpred       84.6  47.4  53.1  81.3  106 111.9 82.3  86.4 155.9  114 103.1
## pm2.5        16.0  25.0  15.0  13.0  116  30.0 99.0 118.0 207.0  227 176.0
## CV residual -68.6 -22.4 -38.1 -68.3   10 -81.9 16.7  31.6  51.1  113  72.9
##              1139  1140  1141  1143  1149  1152  1154  1155  1159  1164  1165
## Predicted    41.3  38.8 24.28 19.62 117.6 145.2  94.5 128.0 136.4  71.2  68.2
## cvpred       41.1  38.7 24.13 19.49 115.5 143.1  94.5 127.3 135.7  71.0  68.0
## pm2.5        15.0  18.0 18.00 11.00  31.0  48.0  38.0  36.0  74.0  36.0  34.0
## CV residual -26.1 -20.7 -6.13 -8.49 -84.5 -95.1 -56.5 -91.3 -61.7 -35.0 -34.0
##              1166  1172  1173 1175   1180  1183  1187  1188 1191  1193  1194
## Predicted   18.98  83.9  77.6  115 170.09 138.1  86.3  89.7 55.6  52.7  59.4
## cvpred      19.06  81.9  75.6  113 169.98 138.2  85.8  89.7 53.9  52.8  57.7
## pm2.5       19.00  47.0 115.0  236 168.00 185.0 112.0 107.0 82.0  40.0  45.0
## CV residual -0.06 -34.9  39.4  123  -1.98  46.8  26.2  17.3 28.1 -12.8 -12.7
##              1196  1201  1203  1205  1207  1210  1211  1217  1220  1222  1225
## Predicted    72.0 163.7 109.4 138.1 184.7 109.7 121.8 104.9  90.1 172.3 178.2
## cvpred       70.2 163.8 109.6 138.3 182.8 109.4 120.1 105.2  90.7 170.7 178.4
## pm2.5        49.0 205.0 204.0 174.0 120.0 158.0 178.0 150.0 184.0 211.0 261.0
## CV residual -21.2  41.2  94.4  35.7 -62.8  48.6  57.9  44.8  93.3  40.3  82.6
##              1227  1229  1231  1232 1236  1238  1241  1244   1248  1250  1251
## Predicted   182.3 138.3 153.0 142.9 53.8  7.89  3.22 109.3 150.83 157.5 166.5
## cvpred      182.5 138.7 153.4 143.4 54.4  8.31  3.67 109.4 149.18 157.7 164.7
## pm2.5       233.0 214.0 206.0 220.0 65.0 35.00 30.00  30.0 154.00 136.0 143.0
## CV residual  50.5  75.3  52.6  76.6 10.6 26.69 26.33 -79.4   4.82 -21.7 -21.7
##              1252  1253  1256  1262  1263  1268  1276  1287  1288  1290  1292
## Predicted   156.1 164.5 170.8 121.9 117.2 159.5 191.3 139.2 138.6 139.1 159.7
## cvpred      154.3 162.8 169.1 120.1 115.5 157.9 191.5 139.6 139.1 137.7 160.1
## pm2.5       132.0 100.0  90.0  72.0  76.0  95.0 129.0 179.0 183.0 195.0 218.0
## CV residual -22.3 -62.8 -79.1 -48.1 -39.5 -62.9 -62.5  39.4  43.9  57.3  57.9
##             1294  1299  1301  1302  1304 1312 1315 1317 1318  1319  1323 1334
## Predicted    181 193.1 150.7 159.5 153.2  132  154  169  174 168.4 177.9  126
## cvpred       180 193.5 151.3 160.1 153.8  132  153  168  173 167.1 178.4  125
## pm2.5        264 227.0 227.0 227.0 243.0  298  353  309  284 244.0 135.0  248
## CV residual   84  33.5  75.7  66.9  89.2  166  200  141  111  76.9 -43.4  123
##              1335   1338   1340  1342  1344 1348 1349 1350 1352  1357  1358
## Predicted   128.1 143.14 143.70 132.0 142.9  154  160  158  158 128.3 122.0
## cvpred      126.6 141.69 142.21 130.4 141.3  152  158  156  156 128.5 122.2
## pm2.5       180.0 138.00 136.00 118.0  55.0   45   51   53   46  81.0  91.0
## CV residual  53.4  -3.69  -6.21 -12.4 -86.3 -107 -107 -103 -110 -47.5 -31.2
##              1359  1361  1362  1366  1370 1372 1374  1379  1380  1384  1389
## Predicted   124.1 126.2 132.5 124.9 131.5  131  173 174.2 174.2 164.5 162.4
## cvpred      122.4 124.6 130.9 123.1 129.6  130  171 174.4 174.4 162.9 162.6
## pm2.5        93.0  79.0  79.0 103.0  35.0   29   29  89.0 138.0 105.0  98.0
## CV residual -29.4 -45.6 -51.9 -20.1 -94.6 -101 -142 -85.4 -36.4 -57.9 -64.6
##              1396   1399   1400  1405  1414  1415 1418 1420 1421 1425 1427
## Predicted   148.6 135.96 125.57  53.6 130.3 170.2  175  177  183  175  164
## cvpred      148.4 136.37 125.97  53.1 130.7 170.3  173  175  181  173  162
## pm2.5       128.0 139.00 119.00  20.0 108.0 128.0   59   35   35   17   39
## CV residual -20.4   2.63  -6.97 -33.1 -22.7 -42.3 -114 -140 -146 -156 -123
##              1436  1438  1443  1448  1457  1459  1462  1464  1465  1467  1472
## Predicted   172.2 173.8 173.8 184.6 34.54  39.2  56.7 146.9  89.8 163.6 147.2
## cvpred      170.5 172.1 172.1 184.7 34.85  39.5  57.0 147.1  90.2 163.7 147.2
## pm2.5        91.0  89.0 108.0 125.0 30.00  28.0 116.0 129.0 109.0  92.0 114.0
## CV residual -79.5 -83.1 -64.1 -59.7 -4.85 -11.5  59.0 -18.1  18.8 -71.7 -33.2
##              1473  1477 1482  1483  1487  1490  1491 1493  1494   1499  1501
## Predicted   149.6 132.6  124 131.5 157.0 154.9 156.6  170 146.6 151.33 146.7
## cvpred      147.8 130.9  122 131.8 157.2 153.3 154.9  170 146.5 149.79 145.1
## pm2.5       121.0 165.0  227 224.0 123.0 101.0 108.0  125 121.0 156.00 220.0
## CV residual -26.8  34.1  105  92.2 -34.2 -52.3 -46.9  -45 -25.5   6.21  74.9
##             1502  1506  1508 1511 1513  1515  1519  1524  1526  1529  1535
## Predicted    136 124.1 162.3  124  127  72.3  77.0 10.08  5.42  49.4  47.4
## cvpred       134 124.7 162.7  124  127  72.5  77.1  9.94  5.30  49.1  46.6
## pm2.5        237 222.0 261.0  263  248  15.0  16.0 17.00 17.00  16.0  20.0
## CV residual  103  97.3  98.3  139  121 -57.5 -61.1  7.06 11.70 -33.1 -26.6
##              1538  1541  1544  1548  1550  1551   1553  1566  1571  1574  1575
## Predicted    60.8  63.0  63.6 31.51  70.3  80.1  95.93 146.2 127.3 103.9 115.9
## cvpred       60.0  62.2  62.7 31.33  70.0  79.8  95.82 144.2 125.3 103.8 115.8
## pm2.5        16.0  15.0  16.0 26.00  52.0  65.0 103.00  62.0  57.0  92.0 100.0
## CV residual -44.0 -47.2 -46.7 -5.33 -18.0 -14.8   7.18 -82.2 -68.3 -11.8 -15.8
##              1578  1580   1582  1584  1587  1591 1597  1604  1605  1612  1615
## Predicted   108.2 116.9 118.98 125.8 155.5 155.5  134  87.1  91.8  69.6  77.2
## cvpred      106.2 114.9 118.84 125.6 153.6 153.6  132  87.2  91.8  69.4  77.0
## pm2.5       132.0 128.0 116.00  70.0  74.0  61.0   26  63.0  47.0  10.0  13.0
## CV residual  25.8  13.1  -2.84 -55.6 -79.6 -92.6 -106 -24.2 -44.8 -59.4 -64.0
##              1616  1617  1619  1626 1631 1635  1636  1642  1649  1650  1652
## Predicted    85.4  72.9  61.9  27.1  143  117 120.8 124.5  74.8  74.8 105.9
## cvpred       85.2  72.7  61.7  27.0  143  117 120.8 124.5  73.0  73.0 104.2
## pm2.5        20.0  18.0  14.0  14.0   27   48  61.0 105.0  40.0  34.0  33.0
## CV residual -65.2 -54.7 -47.7 -13.0 -116  -69 -59.8 -19.5 -33.0 -39.0 -71.2
##              1657  1658  1659  1662  1663  1664 1665  1670  1671  1675 1677
## Predicted   161.3 163.3 181.8 143.5 187.5 189.1  173 112.9 114.0 143.7  114
## cvpred      161.4 161.7 181.9 143.9 187.7 189.3  173 111.4 112.5 142.3  115
## pm2.5       101.0 106.0 144.0 158.0 135.0 145.0  161 167.0 162.0 189.0  222
## CV residual -60.4 -55.7 -37.9  14.1 -52.7 -44.3  -12  55.6  49.5  46.7  107
##              1678  1680 1681  1683  1686  1690  1695  1696  1702  1712  1715
## Predicted   120.7 127.0  106 66.33  72.7  55.4  6.90 22.03 113.1 132.0  99.6
## cvpred      121.3 127.6  107 66.86  73.1  55.0  7.11 21.62 112.8 131.9  97.7
## pm2.5       216.0 223.0  213 59.00  27.0  14.0 12.00 16.00  54.0  50.0  79.0
## CV residual  94.7  95.4  106 -7.86 -46.1 -41.0  4.89 -5.62 -58.8 -81.9 -18.7
##              1718  1719  1727  1728  1731 1733  1734  1735  1737  1738  1748
## Predicted   79.61  87.0 108.0 111.7 124.1  126 135.7 104.0 134.6 134.6 141.1
## cvpred      77.81  85.2 106.2 111.7 122.4  124 135.8 104.4 135.1 135.1 141.6
## pm2.5       71.00  73.0  53.0  41.0  65.0   75  80.0  80.0  86.0  93.0 108.0
## CV residual -6.81 -12.2 -53.2 -70.7 -57.4  -49 -55.8 -24.4 -49.1 -42.1 -33.6
##              1753  1758  1759  1764  1765  1767  1770  1771  1773  1775  1777
## Predicted   137.3  86.2 78.56  69.9  69.9  73.4  63.0  69.3  78.6  91.2 107.9
## cvpred      137.8  86.5 78.79  70.1  70.1  73.7  63.3  69.6  78.9  91.4 108.1
## pm2.5       103.0 132.0 69.00  26.0  21.0  21.0  17.0  25.0  30.0  38.0  61.0
## CV residual -34.8  45.5 -9.79 -44.1 -49.1 -52.7 -46.3 -44.6 -48.9 -53.4 -47.1
##             1783 1788  1790  1791  1796  1805  1810  1813  1819  1823  1828
## Predicted    178 59.2 62.82 52.43  76.7  83.4  58.0  50.6  83.1 118.7 162.4
## cvpred       178 59.4 62.44 52.04  77.0  83.0  57.4  50.1  81.3 118.3 160.7
## pm2.5         55 73.0 56.00 60.00  62.0  41.0  28.0  22.0  28.0  66.0  91.0
## CV residual -123 13.6 -6.44  7.96 -15.0 -42.0 -29.4 -28.1 -53.3 -52.3 -69.7
##              1830  1832  1835  1839  1843  1845  1846  1851  1855  1856  1857
## Predicted   167.7 163.1 162.9 149.6 128.7 164.5 141.4 180.3 153.5 161.4 155.1
## cvpred      167.9 163.2 161.3 149.9 129.3 164.9 141.4 180.8 154.3 162.2 155.9
## pm2.5        83.0  90.0 144.0 227.0 205.0 209.0 226.0 248.0 222.0 221.0 214.0
## CV residual -84.9 -73.2 -17.3  77.1  75.7  44.1  84.6  67.2  67.7  58.8  58.1
##              1863  1864  1874 1880  1881  1884  1885 1886 1889  1892  1893 1899
## Predicted   174.7 176.7 159.3  117 102.9  80.3  64.7 51.3 18.6  53.0  53.0  150
## cvpred      175.4 175.6 159.5  118 103.6  80.9  65.2 51.7 18.9  53.4  53.4  150
## pm2.5       232.0 243.0 180.0  473 201.0 343.0 156.0 64.0 37.0  19.0  23.0   46
## CV residual  56.6  67.4  20.5  355  97.4 262.1  90.8 12.3 18.1 -34.4 -30.4 -104
##             1903  1906 1914  1915  1922  1923  1929 1930  1932   1937  1943
## Predicted    158 108.1 60.7  71.1 110.6 115.4 153.0  107  34.7   6.55  42.7
## cvpred       158 106.5 59.2  69.6 111.3 115.4 153.4  107  35.2   7.01  43.1
## pm2.5         51  50.0 90.0 106.0  87.0  90.0 112.0  315 761.0 128.00  18.0
## CV residual -107 -56.5 30.8  36.4 -24.3 -25.4 -41.4  208 725.8 120.99 -25.1
##              1948  1952  1954  1965 1968  1969  1974  1976  1977 1978 1979 1982
## Predicted    95.0 139.8 111.3  94.8  114 117.8 101.1  95.0 67.91 47.1 38.0 12.8
## cvpred       95.3 139.9 109.6  93.2  112 116.2 100.9  95.4 68.36 47.6 37.7 12.4
## pm2.5        24.0  60.0  58.0  55.0   69  70.0  70.0  63.0 67.00 76.0 65.0 29.0
## CV residual -71.3 -79.9 -51.6 -38.2  -43 -46.2 -30.9 -32.4 -1.36 28.4 27.3 16.6
##              1983  1990 1991 1992 1995 1996  1999  2000  2001  2002   2005
## Predicted    47.8 124.7  160  162  157  153 110.7  65.6  39.1  36.9  0.766
## cvpred       46.0 124.5  159  161  155  151 111.1  65.7  39.1  37.0  0.811
## pm2.5        20.0  63.0   36   22   43   44  54.0  10.0  12.0  10.0 12.000
## CV residual -26.0 -61.5 -123 -139 -112 -107 -57.1 -55.7 -27.1 -27.0 11.189
##              2006 2013  2016  2017  2022 2023  2024  2026  2027  2028 2033 2034
## Predicted    48.6  103 131.3 134.0 146.2  158 160.2  82.9  58.5 43.41 46.3 42.2
## cvpred       48.4  101 131.5 132.2 144.5  158 158.5  82.9  56.6 41.57 44.7 40.6
## pm2.5        18.0   29  59.0  63.0  70.0   57  61.0  44.0  37.0 43.00 70.0 65.0
## CV residual -30.4  -72 -72.5 -69.2 -74.5 -101 -97.5 -38.9 -19.6  1.43 25.3 24.4
##              2050  2053  2059 2062  2065  2066  2071  2073 2079  2080 2081
## Predicted   101.0  77.4  88.9  111 121.7 132.1 161.4 128.3 53.1  48.4 37.7
## cvpred       99.1  75.7  87.2  109 119.9 130.3 159.6 126.5 51.5  46.8 36.1
## pm2.5        79.0  62.0  61.0   54  41.0  48.0  68.0  88.0 99.0 100.0 63.0
## CV residual -20.1 -13.7 -26.2  -55 -78.9 -82.3 -91.6 -38.5 47.5  53.2 26.9
##              2083  2084  2086   2090   2091  2093   2094  2095  2097  2098
## Predicted   50.28  79.5  84.2 109.65 115.94 138.3 144.19 136.3 123.9 107.2
## cvpred      48.66  77.9  82.5 107.98 114.26 136.7 144.38 136.5 122.3 105.6
## pm2.5       46.00  48.0  57.0 100.00 117.00 132.0 142.00 147.0 208.0 198.0
## CV residual -2.66 -29.9 -25.5  -7.98   2.74  -4.7  -2.38  10.5  85.7  92.4
##              2100 2103 2105 2106 2110 2114 2118 2158  2165  2166  2167  2174
## Predicted    90.5  102  141  148  151  161  164 42.7 34.82 26.62 31.28 -5.39
## cvpred       89.0  102  139  149  150  159  163 43.2 35.04 26.79 31.43 -5.11
## pm2.5       218.0  237  260  259  366  288  271 85.0 31.00 26.00 24.00 35.00
## CV residual 129.0  135  121  110  216  129  108 41.8 -4.04 -0.79 -7.43 40.11
##              2176  2182  2186  2188  2189 2195  2197  2201  2202  2204  2213
## Predicted   -6.24 15.10 131.2  67.0  87.8 12.4 -6.17 -25.9 -19.6 16.23 139.5
## cvpred      -5.97 15.35 131.4  67.4  88.2 12.6 -6.05 -25.7 -19.5 16.39 139.6
## pm2.5       15.00 20.00  52.0  35.0  44.0 14.0 17.00  18.0  12.0 21.00  58.0
## CV residual 20.97  4.65 -79.4 -32.4 -44.2  1.4 23.05  43.7  31.5  4.61 -81.6
##              2215  2217  2224  2231  2232  2233  2235  2237  2246  2257  2260
## Predicted   141.7 114.8  68.4 111.0 119.0 128.9 148.2 147.8 -13.2 129.1 129.8
## cvpred      141.7 113.1  67.0 109.7 117.6 129.4 146.9 148.3 -12.6 127.8 130.3
## pm2.5        60.0 133.0 128.0 168.0 164.0 184.0 194.0 191.0  44.0 199.0 187.0
## CV residual -81.7  19.9  61.0  58.3  46.4  54.6  47.1  42.7  56.6  71.2  56.7
##              2261  2265  2268  2272 2274   2275 2277 2278 2279 2281  2284  2285
## Predicted   144.0 136.3  98.8 108.6  116 123.40  117  143  153  144  65.2  59.5
## cvpred      144.5 136.9  97.5 107.4  115 123.52  117  142  154  144  65.6  59.8
## pm2.5       166.0 166.0 171.0 121.0  132 126.00   25   23   20   30  18.0  19.0
## CV residual  21.5  29.1  73.5  13.6   17   2.48  -92 -119 -134 -114 -47.6 -40.8
##             2289  2291  2292  2295  2299  2302  2306 2325 2326   2329  2330
## Predicted   12.8 -14.3 -23.0 -37.0 -14.6 28.42  96.9 64.6 71.2 103.99 111.9
## cvpred      13.0 -14.1 -22.8 -36.8 -14.3 28.11  97.0 63.2 69.8 102.65 110.6
## pm2.5       28.0  19.0  16.0  16.0  15.0 19.00  55.0 84.0 96.0  97.00  84.0
## CV residual 15.0  33.1  38.8  52.8  29.3 -9.11 -42.0 20.8 26.2  -5.65 -26.6
##              2332  2333  2337  2338  2339   2340  2341  2342  2346  2348
## Predicted   126.1 127.7 135.9 125.0 118.7 114.02  96.8  88.0  79.7  96.4
## cvpred      124.8 126.4 134.6 123.7 117.4 112.81  95.6  86.8  78.7  95.4
## pm2.5        74.0  67.0  78.0  91.0 107.0 107.00 127.0 132.0 105.0 144.0
## CV residual -50.8 -59.4 -56.6 -32.7 -10.4  -5.81  31.4  45.2  26.3  48.6
##                2351  2353  2355  2356  2357  2359  2360  2363  2366  2367  2369
## Predicted   124.899  89.9  86.6  68.1  74.6  87.8  98.2 134.3 142.5 144.1 150.4
## cvpred      123.808  90.2  86.9  68.3  75.4  87.9  98.3 133.2 141.3 142.9 149.2
## pm2.5       124.000 150.0 128.0 103.0  60.0  63.0  77.0  77.0  81.0  77.0  66.0
## CV residual   0.192  59.8  41.1  34.7 -15.4 -24.9 -21.3 -56.2 -60.3 -65.9 -83.2
##              2370  2373  2378  2380  2381  2382  2383  2386  2390  2391  2392
## Predicted   152.6 120.1 112.9  94.3  70.9  67.4  65.8  30.2  3.30 32.67  34.3
## cvpred      151.3 120.2 113.7  95.0  70.8  67.2  65.5  30.5  3.73 31.07  32.7
## pm2.5        60.0  90.0  89.0  49.0  14.0  14.0  16.0  17.0 24.00 22.00  22.0
## CV residual -91.3 -30.2 -24.7 -46.0 -56.8 -53.2 -49.5 -13.5 20.27 -9.07 -10.7
##              2393  2396  2398  2402  2403  2406  2407  2408  2412  2418  2419
## Predicted   40.58  78.3 100.0 122.9 133.3 137.4 141.5 151.9 152.2 123.1 123.1
## cvpred      38.98  76.8  98.4 121.4 131.8 135.9 140.1 150.5 150.8 123.2 123.2
## pm2.5       32.00  29.0  58.0  40.0  44.0  73.0  89.0  80.0  67.0  63.0  81.0
## CV residual -6.98 -47.8 -40.4 -81.4 -87.8 -62.9 -51.1 -70.5 -83.8 -60.2 -42.2
##              2422  2428   2429 2430 2438   2440 2441  2446  2448  2451  2453
## Predicted   129.4 122.5 120.28  128 12.3 29.025 14.5  44.4  49.1  57.9  60.1
## cvpred      129.5 123.2 121.05  129 12.7 29.361 14.8  44.7  49.3  58.1  60.2
## pm2.5        87.0 108.0 116.00  105 40.0 29.000 31.0  11.0   7.0  14.0  13.0
## CV residual -42.5 -15.2  -5.05  -24 27.3 -0.361 16.2 -33.7 -42.3 -44.1 -47.2
##              2454  2455  2456  2461  2462  2464  2467  2468 2474  2476  2477
## Predicted    54.3  54.3  44.2 -24.7 -24.7 -21.1  1.26 25.16 69.7  97.1 130.1
## cvpred       54.5  54.5  44.4 -24.6 -24.6 -21.0  1.41 24.69 69.8  96.7 130.1
## pm2.5        16.0  14.0  14.0  14.0  13.0  11.0 13.00 17.00 81.0  48.0  42.0
## CV residual -38.5 -40.5 -30.4  38.6  37.6  32.0 11.59 -7.69 11.2 -48.7 -88.1
##              2478  2479  2492  2493  2498  2500  2503 2505  2506  2509  2512
## Predicted    67.5  86.1 91.28 100.0 133.4 141.3 158.0  150 143.2 148.9 135.5
## cvpred       67.7  86.3 89.75  98.5 131.9 139.8 156.5  148 141.8 147.5 134.1
## pm2.5        39.0  26.0 94.00  84.0  81.0  97.0 130.0  171 196.0 203.0 193.0
## CV residual -28.7 -60.3  4.25 -14.5 -50.9 -42.8 -26.5   23  54.2  55.5  58.9
##             2513 2515  2517 2522 2526 2533 2534 2535   2540  2542  2543   2552
## Predicted    135  112 116.6  124  130  114  109  103 134.67 142.4 136.7 150.36
## cvpred       135  112 116.6  125  131  113  108  102 133.41 141.1 135.3 148.88
## pm2.5        194  200 212.0  239  253  286  289  285 143.00 102.0  96.0 152.00
## CV residual   59   88  95.4  114  122  173  181  183   9.59 -39.1 -39.3   3.12
##               2553  2555  2556  2560   2565  2566  2569  2580  2581 2584 2593
## Predicted   150.36 137.8 125.2 121.0 134.67 134.2 140.5 127.6 116.6  101  139
## cvpred      148.88 136.3 123.8 119.7 133.41 134.8 141.1 128.3 117.4  100  138
## pm2.5       154.00 165.0 149.0 144.0 138.00 184.0 206.0 200.0 207.0  248  389
## CV residual   5.12  28.7  25.2  24.3   4.59  49.2  64.9  71.7  89.6  148  251
##             2595  2599  2600 2602  2609    2611  2612  2613  2618  2620  2625
## Predicted    127  97.5  94.3  104 119.8 122.590 141.7 146.4 153.3 155.5 137.0
## cvpred       127  98.5  95.2  104 118.8 121.453 140.6 145.3 152.1 154.2 137.6
## pm2.5        382 342.0 324.0  272 170.0 121.000 198.0 184.0  94.0 100.0  94.0
## CV residual  255 243.5 228.8  168  51.2  -0.453  57.4  38.7 -58.1 -54.2 -43.6
##             2630 2632  2634  2636  2637  2644  2649  2650  2651  2658  2659
## Predicted   70.0 67.5 75.87 81.10  93.5 105.1  75.8  75.8  74.2  66.2  64.6
## cvpred      70.6 68.1 74.61 79.77  94.1 105.5  76.6  76.6  74.9  67.0  65.3
## pm2.5       90.0 73.0 77.00 76.00  80.0  38.0  50.0  51.0  48.0  26.0  32.0
## CV residual 19.4  4.9  2.39 -3.77 -14.1 -67.5 -26.6 -25.6 -26.9 -41.0 -33.3
##              2661  2663  2666  2668  2678  2686  2688 2689 2691  2695  2697
## Predicted    84.4  99.5 115.6 112.5  99.9  85.4 111.1  155  163 121.2  80.2
## cvpred       84.5  99.5 115.7 113.2 100.6  86.1 111.7  156  163 121.8  80.9
## pm2.5        34.0  44.0  31.0  37.0  40.0  47.0  47.0   37   60  24.0  51.0
## CV residual -50.5 -55.5 -84.7 -76.2 -60.6 -39.1 -64.7 -119 -103 -97.8 -29.9
##              2698  2699  2708  2709  2712  2713  2715  2716 2720  2724  2725
## Predicted   49.06  73.9 -11.2  35.7  62.8  62.8  97.8 101.9  123  65.8  52.6
## cvpred      49.68  74.3 -10.6  34.2  61.3  61.3  96.3 100.4  123  64.5  51.5
## pm2.5       41.00  39.0  20.0  23.0  38.0  45.0  56.0  54.0   81 122.0 114.0
## CV residual -8.68 -35.3  30.6 -11.2 -23.3 -16.3 -40.3 -46.4  -42  57.5  62.5
##              2726  2727  2729  2731  2739  2743   2744  2749  2753 2755  2756
## Predicted    49.6  49.6  63.2 79.90 118.5 141.5 135.17  95.0  72.4  119 117.8
## cvpred       48.5  48.5  62.1 78.81 117.3 140.3 134.01  93.9  73.4  120 118.7
## pm2.5       111.0 112.0 117.0 85.00  96.0 110.0 129.00 133.0 135.0   15  19.0
## CV residual  62.5  63.5  54.9  6.19 -21.3 -30.3  -5.01  39.1  61.6 -105 -99.7
##             2758  2763  2764  2766  2767  2774  2775  2776  2778  2783  2791
## Predicted    117 102.3  83.7  79.8  79.8  96.8  88.1  85.9 104.6  62.0  77.6
## cvpred       118 102.9  84.3  80.3  80.3  95.4  86.6  84.5 105.3  62.5  78.0
## pm2.5          9   5.0   9.0   8.0   7.0  26.0  25.0  20.0  15.0  11.0  19.0
## CV residual -109 -97.9 -75.3 -72.3 -73.3 -69.4 -61.6 -64.5 -90.3 -51.5 -59.0
##              2794  2795  2798  2808  2812  2816  2819  2821  2822  2825  2826
## Predicted    62.2  57.8 52.62  59.0  83.9  62.0  35.2 22.66 22.10 17.43 23.72
## cvpred       62.7  58.4 53.27  59.5  84.4  62.5  35.7 23.17 22.65 18.01 24.29
## pm2.5        31.0  42.0 45.00  11.0  13.0  13.0  14.0 14.00 13.00 20.00 16.00
## CV residual -31.7 -16.4 -8.27 -48.5 -71.4 -49.5 -21.7 -9.17 -9.65  1.99 -8.29
##              2828  2830  2831 2834  2837  2840  2841  2844  2852  2855  2856
## Predicted    30.0  51.6  51.6  133  71.6  57.4  44.8 11.43 13.91  40.2  44.3
## cvpred       30.6  52.2  52.2  131  72.2  58.0  45.4 12.06 14.55  40.8  45.0
## pm2.5        17.0  15.0  38.0   16  20.0  21.0  20.0 16.00 22.00  15.0  19.0
## CV residual -13.6 -37.2 -14.2 -115 -52.2 -37.0 -25.4  3.94  7.45 -25.8 -26.0
##              2857  2860  2863  2865  2870  2871  2872  2873   2876  2877  2880
## Predicted    44.3  48.7  48.7 19.43 -27.9 -26.9 -27.4 -29.9 39.104  55.8  70.8
## cvpred       45.0  49.3  49.3 20.04 -27.2 -26.1 -26.6 -29.1 37.845  54.5  69.6
## pm2.5        27.0  32.0  20.0 28.00  16.0  20.0  15.0  20.0 37.000  34.0  54.0
## CV residual -18.0 -17.3 -29.3  7.96  43.2  46.1  41.6  49.1 -0.845 -20.5 -15.6
##              2881 2882  2883  2884  2889 2890 2891  2895  2898  2907   2909
## Predicted    87.1  116 145.0 151.3 96.90 38.2 19.3  9.50  2.07 115.8 105.08
## cvpred       87.7  115 145.6 151.9 97.54 39.0 20.2  8.51  1.05 114.8 105.58
## pm2.5        62.0   70  66.0  70.0 89.00 90.0 86.0 69.00 35.00  77.0 102.00
## CV residual -25.7  -45 -79.6 -81.9 -8.54 51.0 65.8 60.49 33.95 -37.8  -3.58
##              2910  2912  2913  2915  2918  2921  2922  2924  2925 2931  2933
## Predicted   140.2 103.1  99.9  43.0 -12.4 -55.2 -54.6 -6.24 -34.7  102  89.8
## cvpred      141.1 104.3 100.5  44.2 -13.5 -54.2 -53.7 -5.30 -33.8  103  90.7
## pm2.5       111.0 132.0 146.0 142.0  63.0  55.0  45.0 32.00  32.0   43  45.0
## CV residual -30.1  27.7  45.5  97.8  76.5 109.2  98.7 37.30  65.8  -60 -45.7
##              2934  2949  2950  2951  2953  2957  2958  2964  2968 2975  2978
## Predicted    69.3  59.7  85.1 105.5  93.5 150.7 113.0  93.8 116.9  159 168.8
## cvpred       70.1  60.8  85.9 104.5  92.4 151.6 114.1  94.8 116.2  158 168.1
## pm2.5        44.0 142.0 142.0 150.0 118.0 120.0 129.0 128.0 104.0  142 182.0
## CV residual -26.1  81.2  56.1  45.5  25.6 -31.6  14.9  33.2 -12.2  -16  13.9
##              2981  2982  2983 2984  2985  2986  2990  2994  2995  2997  3001
## Predicted   179.9 179.9 174.2  177 178.3 170.4 60.62  50.8  54.1  62.1  65.7
## cvpred      179.3 179.3 173.5  176 177.6 169.7 61.92  52.0  55.2  63.1  66.6
## pm2.5       202.0 202.0 198.0  215 216.0 261.0 70.00   7.0  11.0  14.0  16.0
## CV residual  22.7  22.7  24.5   39  38.4  91.3  8.08 -45.0 -44.2 -49.1 -50.6
##              3003  3004  3006  3007  3009  3012  3015  3016  3018 3022  3023
## Predicted    75.0  96.5  77.5  80.0  50.7 24.45 -16.1 -14.4 -2.42   68  74.3
## cvpred       75.9  96.6  78.3  80.8  51.6 25.45 -15.0 -13.4 -1.36   67  73.3
## pm2.5        10.0  10.0  13.0  12.0  15.0 16.00  14.0  18.0 16.00   35  35.0
## CV residual -65.9 -86.6 -65.3 -68.8 -36.6 -9.45  29.0  31.4 17.36  -32 -38.3
##              3025  3026  3028  3030 3031  3035  3036   3037 3044  3046  3050
## Predicted    83.8  88.5 104.6 126.6  119 103.6  10.2  -4.33 25.2  51.2 104.4
## cvpred       82.8  87.4 103.6 127.5  119 104.6  11.2  -3.33 26.2  52.2 104.7
## pm2.5        48.0  50.0  57.0  66.0   73  87.0 165.0 219.00 58.0  30.0  71.0
## CV residual -34.8 -37.4 -46.6 -61.5  -46 -17.6 153.8 222.33 31.8 -22.2 -33.7
##              3052  3058  3066  3068  3069  3072  3073  3074  3080  3085 3093
## Predicted   114.8 109.1  90.1  92.3  92.9 105.9 111.7 160.9  64.9  31.0 15.7
## cvpred      115.1 108.1  89.2  91.4  91.9 106.7 112.8 160.1  65.8  31.9 16.5
## pm2.5        67.0 201.0 114.0 150.0 154.0 133.0 139.0 129.0  55.0  20.0 82.0
## CV residual -48.1  92.9  24.8  58.6  62.1  26.3  26.2 -31.1 -10.8 -11.9 65.5
##              3095  3098 3100  3113  3115  3119  3120  3124  3127  3128  3138
## Predicted    95.0 115.4  146 27.97  31.0  49.7  52.1  61.5  84.7  61.8  29.8
## cvpred       95.6 114.1  145 28.91  31.9  50.5  53.0  62.2  85.5  62.6  30.1
## pm2.5       117.0 125.0   40 32.00  15.0  11.0  11.0   5.0   4.0   6.0  20.0
## CV residual  21.4  10.9 -105  3.09 -16.9 -39.5 -42.0 -57.2 -81.5 -56.6 -10.1
##              3140  3144  3145  3149  3152  3153  3157  3158  3163  3165  3166
## Predicted    40.8 105.4 114.2 136.7 114.0 112.3  75.9  65.1  70.4  91.7  96.4
## cvpred       41.1 104.2 112.9 137.3 114.7 111.1  74.8  65.8  69.3  90.6  95.2
## pm2.5        19.0  54.0  49.0  38.0  55.0  51.0  44.0  44.0  43.0  44.0  43.0
## CV residual -22.1 -50.2 -63.9 -99.3 -59.7 -60.1 -30.8 -21.8 -26.3 -46.6 -52.2
##              3167  3172  3173  3176  3178 3179  3184 3185  3191  3192  3193
## Predicted   109.0 127.9 128.4 116.7 89.32 86.1 53.98 55.6  96.4 106.8 113.1
## cvpred      107.8 128.5 127.1 115.4 88.16 86.9 52.92 54.6  95.2 105.6 111.9
## pm2.5        46.0  69.0  75.0  78.0 83.00 82.0 57.00 66.0  69.0  64.0  60.0
## CV residual -61.8 -59.5 -52.1 -37.4 -5.16 -4.9  4.08 11.4 -26.2 -41.6 -51.9
##              3195  3196   3197 3198  3199  3205  3214 3219 3220 3222 3223  3227
## Predicted   125.2 116.9 123.15  123 127.3  93.1 137.4  102  110  111  113  64.5
## cvpred      125.9 115.7 121.97  122 126.1  92.0 138.3  103  111  112  114  65.6
## pm2.5        61.0  83.0 112.00   99 108.0 147.0 193.0  231  237  235  222 191.0
## CV residual -64.9 -32.7  -9.97  -23 -18.1  55.0  54.7  128  126  123  108 125.4
##              3229  3233  3235  3237  3238   3240  3247  3248  3249  3252  3255
## Predicted    80.8  69.5  67.5  83.2  93.6 104.51 130.5 124.2 122.0 103.2 102.3
## cvpred       81.8  68.6  66.7  82.2  92.6 103.56 129.5 123.2 121.1 102.3 101.4
## pm2.5       181.0 170.0 126.0 113.0 122.0 113.00 185.0 182.0 178.0 145.0 100.0
## CV residual  99.2 101.4  59.3  30.8  29.4   9.44  55.5  58.8  56.9  42.7  -1.4
##              3259  3260  3265 3268 3273  3278  3281  3287 3288  3293 3298  3301
## Predicted   137.9 146.6 150.4  160  160 134.3 128.7 146.0  154 128.8  116  71.4
## cvpred      136.9 145.7 149.5  159  159 133.4 127.9 145.1  153 130.1  117  72.6
## pm2.5        70.0  87.0  51.0   44   53  76.0  89.0  74.0   84  89.0   13  53.0
## CV residual -66.9 -58.7 -98.5 -115 -106 -57.4 -38.9 -71.1  -69 -41.1 -104 -19.6
##              3304 3307  3308  3309 3311 3313 3315 3316  3324   3325  3327  3328
## Predicted    91.4  146 134.1  71.1  145  166  160  156  6.28 37.832 -27.9 -32.0
## cvpred       90.6  147 133.3  72.2  146  167  159  155  7.49 36.978 -26.7 -30.8
## pm2.5        60.0   41  56.0  33.0   41   49   41   34 44.00 36.000  27.0  30.0
## CV residual -30.6 -106 -77.3 -39.2 -105 -118 -118 -121 36.51 -0.978  53.7  60.8
##              3333  3334  3337  3339  3340  3343  3351 3357 3358  3361 3362
## Predicted   27.72 28.28  99.9 143.5 118.4 144.4 -1.16 11.7 28.7 88.80  104
## cvpred      26.76 27.28  99.0 144.5 119.5 145.3 -2.07 10.7 27.7 87.93  103
## pm2.5       28.00 32.00  61.0  66.0  89.0 104.0 39.00 43.0 54.0 93.00   91
## CV residual  1.24  4.72 -38.0 -78.5 -30.5 -41.3 41.07 32.3 26.3  5.07  -12
##              3365  3367  3368   3369  3370  3373 3375 3376 3385 3387  3388
## Predicted   130.9 124.8 122.6 114.53 100.3  83.1 60.1 57.9  103  122 107.0
## cvpred      130.1 125.7 123.5 113.71  99.5  82.3 59.2 57.1  104  123 108.1
## pm2.5       101.0  95.0 105.0 110.00 116.0 120.0 72.0 79.0  229  229 198.0
## CV residual -29.1 -30.7 -18.5  -3.71  16.5  37.7 12.8 21.9  125  106  89.9
##               3390  3396  3397  3399  3403  3404  3407  3410   3415  3421 3424
## Predicted   113.28  94.7  84.1  48.6  81.4  79.5 132.1 147.9 155.85  58.2 13.7
## cvpred      114.42  95.8  83.4  47.8  80.6  78.6 133.1 148.9 156.84  59.3 13.0
## pm2.5       119.00 182.0 174.0 128.0 118.0 116.0 106.0 163.0 165.00 115.0 70.0
## CV residual   4.58  86.2  90.6  80.2  37.4  37.4 -27.1  14.1   8.16  55.7 57.0
##              3426  3432  3437  3438  3440   3441  3442 3447 3450  3460  3461
## Predicted    8.78 131.9 156.6 112.6  55.5 39.429 30.95 12.1 13.7  53.2  53.2
## cvpred       8.01 131.1 157.6 113.8  56.7 40.579 32.15 13.3 15.0  54.1  54.1
## pm2.5       53.00  93.0  85.0  98.0  45.0 40.000 35.00 28.0 26.0  28.0  16.0
## CV residual 44.99 -38.1 -72.6 -15.8 -11.7 -0.579  2.85 14.7 11.0 -26.1 -38.1
##              3463  3468  3469  3471 3472 3475  3477 3480 3485  3491 3494 3495
## Predicted    41.5  3.48 34.88 -12.1 19.0 31.4 50.58 19.6 68.0  65.1 47.9 47.9
## cvpred       42.4  4.53 35.76 -11.0 19.9 30.5 49.66 20.7 69.1  64.3 47.1 47.1
## pm2.5        14.0 46.00 39.00  55.0 45.0 57.0 43.00 39.0 92.0 118.0 79.0 62.0
## CV residual -28.4 41.47  3.24  66.0 25.1 26.5 -6.66 18.3 22.9  53.7 31.9 14.9
##             3501  3510  3512 3514   3516 3520  3521  3522  3523  3531 3535
## Predicted     69 105.4 66.95 71.1 100.55 77.3  87.7  87.7  94.0 149.7  153
## cvpred        68 104.4 68.12 72.2 101.51 78.5  88.9  88.9  95.2 150.7  154
## pm2.5         40  74.0 67.00 92.0  92.00 96.0  70.0  72.0  85.0 100.0  111
## CV residual  -28 -30.4 -1.12 19.8  -9.51 17.5 -18.9 -16.9 -10.2 -50.7  -43
##               3538 3545 3547  3548  3556  3558  3559  3560  3566  3569  3574
## Predicted   148.74  126  118 145.1 159.9 161.7 155.4 159.5  5.23  6.86 136.7
## cvpred      147.91  127  119 144.4 159.1 162.7 156.4 160.5  6.52  8.16 137.8
## pm2.5       152.00  108  142 180.0 205.0 214.0 230.0 242.0 28.00 19.00 214.0
## CV residual   4.09  -19   23  35.6  45.9  51.3  73.6  81.5 21.48 10.84  76.2
##             3575  3577  3580  3581  3583  3587 3588  3591  3593 3596  3599
## Predicted    114  85.1  53.9  53.9  88.2  32.1 38.4 21.71  79.0 66.3 122.5
## cvpred       115  86.3  55.1  55.1  88.8  33.3 39.6 22.93  79.6 67.5 121.7
## pm2.5        314  33.0  33.0  22.0  25.0  23.0 54.0 18.00  39.0 97.0  83.0
## CV residual  199 -53.3 -22.1 -33.1 -63.8 -10.3 14.4 -4.93 -40.6 29.5 -38.7
##              3600  3601  3607  3608 3611 3612 3614  3620  3621  3624  3628
## Predicted   127.2 139.8 132.0  93.0  103 59.7 56.5 88.12 106.8 122.9 135.5
## cvpred      126.3 138.9 132.9  93.6  104 60.2 57.4 87.21 107.8 121.9 134.5
## pm2.5        94.0  77.0  98.0 118.0   77 76.0 69.0 79.00  61.0 179.0  94.0
## CV residual -32.3 -61.9 -34.9  24.4  -27 15.8 11.6 -8.21 -46.8  57.1 -40.5
##              3630  3631   3635  3637  3639  3640  3644  3666  3672   3676  3681
## Predicted   135.5 135.0 109.88  99.4  90.0 91.22  71.1  93.1 119.1 133.84 117.0
## cvpred      134.5 135.9 110.79  98.5  89.2 92.23  71.7  92.2 118.1 132.85 117.9
## pm2.5        92.0  86.0 106.00 110.0 103.0 98.00 100.0  74.0 159.0 134.00 152.0
## CV residual -42.5 -49.9  -4.79  11.5  13.8  5.77  28.3 -18.2  40.9   1.15  34.1
##              3685  3688  3689 3690 3691  3694  3697  3698  3699  3701  3703
## Predicted    76.8  63.8  66.0 71.7 69.8 97.45 122.9 129.2 137.1 137.2 137.2
## cvpred       77.8  63.0  65.1 70.9 68.9 96.49 121.9 128.2 136.1 138.1 138.1
## pm2.5       122.0 108.0 101.0 92.0 82.0 90.00  79.0  71.0  64.0  76.0 101.0
## CV residual  44.2  45.0  35.9 21.1 13.1 -6.49 -42.9 -57.2 -72.1 -62.1 -37.1
##             3705  3707  3708  3783  3787  3789  3791  3793 3794  3795 3834
## Predicted    104 86.91 74.33  53.6  84.2  87.0  97.9 102.6  109 108.5 49.5
## cvpred       105 87.83 75.28  52.8  83.5  86.2  97.1 101.7  108 109.4 48.7
## pm2.5         82 79.00 76.00 107.0 108.0 157.0 148.0 128.0  148 176.0 70.0
## CV residual  -23 -8.83  0.72  54.2  24.5  70.8  50.9  26.3   40  66.6 21.3
##              3836  3841  3844  3848  3849  3852  3855  3859 3866 3870  3872
## Predicted    68.7  94.4 112.7  87.7  94.0  79.0  85.3 110.0  110  144 137.6
## cvpred       67.9  93.5 111.8  88.9  95.2  80.2  85.9 109.1  111  143 136.7
## pm2.5        41.0  42.0  63.0  46.0  41.0  36.0  36.0  46.0   97   81  72.0
## CV residual -26.9 -51.5 -48.8 -42.9 -54.2 -44.2 -49.9 -63.1  -14  -62 -64.7
##              3874  3876  3877  3882  3883  3884  3886  3888  3889 3893  3895
## Predicted   120.5 110.0 103.7 102.2 106.9 109.4 123.6 135.7 136.2  138 133.7
## cvpred      121.5 109.1 102.9 101.5 106.1 108.6 122.8 136.8 135.4  137 132.9
## pm2.5        71.0  73.0  85.0  89.0  95.0  93.0  93.0  99.0 101.0  105  94.0
## CV residual -50.5 -36.1 -17.9 -12.5 -11.1 -15.6 -29.8 -37.8 -34.4  -32 -38.9
##              3897  3898  3900 3905  3907  3908  3910   3920  3923  3925  3926
## Predicted   129.9 123.6  99.6 71.0 99.70  67.2 101.1 142.95 124.1 113.1 114.2
## cvpred      129.1 122.8 100.7 70.4 99.08  67.9 100.4 142.24 123.4 112.5 113.6
## pm2.5        91.0  98.0 115.0 89.0 96.00 119.0 125.0 141.00 137.0 147.0 143.0
## CV residual -38.1 -24.8  14.3 18.6 -3.08  51.1  24.6  -1.24  13.6  34.5  29.4
##              3930  3933  3946  3947  3948    3959  3965 3966  3973  3974  3981
## Predicted   111.1 125.4 131.6 125.3 116.5 136.589 155.2  155 102.2  66.2  88.4
## cvpred      110.6 126.1 132.7 126.5 117.7 136.044 154.5  156 103.6  67.2  89.3
## pm2.5       173.0  37.0  82.0  68.0  56.0 137.000 198.0  175 148.0 136.0 152.0
## CV residual  62.4 -89.1 -50.7 -58.5 -61.7   0.956  43.5   19  44.4  68.8  62.7
##              3982  3985 3995  3996  3999  4003  4004  4005  4006 4007  4008
## Predicted    50.0 143.2  117 110.3 109.2  68.6  94.1 110.5  90.0  147 117.9
## cvpred       51.5 144.5  116 109.7 108.7  70.0  95.5 111.3  91.4  149 119.3
## pm2.5       183.0 105.0   81  95.0 125.0 109.0  20.0  20.0  22.0   27  30.0
## CV residual 131.5 -39.5  -35 -14.7  16.3  39.0 -75.5 -91.3 -69.4 -122 -89.3
##              4012  4013  4014  4015  4018 4019 4020 4022  4027 4032 4034 4038
## Predicted   129.7 118.7 118.7 117.0 109.1  135  130  159 124.0  118  118  160
## cvpred      130.5 120.1 120.1 118.4 110.5  136  131  160 124.7  119  119  161
## pm2.5        50.0  46.0  42.0  35.0  43.0   30   27   35  29.0   49   34   40
## CV residual -80.5 -74.1 -78.1 -83.4 -67.5 -106 -104 -125 -95.7  -70  -85 -121
##             4039  4041  4042  4047 4048  4050  4054  4056  4058  4059  4064
## Predicted    118 104.0  95.5 103.1  120 130.0 150.0 154.7 156.4 156.9 154.5
## cvpred       119 105.3  96.9 104.3  119 129.4 149.3 153.9 157.5 156.1 155.7
## pm2.5         41  49.0  61.0  74.0   79  69.0  88.0  69.0  89.0  98.0  92.0
## CV residual  -78 -56.3 -35.9 -30.3  -40 -60.4 -61.3 -84.9 -68.5 -58.1 -63.7
##               4068  4069  4081  4085  4087 4091  4092  4094  4096  4098  4099
## Predicted   101.74  97.5 137.6 106.7 86.24 39.9 13.81  32.1  37.8  62.5  68.8
## cvpred      102.98  96.9 138.8 108.1 87.64 40.6 15.17  33.2  38.9  61.9  68.2
## pm2.5       109.00  74.0 205.0 124.0 95.00 48.0 21.00  11.0  10.0  49.0  49.0
## CV residual   6.02 -22.9  66.2  15.9  7.36  7.4  5.83 -22.2 -28.9 -12.9 -19.2
##              4104  4105  4107  4110  4114  4117   4119  4124  4127 4128  4131
## Predicted   107.1 113.4 134.0 140.3 104.6  95.2 84.643 94.18 121.2  120 137.5
## cvpred      106.4 112.7 135.1 141.3 103.9  96.4 84.039 93.59 120.7  119 138.8
## pm2.5        70.0  61.0  66.0  42.0  63.0  85.0 85.000 92.00 107.0  132 122.0
## CV residual -36.4 -51.7 -69.1 -99.3 -40.9 -11.4  0.961 -1.59 -13.7   13 -16.8
##              4132  4165  4167  4169  4172  4174  4175  4179 4181  4182   4185
## Predicted   131.6 44.58 45.63  51.4  80.6  89.4  87.8 123.3  136 108.1 112.76
## cvpred      131.1 43.72 44.84  50.6  79.8  88.6  87.0 122.5  135 109.3 113.81
## pm2.5       121.0 48.00 39.00  40.0  62.0  66.0  68.0  63.0   76  68.0 120.00
## CV residual -10.1  4.28 -5.84 -10.6 -17.8 -22.6 -19.0 -59.5  -59 -41.3   6.19
##              4188 4190  4192  4194  4198 4200     4201 4202 4203  4207  4218
## Predicted    75.2 55.5 50.79 39.97 88.81  112 114.8232  123  123 131.4  69.4
## cvpred       74.4 54.7 50.08 41.09 88.08  113 114.0398  122  122 132.5  68.7
## pm2.5       106.0 70.0 49.00 48.00 81.00   98 114.0000  169  231 191.0 171.0
## CV residual  31.6 15.3 -1.08  6.91 -7.08  -15  -0.0398   47  109  58.5 102.3
##              4220  4227 4228  4233  4235  4236  4237  4238  4242  4244  4245
## Predicted    92.4 135.0  131 120.4  99.1  94.8  83.9  83.9  76.7  85.2 100.3
## cvpred       91.7 134.3  130 121.5 100.2  94.2  83.3  83.3  76.1  84.6  99.6
## pm2.5       150.0 204.0  251 205.0 205.0 184.0 160.0 150.0 133.0 127.0 119.0
## CV residual  58.3  69.7  121  83.5 104.8  89.8  76.7  66.7  56.9  42.4  19.4
##               4247  4248  4249  4251 4252  4254  4255  4256  4258  4264  4266
## Predicted   103.02 109.3 115.6 113.7  118 125.5 140.5 129.6 112.8  67.1  81.6
## cvpred      102.27 108.5 114.8 112.9  117 126.6 139.8 130.8 112.2  66.5  81.0
## pm2.5       102.00  91.0  92.0 100.0   97  94.0 121.0 153.0 163.0 117.0 117.0
## CV residual  -0.27 -17.5 -22.8 -12.9  -20 -32.6 -18.8  22.2  50.8  50.5  36.0
##              4267  4271 4272 4274  4275   4277   4278   4279   4281   4282
## Predicted    53.7 136.3  120  143 119.6 125.88 114.85 114.85  89.69 123.29
## cvpred       54.5 135.7  119  142 120.4 126.68 116.29 116.29  91.18 124.57
## pm2.5       116.0 112.0   97  126 151.0 134.00 118.00 124.00 101.00 131.00
## CV residual  61.5 -23.7  -22  -16  30.6   7.32   1.71   7.71   9.82   6.43
##              4283  4284  4285  4290 4292 4294  4295  4296  4297  4299  4300
## Predicted   112.9 104.4  94.5  89.8  106  122 126.2 122.1 128.4 138.8 141.0
## cvpred      114.2 105.7  93.9  89.3  106  121 125.6 121.5 127.8 138.2 140.4
## pm2.5       137.0 166.0 152.0 174.0  198  194 200.0 190.0 196.0 199.0 201.0
## CV residual  22.8  60.3  58.1  84.7   92   73  74.4  68.5  68.2  60.8  60.6
##             4301  4303  4307  4312  4313  4314  4316  4317  4318  4322  4323
## Predicted    147 149.7 117.9  86.0  86.0  93.9 102.7 109.0 117.3 130.3 130.9
## cvpred       148 149.1 119.1  85.5  85.5  93.4 102.2 108.4 118.6 129.8 130.3
## pm2.5        215 249.0 181.0 170.0 194.0 196.0 166.0 174.0 158.0 155.0 158.0
## CV residual   67  99.9  61.9  84.5 108.5 102.6  63.8  65.6  39.4  25.2  27.7
##              4325 4328  4330  4332 4341  4344  4350  4353  4357  4360  4361
## Predicted   128.0  137 130.9 124.1  129 137.8 151.8 150.2 151.4 105.2 118.5
## cvpred      129.2  138 130.3 125.4  129 139.1 151.4 149.7 152.8 106.8 119.4
## pm2.5       160.0  197 195.0 159.0  230 219.0 225.0 174.0 121.0  92.0  38.0
## CV residual  30.8   59  64.7  33.6  101  79.9  73.6  24.3 -31.8 -14.8 -81.4
##              4365  4366  4367 4369  4370  4371  4373  4380  4387  4389  4392
## Predicted   103.3 120.6 115.9  106 115.9 111.8 118.1  84.7  42.3  84.8 126.5
## cvpred      104.9 121.5 117.4  107 117.4 113.3 119.6  86.0  43.6  84.3 127.8
## pm2.5        40.0  36.0  27.0   46  43.0  37.0  45.0  40.0  15.0  34.0  41.0
## CV residual -64.9 -85.5 -90.4  -61 -74.4 -76.3 -74.6 -46.0 -28.6 -50.3 -86.8
##              4393  4395  4396  4398 4404 4407 4409 4410  4412  4419 4422  4425
## Predicted   102.3 143.2 103.3 112.7 56.1 51.2 42.5 52.8  71.7 128.9  131  70.3
## cvpred      103.2 144.5 104.9 113.6 57.1 50.8 42.0 52.4  71.2 128.4  132  71.8
## pm2.5        34.0  54.0  73.0  90.0 93.0 88.0 68.0 72.0  48.0 127.0  161 119.0
## CV residual -69.2 -90.5 -31.9 -23.6 35.9 37.2 26.0 19.6 -23.2  -1.4   29  47.2
##              4431 4434  4440  4441  4442    4446  4455  4457  4458  4459   4461
## Predicted   43.02 52.8 112.2 124.3 129.0 102.270 -51.4 -60.2 -60.2 -58.0 18.797
## cvpred      42.52 52.4 111.7 125.7 130.3 103.736 -50.0 -58.8 -58.8 -56.7 20.278
## pm2.5       47.00 56.0  87.0 105.0 117.0 104.000   8.0  13.0  12.0   9.0 20.000
## CV residual  4.48  3.6 -24.7 -20.7 -13.3   0.264  58.0  71.8  70.8  65.7 -0.278
##              4464  4471  4475  4476  4481   4482  4483  4484 4486  4488  4496
## Predicted   113.4  60.4 -24.6 -5.48 -11.1 -0.742 14.31 28.80 60.5 113.3  97.8
## cvpred      114.6  61.8 -23.2 -4.37 -11.8 -1.388 13.65 28.18 59.9 112.8  97.1
## pm2.5        44.0  24.0  19.0  4.00  21.0 23.000 17.00 25.00 50.0  59.0  46.0
## CV residual -70.6 -37.8  42.2  8.37  32.8 24.388  3.35 -3.18 -9.9 -53.8 -51.1
##              4498  4508  4511  4512 4515  4519  4520  4521 4522 4523  4529
## Predicted    91.5  95.5 101.1 107.4  114 129.9 109.4 70.21 57.6 31.5 20.12
## cvpred       90.8  96.7 100.4 106.7  113 131.1 110.6 70.95 58.4 33.0 19.48
## pm2.5        39.0  76.0  67.0  61.0   45  46.0  63.0 74.00 77.0 71.0 14.00
## CV residual -51.8 -20.7 -33.4 -45.7  -68 -85.1 -47.6  3.05 18.6 38.0 -5.48
##              4531  4532  4540  4547 4554 4562  4563  4572 4575  4580  4581
## Predicted   22.31 38.99 109.6 94.83  116  155 119.4 146.5  151 137.7 141.8
## cvpred      21.63 38.31 108.9 94.17  117  154 120.1 145.8  150 137.1 141.2
## pm2.5       31.00 32.00  67.0 96.00  105   40  43.0  83.0  117  77.0  72.0
## CV residual  9.37 -6.31 -41.9  1.83  -12 -114 -77.1 -62.8  -33 -60.1 -69.2
##              4592  4594  4598  4608  4617  4618  4621  4624  4625  4626  4630
## Predicted   148.1 141.8 118.3 140.2 106.2  99.9 136.4 108.7 138.0 131.7 100.7
## cvpred      147.5 141.2 119.1 139.6 107.6 101.3 135.8 109.5 137.4 131.1 102.2
## pm2.5       165.0 155.0 178.0 161.0  69.0  83.0 100.0 122.0 155.0 184.0 185.0
## CV residual  17.5  13.8  58.9  21.4 -38.6 -18.3 -35.8  12.5  17.6  52.9  82.8
##              4631   4635  4637  4640  4641  4642  4644  4646 4654 4657   4659
## Predicted   111.8 136.95 141.6  99.1  91.2  91.2 122.6 84.91 74.5  136 137.37
## cvpred      112.6 136.29 140.9 100.5  92.6  92.6 123.8 86.34 75.9  135 138.55
## pm2.5       186.0 145.00 107.0  58.0  61.0  72.0 105.0 92.00 99.0  122 141.00
## CV residual  73.4   8.71 -33.9 -42.5 -31.6 -20.6 -18.8  5.66 23.1  -13   2.45
##              4661  4662  4665 4671   4676  4678  4685   4686  4689  4693  4695
## Predicted    95.3 112.6 133.6  113 124.66 130.5 140.5 136.38 135.9 135.8 142.1
## cvpred       96.7 113.4 134.8  112 124.07 131.8 139.9 135.78 137.2 135.3 141.5
## pm2.5       120.0 103.0 124.0   95 130.00 167.0 162.0 141.00 175.0 167.0 196.0
## CV residual  23.3 -10.4 -10.8  -17   5.93  35.2  22.1   5.22  37.8  31.7  54.5
##              4696 4703  4710  4711 4714 4715 4716 4717 4718  4719  4720  4723
## Predicted   112.8  113 150.0 150.0  142  129  122  118  112 113.3 111.2 113.3
## cvpred      113.7  114 149.4 149.4  141  128  124  118  111 112.9 110.8 112.9
## pm2.5       172.0  264 231.0 209.0  310  304  290  283  212 185.0 195.0 178.0
## CV residual  58.3  150  81.6  59.6  169  176  166  165  101  72.1  84.2  65.1
##               4726   4727  4728  4733  4734  4735  4736  4739  4741  4744
## Predicted   122.68 118.14  80.4 101.8 141.7 146.2 137.9 119.4 106.9  97.5
## cvpred      122.19 119.47  82.0 103.3 142.9 145.7 139.2 118.9 106.4  97.1
## pm2.5       116.00 127.00  61.0  53.0  68.0  60.0  73.0 154.0 186.0 120.0
## CV residual  -6.19   7.53 -21.0 -50.3 -74.9 -85.7 -66.2  35.1  79.6  22.9
##               4746  4750  4751 4755  4759   4762  4763  4764  4765  4775  4777
## Predicted   90.944 112.9 115.3  134 102.4 127.47 114.9 106.4  95.9 126.8 122.7
## cvpred      90.466 112.3 114.8  133 103.8 128.75 116.2 107.8  95.4 126.3 122.2
## pm2.5       90.000 143.0 145.0  267 122.0 123.00 167.0 153.0 149.0 142.0 147.0
## CV residual -0.466  30.7  30.2  134  18.2  -5.75  50.8  45.2  53.6  15.7  24.8
##             4780 4781 4783 4784 4788 4789  4791  4795 4797  4799  4800  4809
## Predicted    127  134  132  132  130  130 134.2 102.4  117 107.8 118.8  96.8
## cvpred       127  133  131  131  129  129 133.6 103.8  118 109.2 119.6  98.3
## pm2.5        227  236  258  250  263  270 212.0  47.0   55  36.0  50.0  43.0
## CV residual  100  103  127  119  134  141  78.4 -56.8  -63 -73.2 -69.6 -55.3
##              4811  4814  4815  4821 4823 4825  4827  4829  4830  4831  4835
## Predicted    67.6  88.0  90.1 128.7  140  148 144.3 150.1 106.2 121.3 108.6
## cvpred       69.1  89.4  89.6 128.1  139  148 143.7 151.4 107.6 122.1 109.9
## pm2.5        46.0  27.0  34.0  39.0   49   47  75.0 101.0  92.0  99.0  70.0
## CV residual -23.1 -62.4 -55.6 -89.1  -90 -101 -68.7 -50.4 -15.6 -23.1 -39.9
##              4838  4846 4855  4859  4860 4861  4862  4864  4867  4868  4869
## Predicted    87.7 121.6  137 119.8 107.7  101  94.6  88.0 100.0 104.7 115.1
## cvpred       87.2 121.1  138 121.2 107.2  102  94.1  87.5  99.6 104.2 114.6
## pm2.5        54.0  70.0  209 197.0 202.0  206 201.0 130.0 139.0 153.0 194.0
## CV residual -33.2 -51.1   71  75.8  94.8  104 106.9  42.5  39.4  48.8  79.4
##              4870  4873  4876  4879 4881 4883  4889  4891  4892   4894  4898
## Predicted   119.7 128.2 111.5 134.6  120  111  81.7  83.9  90.2 98.940 116.2
## cvpred      119.2 127.7 112.4 135.9  121  113  81.2  83.4  89.7 98.446 115.6
## pm2.5       176.0 189.0 172.0 227.0  245  226 132.0 102.0 110.0 99.000  84.0
## CV residual  56.8  61.3  59.6  91.1  124  113  50.8  18.6  20.3  0.554 -31.6
##              4901   4907  4908 4911  4912  4916   4919 4923  4927  4932  4934
## Predicted   131.2  95.98 91.45 66.4 66.44  86.9 106.65  115 133.0  97.2  82.6
## cvpred      130.7  95.51 92.79 65.9 65.94  86.4 106.09  114 134.2  98.6  82.1
## pm2.5       105.0 104.00 85.00 77.0 71.00  71.0 111.00  211 201.0 201.0 113.0
## CV residual -25.7   8.49 -7.79 11.1  5.06 -15.4   4.91   97  66.8 102.4  30.9
##              4937  4938  4939  4942  4943 4944  4945  4949 4953 4954 4957 4959
## Predicted    80.1  82.3  78.2 103.6 108.3  115 116.2 134.0  120  114  106  101
## cvpred       79.6  81.8  77.6 103.1 107.7  114 115.6 135.4  120  113  105  100
## pm2.5       111.0 118.0 128.0 138.0 150.0  146 161.0 204.0  227  244  249  262
## CV residual  31.4  36.2  50.4  34.9  42.3   32  45.4  68.6  107  131  144  162
##              4960  4962  4963  4970 4973  4974 4977  4981  4982 4988  4990
## Predicted    96.8  88.0  98.4 125.2  131 137.7  123  89.0  86.6  102 113.3
## cvpred       96.3  87.5  97.9 124.7  131 137.2  123  88.6  86.2  102 112.9
## pm2.5       269.0 194.0 174.0 193.0  208 225.0  230 176.0 192.0  140 126.0
## CV residual 172.7 106.5  76.1  68.3   77  87.8  107  87.4 105.8   38  13.1
##              4991  4992  4993  4994  4995  5004  5009  5011  5013  5016  5017
## Predicted   115.0 125.4 125.4 131.6 133.3 112.2  91.6 103.7 114.6 137.6 137.6
## cvpred      114.5 124.9 124.9 131.2 132.9 111.9  91.3 103.4 114.3 137.2 137.2
## pm2.5       139.0 138.0 152.0 150.0 157.0 178.0 193.0 189.0 194.0 188.0 159.0
## CV residual  24.5  13.1  27.1  18.8  24.1  66.1 101.7  85.6  79.7  50.8  21.8
##              5019  5021    5023  5025 5030  5031  5033 5040  5042  5046 5059
## Predicted   139.2 145.5 150.153 141.7  122 123.9 125.5  139 148.5 145.0  109
## cvpred      138.9 145.2 149.801 141.4  122 123.7 125.3  139 148.2 144.6  110
## pm2.5       149.0 131.0 149.000 156.0  204 178.0 210.0  285 230.0 199.0  267
## CV residual  10.1 -14.2  -0.801  14.6   82  54.3  84.7  146  81.8  54.4  157
##              5060  5061  5070 5071  5072  5073  5082  5083  5085 5090  5092
## Predicted   139.6 139.6 147.5  110 150.0 147.8  60.5  58.6  55.3  125 142.1
## cvpred      141.1 141.1 149.1  112 151.5 149.4  61.4  59.4  56.7  125 141.5
## pm2.5       205.0 188.0 242.0  259 234.0 248.0  18.0  18.0  13.0   22  53.0
## CV residual  63.9  46.9  92.9  147  82.5  98.6 -43.4 -41.4 -43.7 -103 -88.5
##              5094  5096  5104  5114  5115 5116  5118  5121  5124  5127  5128
## Predicted   136.4 130.5  58.5 129.6 125.1  100 102.5 117.2 85.42 63.66  54.5
## cvpred      135.8 131.8  57.7 128.9 126.2  101 103.2 118.3 86.55 62.97  55.6
## pm2.5        48.0  45.0  30.0 105.0  78.0   64  41.0 100.0 90.00 65.00  44.0
## CV residual -87.8 -86.8 -27.7 -23.9 -48.2  -37 -62.2 -18.3  3.45  2.03 -11.6
##              5135  5142  5144  5147  5149 5152  5158  5159  5162  5165  5167
## Predicted   112.8 132.8 106.0  86.4  84.0  106  96.3 131.5 108.9 137.8 148.2
## cvpred      112.2 132.1 106.7  87.9  84.9  106  97.3 132.8 109.8 139.1 149.5
## pm2.5        52.0  96.0 121.0 184.0 163.0  161 174.0 199.0 202.0 178.0 178.0
## CV residual -60.2 -36.1  14.3  96.1  78.1   55  76.7  66.2  92.2  38.9  28.5
##              5169  5173  5177  5180  5181  5184  5187  5188  5193  5194  5198
## Predicted   140.3  98.7 106.7 102.6 100.9 107.9 104.7 104.7  87.3 17.33  9.98
## cvpred      141.6 100.3 108.2 104.1 102.4 108.7 106.2 106.2  88.8 18.62 11.23
## pm2.5       159.0 137.0  35.0  36.0  38.0  43.0  28.0  19.0  33.0 24.00 30.00
## CV residual  17.4  36.7 -73.2 -68.1 -64.4 -65.7 -78.2 -87.2 -55.8  5.38 18.77
##              5211  5215  5216  5218  5226  5231  5233  5237  5239  5240  5241
## Predicted    85.5  90.5  65.9  40.7  64.9 113.3 119.6 122.4 133.2 126.5 120.6
## cvpred       86.6  91.6  67.0  41.9  64.1 112.5 118.7 123.4 132.4 127.6 119.9
## pm2.5        10.0  13.0  25.0  23.0  20.0  38.0  62.0  76.0  92.0 105.0  90.0
## CV residual -76.6 -78.6 -42.0 -18.9 -44.1 -74.5 -56.7 -47.4 -40.4 -22.6 -29.9
##              5252  5254  5257 5258 5260 5261  5265  5267 5268  5271  5272  5274
## Predicted    97.6 106.3 100.4  155  150  150  97.4  80.2  114 94.76  88.5 106.8
## cvpred       96.8 105.6 101.8  156  151  151  98.8  81.6  115 94.26  88.0 106.3
## pm2.5        39.0  39.0  45.0   40   44   55  68.0  71.0   66 98.00 114.0 125.0
## CV residual -57.8 -66.6 -56.8 -116 -107  -96 -30.8 -10.6  -49  3.74  26.0  18.7
##               5276  5278 5285  5287  5293 5295 5298 5302 5303 5304 5308  5311
## Predicted   129.74 132.8  100 146.5 112.3  103  103  129  133  127  111  77.8
## cvpred      129.25 132.3  102 147.9 111.8  103  103  128  135  127  112  79.1
## pm2.5       124.00 157.0  231 208.0 207.0  245  209  297  275  295  271 123.0
## CV residual  -5.25  24.7  129  60.1  95.2  142  106  169  140  168  159  43.9
##              5313  5314  5315  5316  5319  5320  5324  5325 5326  5330  5334
## Predicted    55.3  45.0 40.94  61.7 77.31  77.3 120.8 119.1  130 139.9 143.7
## cvpred       56.6  46.2 41.57  61.0 76.79  76.8 120.2 118.6  129 139.4 143.2
## pm2.5        32.0  34.0 45.00  17.0 83.00 110.0 154.0 160.0  175 194.0 101.0
## CV residual -24.6 -12.2  3.43 -44.0  6.21  33.2  33.8  41.4   46  54.6 -42.2
##              5336  5341  5346  5349  5353 5356  5357   5359   5361  5364  5366
## Predicted   135.8 135.3 128.7 130.9 149.7  124 157.2 118.95 119.31 114.2  89.5
## cvpred      135.3 134.7 128.1 130.3 149.1  125 158.4 120.41 120.22 115.6  89.1
## pm2.5        92.0 181.0  79.0  69.0  83.0   70  74.0 111.00 117.00  93.0 111.0
## CV residual -43.3  46.3 -49.1 -61.3 -66.1  -55 -84.4  -9.41  -3.22 -22.6  21.9
##              5368  5371  5373 5382  5383  5385   5386   5387  5465  5467  5468
## Predicted    92.8 111.1 137.1  147 145.8 144.2 137.50 135.31  52.1  72.9 75.67
## cvpred       92.4 110.7 136.6  147 145.4 143.8 138.91 136.75  51.5  72.3 75.01
## pm2.5       105.0  71.0  47.0   88  87.0  96.0 132.00 141.00 112.0  45.0 69.00
## CV residual  12.6 -39.7 -89.6  -59 -58.4 -47.8  -6.91   4.25  60.5 -27.3 -6.01
##              5470  5475  5476   5477  5482  5484  5489  5495 5498 5500 5502
## Predicted   84.44 134.5 134.5 139.14 103.9  82.5  71.3 112.4  137  137  137
## cvpred      83.77 133.8 133.8 138.45 103.3  82.0  70.7 111.7  137  137  137
## pm2.5       92.00  97.0 114.0 140.00 188.0 174.0 118.0 156.0  249  285  318
## CV residual  8.23 -36.8 -19.8   1.55  84.7  92.0  47.3  44.3  112  148  181
##             5503 5505 5509  5514  5515  5516  5523  5524  5526   5527  5531
## Predicted    136  127  113 124.9 124.9 133.4 103.8 102.1 102.1 102.15  86.3
## cvpred       135  127  112 124.4 124.4 132.8 105.2 103.5 103.5 103.53  87.7
## pm2.5        326  312  246 140.0 140.0 152.0  89.0  85.0  88.0  97.00 100.0
## CV residual  191  185  134  15.6  15.6  19.2 -16.2 -18.5 -15.5  -6.53  12.3
##              5534  5535  5537  5539  5542  5544  5546  5550  5551  5552 5559
## Predicted   102.7 109.4 103.1 113.5  95.2 128.7 128.7  93.5  89.4  93.5 76.3
## cvpred      103.9 108.8 102.5 112.9  95.9 129.9 129.9  94.8  90.7  94.8 75.7
## pm2.5        75.0  93.0 124.0 129.0 137.0 210.0 154.0 126.0 121.0 132.0 93.0
## CV residual -28.9 -15.8  21.5  16.1  41.1  80.1  24.1  31.2  30.3  37.2 17.3
##              5560  5561  5562  5563  5564 5570  5578  5579  5584  5586  5591
## Predicted    86.7  98.7 100.9 111.3 116.0  127  90.1  90.7 106.5 117.6 107.7
## cvpred       86.1  98.2 100.3 110.7 115.4  126  91.5  92.0 107.8 118.2 108.3
## pm2.5       116.0 146.0 138.0 144.0 151.0   62  50.0  35.0  44.0  21.0  13.0
## CV residual  29.9  47.8  37.7  33.3  35.6  -64 -41.5 -57.0 -63.8 -97.2 -95.3
##             5592  5595 5596  5597  5601  5604  5606  5609  5612  5613  5620
## Predicted    110 102.0  108 105.8  94.1  51.6  51.7  68.1 108.1 119.0 110.8
## cvpred       111 102.6  109 106.4  94.7  52.9  52.4  67.3 107.3 118.2 111.4
## pm2.5          9  17.0    4   8.0  23.0  12.0  17.0  15.0  38.0  45.0  56.0
## CV residual -102 -85.6 -105 -98.4 -71.7 -40.9 -35.4 -52.3 -69.3 -73.2 -55.4
##              5628  5630  5631  5632  5636  5639  5640 5643  5645  5648 5653
## Predicted   58.20  86.6  82.5  84.5 105.3 131.3 131.3  140 134.7 137.2  106
## cvpred      59.51  87.7  83.6  83.8 104.6 130.6 130.6  139 135.8 138.3  105
## pm2.5       62.00  63.0  57.0  65.0  70.0 169.0 157.0  173 190.0 182.0  202
## CV residual  2.49 -24.7 -26.6 -18.8 -34.6  38.4  26.4   34  54.2  43.7   97
##              5655  5656  5657  5660  5665  5666  5668  5670  5671  5675  5676
## Predicted    95.2  87.0 84.52 110.2 138.4 138.4 144.7 117.6 117.6 75.52 102.2
## cvpred       94.6  86.3 83.84 109.5 137.6 137.6 143.9 118.1 118.1 76.18 103.3
## pm2.5       127.0 117.0 87.00  34.0  61.0  72.0  77.0  83.0  76.0 74.00  81.0
## CV residual  32.4  30.7  3.16 -75.5 -76.6 -65.6 -66.9 -35.1 -42.1 -2.18 -22.3
##              5678  5679  5682  5684  5690  5695  5697   5698  5700  5707  5709
## Predicted   83.03 85.38 74.70 106.4 135.8  98.1 71.34 56.575 40.54  88.6  59.5
## cvpred      84.13 84.69 73.95 105.7 136.8  99.3 72.58 57.873 41.18  88.0  60.8
## pm2.5       82.00 75.00 71.00  81.0 124.0  81.0 71.00 57.000 44.00  45.0 101.0
## CV residual -2.13 -9.69 -2.95 -24.7 -12.8 -18.3 -1.58 -0.873  2.82 -43.0  40.2
##              5710  5714  5718  5722  5732  5736  5737  5739  5745  5752  5754
## Predicted    43.4  72.7  84.7  70.5  92.7 117.7 136.6 115.6  77.8  62.0  76.5
## cvpred       44.7  73.9  85.9  71.7  91.9 118.8 137.6 116.3  79.1  61.3  75.9
## pm2.5        26.0  33.0  46.0  41.0  42.0  44.0  44.0 127.0  47.0  16.0  35.0
## CV residual -18.7 -40.9 -39.9 -30.7 -49.9 -74.8 -93.6  10.7 -32.1 -45.3 -40.9
##              5756  5757 5760  5762  5763 5766  5767   5773  5777   5781  5783
## Predicted    99.5 120.8  134 143.4 103.5  120 147.5 100.84  72.9 105.22 128.2
## cvpred       98.8 120.1  133 144.5 104.8  121 148.6 100.27  72.3 104.57 127.5
## pm2.5        44.0  55.0   97 110.0 136.0  191 160.0  98.00  60.0  99.00  88.0
## CV residual -54.8 -65.1  -36 -34.5  31.2   70  11.4  -2.27 -12.3  -5.57 -39.5
##              5785   5787   5788 5789  5791  5793 5795 5796  5800  5801  5803
## Predicted   111.5 111.47 105.11  118 107.3 101.9 76.8 60.1  94.6  98.7 112.9
## cvpred      112.2 112.22 106.47  119 108.6 102.7 77.6 60.9  94.0  98.1 112.3
## pm2.5       102.0 107.00 100.00  103 130.0  77.0 95.0 83.0  58.0  88.0  70.0
## CV residual -10.2  -5.22  -6.47  -16  21.4 -25.7 17.4 22.1 -36.0 -10.1 -42.3
##              5805  5806  5811  5812  5813  5814  5815  5825   5826  5830  5832
## Predicted   127.9 126.3 141.2 114.5 141.7 104.0 104.0 108.5 104.45 131.6 130.5
## cvpred      127.3 125.7 142.3 115.2 142.9 105.4 105.4 107.9 103.79 132.8 129.7
## pm2.5       217.0 224.0  60.0  59.0  45.0  65.0  72.0  80.0 101.00 107.0 100.0
## CV residual  89.7  98.3 -82.3 -56.2 -97.9 -40.4 -33.4 -27.9  -2.79 -25.8 -29.7
##              5833   5834  5837  5844  5845 5849  5851  5853  5854  5855  5857
## Predicted   132.2 107.46 111.8  74.9  70.2 55.2  61.4  93.8  72.4 124.9 123.7
## cvpred      133.3 108.16 112.5  76.2  71.5 56.5  62.8  94.5  73.7 125.9 122.9
## pm2.5        99.0 105.00  95.0  61.0  52.0 55.0  37.0  59.0  53.0  73.0  82.0
## CV residual -34.3  -3.16 -17.5 -15.2 -19.5 -1.5 -25.8 -35.5 -20.7 -52.9 -40.9
##               5859  5864  5866  5870 5876  5877 5878  5879 5881  5884  5887
## Predicted    95.37  94.4  69.2  85.5  119 123.4  130 131.9  103  93.2 133.1
## cvpred       96.66  95.0  70.4  86.6  118 122.7  129 131.1  103  94.5 134.2
## pm2.5       105.00  36.0  59.0  39.0  143 191.0  211 224.0  254 135.0  93.0
## CV residual   8.34 -59.0 -11.4 -47.6   25  68.3   82  92.9  151  40.5 -41.2
##              5889  5893  5902  5905  5908 5910  5911  5916 5924  5926  5930
## Predicted    87.5  74.6 130.6 133.2 142.9  112 101.4  93.1  108 114.1 138.9
## cvpred       88.7  75.9 131.7 132.4 143.9  113 102.6  94.2  107 113.3 138.2
## pm2.5       100.0  52.0 118.0 155.0  81.0  101  93.0  74.0   89  90.0  88.0
## CV residual  11.3 -23.9 -13.7  22.6 -62.9  -12  -9.6 -20.2  -18 -23.3 -50.2
##              5933 5935  5936  5938  5945  5948 5956  5958  5960  5962  5963
## Predicted   140.7  147 143.2 124.3 99.22 116.5  144 119.2 104.3  79.2  77.6
## cvpred      141.7  148 144.2 125.4 98.63 115.8  145 119.9 105.7  80.6  78.4
## pm2.5       103.0   91 161.0 170.0 96.00  97.0  168 177.0 177.0 150.0 131.0
## CV residual -38.7  -57  16.8  44.6 -2.63 -18.8   23  57.1  71.3  69.4  52.6
##              5967  5968  5969  5973 5974  5976  5979  5981  5992  5995  5997
## Predicted    87.2 91.30 91.30 129.3  127 134.0  93.7 138.2  54.5 108.6 101.0
## cvpred       86.6 90.72 90.72 128.7  128 133.4  95.1 139.4  55.0 107.8 100.1
## pm2.5       103.0 95.00 99.00 224.0  232 229.0 278.0 201.0  41.0  54.0  58.0
## CV residual  16.4  4.28  8.28  95.3  104  95.6 182.9  61.6 -14.0 -53.8 -42.1
##              5998  5999  6002 6005 6006  6011 6013 6014  6018  6020  6022
## Predicted   125.4 125.4 140.2  114  114  87.3 59.0 59.4  77.2 114.6 113.0
## cvpred      126.4 126.4 141.1  114  114  86.4 59.9 58.5  76.3 113.8 112.1
## pm2.5        61.0  64.0 102.0   81   79  58.0 67.0 81.0 111.0 100.0 125.0
## CV residual -65.4 -62.4 -39.1  -33  -35 -28.4  7.1 22.5  34.7 -13.8  12.9
##               6027  6028   6031 6032 6033 6034 6035 6036 6039  6052 6053  6054
## Predicted   139.77 135.7 146.06  109  133  120  108  103  103 150.4  150 118.5
## cvpred      138.88 134.8 145.16  109  134  121  107  104  102 149.6  151 119.7
## pm2.5       142.00 122.0 154.00  213  216  227  210  220  204 200.0  189 108.0
## CV residual   3.12 -12.8   8.84  104   82  106  103  116  102  50.4   38 -11.7
##             6062  6064 6065  6066 6068 6070  6074  6078  6096  6101  6105 6108
## Predicted   11.3  6.65 10.8  6.65 46.3  139  64.4 117.3 129.4 108.4  80.0 34.7
## cvpred      12.5  7.89 12.0  7.89 47.5  140  65.6 117.7 130.5 109.7  81.3 35.4
## pm2.5       24.0 27.00 38.0 39.00 66.0  198 170.0  18.0  72.0 164.0 119.0 91.0
## CV residual 11.5 19.11 26.0 31.11 18.5   58 104.4 -99.7 -58.5  54.3  37.7 55.6
##             6111  6113  6116  6126  6127  6128  6133  6136  6138  6139  6142
## Predicted   38.0  43.7  79.3 145.1 105.2 101.4  69.6  44.0  56.6  69.2 111.9
## cvpred      37.3  43.0  78.5 146.1 106.4 102.6  70.7  43.4  55.9  68.5 111.1
## pm2.5       85.0 103.0 123.0 206.0 117.0 111.0 141.0 129.0 124.0 121.0 180.0
## CV residual 47.7  60.0  44.5  59.9  10.6   8.4  70.3  85.6  68.1  52.5  68.9
##             6147 6148 6149  6151  6156  6157  6158  6160  6162 6171 6177 6178
## Predicted    141  101  101 106.0  70.5  64.2  51.7  49.3  59.6  139  131  122
## cvpred       142  103  103 107.2  71.6  65.3  51.0  48.5  58.9  138  132  123
## pm2.5        277  310  242 136.0 182.0 177.0 183.0 128.0 166.0  360  334  333
## CV residual  135  207  139  28.8 110.4 111.7 132.0  79.5 107.1  222  202  210
##              6183 6188 6192  6193  6196  6197  6198  6202 6204  6211  6213
## Predicted    85.6  109  113 118.9 131.5 131.5 131.5 129.9  120 142.2 136.5
## cvpred       85.0  108  112 118.3 130.9 130.9 130.9 129.2  119 141.5 135.7
## pm2.5       190.0  240  254 203.0 200.0 181.0 176.0 226.0  247 224.0 170.0
## CV residual 105.0  132  142  84.7  69.1  50.1  45.1  96.8  128  82.5  34.3
##              6219 6224  6225 6233  6235 6236  6241 6244  6251  6252  6254 6255
## Predicted   148.7  153 145.5  124 125.8  155 120.1  151 118.5 109.1 100.6  107
## cvpred      147.9  154 144.6  124 126.2  156 120.5  151 118.8 110.1 101.7  107
## pm2.5       112.0   61  53.0    9  30.0   14  26.0   16  20.0  23.0  21.0    3
## CV residual -35.9  -93 -91.6 -115 -96.2 -142 -94.5 -135 -98.8 -87.1 -80.7 -104
##             6258  6261  6271 6275  6279  6280  6289  6290  6295  6296   6297
## Predicted    134 140.5 112.6 83.6 89.17  97.1 143.0 149.3 126.3 107.4 101.08
## cvpred       133 141.3 113.7 84.8 88.33  96.2 142.2 148.4 126.8 108.5 102.27
## pm2.5         23  54.0  55.0 87.0 79.00  70.0  84.0  91.0 115.0 121.0 109.00
## CV residual -110 -87.3 -58.7  2.2 -9.33 -26.2 -58.2 -57.4 -11.8  12.5   6.73
##              6299  6301  6302 6555 6556  6557  6558  6560  6562  6563  6566
## Predicted    93.2  93.2  94.8  150  111 104.8 150.9 120.5 126.1  73.6  89.4
## cvpred       94.4  94.4  96.0  151  112 105.7 151.6 120.7 126.9  74.7  90.3
## pm2.5       121.0 124.0 143.0  258  196 192.0 165.0 155.0 211.0 274.0 194.0
## CV residual  26.6  29.6  47.0  107   84  86.3  13.4  34.3  84.1 199.3 103.7
##             6574  6576  6577  6581  6584  6585  6587  6589  6591  6594 6595
## Predicted    122  94.0  96.2 114.5 112.0 112.0  74.6  61.7  59.2  72.4   77
## cvpred       121  95.2  97.4 115.7 113.2 113.2  75.7  62.8  60.3  73.4   78
## pm2.5        243 256.0 168.0  75.0  51.0  47.0  22.0  11.0  11.0   5.0    7
## CV residual  122 160.8  70.6 -40.7 -62.2 -66.2 -53.7 -51.8 -49.3 -68.4  -71
##              6598  6600  6608  6613  6614  6615 6616  6619  6620  6622  6624
## Predicted    80.1  98.9  58.0 18.31  5.45 -4.94 3.26  22.4  27.1  77.7  71.4
## cvpred       81.0  99.9  58.8 19.16  6.27 -4.13 4.12  23.3  27.9  78.5  72.2
## pm2.5        13.0  12.0  13.0 11.00 11.00 10.00 8.00   6.0   8.0   7.0   7.0
## CV residual -68.0 -87.9 -45.8 -8.16  4.73 14.13 3.88 -17.3 -19.9 -71.5 -65.2
##              6626  6631  6632  6633  6636  6637  6638  6639  6640  6641 6644
## Predicted    98.5 109.4 111.9  87.4  74.4  63.4  64.5  64.9  66.6  70.7  120
## cvpred       99.3 110.2 112.7  87.6  75.0  64.1  65.2  63.8  65.5  69.6  121
## pm2.5        23.0  22.0  27.0  22.0  15.0  17.0  21.0  24.0  24.0  26.0   27
## CV residual -76.3 -88.2 -85.7 -65.6 -60.0 -47.1 -44.2 -39.8 -41.5 -43.6  -94
##              6646 6647  6660  6661 6663  6666  6668  6672  6677  6678   6679
## Predicted   143.8  148  56.8  81.7   69  93.0 132.8 154.7 120.8 159.0 121.35
## cvpred      144.5  147  57.9  82.5   68  92.1 133.7 155.5 121.8 159.8 122.32
## pm2.5        47.0   41  44.0  39.0   55  72.0  99.0 192.0 151.0 136.0 115.00
## CV residual -97.5 -106 -13.9 -43.5  -13 -20.1 -34.7  36.5  29.2 -23.8  -7.32
##             6684 6690 6691 6692 6693 6697 6698 6704 6706 6710 6711  6712  6713
## Predicted    104  116  139  117  154  122  153  125  112  103  103  96.9  96.9
## cvpred       105  115  138  117  155  122  154  125  113  102  102  96.0  96.0
## pm2.5        263  264  320  372  435  505  465  388  384  355  348 344.0 330.0
## CV residual  158  149  182  255  280  383  311  263  271  253  246 248.0 234.0
##             6715 6717 6718 6719 6723 6725 6727 6728 6730 6732 6733 6735  6737
## Predicted    136  143  150  125  127  120  162  124  119  128  122  103  81.5
## cvpred       137  142  149  125  127  121  163  125  119  129  121  102  80.6
## pm2.5        252  327  365  391  458  431  387  349  348  344  369  422 175.0
## CV residual  115  185  216  266  331  310  224  224  229  215  248  320  94.4
##             6741 6746 6749 6752 6753 6758 6759 6763 6765 6769 6776 6778 6779
## Predicted    127  159  162  125  131  124  130  119  119  139  166  156  148
## cvpred       128  158  163  126  132  123  129  120  120  139  167  155  149
## pm2.5        400  290  283  311  318  350  374  449  411  434  385  397  392
## CV residual  272  132  120  185  186  227  245  329  291  295  218  242  243
##             6780 6782 6783 6790  6793 6797  6802  6811 6815  6817 6818  6823
## Predicted    148  139  134  152 112.3  100  92.5  49.3  137 107.6  143 116.1
## cvpred       147  138  135  151 113.4  101  92.8  50.1  137 108.3  144 116.7
## pm2.5        408  420  399  394  32.0    4   4.0  13.0   21  37.0   30  33.0
## CV residual  261  282  264  243 -81.4  -97 -88.8 -37.1 -116 -71.3 -114 -83.7
##             6824  6828  6836  6841  6842 6845  6846  6847  6848  6849  6850
## Predicted    154  54.8 120.8 151.2 157.5  165 121.4 138.7 121.4 111.3 136.4
## cvpred       154  55.6 119.5 151.8 158.1  166 122.2 138.9 122.2 112.2 137.1
## pm2.5         48  31.0  55.0 168.0 187.0  118 111.0  99.0  86.0  66.0  56.0
## CV residual -106 -24.6 -64.5  16.2  28.9  -48 -11.2 -39.9 -36.2 -46.2 -81.1
##              6851  6852  6856  6859  6861  6862  6864  6867 6868  6869  6873
## Predicted    77.7 108.8  80.2 113.5 149.4 138.6 101.7  48.7  125  70.0  40.3
## cvpred       78.6 109.5  79.1 112.5 148.3 139.4 102.7  49.4  124  70.7  40.9
## pm2.5        55.0  63.0 107.0 114.0 164.0 193.0 118.0  13.0   13  10.0  22.0
## CV residual -23.6 -46.5  27.9   1.5  15.7  53.6  15.3 -36.4 -111 -60.7 -18.9
##              6874  6875  6883  6884  6891  6902  6908 6913   6916  6919  6922
## Predicted    27.7 12.66 21.63  26.3  45.7  60.0  79.3  157 126.57 171.1  67.9
## cvpred       28.4 13.31 22.35  27.0  46.3  58.7  78.1  158 127.33 171.6  68.1
## pm2.5        12.0 22.00 21.00  16.0  15.0  24.0  67.0  111 134.00  97.0  34.0
## CV residual -16.4  8.69 -1.35 -11.0 -31.3 -34.7 -11.1  -47   6.67 -74.6 -34.1
##               6924  6926  6927  6930  6934  6939  6940  6942  6945  6955  6956
## Predicted   101.61  98.9 103.0 111.4 114.0  97.6  95.7  92.2  94.7 104.1 112.3
## cvpred      100.38  97.7 101.8 110.3 112.7  96.1  94.1  90.5  93.0 104.3 112.5
## pm2.5       106.00  79.0  50.0  47.0  46.0  27.0  24.0  23.0  44.0  59.0  64.0
## CV residual   5.62 -18.7 -51.8 -63.3 -66.7 -69.1 -70.1 -67.5 -49.0 -45.3 -48.5
##              6959  6961  6975  6976  6977 6980  6981 6982 6983  6985 6987 6991
## Predicted   123.4 119.3 114.4 114.4 118.5  157 116.9  151  157 106.5  152  151
## cvpred      121.9 117.7 115.1 115.1 119.2  157 117.6  151  157 107.2  153  151
## pm2.5        80.0  81.0  79.0  75.0  68.0   47  47.0   41   38  42.0   40   61
## CV residual -41.9 -36.7 -36.1 -40.1 -51.2 -110 -70.6 -110 -119 -65.2 -113  -90
##              6994  6995  6996  6997  7000  7001  7003  7013  7015  7016  7021
## Predicted   145.1 145.1 138.8 134.6 136.2 127.8 138.7 112.1 145.1 101.1 128.4
## cvpred      145.5 145.5 139.3 133.2 134.8 128.3 137.3 112.1 145.5 101.7 128.9
## pm2.5        73.0  60.0  81.0  79.0  87.0  93.0  79.0  92.0  79.0  86.0  74.0
## CV residual -72.5 -85.5 -58.3 -54.2 -47.8 -35.3 -58.3 -20.1 -66.5 -15.7 -54.9
##              7022  7023 7025  7026  7040  7041  7044  7048  7050 7052  7053
## Predicted   130.0 131.6  107 108.5 111.1 114.2 109.6 139.9 135.8  146 121.0
## cvpred      130.5 132.1  107 108.6 111.9 114.4 109.7 138.7 134.6  145 121.3
## pm2.5        87.0  79.0   78  73.0 100.0 103.0 140.0 127.0 105.0  115 161.0
## CV residual -43.5 -53.1  -29 -35.6 -11.9 -11.4  30.3 -11.7 -29.6  -30  39.7
##              7054  7059 7062   7066  7069  7073  7077  7080  7081  7085  7087
## Predicted   145.8 145.8  112 144.15 139.9 140.5 116.4 105.3 105.3 146.8 113.2
## cvpred      146.4 146.4  113 144.76 138.7 141.2 116.6 106.2 106.2 147.5 114.1
## pm2.5       180.0 164.0  142 147.00 165.0 201.0 204.0 174.0 178.0 158.0 164.0
## CV residual  33.6  17.6   29   2.24  26.3  59.8  87.4  67.8  71.8  10.5  49.9
##             7093 7099 7102 7106 7107 7109 7110 7111  7113  7114 7119  7122
## Predicted    109  121  150  109  115  115  115  115 118.3 115.3  111  99.0
## cvpred       109  121  151  110  116  116  116  116 118.6 115.5  111  98.9
## pm2.5        225  271  275  256  251  260  252  234 218.0  63.0    8  11.0
## CV residual  116  150  124  146  135  144  136  118  99.4 -52.5 -103 -87.9
##              7123  7128  7131  7134  7137  7141  7142  7143  7146  7149  7151
## Predicted   101.2  81.7  59.6  43.2  47.6 19.38 14.71  1.85 10.89 23.26  52.4
## cvpred      101.1  82.2  59.9  43.4  47.9 19.76 15.12  2.23 11.18 23.46  51.9
## pm2.5        13.0  15.0  10.0   7.0  17.0 11.00 12.00 12.00  8.00 14.00   9.0
## CV residual -88.1 -67.2 -49.9 -36.4 -30.9 -8.76 -3.12  9.77 -3.18 -9.46 -42.9
##              7155  7156  7158  7164  7165 7170  7182  7185  7186  7187  7188
## Predicted    35.1  41.4  63.1 17.13  4.26   59 123.7 115.2 131.5 112.3  86.9
## cvpred       35.2  41.4  63.1 17.17  4.28   57 123.3 114.9 131.6 112.5  87.0
## pm2.5         7.0   4.0   4.0  9.00 10.00    8  76.0  92.0  82.0  69.0  73.0
## CV residual -28.2 -37.4 -59.1 -8.17  5.72  -49 -47.3 -22.9 -49.6 -43.5 -14.0
##             7190 7193  7201  7203   7204  7207  7208 7209  7210 7212 7215 7216
## Predicted   77.6 83.2 114.8 132.1 116.41 119.2 117.0  101 75.43 45.6 23.1 19.0
## cvpred      77.7 81.6 115.2 131.9 116.82 119.5 117.3  101 75.89 46.1 23.8 19.7
## pm2.5       89.0 97.0 176.0 174.0 107.00  89.0  82.0   76 83.00 67.0 37.0 44.0
## CV residual 11.3 15.4  60.8  42.1  -9.82 -30.5 -35.3  -25  7.11 20.9 13.2 24.3
##              7223  7228  7230  7232  7238  7240  7245  7246  7248  7251  7252
## Predicted   120.5 156.0 112.0 107.9  4.54 -5.85  67.8  72.5  94.8 107.4 101.1
## cvpred      120.8 156.3 112.5 108.4  5.13 -5.27  66.3  71.0  95.3 107.9 101.6
## pm2.5        41.0  79.0  88.0  76.0 34.00 19.00  42.0  49.0  51.0  75.0  69.0
## CV residual -79.8 -77.3 -24.5 -32.4 28.87 24.27 -24.3 -22.0 -44.3 -32.9 -32.6
##              7253  7258  7264  7265  7266  7267  7270   7277  7280  7282 7284
## Predicted   103.3  71.1  29.4  43.9  63.2 121.0 134.1 106.51 108.7  65.0 37.3
## cvpred      103.8  71.1  29.8  44.3  61.7 121.4 134.5 107.02 109.2  65.6 38.0
## pm2.5        57.0  38.0   9.0  15.0  24.0  45.0  92.0 117.00  57.0  47.0 64.0
## CV residual -46.8 -33.1 -20.8 -29.3 -37.7 -76.4 -42.5   9.98 -52.2 -18.6 26.0
##             7286  7288   7289 7290  7299 7301  7302  7303  7305  7362  7363
## Predicted   16.0  52.8  0.647 11.0  91.7  107  92.3 111.7  65.1  94.5 113.0
## cvpred      16.7  53.3  1.278 11.7  92.3  107  92.8 112.2  65.0  93.2 113.4
## pm2.5       60.0  30.0 22.000 24.0  71.0   86  61.0  58.0  41.0  61.0  75.0
## CV residual 43.3 -23.3 20.722 12.3 -21.3  -21 -31.8 -54.2 -24.0 -32.2 -38.4
##              7364   7365  7372  7374 7375  7377  7379  7385  7386  7387  7394
## Predicted   130.2 140.60 113.6 119.9  109  86.8 44.96 52.41  65.0  81.7 115.5
## cvpred      130.6 141.01 114.1 120.4  110  87.3 45.55 51.05  63.6  80.3 116.1
## pm2.5       109.0 143.00  51.0  85.0   53  55.0 41.00 44.00  39.0  43.0 148.0
## CV residual -21.6   1.99 -63.1 -35.4  -57 -32.3 -4.55 -7.05 -24.6 -37.3  31.9
##              7395 7396  7399  7402  7404  7405   7413  7415 7416   7421  7423
## Predicted   159.5  123 113.0  79.9 39.73  70.6 149.00 151.2  157 127.70 176.1
## cvpred      159.8  124 113.6  80.5 40.39  71.1 149.52 151.7  158 128.36 176.5
## pm2.5       130.0   98  79.0  54.0 49.00  51.0 154.00 187.0  232 122.00 147.0
## CV residual -29.8  -26 -34.6 -26.5  8.61 -20.1   4.48  35.3   74  -6.36 -29.5
##             7438 7439 7442 7443  7448  7450  7452  7454  7455  7457  7458  7461
## Predicted    162  128  122  122  86.9  58.5  41.8  46.5  42.4  43.0  48.2  53.4
## cvpred       163  129  123  123  87.7  59.2  42.5  47.1  43.0  43.5  48.7  53.8
## pm2.5        419  463  479  343  14.0  11.0  16.0  11.0  15.0  13.0  16.0   9.0
## CV residual  256  334  356  220 -73.7 -48.2 -26.5 -36.1 -28.0 -30.5 -32.7 -44.8
##              7462  7465  7470  7472  7474  7477  7485 7489  7506   7509  7523
## Predicted    51.8  58.1  72.0  60.6  74.4  21.5  64.5  131 114.7 118.72 131.3
## cvpred       52.2  58.5  72.5  61.0  74.2  21.8  64.1  130 113.2 119.18 131.6
## pm2.5        10.0  18.0   7.0   9.0   7.0  10.0  21.0   21  66.0 111.00  59.0
## CV residual -42.2 -40.5 -65.5 -52.0 -67.2 -11.8 -43.1 -109 -47.2  -8.18 -72.6
##              7524   7529  7530  7537  7538  7542  7545  7547  7549  7550 7557
## Predicted   116.2 117.13 137.6 157.1 152.9 126.2  91.2  91.2  91.2  91.2  128
## cvpred      116.5 115.73 136.2 157.6 151.5 126.9  91.9  91.9  91.9  91.9  128
## pm2.5        77.0 122.00 118.0 213.0 193.0 138.0 153.0  17.0  10.0  12.0   11
## CV residual -39.5   6.27 -18.2  55.4  41.5  11.1  61.1 -74.9 -81.9 -79.9 -117
##             7564 7565  7566 7567  7569  7578  7580  7581  7586  7587  7589
## Predicted    128  128 128.0  138 132.1 104.1  33.5  33.5  33.5  33.5  46.1
## cvpred       128  128 128.4  139 132.5 103.8  33.7  33.7  33.7  33.7  46.3
## pm2.5          9   12  30.0   37  43.0 120.0 115.0 125.0  16.0  12.0  10.0
## CV residual -119 -116 -98.4 -102 -89.5  16.2  81.3  91.3 -17.7 -21.7 -36.3
##              7596  7598  7600  7603  7605  7608  7613  7614  7616  7617  7620
## Predicted    52.1  52.1  52.1  64.5  82.6  82.6  82.6  82.6  82.6  82.6  82.6
## cvpred       52.3  52.3  52.3  64.6  82.8  82.8  82.8  82.8  82.8  82.8  82.8
## pm2.5         8.0  15.0  14.0  10.0  31.0  29.0  21.0  41.0  27.0  22.0  44.0
## CV residual -44.3 -37.3 -38.3 -54.6 -51.8 -53.8 -61.8 -41.8 -55.8 -60.8 -38.8
##              7621  7622  7632  7636  7640  7642  7645  7646  7650   7654  7656
## Predicted    82.6  82.6  82.6  82.6  82.6  82.6  82.6  82.6 124.8 124.80 124.8
## cvpred       82.8  82.8  82.8  82.8  82.8  82.8  82.8  82.8 125.2 125.19 125.2
## pm2.5        25.0  24.0  12.0  17.0  20.0  21.0  45.0  50.0  68.0 124.00 152.0
## CV residual -57.8 -58.8 -70.8 -65.8 -62.8 -61.8 -37.8 -32.8 -57.2  -1.19  26.8
##              7658  7660  7661   7663  7664  7665  7667  7668  7669  7672  7673
## Predicted   124.8 124.8 124.8 124.80 124.8 124.8 124.8 124.8 124.8 124.8 124.8
## cvpred      125.2 125.2 125.2 125.19 125.2 125.2 125.2 125.2 125.2 125.2 125.2
## pm2.5       213.0 208.0 191.0 124.00 108.0  94.0  94.0 105.0  90.0  66.0  77.0
## CV residual  87.8  82.8  65.8  -1.19 -17.2 -31.2 -31.2 -20.2 -35.2 -59.2 -48.2
##               7674   7676  7678 7682 7683 7684   7689  7691  7692 7695 7696
## Predicted   124.80 124.80 124.8  125  131  131 129.46 142.0 125.3  108  114
## cvpred      125.19 125.19 125.2  125  131  131 129.83 142.2 125.5  106  112
## pm2.5       116.00 135.00 196.0  276  275  255 133.00 154.0 197.0  331  400
## CV residual  -9.19   9.81  70.8  151  144  124   3.17  11.8  71.5  225  288
##             7705 7707 7708 7714  7716 7717 7719 7727 7728 7731 7733 7735 7736
## Predicted    142  132  132  117  95.8  131  135  164  137  137  141  148  144
## cvpred       141  133  133  118  96.4  131  134  165  137  137  141  149  145
## pm2.5        521  391  354  325 346.0  299  304  480  482  562  488  453  466
## CV residual  380  258  221  207 249.6  168  170  315  345  425  347  304  321
##             7739 7740 7741 7743   7745 7746  7747 7751 7752 7753 7757 7760 7761
## Predicted    154  135  129  107 131.39  140 165.5  165  140  158  146  145  128
## cvpred       155  136  128  106 131.93  139 164.1  166  141  158  147  145  129
## pm2.5        559  557  540  230 135.00   95 106.0  277  371  454  296  271  262
## CV residual  404  421  412  124   3.07  -44 -58.1  111  230  296  149  126  133
##              7764 7765 7766  7768 7775 7778 7780 7783  7784  7785  7787  7790
## Predicted    85.8  117  112 107.6  181  189  147  137  95.9  61.2  42.1  35.8
## cvpred       86.5  117  113 108.1  182  190  147  137  96.6  61.8  42.5  36.2
## pm2.5       202.0  219  214 207.0  432  462  398  287 210.0 139.0  28.0  14.0
## CV residual 115.5  102  101  98.9  250  272  251  150 113.4  77.2 -14.5 -22.2
##              7792  7793  7798 7802 7804  7811  7815  7824  7825  7827  7828
## Predicted    34.7  34.7  72.3  158  165  58.4  59.4 154.0 167.0 153.7 147.4
## cvpred       35.1  35.1  72.5  158  163  58.7  59.5 154.1 165.3 153.8 147.5
## pm2.5         8.0  10.0  19.0   25   49  46.0  24.0 223.0 228.0 236.0 218.0
## CV residual -27.1 -25.1 -53.5 -133 -114 -12.7 -35.5  68.9  62.7  82.2  70.5
##              7829 7834 7838  7842 7843  7848 7850  7855  7856  7860  7861  7862
## Predicted   157.8  129  105 126.9  119  96.3  123 123.9  60.0 26.70 26.70 22.04
## cvpred      157.9  129  103 127.1  119  96.7  123 124.3  60.3 26.86 26.86 22.21
## pm2.5       222.0  203  213 217.0  258 264.0  238  88.0  27.0 17.00 18.00 17.00
## CV residual  64.1   74  110  89.9  139 167.3  115 -36.3 -33.3 -9.86 -8.86 -5.21
##              7865  7870  7872  7873   7883  7884  7885  7889 7894  7902 7906
## Predicted    26.7  63.7  90.7  97.0 79.213 101.9  90.9  81.7  128 134.9  124
## cvpred       26.9  63.7  90.8  97.1 79.378 101.8  90.9  79.9  128 135.1  124
## pm2.5        13.0  22.0  23.0  16.0 80.000  55.0  49.0  52.0  146  62.0   93
## CV residual -13.9 -41.7 -67.8 -81.1  0.622 -46.8 -41.9 -27.9   18 -73.1  -31
##              7907  7910   7911   7914 7921  7925  7929  7938  7940  7942  7943
## Predicted   114.9  92.5 118.29 124.58 17.8  46.8  47.2  60.1 114.9 123.6 127.7
## cvpred      115.2  92.2 118.47 124.75 18.0  46.9  47.2  59.5 112.8 121.6 125.7
## pm2.5        96.0 137.0 127.00 127.00 43.0  30.0  19.0  18.0  43.0  35.0  45.0
## CV residual -19.2  44.8   8.53   2.25 25.0 -16.9 -28.2 -41.5 -69.8 -86.6 -80.7
##              7956  7957  7958  7961 7962 7965 7966 7969 7970 7971 7973   7980
## Predicted    74.5 103.4  97.1  78.1  126  160  154  173  148  154  126 110.80
## cvpred       74.7 103.4  97.1  77.7  124  160  152  173  148  154  127 111.27
## pm2.5       173.0 136.0 141.0 202.0  229  316  354  443  418  376  248 121.00
## CV residual  98.3  32.6  43.9 124.3  105  156  202  270  270  222  121   9.73
##              7984  7986  7989  7991  7992  7996  7999  8004  8005  8008  8015
## Predicted   155.3 167.9 181.6 140.1 137.9 143.9 185.9 175.6 175.0 167.3 172.4
## cvpred      155.7 168.2 181.8 140.5 138.3 144.3 186.1 175.9 175.3 167.7 170.9
## pm2.5        98.0 130.0 173.0 172.0 213.0 236.0 159.0 240.0 256.0 242.0 249.0
## CV residual -57.7 -38.2  -8.8  31.5  74.7  91.7 -27.1  64.1  80.7  74.3  78.1
##              8018  8019  8020  8023 8026 8028  8030 8038 8039 8040 8041  8043
## Predicted   179.9 179.9 175.8 177.8  184  156 182.3  145  145  149  145 144.6
## cvpred      180.2 180.2 176.1 176.3  184  156 182.7  145  145  149  145 145.2
## pm2.5       256.0 252.0 248.0 239.0  233  258 261.0  288  284  275  270 240.0
## CV residual  75.8  71.8  71.9  62.7   49  102  78.3  143  139  126  125  94.8
##             8045  8046  8051  8057  8058  8062  8069  8070 8073  8078  8079
## Predicted    142  76.5  49.5  48.5  46.9  90.5  95.3 105.7  138  88.0  85.0
## cvpred       143  77.0  49.8  48.6  47.0  90.0  95.4 105.8  137  86.2  83.2
## pm2.5        235 142.0  39.0  12.0  14.0  17.0  11.0  13.0   41  73.0  65.0
## CV residual   92  65.0 -10.8 -36.6 -33.0 -73.0 -84.4 -92.8  -96 -13.2 -18.2
##              8081  8086  8087  8089  8090   8091  8093   8094  8100  8101  8102
## Predicted    84.4 152.0 164.6 138.3 132.1 139.96 141.6 129.01  91.3  87.3  71.6
## cvpred       84.0 152.1 164.6 138.6 132.4 140.28 141.9 129.36  91.7  87.0  72.0
## pm2.5        71.0 174.0 193.0 193.0 167.0 145.00 129.0 122.00 139.0 120.0 116.0
## CV residual -13.0  21.9  28.4  54.4  34.6   4.72 -12.9  -7.36  47.3  33.0  44.0
##             8112  8121  8123  8124  8125  8127  8130  8133  8135  8139  8141
## Predicted    154 100.9  67.1  33.1  31.5  28.0  42.5  45.1  41.6  42.1  53.1
## cvpred       154 101.3  67.0  33.6  32.0  28.4  42.8  45.2  41.6  42.1  53.1
## pm2.5        309 113.0  22.0  16.0  18.0  16.0   9.0  11.0   8.0   9.0  10.0
## CV residual  155  11.7 -45.0 -17.6 -14.0 -12.4 -33.8 -34.2 -33.6 -33.1 -43.1
##              8145  8150  8155  8156  8157  8161  8164  8165  8170  8172  8175
## Predicted    57.7 10.66 20.20  60.0  70.3  89.7  95.1  96.8 111.7  75.9  77.7
## cvpred       57.7 10.61 20.16  57.9  68.3  87.7  93.2  94.8 109.9  74.1  76.0
## pm2.5        15.0 13.00 16.00  20.0  32.0  61.0  43.0  43.0  68.0  27.0  41.0
## CV residual -42.7  2.39 -4.16 -37.9 -36.3 -26.7 -50.2 -51.8 -41.9 -47.1 -35.0
##              8177  8184  8187  8190  8191 8193  8197  8198  8200  8203  8205
## Predicted    85.6 122.4 110.1  95.9  86.1  131  59.3  94.6  44.3  53.3  76.9
## cvpred       83.9 122.8 110.5  96.3  86.5  131  59.7  94.7  44.7  53.6  77.1
## pm2.5        46.0  67.0  73.0  62.0  29.0   19  27.0  21.0  13.0  13.0  29.0
## CV residual -37.9 -55.8 -37.5 -34.3 -57.5 -112 -32.7 -73.7 -31.7 -40.6 -48.1
##              8206  8210  8218  8219  8223 8227 8232  8236  8240  8241  8251
## Predicted   120.8 157.7 167.0 156.6 134.9  128  135 149.1 199.1 172.1  59.4
## cvpred      120.9 157.8 167.2 156.8 135.2  129  136 149.7 199.4 170.7  59.5
## pm2.5        61.0 126.0 146.0 159.0 211.0  243  241 212.0 231.0 221.0  13.0
## CV residual -59.9 -31.8 -21.2   2.2  75.8  114  105  62.3  31.6  50.3 -46.5
##             8261  8264 8266  8267  8268  8269  8271  8273 8280 8282  8285 8286
## Predicted    103 107.0  139 120.0  99.2  96.2  99.4 107.4  163  175 134.2  143
## cvpred       103 107.1  137 118.1  97.3  94.3  97.5 105.5  163  175 134.5  143
## pm2.5         16  19.0   35  47.0  40.0  41.0  49.0  46.0  119  131 102.0  105
## CV residual  -87 -88.1 -102 -71.1 -57.3 -53.3 -48.5 -59.5  -44  -44 -32.5  -38
##              8287 8289  8301  8302  8304  8305  8307  8308  8311  8316  8317
## Predicted   140.5  137 156.2 146.1  91.0  95.7  92.7  89.2  89.7  66.0  67.6
## cvpred      140.8  137 156.3 146.2  90.6  95.2  92.1  88.5  89.0  65.1  66.8
## pm2.5       100.0  107 139.0 140.0 171.0 140.0  11.0   8.0  10.0  18.0  17.0
## CV residual -40.8  -30 -17.3  -6.2  80.4  44.8 -81.1 -80.5 -79.0 -47.1 -49.8
##              8319  8322  8323  8336  8342  8346  8349  8354  8356  8364  8367
## Predicted    56.7  67.6  71.6  96.0  49.5  49.5  63.5  66.3  66.5  59.1  61.2
## cvpred       55.8  66.8  71.4  95.7  49.3  49.3  63.2  65.9  66.1  58.8  61.0
## pm2.5        15.0   9.0  17.0  15.0  16.0  16.0  16.0  12.0  13.0  22.0  17.0
## CV residual -40.8 -57.8 -54.4 -80.7 -33.3 -33.3 -47.2 -53.9 -53.1 -36.8 -44.0
##              8370  8373 8384 8385  8386  8388 8389 8390 8391  8393  8396 8400
## Predicted    58.2 116.3  130  144 137.3 48.72 41.6 38.5 33.9 100.7 120.9 79.0
## cvpred       58.0 114.1  128  144 137.1 48.74 41.6 38.6 34.0  98.8 119.1 79.2
## pm2.5        13.0  43.0   41   39  40.0 56.00 63.0 58.0 50.0  81.0  60.0 95.0
## CV residual -45.0 -71.1  -87 -105 -97.1  7.26 21.4 19.4 16.0 -17.8 -59.1 15.8
##              8404  8408  8409  8411  8412 8416  8417  8418  8420  8421 8422
## Predicted    79.5 117.5 138.3 117.8  84.6 71.2 91.94 104.5 157.0 134.0  162
## cvpred       79.7 117.7 138.5 117.9  82.8 69.4 90.17 102.7 155.2 133.7  160
## pm2.5        36.0  40.0  71.0  64.0  65.0 93.0 87.00 136.0 145.0 205.0  282
## CV residual -43.7 -77.7 -67.5 -53.9 -17.8 23.6 -3.17  33.3 -10.2  71.3  122
##             8425  8430 8433 8434  8435  8436 8446 8447 8448 8449 8451  8455
## Predicted    134 154.4  188  137 116.4 141.8  184  180  174  134  169 119.2
## cvpred       134 154.7  188  138 116.8 141.9  184  180  174  135  170 119.5
## pm2.5        374 231.0  242  249 211.0 201.0  290  308  454  528  489 133.0
## CV residual  240  76.3   54  111  94.2  59.1  106  128  280  393  319  13.5
##              8456 8460  8471  8472  8474  8475  8477  8478 8483 8484  8485
## Predicted    40.5 34.7  88.2 106.6 148.8 132.5 169.3 171.4  121  104  41.0
## cvpred       40.7 35.1  86.4 106.7 148.8 132.1 169.3 171.4  122  104  41.4
## pm2.5       105.0 49.0 126.0 144.0 187.0 200.0 233.0 221.0  352  227 175.0
## CV residual  64.3 13.9  39.6  37.3  38.2  67.9  63.7  49.6  230  123 133.6
##              8487  8488  8489  8490  8491  8494 8503  8506 8507 8509 8510 8511
## Predicted    51.2  57.0  78.3  80.5  80.5 159.4  169 173.0  150  147  138  136
## cvpred       49.6  55.3  76.6  78.8  78.8 159.5  169 173.1  150  146  139  136
## pm2.5       129.0 196.0 117.0 104.0 115.0 237.0  346 206.0  224  441  425  439
## CV residual  79.4 140.7  40.4  25.2  36.2  77.5  177  32.9   74  295  286  303
##             8512 8518 8522 8524  8533  8539  8540  8542  8543  8548  8552  8554
## Predicted    136  179  196  148  40.0  54.6  46.7  50.3  50.9  83.4  48.7  51.2
## cvpred       135  179  196  149  40.3  54.0  46.1  49.6  50.2  83.4  48.4  50.9
## pm2.5        427  611  573  397  23.0  17.0  27.0  24.0  18.0  12.0  17.0  17.0
## CV residual  292  432  377  248 -17.3 -37.0 -19.1 -25.6 -32.2 -71.4 -31.4 -33.9
##              8557  8561  8562  8566  8571  8572  8573  8574  8577  8580  8586
## Predicted    43.3  47.8  64.4  98.8  69.9  74.5  74.5  82.5  80.8  51.0  69.6
## cvpred       42.9  46.7  63.4  98.2  69.4  74.1  74.1  82.0  80.3  50.6  68.6
## pm2.5        24.0  24.0  21.0  52.0  26.0  27.0  28.0  19.0  21.0  34.0  51.0
## CV residual -18.9 -22.7 -42.4 -46.2 -43.4 -47.1 -46.1 -63.0 -59.3 -16.6 -17.6
##              8590  8591  8597  8603  8610  8616 8620  8622  8627  8632  8633
## Predicted   143.8  95.7  69.7  88.4 125.2 117.4  110 111.1  91.6 60.66 107.3
## cvpred      143.3  95.4  69.4  87.6 123.1 117.3  110 111.2  91.8 60.87 105.4
## pm2.5       103.0 116.0  18.0  25.0  89.0 135.0   26  22.0  32.0 55.00  43.0
## CV residual -40.3  20.6 -51.4 -62.6 -34.1  17.7  -84 -89.2 -59.8 -5.87 -62.4
##              8634 8639  8642  8643  8644  8645  8651  8653  8657  8661  8662
## Predicted   113.6  163 143.8 139.7 141.3 195.4 151.6  83.3  64.7  58.7  77.9
## cvpred      111.7  163 143.9 139.8 141.4 195.3 151.7  83.7  65.1  58.9  78.1
## pm2.5        34.0   58  92.0 130.0 161.0 151.0 130.0 119.0  31.0  20.0  29.0
## CV residual -77.7 -105 -51.9  -9.8  19.6 -44.3 -21.7  35.3 -34.1 -38.9 -49.1
##              8668  8671  8672  8673  8674  8675  8678  8679  8682  8688 8693
## Predicted    94.1  96.3  96.3  92.5  86.2  76.1  49.0  50.6 108.0 138.3  160
## cvpred       94.1  96.3  96.3  92.5  86.2  76.2  49.1  50.7 107.9 137.6  160
## pm2.5        16.0  16.0  19.0  14.0  15.0  18.0  19.0  17.0  20.0  67.0   34
## CV residual -78.1 -80.3 -77.3 -78.5 -71.2 -58.2 -30.1 -33.7 -87.9 -70.6 -126
##             8694  8696  8700  8703  8706  8707  8712  8713  8714  8717  8718
## Predicted    158 130.9  96.6  86.2  73.4  80.5  84.1  86.3  92.6  90.1  93.4
## cvpred       157 130.3  96.8  86.4  73.4  80.5  84.1  86.2  92.5  90.0  93.3
## pm2.5         34  42.0  56.0  30.0  15.0  13.0  18.0  17.0  17.0  14.0  14.0
## CV residual -123 -88.3 -40.8 -56.4 -58.4 -67.5 -66.1 -69.2 -75.5 -76.0 -79.3
##              8719  8722  8725  8729  8739  8743  8744  8752  8756  8759  8760
## Predicted    87.7  87.7  70.4  74.5  87.5  89.6  93.7  63.7  73.0  78.2  76.6
## cvpred       87.5  87.5  70.3  74.4  87.2  89.4  93.5  63.6  72.9  78.0  76.4
## pm2.5        15.0  18.0  13.0  19.0  20.0  14.0  16.0  19.0  27.0  16.0  22.0
## CV residual -72.5 -69.5 -57.3 -55.4 -67.2 -75.4 -77.5 -44.6 -45.9 -62.0 -54.4
##              8785  8788  8790  8796  8798  8804  8811  8812  8813  8820  8821
## Predicted    86.5  88.7  93.4  72.4  91.9 124.4 112.2 120.1 149.4 132.5 127.4
## cvpred       86.3  88.5  92.6  71.6  91.6 124.1 111.5 119.4 147.3 130.4 127.2
## pm2.5        36.0  19.0  17.0  24.0  37.0  63.0  85.0 143.0 181.0  87.0  93.0
## CV residual -50.3 -69.5 -75.6 -47.6 -54.6 -61.1 -26.5  23.6  33.7 -43.4 -34.2
##              8822 8825  8826 8829  8830 8833    8836  8837 8840  8841  8842
## Predicted   122.7  116 122.4  129 153.9  127 121.887 134.5  174 130.4 137.0
## cvpred      122.6  116 122.2  128 153.6  127 121.867 134.4  174 130.3 136.4
## pm2.5       134.0  184 175.0  286 225.0  233 121.000  77.0   67  59.0  74.0
## CV residual  11.4   68  52.8  158  71.4  106  -0.867 -57.4 -107 -71.3 -62.4
##              8843 8847 8848  8851  8852  8853  8854  8858  8861  8862  8866
## Predicted   144.8 61.7 59.2 68.54 62.81  71.3  69.7  78.7  85.6  81.5  78.2
## cvpred      144.7 61.8 59.4 68.64 62.88  71.3  69.7  78.6  85.4  81.3  78.0
## pm2.5        89.0 84.0 90.0 73.00 68.00  58.0  53.0  31.0  27.0  23.0  21.0
## CV residual -55.7 22.2 30.6  4.36  5.12 -13.3 -16.7 -47.6 -58.4 -58.3 -57.0
##              8870  8871  8872  8873  8875  8876  8878  8880  8881  8885  8887
## Predicted    54.7  54.1  52.5  52.5  67.5  65.9  69.0  65.7  72.0  78.9  77.2
## cvpred       54.6  54.0  52.4  52.4  67.4  65.8  68.8  65.5  71.8  78.6  77.0
## pm2.5        19.0  16.0  18.0  18.0  10.0  16.0  17.0  12.0  13.0  13.0   9.0
## CV residual -35.6 -38.0 -34.4 -34.4 -57.4 -49.8 -51.8 -53.5 -58.8 -65.6 -68.0
##              8899  8900  8903  8908  8909  8910  8911  8914  8917  8919  8921
## Predicted    51.0  57.2  70.4  98.8  98.9 106.7 106.7  74.7  59.1  86.6  96.6
## cvpred       50.8  57.1  70.2  98.6  98.0 106.5 106.5  74.6  59.0  86.4  94.5
## pm2.5        21.0  22.0  28.0  27.0  17.0  13.0  23.0  24.0  43.0  48.0  56.0
## CV residual -29.8 -35.1 -42.2 -71.6 -81.0 -93.5 -83.5 -50.6 -16.0 -38.4 -38.5
##              8926  8934  8995   8999  9001  9002  9003 9005  9006 9008  9009
## Predicted   127.4 109.5 110.5 120.00 144.2 72.83  91.7  138  85.4   86  90.6
## cvpred      125.4 109.6 108.4 117.93 143.9 72.88  91.7  138  85.4   86  90.6
## pm2.5        92.0 181.0  70.0 115.00 105.0 76.00  33.0   26  19.0   13  14.0
## CV residual -33.4  71.4 -38.4  -2.93 -38.9  3.12 -58.7 -112 -66.4  -73 -76.6
##              9011  9013  9016  9017  9019  9020  9024  9025  9026  9029  9032
## Predicted    68.5  63.9  60.8  59.2  61.9  57.8 127.5  79.2  95.9 108.4 127.3
## cvpred       68.5  63.9  60.8  59.2  61.9  57.8 127.2  79.1  95.8 108.3 127.1
## pm2.5        18.0  21.0  18.0  12.0  19.0  21.0  54.0  45.0  24.0  34.0  62.0
## CV residual -50.5 -42.9 -42.8 -47.2 -42.9 -36.8 -73.2 -34.1 -71.8 -74.3 -65.1
##              9035  9038  9041  9042  9047  9048  9049 9052  9053  9054  9055
## Predicted    89.9  96.9 94.85 113.7 151.3 153.5 161.8  134 131.9 133.5 121.5
## cvpred       89.8  96.7 92.82 111.7 151.1 153.2 159.7  134 131.9 133.5 121.5
## pm2.5        61.0  56.0 89.00  45.0 100.0 124.0 144.0  204 166.0 138.0 149.0
## CV residual -28.8 -40.7 -3.82 -66.7 -51.1 -29.2 -15.7   70  34.1   4.5  27.5
##              9070 9072  9074  9087  9088  9090  9095  9096  9101  9107  9111
## Predicted   101.9 68.8  71.9  50.9  40.5  32.8  57.3  57.3  64.2  47.8  33.2
## cvpred      101.9 68.8  71.8  50.8  40.4  32.6  56.9  56.9  63.7  47.3  32.9
## pm2.5       120.0 95.0  25.0  18.0  20.0  16.0  13.0  12.0  12.0  22.0  17.0
## CV residual  18.1 26.2 -46.8 -32.8 -20.4 -16.6 -43.9 -44.9 -51.7 -25.3 -15.9
##              9116  9118  9121  9122  9124  9128  9133  9136  9139  9143  9146
## Predicted    66.6  98.7  87.6  76.7  87.6  95.5  51.2  83.4 109.3  92.5  90.6
## cvpred       66.2  96.2  87.2  76.3  87.2  95.1  51.0  83.0 107.1  92.3  90.3
## pm2.5        21.0  17.0  29.0  24.0  14.0  19.0  31.0  40.0  60.0  73.0 130.0
## CV residual -45.2 -79.2 -58.2 -52.3 -73.2 -76.1 -20.0 -43.0 -47.1 -19.3  39.7
##              9148  9149  9150  9157  9158  9159  9160  9168  9169  9170  9171
## Predicted    92.8  99.1  99.1  52.3  53.9  49.2  49.2  79.6  99.1  88.1  95.0
## cvpred       92.5  98.7  98.7  52.1  53.8  49.1  49.1  79.4  98.2  87.8  94.1
## pm2.5        50.0  41.0  40.0  18.0  20.0  23.0  14.0  10.0  12.0  12.0  12.0
## CV residual -42.5 -57.7 -58.7 -34.1 -33.8 -26.1 -35.1 -69.4 -86.2 -75.8 -82.1
##              9172  9184  9185  9187  9189  9190  9193  9202  9206  9209  9214
## Predicted    84.0  50.6  50.6  59.3  61.5  72.5  83.4  77.2  44.3  39.6  78.9
## cvpred       83.7  50.4  50.4  59.2  61.3  72.3  83.2  76.9  44.2  39.5  78.0
## pm2.5        13.0  19.0  19.0  17.0  28.0  25.0  22.0  21.0  21.0  13.0  16.0
## CV residual -70.7 -31.4 -31.4 -42.2 -33.3 -47.3 -61.2 -55.9 -23.2 -26.5 -62.0
##              9217  9218  9220  9222  9223  9224  9227  9231  9233  9234  9236
## Predicted    78.8  96.0  89.7 110.2 108.0 114.3  66.2  36.6  83.2  95.8 112.0
## cvpred       78.5  95.7  89.5 109.9 107.8 114.1  66.0  36.5  81.0  93.6 111.7
## pm2.5        17.0  15.0  13.0  17.0  20.0  20.0  25.0  19.0  47.0  58.0  70.0
## CV residual -61.5 -80.7 -76.5 -92.9 -87.8 -94.1 -41.0 -17.5 -34.0 -35.6 -41.7
##              9242  9245  9247  9249  9252  9253  9254  9256  9257   9259 9262
## Predicted    95.7 105.8  99.5 113.0  73.1  51.1  46.4  71.2 35.46 103.41  135
## cvpred       95.5 105.6  99.3 112.2  72.3  51.0  46.4  71.0 35.47 101.32  135
## pm2.5       120.0  34.0  27.0  31.0  42.0  29.0  24.0  35.0 37.00 102.00  154
## CV residual  24.5 -71.6 -72.3 -81.2 -30.3 -22.0 -22.4 -36.0  1.53   0.68   19
##              9264  9266 9268  9273  9276  9279  9286  9287  9295  9298  9299
## Predicted    97.6 109.6  156 114.3  74.3  64.4  58.5  73.5  86.7  75.0  70.3
## cvpred       97.5 109.5  155 114.1  74.3  64.5  58.3  73.4  86.5  74.8  70.1
## pm2.5       187.0 130.0   51  88.0  49.0  44.0  11.0  12.0  10.0  14.0  15.0
## CV residual  89.5  20.5 -104 -26.1 -25.3 -20.5 -47.3 -61.4 -76.5 -60.8 -55.1
##              9300  9301  9312  9314  9315  9319  9320  9321  9323  9324  9327
## Predicted    64.0  59.3  81.3  89.7  93.8 108.6 121.2 112.7  82.2  58.6  90.6
## cvpred       63.8  59.2  81.0  89.5  93.6 108.3 120.8 112.4  81.4  58.4  88.5
## pm2.5        14.0  13.0  15.0  11.0  11.0  27.0  27.0  43.0  27.0  27.0  71.0
## CV residual -49.8 -46.2 -66.0 -78.5 -82.6 -81.3 -93.8 -69.4 -54.4 -31.4 -17.5
##              9330 9335  9345  9347  9352  9353  9356  9357  9361  9363  9368
## Predicted    92.2  116  72.8  50.4  37.2  30.9  66.1  64.5  79.4  81.6 103.0
## cvpred       90.1  115  72.6  50.2  37.1  30.8  65.2  63.6  79.1  81.3 102.6
## pm2.5        47.0   87  11.0  13.0  13.0  17.0  12.0  25.0  34.0  29.0  41.0
## CV residual -43.1  -28 -61.6 -37.2 -24.1 -13.8 -53.2 -38.6 -45.1 -52.3 -61.6
##              9369  9370  9371  9373 9379  9383 9387  9392  9393  9394  9396
## Predicted    98.6  92.3  73.4  89.8 75.1  92.3 84.4  81.1  75.5  63.5  55.0
## cvpred       98.3  92.0  73.2  89.4 74.3  92.0 84.1  80.8  74.5  62.5  54.1
## pm2.5        82.0  58.0  56.0  54.0 93.0 137.0 89.0  19.0  18.0  19.0   8.0
## CV residual -16.3 -34.0 -17.2 -35.4 18.7  45.0  4.9 -61.8 -56.5 -43.5 -46.1
##              9397  9403  9406  9408  9409  9411  9414 9417  9423  9425  9426
## Predicted    50.3  53.3  44.7  63.6  63.6  65.2  84.1  130  38.1  33.1  39.4
## cvpred       49.4  52.4  44.5  63.3  63.3  64.9  83.8  128  37.9  33.0  39.2
## pm2.5        11.0  12.0  19.0  32.0  32.0  13.0  20.0   27  14.0  12.0  12.0
## CV residual -38.4 -40.4 -25.5 -31.3 -31.3 -51.9 -63.8 -101 -23.9 -21.0 -27.2
##              9429  9431  9442  9443  9444  9445  9452  9454  9455  9456  9457
## Predicted    61.3  57.5  79.8  71.3  58.1  47.1  65.1  56.7  52.6  63.5  55.0
## cvpred       61.1  57.3  78.8  70.4  57.8  46.9  64.9  56.4  52.3  63.2  54.8
## pm2.5        16.0  10.0   9.0  16.0  27.0  19.0  12.0   9.0  10.0   9.0  21.0
## CV residual -45.1 -47.3 -69.8 -54.4 -30.8 -27.9 -52.9 -47.4 -42.3 -54.2 -33.8
##              9460  9464  9465  9466  9471  9480  9483  9488  9490  9492  9493
## Predicted    61.3  71.7  65.4  52.9 17.51  78.6  75.5 106.3  60.7 16.38  1.33
## cvpred       61.1  71.5  65.2  52.6 17.41  77.8  75.4 106.2  60.6 16.37  1.33
## pm2.5        19.0   9.0  17.0  19.0 16.00  45.0  12.0  25.0  23.0 19.00 23.00
## CV residual -42.1 -62.5 -48.2 -33.6 -1.41 -32.8 -63.4 -81.2 -37.6  2.63 21.67
##              9494  9495  9496 9500 9503  9505  9506  9508  9509 9517  9520 9523
## Predicted    2.39  1.82  3.45 24.5 41.2  87.1  95.0  97.2 101.3 15.2 -7.03 10.2
## cvpred       2.45  1.93  3.57 24.6 41.2  87.1  95.1  97.2 101.3 15.3 -6.90 10.3
## pm2.5       23.00 17.00 21.00 46.0 68.0  33.0  43.0  34.0  29.0 29.0 23.00 29.0
## CV residual 20.55 15.07 17.43 21.4 26.8 -54.1 -52.1 -63.2 -72.3 13.7 29.90 18.7
##             9529  9532  9533  9538 9540  9545 9550  9551  9553  9555  9561
## Predicted   68.7 99.61 129.1  76.9 25.3 42.73 52.6 58.92  88.7 76.16 110.2
## cvpred      68.8 99.63 128.9  77.0 25.3 42.95 52.8 59.03  88.8 76.22 109.6
## pm2.5       84.0 95.00  71.0  42.0 60.0 34.00 89.0 61.00  75.0 79.00  39.0
## CV residual 15.2 -4.63 -57.9 -35.0 34.7 -8.95 36.2  1.97 -13.8  2.78 -70.6
##              9566 9571 9575 9579 9580  9582  9589  9590  9591  9598 9604  9609
## Predicted    70.3   85  139  129  120 101.0  67.2  58.4  79.0 139.5  180 133.9
## cvpred       70.2   83  139  128  120 101.1  66.9  58.1  77.2 137.6  179 133.5
## pm2.5        28.0  146  288  270  263 171.0  40.0  37.0  33.0 149.0   55  90.0
## CV residual -42.2   63  149  142  143  69.9 -26.9 -21.1 -44.2  11.4 -124 -43.5
##              9610   9615   9616   9617  9619  9627 9629  9630  9631  9640  9642
## Predicted   160.6 138.74 139.93 139.93 118.9 180.1  132 117.6 111.4  71.1  77.8
## cvpred      160.6 137.08 140.13 140.13 119.3 178.3  132 117.9 111.6  71.3  76.2
## pm2.5        92.0 130.00 145.00 147.00 178.0 144.0   17  19.0  22.0  25.0  21.0
## CV residual -68.6  -7.08   4.87   6.87  58.7 -34.3 -115 -98.9 -89.6 -46.3 -55.2
##              9645  9646  9653  9656  9657  9658  9661  9666  9669 9670  9674
## Predicted   122.0 112.0 160.6 160.2 160.2 152.2 136.5 125.0 140.0  167 191.6
## cvpred      122.1 110.3 158.9 160.3 160.3 150.5 134.9 123.3 139.8  167 191.6
## pm2.5        35.0  41.0 122.0 117.0 118.0 110.0 151.0 108.0 200.0  288 176.0
## CV residual -87.1 -69.3 -36.9 -43.3 -42.3 -40.5  16.1 -15.3  60.2  121 -15.6
##              9675  9676  9677  9681   9682 9691   9695   9701  9703  9706  9710
## Predicted   154.2 146.0 152.3 129.6 113.18   90 146.08 172.38 181.1 167.2 126.9
## cvpred      154.5 146.2 152.5 129.9 113.54   90 146.05 172.35 181.1 167.3 125.2
## pm2.5       121.0 133.0 128.0 119.0 118.00   17 148.00 171.00 199.0 211.0 151.0
## CV residual -33.5 -13.2 -24.5 -10.9   4.46  -73   1.95  -1.35  17.9  43.7  25.8
##              9713  9716  9717 9721 9723 9724 9726  9732  9739  9742  9743  9747
## Predicted   126.6 135.4 141.7  172  180  180  176 174.2 171.2 168.0 167.5 133.6
## cvpred      124.8 133.6 139.9  170  178  178  174 172.5 169.5 166.2 167.6 133.9
## pm2.5        68.0  82.0  43.0   31   28   30   55  74.0  83.0  98.0  98.0 105.0
## CV residual -56.8 -51.6 -96.9 -139 -150 -148 -119 -98.5 -86.5 -68.2 -69.6 -28.9
##              9750 9752  9758  9761  9768  9773  9775  9776  9781  9782  9784
## Predicted   135.3  136  68.3  64.2  79.9  94.8 108.9  96.3  70.0 100.6 106.7
## cvpred      135.5  136  68.4  64.3  79.7  93.9 108.6  96.1  69.9 100.3 104.7
## pm2.5       104.0  111  13.0  12.0   9.0  12.0  10.0  12.0  23.0  27.0  49.0
## CV residual -31.5  -25 -55.4 -52.3 -70.7 -81.9 -98.6 -84.1 -46.9 -73.3 -55.7
##              9785  9786 9787 9789 9791 9792 9793  9799  9800  9801  9804  9814
## Predicted   118.8 118.8  125  125  150  165  173 145.8 145.8 144.2 162.4 112.7
## cvpred      116.7 116.7  123  123  148  163  171 145.3 145.3 143.7 162.3 112.8
## pm2.5        41.0  48.0   43   39   47   58   50  61.0  69.0  72.0  85.0 115.0
## CV residual -75.7 -68.7  -80  -84 -101 -105 -121 -84.3 -76.3 -71.7 -77.3   2.2
##              9815  9816  9817 9818  9820  9822 9823  9827  9833  9834 9843 9844
## Predicted    98.4  88.6  88.9  108 105.8 109.0  119  87.9  83.8 106.5  142  142
## cvpred       98.5  88.6  88.8  108 105.6 108.1  118  87.1  81.7 104.5  141  141
## pm2.5        12.0  13.0  11.0    6   8.0  10.0   11  37.0  53.0  56.0  154  153
## CV residual -86.5 -75.6 -77.8 -102 -97.6 -98.1 -107 -50.1 -28.7 -48.5   13   12
##              9846  9853 9854 9856 9861 9862 9864 9866 9869  9870  9872  9874
## Predicted   183.5 142.4  131  129  137  148  132  132  146 184.1 186.3 165.5
## cvpred      181.4 142.3  131  127  137  147  133  133  147 184.1 186.2 165.6
## pm2.5       113.0 233.0  252  248  301  298  328  312  277 281.0 269.0 263.0
## CV residual -68.4  90.7  121  121  164  151  195  179  130  96.9  82.8  97.4
##             9877 9878 9879 9880  9881 9885 9888 9893  9896  9900 9902  9907
## Predicted    144  139  135  128 142.5  163  167  148 128.1 120.7 61.1 114.0
## cvpred       142  139  133  127 142.7  161  167  148 128.4 120.8 61.5 112.3
## pm2.5        281  292  289  272 234.0  240  279  315 226.0 195.0 75.0  53.0
## CV residual  139  153  156  145  91.3   79  112  167  97.6  74.2 13.5 -59.3
##             9910 9912 9916  9925  9927  9930 9931 9933 9934 9936 9937 9939 9941
## Predicted    119  153  149  74.2  68.4 109.4  113  124  150  160  133  131  114
## cvpred       117  151  148  72.2  66.6 107.6  112  123  148  160  132  131  114
## pm2.5        288  422  399  50.0 101.0 206.0  226  240  258  260  264  253  259
## CV residual  171  271  251 -22.2  34.4  98.4  114  117  110  100  132  122  145
##              9942  9944  9947  9951  9953  9954 9958 9960 9962 9964  9968 9970
## Predicted   122.1 122.1  67.7  65.1  66.2  77.1  111  155  166  126 173.2  138
## cvpred      122.3 122.3  67.9  63.4  66.4  75.4  110  155  166  127 173.2  138
## pm2.5       140.0 154.0 138.0 127.0 131.0 153.0  273  268  297  355 108.0  126
## CV residual  17.7  31.7  70.1  63.6  64.6  77.6  163  113  131  228 -65.2  -12
##             9978 9979 9984 9986 9989 9993 9996 10000 10001 10003 10007 10009
## Predicted    107  116  160  137  164  146  143   120   116   139   169   145
## cvpred       106  115  160  137  162  146  143   120   115   139   169   145
## pm2.5        492  472  480  486  595  515  508   489   477   407   476   499
## CV residual  386  357  320  349  433  369  365   369   362   268   307   354
##             10010 10015 10017 10019 10026 10028 10029 10033 10034 10036 10038
## Predicted     172   137   133   146   120   110   156   167   152   183   137
## cvpred        172   137   134   146   119   110   156   167   152   183   137
## pm2.5         489   423   434   347   354   394   397   399   373   461   415
## CV residual   317   286   300   201   235   284   241   232   221   278   278
##             10045 10046 10047 10049 10056 10060 10061 10063 10065 10067 10069
## Predicted     140   134   129   124   117   122   141 133.5  84.9  42.3  27.8
## cvpred        139   132   127   124   117   122   142 133.9  85.2  42.0  27.4
## pm2.5         403   406   469   397   411   404   397 215.0 119.0  16.0  17.0
## CV residual   264   274   342   273   294   282   255  81.1  33.8 -26.0 -10.4
##             10077 10086 10088 10092 10097 10104 10105 10107 10108 10110 10112
## Predicted   140.8 164.5 123.0  94.9  85.1 102.6 102.6 127.0   137   172   174
## cvpred      139.2 164.5 123.2  94.8  83.3 100.7 100.7 125.1   135   172   172
## pm2.5        52.0  75.0 106.0  79.0  53.0  52.0  42.0  39.0    35    30    52
## CV residual -87.2 -89.5 -17.2 -15.8 -30.3 -48.7 -58.7 -86.1  -100  -142  -120
##             10113 10115 10117 10122 10125  10131 10134 10136 10137 10141 10142
## Predicted     174 169.0 170.2 135.8   172 122.41 117.7 121.4   134   130 127.7
## cvpred        172 167.3 170.3 135.6   172 122.77 118.1 121.1   134   130 127.4
## pm2.5          58  79.0  71.0 108.0   115 127.00 105.0  66.0    59    26  31.0
## CV residual  -114 -88.3 -99.3 -27.6   -57   4.23 -13.1 -55.1   -75  -104 -96.4
##             10146 10148 10149 10151 10152 10153 10154 10155 10159 10164 10169
## Predicted   106.1 108.3 110.7 112.9 123.9 104.1 108.8 104.7   104  58.7  46.4
## cvpred      105.7 107.9 110.4 113.1 123.5 104.3 108.9 104.3   104  58.9  46.6
## pm2.5        26.0  29.0  29.0  32.0  29.0  25.0  31.0  29.0    20  20.0  15.0
## CV residual -79.7 -78.9 -81.4 -81.1 -94.5 -79.3 -77.9 -75.3   -84 -38.9 -31.6
##             10170 10171 10174 10176 10188 10189 10190 10192 10194 10195 10202
## Predicted    46.9  51.0  66.6  71.3  50.2  35.2  36.8  22.8  34.8  41.1  70.7
## cvpred       47.1  51.3  66.8  71.5  50.3  35.3  36.9  23.0  35.0  41.3  70.8
## pm2.5        20.0  16.0   8.0   8.0  28.0  16.0  16.0  19.0  15.0  14.0  11.0
## CV residual -27.1 -35.3 -58.8 -63.5 -22.3 -19.3 -20.9  -4.0 -20.0 -27.3 -59.8
##             10204 10207 10209 10211 10212  10214 10215 10217 10219 10221 10223
## Predicted     101   134  96.5  88.5  77.5 25.849 17.08  16.5 43.87 51.29  45.6
## cvpred        100   133  96.6  88.4  77.4 26.004 17.24  16.7 44.14 51.45  45.7
## pm2.5          11    29  33.0  27.0  26.0 27.000 10.00  32.0 40.00 42.00  20.0
## CV residual   -89  -104 -63.6 -61.4 -51.4  0.996 -7.24  15.3 -4.14 -9.45 -25.7
##             10224 10225 10230 10231 10233 10235  10237 10238 10241 10244 10247
## Predicted    54.3  54.9    82    82  57.4  34.4 19.355 14.69  9.46  30.2  85.6
## cvpred       54.5  55.0    82    82  57.5  34.5 19.459 14.82  9.66  30.5  83.8
## pm2.5        16.0   9.0     8     9  13.0  26.0 19.000 18.00 12.00   9.0  36.0
## CV residual -38.5 -46.0   -74   -73 -44.5  -8.5 -0.459  3.18  2.34 -21.5 -47.8
##             10249 10255 10258 10262 10266 10267 10268 10271 10276 10282  10286
## Predicted    59.5 133.1 105.4 64.33 59.24  82.2  95.1 111.8 124.8 126.7 102.21
## cvpred       59.7 132.7 105.4 64.45 57.55  80.5  93.4 110.1 123.2 125.2 102.61
## pm2.5        43.0  69.0  51.0 55.00 55.00  58.0  68.0  59.0  62.0  91.0 109.00
## CV residual -16.7 -63.7 -54.4 -9.45 -2.55 -22.5 -25.4 -51.1 -61.2 -34.2   6.39
##             10288 10299 10301 10303 10312 10314 10315 10316 10332  10335 10343
## Predicted    91.7  38.6  47.4  60.8 -1.49 13.35  8.61  23.7 23.95 11.577 38.92
## cvpred       90.3  39.0  47.7  61.1 -1.26 12.92  8.81  23.9 24.18 11.897 39.16
## pm2.5       133.0  15.0  12.0  24.0 12.00 14.00 10.00   7.0 15.00 12.000 35.00
## CV residual  42.7 -24.0 -35.7 -37.1 13.26  1.08  1.19 -16.9 -9.18  0.103 -4.16
##             10349 10352 10354 10358 10359 10360 10361 10365 10366 10367 10368
## Predicted    52.1  60.8  40.3  12.4  51.7  62.6  56.3 11.36  26.4  22.6  27.3
## cvpred       52.2  61.0  40.5  12.6  51.7  60.7  54.5 11.48  26.5  22.7  27.4
## pm2.5        13.0  16.0  19.0  19.0  16.0  21.0  24.0 18.00  14.0  10.0   7.0
## CV residual -39.2 -45.0 -21.5   6.4 -35.7 -39.7 -30.5  6.52 -12.5 -12.7 -20.4
##             10370 10371 10373 10378 10379 10382 10385 10386 10389 10390 10393
## Predicted    34.4  39.1  45.4 28.97 18.59 -12.1 -20.1 -16.0  55.5  55.5  90.0
## cvpred       34.5  39.1  45.4 29.08 18.67 -11.9 -19.9 -15.8  53.7  53.7  90.1
## pm2.5         6.0   7.0   9.0 34.00 21.00  17.0  17.0  12.0  34.0  35.0  66.0
## CV residual -28.5 -32.1 -36.4  4.92  2.33  28.9  36.9  27.8 -19.7 -18.7 -24.1
##             10396 10400  10405 10406 10413 10415   10416 10419 10421 10423
## Predicted   105.5   139 35.637 -8.91 16.60  10.2 48.3289  72.8 128.8 103.4
## cvpred      105.1   139 35.731 -8.57 16.19  10.4 47.9133  73.0 128.9 103.7
## pm2.5        79.0    83 36.000 27.00 25.00  43.0 48.0000  40.0  44.0  26.0
## CV residual -26.1   -56  0.269 35.57  8.81  32.6  0.0867 -33.0 -84.9 -77.7
##             10427 10429 10430 10434  10435 10438 10439 10440 10442 10447 10449
## Predicted    70.2  60.9  53.7  82.6 101.06 137.0 141.1 136.6 153.7   131   121
## cvpred       68.5  59.2  52.1  81.2 101.43 135.5 139.7 136.9 152.2   131   121
## pm2.5        99.0  92.0  80.0 110.0 108.00 166.0 196.0 209.0 248.0   274   271
## CV residual  30.5  32.8  27.9  28.8   6.57  30.5  56.3  72.1  95.8   143   150
##             10450 10453 10462 10463 10465 10470 10472 10475 10483 10484 10485
## Predicted     109   101   150   123   131   172   123  58.7  41.7  42.8  29.1
## cvpred        109   100   149   123   131   173   123  59.4  41.5  42.6  29.4
## pm2.5         250   241   416   415   379   339   339 267.0  16.0  16.0  17.0
## CV residual   141   141   267   292   248   166   216 207.6 -25.5 -26.6 -12.4
##             10486 10488 10491 10494  10507 10508  10513 10515 10516 10519 10521
## Predicted    44.8  20.4  33.8  36.9  0.201  4.30 16.673    35  40.7  33.1  31.4
## cvpred       44.5  20.6  34.0  37.0  0.294  4.42 16.704    35  40.8  33.0  31.4
## pm2.5        13.0   9.0   7.0   8.0 12.000 16.00 16.000     9   9.0  14.0  12.0
## CV residual -31.5 -11.6 -27.0 -29.0 11.706 11.58 -0.704   -26 -31.8 -19.0 -19.4
##             10530 10534 10538 10543 10553 10561  10562  10563 10564 10568 10569
## Predicted    2.03  33.0   102 122.9  56.0  93.7 129.00 137.20  99.1 113.8  99.7
## cvpred       2.20  33.1   102 122.8  54.3  93.3 127.26 135.51  99.4 114.1  99.4
## pm2.5       19.00  14.0    17  23.0  27.0 105.0 125.00 138.00 128.0 104.0 107.0
## CV residual 16.80 -19.1   -85 -99.8 -27.3  11.7  -2.26   2.49  28.6 -10.1   7.6
##             10573 10575 10576 10673 10681 10683  10689 10690 10702 10710 10712
## Predicted    91.6  67.7  54.8 -23.3  4.65  10.9 12.849 -1.92  20.7  43.7  33.6
## cvpred       91.9  66.2  53.3 -23.3  4.52  10.8 12.765 -1.94  20.8  43.7  33.7
## pm2.5       132.0 123.0 112.0  13.0 17.00  12.0 13.000 12.00  41.0  20.0  20.0
## CV residual  40.1  56.8  58.7  36.3 12.48   1.2  0.235 13.94  20.2 -23.7 -13.7
##             10713 10714 10717 10718 10726 10727 10728 10731 10732 10733 10735
## Predicted    16.9  10.6 -5.03  2.32 29.11 29.11  9.17  7.82  20.4  20.4  27.5
## cvpred       17.0  10.7 -4.86  2.53 29.43 29.43  9.33  7.87  20.4  20.4  27.6
## pm2.5        30.0  25.0 16.00 19.00 23.00 24.00 15.00 13.00  10.0   8.0   8.0
## CV residual  13.0  14.3 20.86 16.47 -6.43 -5.43  5.67  5.13 -10.4 -12.4 -19.6
##             10745 10750 10752 10758 10760 10762 10764 10766 10767 10772 10774
## Predicted   -16.0 -1.42 3.243 30.31  38.5  5.44 -7.13 -10.7 -21.7  59.9  81.2
## cvpred      -15.8 -1.34 3.299 30.38  38.6  5.60 -6.95 -10.5 -21.4  58.1  79.4
## pm2.5        15.0  4.00 4.000 23.00  18.0 31.00 17.00  16.0  15.0  22.0  21.0
## CV residual  30.8  5.34 0.701 -7.38 -20.6 25.40 23.95  26.5  36.4 -36.1 -58.4
##             10776 10782 10783 10785 10793 10796 10799  10802 10812 10815 10817
## Predicted    81.2 120.4 129.1 108.6 25.54  4.52 -4.18  6.213 -13.2  9.92 13.60
## cvpred       79.4 120.5 127.3 106.9 25.66  4.83 -4.01  6.387 -13.0 10.10 11.97
## pm2.5        37.0  76.0  85.0 145.0 29.00 12.00 13.00  6.000  27.0 16.00 21.00
## CV residual -42.4 -44.5 -42.3  38.1  3.34  7.17 17.01 -0.387  40.0  5.90  9.03
##             10819 10820 10821 10823 10824 10840 10841 10845 10852 10853 10856
## Predicted    38.8  39.3  35.5  96.5  88.9 34.59  36.2  99.8 139.8 143.4 152.2
## cvpred       37.1  37.6  33.8  94.9  87.2 34.76  36.4  98.2 138.1 143.6 152.4
## pm2.5        13.0  17.0  50.0  22.0  69.0 38.00  43.0  60.0  64.0  79.0 110.0
## CV residual -24.1 -20.6  16.2 -72.9 -18.2  3.24   6.6 -38.2 -74.1 -64.6 -42.4
##             10859 10860 10867 10871 10875 10880 10883 10885 10886  10887 10890
## Predicted    53.2  82.2  18.0  45.6 88.40 110.3  66.3  42.2  23.4  10.57  13.5
## cvpred       53.7  82.5  16.4  44.0 88.83 110.5  66.6  42.6  22.0   9.11  12.1
## pm2.5        99.0 107.0  51.0  67.0 96.00  87.0 136.0 152.0 132.0 104.00  50.0
## CV residual  45.3  24.5  34.6  23.0  7.17 -23.5  69.4 109.4 110.0  94.89  37.9
##             10892 10913 10915 10925 10929 10930 10931 10939 10944 10949 10950
## Predicted    55.4  73.3  83.8  46.9  41.3  35.6  29.8  79.9   143 105.0 105.0
## cvpred       53.8  72.2  84.5  46.8  41.0  35.2  29.5  79.7   143 105.5 105.5
## pm2.5        77.0 179.0 168.0  23.0  18.0  25.0  17.0  19.0    23  56.0  46.0
## CV residual  23.2 106.8  83.5 -23.8 -23.0 -10.2 -12.5 -60.7  -120 -49.5 -59.5
##             10953 10954 10958 10960 10965 10969 10970 10971 10972 10973 10975
## Predicted   94.87  65.9  34.1  39.0  99.3 120.2   144   110 111.7 101.4 107.9
## cvpred      95.39  66.3  34.2  39.1  97.7 120.5   142   110 112.2 101.8 108.2
## pm2.5       89.00  79.0 178.0 108.0  24.0  79.0   124   143 186.0 167.0 172.0
## CV residual -6.39  12.7 143.8  68.9 -73.7 -41.5   -18    33  73.8  65.2  63.8
##             10986 10995 11001 11004 11011 11018 11020 11021 11023 11029 11030
## Predicted    7.87   125  31.9 -12.1  16.1  82.0 100.3 105.0   134  44.0  41.5
## cvpred       6.21   125  32.2 -11.7  14.5  80.4  98.7 103.3   134  42.5  40.0
## pm2.5       89.00    80 132.0 177.0  52.0 154.0 164.0 191.0   160 218.0 264.0
## CV residual 82.79   -45  99.8 188.7  37.5  73.6  65.3  87.7    26 175.5 224.0
##             11035 11042 11049 11105 11113 11124 11125 11129 11132 11135 11136
## Predicted    60.6 106.3 124.0  23.1  83.5  59.7  38.3  13.7 -11.6  24.1  22.8
## cvpred       59.1 104.9 122.7  21.6  82.0  58.4  37.1  12.4 -10.8  24.2  22.8
## pm2.5       166.0 190.0 158.0  39.0  69.0 105.0 103.0 102.0 109.0  80.0  82.0
## CV residual 106.9  85.1  35.3  17.4 -13.0  46.6  65.9  89.6 119.8  55.8  59.2
##             11138 11142 11145 11146 11154 11155 11157 11158 11160  11162 11165
## Predicted      60  5.85 -13.5 -23.9 -57.6 -55.4 -21.5 -10.5 -4.26  0.406 -5.88
## cvpred         60  6.14 -13.3 -23.7 -57.3 -55.1 -21.3 -10.4 -4.08  0.561 -5.72
## pm2.5          50 14.00  17.0  15.0  10.0  10.0  17.0  91.0 16.00 12.000 14.00
## CV residual   -10  7.86  30.3  38.7  67.3  65.1  38.3 101.4 20.08 11.439 19.72
##             11166 11169 11170 11172 11173 11175 11182 11183 11194 11197 11199
## Predicted    80.1 -16.3 -26.6  4.19  1.15 -8.18  33.0  33.0  75.4  20.6  17.0
## cvpred       78.3 -16.0 -26.4  4.34  1.34 -7.94  31.4  31.4  75.9  19.3  15.7
## pm2.5        16.0  24.0  19.0 17.00 13.00 10.00  45.0  49.0 101.0  99.0 101.0
## CV residual -62.3  40.0  45.4 12.66 11.66 17.94  13.6  17.6  25.1  79.7  85.3
##             11201 11202 11203 11206 11209 11212 11213 11214 11215 11222 11227
## Predicted    16.1  20.2  36.9  87.8 116.6 144.1   137   115 142.1  74.7  88.3
## cvpred       14.9  19.0  35.7  86.6 117.2 142.9   138   115 142.7  73.7  87.3
## pm2.5        73.0  94.0  88.0 171.0 196.0 188.0   189   201 231.0 125.0 157.0
## CV residual  58.1  75.0  52.3  84.4  78.8  45.1    51    86  88.3  51.3  69.7
##             11230 11231 11240 11270 11271 11272 11296 11308 11318 11325 11326
## Predicted   103.4 111.4 118.2 -13.6 -5.44 -11.7  33.1 43.59  22.9  4.93  3.30
## cvpred      102.4 112.2 119.2 -13.6 -5.33 -11.6  31.9 44.47  23.6  5.37  3.73
## pm2.5       172.0 155.0 174.0  28.0 26.00  27.0  76.0 41.00  76.0 97.00 14.00
## CV residual  69.6  42.8  54.8  41.6 31.33  38.6  44.1 -3.47  52.4 91.63 10.27
##             11332 11334 11335 11338 11343 11345 11350 11356 11359 11360  11361
## Predicted    24.4  78.9  54.0  3.59 -30.9 -14.1  76.4 110.9 146.0 131.7 107.11
## cvpred       24.7  78.7  53.8  4.07 -30.3 -14.2  75.0 110.9 146.4 130.3 105.73
## pm2.5         9.0   4.0   6.0  3.00  11.0  10.0  43.0  53.0  59.0  93.0 103.00
## CV residual -15.7 -74.7 -47.8 -1.07  41.3  24.2 -32.0 -57.9 -87.4 -37.3  -2.73
##             11362 11363 11364 11367 11370 11371 11373 11374 11375 11376 11377
## Predicted   81.67  60.9  56.2  25.3  55.0  55.0  69.5  92.5  98.8 109.1 119.5
## cvpred      80.28  59.5  54.8  23.9  53.7  53.7  68.3  91.2  97.5 107.9 118.3
## pm2.5       79.00  80.0  84.0  44.0  86.0  99.0  93.0 120.0 115.0  91.0  82.0
## CV residual -1.28  20.5  29.2  20.1  32.3  45.3  24.7  28.8  17.5 -16.9 -36.3
##             11378 11384 11392 11393 11396 11403 11404 11405 11436 11438 11440
## Predicted   121.7 110.2  89.1  89.1 112.0  98.4 113.4  96.8  95.7  66.1   118
## cvpred      120.5 110.4  88.1  88.1 111.1  98.8 113.8  97.1  96.3  66.7   117
## pm2.5        84.0 121.0 270.0 141.0 157.0 161.0 167.0 171.0  39.0  34.0    36
## CV residual -36.5  10.6 181.9  52.9  45.9  62.2  53.2  73.9 -57.3 -32.7   -81
##             11441 11466 11468 11470 11471 11472 11476 11477 11478 11479 11480
## Predicted    67.5  39.6  42.3  42.9  51.7  57.9  76.2  77.9  73.8  77.9  63.7
## cvpred       68.3  40.4  43.1  43.6  52.4  58.6  77.0  78.6  74.5  78.6  64.4
## pm2.5        28.0  10.0  16.0  13.0  12.0  12.0  11.0  15.0  16.0  17.0  23.0
## CV residual -40.3 -30.4 -27.1 -30.6 -40.4 -46.6 -66.0 -63.6 -58.5 -61.6 -41.4
##             11481 11482 11485 11486 11488 11490 11492 11494 11495 11498 11501
## Predicted    47.0  42.3  24.2 17.65  40.0  3.66  91.8 105.0 115.4 149.9 155.6
## cvpred       47.7  43.1  25.0 18.43  40.6  4.50  90.6 103.7 114.1 150.5 156.3
## pm2.5        17.0  19.0  13.0 14.00  10.0 14.00  13.0  32.0  37.0  99.0  78.0
## CV residual -30.7 -24.1 -12.0 -4.43 -30.6  9.50 -77.6 -71.7 -77.1 -51.5 -78.3
##             11502 11508 11516 11517 11524 11525 11526 11527 11530 11534 11535
## Predicted   151.4 129.8 143.7 148.4 175.7 172.8 141.7 175.7 135.8  53.6 107.1
## cvpred      150.2 128.7 142.7 147.4 174.6 173.6 142.7 174.6 134.8  54.6 107.5
## pm2.5        96.0 162.0  90.0  93.0 126.0 101.0 104.0 116.0 149.0  31.0  26.0
## CV residual -54.2  33.3 -52.7 -54.4 -48.6 -72.6 -38.7 -58.6  14.2 -23.6 -81.5
##             11536 11537 11538 11539 11541 11542 11543 11547 11551 11563 11564
## Predicted      95  90.9  78.9  78.9 117.5 159.0 152.7   132 124.3  88.9 105.5
## cvpred         96  91.8  79.8  79.8 117.8 159.6 153.3   133 125.1  87.7 104.4
## pm2.5          20  15.0  13.0  16.0  22.0  63.0  68.0    46  42.0  47.0  62.0
## CV residual   -76 -76.8 -66.8 -63.8 -95.8 -96.6 -85.3   -87 -83.1 -40.7 -42.4
##             11571 11574 11577 11581 11601 11605 11610   11613 11616 11618
## Predicted   137.3 122.2 132.6  84.8 118.9 132.7 147.7 171.543 179.6 181.8
## cvpred      136.1 122.4 131.5  85.6 120.1 131.9 146.9 170.738 180.6 182.7
## pm2.5        59.0  64.0  93.0  99.0 166.0 172.0 162.0 170.000 168.0 170.0
## CV residual -77.1 -58.4 -38.5  13.4  45.9  40.1  15.1  -0.738 -12.6 -12.7
##              11620 11631 11632 11633 11635 11636 11637 11641 11651 11658 11663
## Predicted   180.02 61.53  51.1 42.94  46.0  54.7  51.5  41.7 -2.26 -24.5  16.0
## cvpred      179.17 62.53  52.1 43.89  46.9  55.7  52.4  42.5 -1.38 -23.5  16.9
## pm2.5       186.00 53.00  36.0 41.00 120.0 201.0 214.0 164.0 86.00  31.0  37.0
## CV residual   6.83 -9.53 -16.1 -2.89  73.1 145.3 161.6 121.5 87.38  54.5  20.1
##             11665 11668 11670 11674 11678 11679 11681  11686 11687 11691 11693
## Predicted   43.67  73.2   138 -4.17 -36.2 -44.4 -42.8 -0.867  3.23  8.19  18.6
## cvpred      44.54  74.0   139 -3.35 -35.4 -43.6 -42.0 -0.306  3.82  8.79  19.2
## pm2.5       38.00  15.0    17 20.00  16.0  27.0  41.0 34.000 21.00 12.00   7.0
## CV residual -6.54 -59.0  -122 23.35  51.4  70.6  83.0 34.306 17.18  3.21 -12.2
##             11695 11697 11698 11705 11709 11711 11712 11713 11715 11716 11724
## Predicted    48.1  23.9  6.58  42.2  63.8  80.7  88.9  99.3 113.5   115 119.5
## cvpred       48.8  24.0  7.31  41.0  62.5  79.5  87.8  98.2 112.4   114 118.4
## pm2.5         8.0  13.0 14.00  36.0  27.0  45.0  57.0  68.0  65.0    70  42.0
## CV residual -40.8 -11.0  6.69  -5.0 -35.5 -34.5 -30.8 -30.2 -47.4   -44 -76.4
##             11725 11727 11730 11737 11738 11739 11742  11744 11748 11749 11758
## Predicted   110.8 130.1 143.8 165.5 156.7 172.8 182.8 140.27 147.1 140.8 117.5
## cvpred      109.7 129.1 142.8 166.3 157.5 173.7 181.8 141.43 148.1 141.8 116.3
## pm2.5        39.0  48.0  54.0  98.0 110.0 113.0 123.0 136.00 201.0 188.0  95.0
## CV residual -70.7 -81.1 -88.8 -68.3 -47.5 -60.7 -58.8  -5.43  52.9  46.2 -21.3
##             11759 11760 11761 11768 11777   11779 11784 11786 11788 11790 11792
## Predicted    95.1 117.6 146.6 141.9 -18.0 21.8859  92.6 113.9 107.5  95.5  83.9
## cvpred       93.9 118.3 147.3 142.7 -17.1 22.9004  92.9 114.3 108.5  96.5  84.2
## pm2.5        79.0  75.0  97.0  60.0  30.0 23.0000  31.0  46.0  27.0  17.0  15.0
## CV residual -14.9 -43.3 -50.3 -82.7  47.1  0.0996 -61.9 -68.3 -81.5 -79.5 -69.2
##             11804 11805 11811 11816 11818 11819 11829 11832 11833 11836 11838
## Predicted    68.9  83.9 127.5 125.8  96.6  85.6 145.7 139.4 169.8 139.5 133.8
## cvpred       67.8  82.9 126.4 124.7  95.5  84.6 146.1 139.9 170.8 140.6 134.9
## pm2.5        47.0  39.0  88.0  79.0  80.0  63.0  58.0  61.0  76.0  78.0  79.0
## CV residual -20.8 -43.9 -38.4 -45.7 -15.5 -21.6 -88.1 -78.9 -94.8 -62.6 -55.9
##             11846 11848  11849 11856 11859 11861 11865 11870 11871 11874 11878
## Predicted    83.7    90 21.693  44.2  60.8   134  58.7  52.5  54.1  63.9 126.8
## cvpred       84.7    91 22.782  45.1  61.8   134  59.7  51.5  53.1  63.0 125.9
## pm2.5        38.0    19 23.000  28.0  22.0    20  44.0  28.0  32.0  29.0  35.0
## CV residual -46.7   -72  0.218 -17.1 -39.8  -114 -15.7 -23.5 -21.1 -34.0 -90.9
##             11891  11892 11893 11894 11896 11900 11908 11911   11913   11914
## Predicted   121.4 102.58  21.4 -26.4 -24.8 -21.2 -2.01  27.0 -0.6617 -0.6617
## cvpred      122.5 103.68  22.6 -25.4 -23.8 -20.4 -1.49  27.6 -0.0386 -0.0386
## pm2.5       102.0  99.00 184.0 202.0 159.0  33.0 77.00  63.0 60.0000 56.0000
## CV residual -20.5  -4.68 161.4 227.4 182.8  53.4 78.49  35.4 60.0386 56.0386
##             11916 11922 11929 11940 11945 11947 11948  11950 11955 11956 11962
## Predicted   26.42  1.76 28.33 -17.6 -24.7 -17.9 -22.0 -10.19 -6.37  87.4 18.34
## cvpred      27.19  2.68 29.16 -16.8 -23.9 -17.1 -21.2  -9.44 -5.65  88.0 17.19
## pm2.5       24.00 63.00 27.00  27.0  24.0  31.0  35.0  40.00 31.00  29.0 26.00
## CV residual -3.19 60.32 -2.16  43.8  47.9  48.1  56.2  49.44 36.65 -59.0  8.81
##             11963 11966 11967 11969 11975 11977 11981 11985 11988 11989 11993
## Predicted   -26.1 -50.5 -42.6 19.60  69.6 102.6 141.1  23.0 -5.72 -9.82 33.39
## cvpred      -25.2 -49.5 -41.6 18.58  68.6 103.4 141.9  23.2 -5.51 -9.63 32.24
## pm2.5        30.0  20.0  16.0 22.00  39.0  53.0  63.0  16.0 83.00 21.00 27.00
## CV residual  55.2  69.5  57.6  3.42 -29.6 -50.4 -78.9  -7.2 88.51 30.63 -5.24
##             11997 12000 12002 12005 12007 12008 12010 12013 12015 12017  12019
## Predicted    69.8 100.5  94.7 135.6 103.9 68.35  79.0  37.6  18.1 13.11 40.175
## cvpred       68.6  99.2  94.8 136.1 104.7 69.19  79.6  38.4  17.0 12.03 39.114
## pm2.5        45.0  53.0  42.0  43.0  55.0 65.00  64.0  75.0  70.0 19.00 40.000
## CV residual -23.6 -46.2 -52.8 -93.1 -49.7 -4.19 -15.6  36.6  53.0  6.97  0.886
##             12022 12023 12026 12027 12029 12032  12033 12036 12040 12044 12045
## Predicted    75.7  75.2 103.6 115.6 143.7 145.0 136.56 116.6 125.8 138.0   111
## cvpred       74.6  74.1 102.5 114.5 142.7 144.2 135.74 115.9 125.2 139.2   112
## pm2.5        41.0  40.0  52.0  57.0  80.0 105.0 140.00 138.0 158.0 206.0   217
## CV residual -33.6 -34.1 -50.5 -57.5 -62.7 -39.2   4.26  22.1  32.8  66.8   105
##             12046 12047 12051 12054 12057 12060 12063 12064 12071 12072 12073
## Predicted     111 157.3   149 159.6 145.3 124.2   121   111  46.3  57.2  55.6
## cvpred        112 156.6   148 160.7 144.6 123.6   121   111  47.4  58.3  56.7
## pm2.5         236 237.0   255 213.0 212.0 215.0   226   236  23.0  19.0   7.0
## CV residual   124  80.4   107  52.3  67.4  91.4   105   125 -24.4 -39.3 -49.7
##             12077 12080 12082 12085 12094 12096 12098 12099 12102 12106 12108
## Predicted    63.9  42.0  23.2  52.5  99.3 101.5  57.3  61.4 13.35  25.2  23.0
## cvpred       64.8  42.9  24.1  51.4  98.2 100.4  58.4  62.5 14.03  25.8  23.7
## pm2.5         6.0  10.0  11.0   9.0  29.0  27.0  33.0  35.0 23.00  18.0  10.0
## CV residual -58.8 -32.9 -13.1 -42.4 -69.2 -73.4 -25.4 -27.5  8.97  -7.8 -13.7
##             12109 12112 12113 12117 12118 12123 12128 12130 12131 12133 12134
## Predicted   16.68 24.67  51.3  95.5  93.9   139 43.74  8.20 -2.19 -17.8 -28.5
## cvpred      17.37 24.76  51.9  94.2  92.6   138 44.45  8.94 -1.46 -17.0 -27.8
## pm2.5       11.00 19.00 180.0  51.0  32.0    39 41.00 52.00 55.00  91.0  25.0
## CV residual -6.37 -5.76 128.1 -43.2 -60.6   -99 -3.45 43.06 56.46 108.0  52.8
##             12136 12139 12141 12143 12144 12149 12152 12153 12168 12169 12173
## Predicted   -29.6 -36.2 58.55  76.1  76.1   159  88.3 100.8 82.86  91.6 125.5
## cvpred      -28.8 -35.4 57.34  74.9  74.9   159  88.6 101.5 81.75  90.5 124.4
## pm2.5        34.0   9.0 51.00  29.0  56.0    53 122.0 115.0 83.00  73.0  78.0
## CV residual  62.8  44.4 -6.34 -45.9 -18.9  -106  33.4  13.5  1.25 -17.5 -46.4
##             12179 12185 12189 12191 12194 12196 12198 12201 12203 12205 12206
## Predicted   100.3  49.2 64.28  77.7 102.6 119.3 134.3 115.7  96.9  61.0  58.6
## cvpred      101.2  48.4 63.25  76.7 101.6 118.3 133.3 114.8  96.0  60.1  57.6
## pm2.5       168.0 120.0 61.00  46.0  49.0  57.0  63.0  86.0 106.0 102.0 107.0
## CV residual  66.8  71.6 -2.25 -30.7 -52.6 -61.3 -70.3 -28.8  10.0  41.9  49.4
##             12207 12208 12209 12210 12211 12213 12219 12221 12225 12227 12230
## Predicted    48.2  50.4  48.2 51.99  62.9 75.53 115.5 121.7 100.7 81.83  41.9
## cvpred       47.2  49.4  47.2 51.03  62.0 74.51 114.5 120.8  99.8 80.93  41.0
## pm2.5        77.0  57.0  63.0 50.00  46.0 67.00  45.0  58.0  72.0 79.00  66.0
## CV residual  29.8   7.6  15.8 -1.03 -16.0 -7.51 -69.5 -62.8 -27.8 -1.93  25.0
##             12231 12232 12233 12239 12241 12247 12250 12251 12282 12283  12284
## Predicted    43.5  47.6  51.4 100.4 113.3 123.4  93.8  83.5 74.61 76.80 95.957
## cvpred       42.6  46.7  50.5  99.4 112.3 122.4  93.0  82.6 73.89 76.04 95.208
## pm2.5        62.0  66.0  61.0  62.0  88.0 112.0 116.0 110.0 82.00 73.00 96.000
## CV residual  19.4  19.3  10.5 -37.4 -24.3 -10.4  23.0  27.4  8.11 -3.04  0.792
##              12285 12287 12289 12290 12294 12296 12302 12314 12317 12318 12319
## Predicted   102.25 117.3 140.3 141.9 148.7 140.3  47.5 122.5 141.3 141.3 133.4
## cvpred      101.49 116.5 139.5 141.1 147.9 139.5  46.8 121.8 140.6 140.6 132.7
## pm2.5       107.00 137.0 153.0 160.0 195.0 184.0 122.0 101.0  97.0 100.0  95.0
## CV residual   5.51  20.5  13.5  18.9  47.1  44.5  75.2 -20.8 -43.6 -40.6 -37.7
##              12323 12325 12330 12340 12348 12349 12351 12352 12354 12359 12360
## Predicted   103.72  99.5 102.2  93.6  42.4 77.63  77.5 -12.6  64.6  22.5  47.6
## cvpred      104.86  98.8 101.6  94.9  43.8 78.84  76.8 -11.3  63.9  23.6  48.7
## pm2.5       112.00 116.0 117.0  71.0  72.0 85.00  44.0  67.0  26.0  12.0  18.0
## CV residual   7.14  17.2  15.4 -23.9  28.2  6.16 -32.8  78.3 -37.9 -11.6 -30.7
##             12362 12363 12366 12367 12372 12374 12376 12379 12380 12382 12385
## Predicted    47.1  51.2  61.0  53.1  36.1  31.4  61.0  61.6  53.4  58.0  69.0
## cvpred       48.2  52.3  62.2  54.3  37.4  32.7  62.3  62.8  54.6  59.2  70.1
## pm2.5        13.0  14.0  10.0  10.0   8.0  11.0  14.0  10.0  24.0  14.0  12.0
## CV residual -35.2 -38.3 -52.2 -44.3 -29.4 -21.7 -48.3 -52.8 -30.6 -45.2 -58.1
##             12389 12390 12393 12394 12395 12396 12398 12402 12407 12408 12412
## Predicted    57.0  57.0  38.9  38.9 15.98  9.69  26.2 24.28  99.8  98.1 128.7
## cvpred       58.1  58.1  40.1  40.1 17.17 10.89  25.3 23.37  98.8  97.2 127.9
## pm2.5         8.0  11.0  16.0  15.0 15.00 13.00   9.0 18.00  33.0  29.0  36.0
## CV residual -50.1 -47.1 -24.1 -25.1 -2.17  2.11 -16.3 -5.37 -65.8 -68.2 -91.9
##             12416 12417 12419 12421 12423 12424 12426 12429 12430 12431 12433
## Predicted     122 109.9    84  49.9  26.1  19.0  25.5  54.5  57.0  46.6 66.99
## cvpred        123 109.1    85  49.2  25.4  18.3  24.8  53.8  56.3  47.3 68.26
## pm2.5          81  98.0   143  83.0 128.0 127.0  60.0 116.0  74.0  64.0 69.00
## CV residual   -42 -11.1    58  33.8 102.6 108.7  35.2  62.2  17.7  16.7  0.74
##             12435 12437 12438 12440 12441 12442 12443 12450 12453 12460 12461
## Predicted    70.1  66.6  56.8  34.9  9.39  19.8 -16.1  43.2  50.5 124.3   128
## cvpred       70.7  67.1  57.2  35.3 10.41  20.8 -15.0  44.2  49.6 123.4   129
## pm2.5        37.0  32.0  23.0  25.0 34.00   9.0  12.0  56.0  48.0  48.0    58
## CV residual -33.7 -35.1 -34.2 -10.3 23.59 -11.8  27.0  11.8  -1.6 -75.4   -71
##             12474 12478 12480 12483  12487 12493 12494 12498 12504 12510 12512
## Predicted   48.03    79 116.4   131 127.24  47.3 36.30  41.2  93.7 140.4 119.5
## cvpred      47.26    78 115.5   132 128.19  46.5 35.56  40.5  93.0 139.7 120.6
## pm2.5       45.00    27  22.0    63 124.00 109.0 43.00  60.0  67.0  74.0 103.0
## CV residual -2.26   -51 -93.5   -69  -4.19  62.5  7.44  19.5 -26.0 -65.7 -17.6
##             12522 12523  12526 12532 12536 12538 12542 12544 12546 12550 12556
## Predicted    63.4   114 143.36 159.3   101   120  74.1 67.52 67.52 133.4   126
## cvpred       64.9   113 142.77 160.5   102   119  73.7 67.05 67.05 134.3   128
## pm2.5        91.0    99 145.00 201.0   206   237 152.0 66.00 69.00  55.0     9
## CV residual  26.1   -14   2.23  40.5   104   118  78.3 -1.05  1.95 -79.3  -119
##             12563 12565 12568 12574 12576 12580 12581 12583 12590 12593 12607
## Predicted    59.3  32.2  65.7 127.5 136.3 154.1 120.1 121.0  77.8 71.21 141.7
## cvpred       60.8  33.7  65.1 126.9 135.7 153.4 121.4 121.8  77.2 70.63 141.1
## pm2.5        27.0  14.0  49.0  29.0  47.0 210.0 188.0 184.0 111.0 76.00 199.0
## CV residual -33.8 -19.7 -16.1 -97.9 -88.7  56.6  66.6  62.2  33.8  5.37  57.9
##             12609 12613 12616 12618 12619 12620 12622 12625 12627 12628 12631
## Predicted   123.0  78.1  46.5  59.1  63.2 85.95 103.5 147.8   156   162 154.1
## cvpred      124.2  79.4  46.0  58.5  62.7 86.71 104.2 147.1   155   161 153.4
## pm2.5       173.0 132.0  83.0  80.0  92.0 80.00  64.0  96.0    53    52  95.0
## CV residual  48.8  52.6  37.0  21.5  29.3 -6.71 -40.2 -51.1  -102  -109 -58.4
##             12633 12635 12636 12644 12646 12648 12651 12660 12661  12662 12663
## Predicted   141.1 115.9 109.7   129 137.6  79.9   118  13.2 -3.45 -1.826  33.4
## cvpred      142.3 117.2 110.9   128 138.7  81.2   118  14.5 -2.18 -0.541  34.5
## pm2.5        96.0  82.0  73.0    27  43.0  48.0    18  10.0 11.00 13.000  22.0
## CV residual -46.3 -35.2 -37.9  -101 -95.7 -33.2  -100  -4.5 13.18 13.541 -12.5
##             12664 12666 12667 12675 12677  12682  12683 12685 12698  12700
## Predicted   22.44  41.2  60.3 138.4 151.4 105.78 104.78  88.5 131.1 132.89
## cvpred      23.56  40.5  59.6 139.5 150.7 105.09 105.98  87.9 130.5 134.03
## pm2.5       15.00  17.0  46.0  79.0  95.0 103.00  98.00  98.0 147.0 125.00
## CV residual -8.56 -23.5 -13.6 -60.5 -55.7  -2.09  -7.98  10.1  16.5  -9.03
##             12701 12709 12715 12718 12719 12726  12727 12730 12733 12735 12737
## Predicted     133  82.5  68.7 104.7 100.6   155 157.21 132.5 105.1 104.3 110.6
## cvpred        134  81.9  68.1 106.2 102.1   156 158.44 131.9 104.7 103.8 110.1
## pm2.5         100 205.0 146.0 142.0 123.0   135 167.00 170.0 175.0 153.0 158.0
## CV residual   -34 123.1  77.9  35.8  20.9   -21   8.56  38.1  70.3  49.2  47.9
##             12741 12743 12747 12751 12754 12760  12761  12765 12769  12771
## Predicted   149.4 135.4  97.7 119.0 144.7 127.3 133.62 130.37 137.2 137.22
## cvpred      148.8 136.5  99.0 120.3 145.8 126.7 132.96 129.68 136.5 136.48
## pm2.5       165.0 195.0 177.0  91.0  69.0 140.0 123.00 137.00 115.0 134.00
## CV residual  16.2  58.5  78.0 -29.3 -76.8  13.3  -9.96   7.32 -21.5  -2.48
##             12773 12777 12785 12790  12792 12799 12805 12806 12812 12814 12818
## Predicted   136.8 116.3  79.3 128.2 132.85   122  59.0  79.5  93.7   121 143.2
## cvpred      137.9 117.4  80.5 127.5 132.17   123  59.8  78.9  93.1   121 142.6
## pm2.5       106.0 102.0  66.0 104.0 142.00   244 132.0 106.0 147.0   285 221.0
## CV residual -31.9 -15.4 -14.5 -23.5   9.83   121  72.2  27.1  53.9   164  78.4
##             12820 12821 12822 12823 12825 12828 12829 12833 12835 12836 12841
## Predicted   145.4 151.3 151.3 149.5 134.9 117.5 100.4  91.5  89.0 100.0 132.0
## cvpred      144.7 152.4 152.4 148.8 136.1 116.9 101.7  91.0  88.5  99.4 131.3
## pm2.5       195.0 205.0 242.0 235.0 199.0 207.0 201.0 167.0 149.0 158.0 222.0
## CV residual  50.3  52.6  89.6  86.2  62.9  90.1  99.3  76.0  60.5  58.6  90.7
##             12843 12849 12853 12855 12864 12869 12871 12872 12882 12883 12884
## Predicted   132.0 133.5  94.9  92.6 118.0 124.3 133.1   125  60.3  66.5  72.8
## cvpred      131.3 134.7  96.2  92.1 117.4 123.7 132.4   124  59.7  66.0  72.3
## pm2.5       207.0 192.0 173.0 165.0 183.0 161.0 176.0   176 137.0  91.0  91.0
## CV residual  75.7  57.3  76.8  72.9  65.6  37.3  43.6    52  77.3  25.0  18.7
##             12885 12886 12887 12890 12894 12896 12899 12909 12911  12914 12918
## Predicted    79.1  89.5  95.8   117 134.9 132.3 132.7   138 142.5 155.10 163.0
## cvpred       78.5  88.9  95.2   116 134.3 133.6 132.2   137 142.1 154.63 162.5
## pm2.5       101.0 116.0 145.0   156 146.0 231.0 194.0   399  99.0 145.00 185.0
## CV residual  22.5  27.1  49.8    40  11.7  97.4  61.8   262 -43.1  -9.63  22.5
##             12927 12932 12933 12938 12944 12946 12949 12951 12954 12957 12958
## Predicted     150 137.0   161 131.7   116  99.4  95.5  78.8  85.1  54.0  58.7
## cvpred        150 137.9   161 132.4   117 100.7  96.6  79.9  86.2  55.3  60.0
## pm2.5         182  51.0    44  54.0     9  11.0  18.0  20.0  27.0  35.0  45.0
## CV residual    32 -86.9  -117 -78.4  -108 -89.7 -78.6 -59.9 -59.2 -20.3 -15.0
##             12961 12963 12966 12969 12970 12971 12972 12973 12974 12976 12981
## Predicted    90.4 103.0  98.9  76.9  64.3  83.2  71.8  64.0  54.8  56.9  95.5
## cvpred       91.7 104.2 100.1  77.5  64.9  82.4  72.9  63.2  55.9  56.1  96.6
## pm2.5        51.0  50.0  31.0  22.0  29.0  23.0  29.0  30.0  27.0  19.0  40.0
## CV residual -40.7 -54.2 -69.1 -55.5 -35.9 -59.4 -43.9 -33.2 -28.9 -37.1 -56.6
##             12985 12987 12991 12994 12997 13002 13004 13006 13007 13008 13009
## Predicted   129.3 141.9  96.6  54.2  45.5  47.4  53.6 120.0  78.2  88.6  94.8
## cvpred      128.6 141.1  97.9  55.6  46.3  48.2  54.5 121.2  79.6  90.0  96.3
## pm2.5       102.0  91.0  56.0  41.0  16.0  21.0  23.0  75.0  64.0  62.0  72.0
## CV residual -26.6 -50.1 -41.9 -14.6 -30.3 -27.2 -31.5 -46.2 -15.6 -28.0 -24.3
##             13012 13013 13022 13034 13035 13039 13042 13043 13046 13047 13050
## Predicted     149   163  73.7 140.1 144.8 144.8  99.1 115.8 102.2  91.7  83.5
## cvpred        149   165  75.0 139.5 144.1 144.1  99.9 115.2 103.6  91.3  83.0
## pm2.5          47    57  30.0  94.0 112.0 127.0 127.0 205.0 173.0 202.0 152.0
## CV residual  -102  -108 -45.0 -45.5 -32.1 -17.1  27.1  89.8  69.4 110.7  69.0
##             13051 13056 13058 13059 13060 13061 13065 13069 13070 13078 13079
## Predicted    89.8   125 103.8 138.9 140.5 150.9   140   119 113.9 134.4 138.6
## cvpred       89.3   124 104.6 140.1 141.8 152.2   139   118 113.4 133.9 139.9
## pm2.5       137.0   141 199.0 226.0 229.0 242.0   259   232 208.0 206.0 226.0
## CV residual  47.7    17  94.4  85.9  87.2  89.8   120   114  94.6  72.1  86.1
##             13080 13082 13086 13087 13092 13093 13095 13098 13109 13110 13112
## Predicted     139 142.9 154.9 153.3   147 136.2  90.1 122.9 147.0 146.5 144.4
## cvpred        139 142.3 154.4 152.7   148 137.5  91.0 122.5 146.4 147.9 145.7
## pm2.5         256 242.0 231.0 219.0    33  48.0  47.0  75.0 222.0 230.0 221.0
## CV residual   117  99.7  76.6  66.3  -115 -89.5 -44.0 -47.5  75.6  82.1  75.3
##             13113 13123 13124 13125 13128 13129 13132  13135 13137  13141
## Predicted   143.2 141.3 141.7 146.4 146.4 153.9 153.9 155.51 151.7 135.02
## cvpred      142.7 142.7 141.3 145.9 145.9 155.3 155.3 156.89 153.1 136.42
## pm2.5       206.0  91.0 117.0 121.0 118.0 133.0 170.0 153.00 165.0 144.00
## CV residual  63.3 -51.7 -24.3 -24.9 -27.9 -22.3  14.7  -3.89  11.9   7.58
##              13144 13152 13153 13158 13162 13164 13165 13168 13172 13173 13174
## Predicted   134.89 154.3 154.3   116  75.5 50.69 33.37 25.25  89.8  84.1  88.2
## cvpred      134.49 153.8 153.8   118  77.0 51.54 34.87 26.09  89.3  83.5  87.6
## pm2.5       133.00 198.0 202.0   224 140.0 47.00 30.00 19.00  44.0  46.0  44.0
## CV residual  -1.49  44.2  48.2   106  63.0 -4.54 -4.87 -7.09 -45.3 -37.5 -43.6
##             13176 13177 13178 13180 13181 13188 13189 13199 13200 13201 13203
## Predicted    99.1  92.8 138.3   149 103.1 36.41  63.7  92.8  94.5 104.9 112.8
## cvpred       98.6  93.7 139.6   150 104.6 37.87  65.0  92.3  93.9 104.3 112.2
## pm2.5        56.0  72.0  96.0   104  74.0 42.00  36.0  61.0  57.0  65.0  86.0
## CV residual -42.6 -21.7 -43.6   -46 -30.6  4.13 -29.0 -31.3 -36.9 -39.3 -26.2
##             13207  13210 13211 13212 13215 13218 13220  13221 13222 13227 13228
## Predicted   121.2 120.68 120.7   118  79.8  92.5  92.5 138.42 144.3 146.5 157.3
## cvpred      120.7 120.15 120.2   118  81.4  93.4  93.4 137.95 145.6 147.8 156.8
## pm2.5        95.0 119.00 134.0   133 153.0 139.0 160.0 145.00 132.0 199.0 193.0
## CV residual -25.7  -1.15  13.8    15  71.6  45.6  66.6   7.05 -13.6  51.2  36.2
##             13230 13231 13232 13235 13239 13241 13244 13252 13256 13258 13262
## Predicted   128.0 128.0 121.7 116.9 108.0 109.7 122.2 153.0   134  83.9  46.1
## cvpred      128.9 128.9 122.6 118.4 107.7 109.3 121.9 154.3   135  85.4  47.5
## pm2.5       185.0 184.0 178.0 158.0 181.0 171.0 174.0  87.0    31  10.0   9.0
## CV residual  56.1  55.1  55.4  39.6  73.3  61.7  52.1 -67.3  -104 -75.4 -38.5
##             13263 13264 13266 13267 13269 13271 13274 13275 13280 13285 13288
## Predicted    73.2  31.1  72.6  92.2   118   106   153   133   147  38.0  27.6
## cvpred       74.3  32.5  73.8  91.6   117   105   154   133   148  39.4  29.0
## pm2.5        16.0  17.0  12.0  21.0    22    23    22    31    40  18.0  12.0
## CV residual -58.3 -15.5 -61.8 -70.6   -95   -82  -132  -102  -108 -21.4 -17.0
##             13293 13299 13301 13303 13304 13311 13312 13314 13319 13320 13321
## Predicted    64.5 112.5  91.1 104.0  83.5  49.2  45.0  61.7 106.6 115.3 114.9
## cvpred       65.9 113.2  92.4 105.3  84.8  50.5  44.4  61.1 105.9 114.6 116.1
## pm2.5        16.0  34.0  21.0  25.0  19.0  14.0  23.0  19.0  29.0  28.0  42.0
## CV residual -49.9 -79.2 -71.4 -80.3 -65.8 -36.5 -21.4 -42.1 -76.9 -86.6 -74.1
##             13322 13325 13326 13328  13334   13335 13337 13341 13344 13348
## Predicted   119.4 129.4 129.8 124.1 89.451 79.4964  97.8 115.0 114.0   145
## cvpred      118.8 130.6 129.2 123.4 90.757 78.9466  97.3 114.5 113.3   146
## pm2.5        53.0  80.0 100.0  82.0 90.000 79.0000  87.0  72.0 125.0   296
## CV residual -65.8 -50.6 -29.2 -41.4 -0.757  0.0534 -10.3 -42.5  11.7   150
##             13351 13353 13354 13359 13362  13368 13371 13384  13386  13390
## Predicted     149   137   135  90.2  85.2 118.08 137.2  97.0 100.27 118.71
## cvpred        150   137   134  89.7  84.7 117.46 136.6  96.5  99.75 119.99
## pm2.5         298   281   280 154.0 125.0 113.00 107.0 112.0 109.00 117.00
## CV residual   148   144   146  64.3  40.3  -4.46 -29.6  15.5   9.25  -2.99
##              13391 13395 13403 13404 13408 13410 13413 13415 13416 13418 13419
## Predicted   121.62 140.5 123.2 110.2  90.9 95.04 120.2 129.0 135.3 137.4 139.2
## cvpred      121.07 139.9 122.7 111.6  90.5 94.59 119.7 128.5 134.7 136.9 140.5
## pm2.5       117.00  87.0  91.0  95.0 101.0 87.00  91.0  93.0  81.0  77.0  80.0
## CV residual  -4.07 -52.9 -31.7 -16.6  10.5 -7.59 -28.7 -35.5 -53.7 -59.9 -60.5
##             13420 13422   13427 13435 13438 13444 13446 13447 13448 13449 13451
## Predicted   139.2 138.0 125.718  88.7 110.9 106.7   105 144.9 149.0 142.2 123.4
## cvpred      140.5 137.4 125.191  89.7 110.3 108.1   106 144.2 148.3 143.5 124.6
## pm2.5        82.0  78.0 125.000 141.0  83.0  58.0    57  59.0  52.0  64.0  66.0
## CV residual -58.5 -59.4  -0.191  51.3 -27.3 -50.1   -49 -85.2 -96.3 -79.5 -58.6
##             13457 13458 13459 13462 13463 13467 13469 13470 13476 13477 13480
## Predicted   112.3 118.6 116.1 128.7 125.4 141.8 141.8 148.1  97.9  99.6 84.37
## cvpred      111.8 118.1 115.6 128.1 124.9 141.2 141.2 147.5  99.2 100.8 83.86
## pm2.5        91.0  90.0  88.0  94.0  74.0  80.0  86.0 108.0  55.0  69.0 75.00
## CV residual -20.8 -28.1 -27.6 -34.1 -50.9 -61.2 -55.2 -39.5 -44.2 -31.8 -8.86
##             13481 13482 13486 13489 13490 13498 13500 13505 13509 13511 13517
## Predicted    98.9 105.1 86.45 115.7 153.8 137.6 124.4 145.1 135.5 144.3 107.8
## cvpred       98.4 104.7 87.91 117.1 153.2 138.8 125.7 144.5 134.9 143.7 109.2
## pm2.5        84.0  91.0 84.00  48.0  63.0 121.0 147.0  75.0  75.0  93.0  54.0
## CV residual -14.4 -13.7 -3.91 -69.1 -90.2 -17.8  21.3 -69.5 -59.9 -50.7 -55.2
##             13519 13521 13523 13525 13530 13532 13536 13538 13539 13541 13550
## Predicted   106.2  99.9  91.4 124.4  77.4  83.7 144.9  96.3 102.6 104.2  76.8
## cvpred      107.6 101.3  92.9 125.7  79.0  85.2 146.2  97.8 104.1 105.7  78.4
## pm2.5        62.0  74.0  69.0 101.0 144.0 134.0 157.0 181.0 174.0 126.0  62.0
## CV residual -45.6 -27.3 -23.9 -24.7  65.0  48.8  10.8  83.2  69.9  20.3 -16.4
##             13551 13552 13555 13557 13558 13559 13560 13564 13566 13567 13569
## Predicted   116.7 125.1 131.4 143.9   145   148   148   161   163   161   119
## cvpred      118.1 124.6 130.9 143.4   144   149   149   161   164   163   121
## pm2.5        68.0  75.0  65.0  83.0    50    44    45    27    28    16    13
## CV residual -50.1 -49.6 -65.9 -60.4   -94  -105  -104  -134  -136  -147  -108
##             13574 13576 13578 13584 13587 13592 13603 13606 13607 13610 13611
## Predicted     141 146.4 136.0 152.8 153.3 121.8   135 144.8 144.8 151.1 151.1
## cvpred        140 145.9 135.5 154.1 152.7 122.7   135 144.3 144.3 150.6 150.6
## pm2.5          21  47.0  61.0 116.0  86.0  65.0    86  91.0  91.0 118.0 129.0
## CV residual  -119 -98.9 -74.5 -38.1 -66.7 -57.7   -49 -53.3 -53.3 -32.6 -21.6
##             13612 13613 13625 13630 13631 13633 13641 13642 13643 13646 13647
## Predicted   151.1 153.3   137   140   140   117   145   144   138   125   125
## cvpred      150.6 152.7   137   140   140   118   145   146   138   127   125
## pm2.5       116.0 119.0   203   291   271   261   330   334   334   308   299
## CV residual -34.6 -33.7    66   151   131   143   185   188   196   181   174
##             13651 13655 13661 13665 13666 13669 13670 13672 13673 13676 13679
## Predicted   130.8   136   146   138   138   125   123  80.4 100.9 113.4 118.1
## cvpred      130.5   136   146   138   138   125   123  82.0 102.5 115.1 119.7
## pm2.5       223.0   277   321   375   390   375   337 127.0  38.0  59.0  23.0
## CV residual  92.5   141   175   237   252   250   214  45.0 -64.5 -56.1 -96.7
##             13682 13683 13685 13689 13690 13692 13695 13699 13707 13710 13718
## Predicted     160   161   158   160 154.9 126.1 102.5 136.0 119.7 124.1  68.2
## cvpred        161   163   157   161 156.4 127.1 104.2 135.6 121.3 125.7  69.1
## pm2.5          32    31    41    57  58.0  56.0  27.0  40.0 102.0  47.0  30.0
## CV residual  -129  -132  -116  -104 -98.4 -71.1 -77.2 -95.6 -19.3 -78.7 -39.1
##             13719 13720 13721 13723 13727 13728 13738 13739 13740 13741 13743
## Predicted    96.9  96.9  98.5 108.9 136.5   135 131.8 136.3 131.6 131.6 129.5
## cvpred       96.5  96.5  98.1 108.5 136.1   135 133.1 135.9 131.2 131.2 129.1
## pm2.5        36.0  45.0  42.0  35.0  56.0    70  51.0  68.0  77.0  88.0  65.0
## CV residual -60.5 -51.5 -56.1 -73.5 -80.1   -65 -82.1 -67.9 -54.2 -43.2 -64.1
##             13744 13746 13747 13748 13750 13751 13752 13753 13755 13760 13764
## Predicted   125.4 125.4 121.3 127.5 136.3 134.7 138.8 134.7 141.0 145.6 129.3
## cvpred      124.9 124.9 120.8 127.1 135.9 134.2 138.3 134.2 140.5 145.1 128.8
## pm2.5        67.0  62.0  73.0  84.0 102.0  93.0  99.0 116.0 171.0 209.0 201.0
## CV residual -57.9 -62.9 -47.8 -43.1 -33.9 -41.2 -39.3 -18.2  30.5  63.9  72.2
##             13771 13772 13777 13780 13782 13785 13787 13788 13790 13796 13798
## Predicted   128.1 126.5   140   142   142   146 104.8   111  98.0 101.2 108.1
## cvpred      127.8 126.1   139   141   141   145 106.3   112  99.5 102.8 109.6
## pm2.5       186.0 187.0   286   307   300   264  50.0    49  43.0  43.0  49.0
## CV residual  58.2  60.9   147   166   159   119 -56.3   -63 -56.5 -59.8 -60.6
##             13802 13807 13809 13810 13815 13816 13817 13818 13823 13824 13825
## Predicted   130.8 130.0   110  95.7 103.3 107.4 107.8 113.6 140.1 140.1 146.0
## cvpred      131.7 130.8   112  97.3 104.7 108.8 107.4 113.2 139.7 139.7 147.3
## pm2.5        36.0  39.0    27  35.0  30.0  37.0  51.0  54.0  62.0  58.0  61.0
## CV residual -95.7 -91.8   -85 -62.3 -74.7 -71.8 -56.4 -59.2 -77.7 -81.7 -86.3
##             13834 13836 13842 13844 13845 13912 13918 13920 13925  13931 13932
## Predicted    90.3  67.3  96.1 108.7 123.7  98.9   125 130.9 153.8 118.14  76.1
## cvpred       91.8  68.9  95.7 108.3 123.3  98.4   124 130.3 153.2 119.47  77.7
## pm2.5        64.0  29.0  47.0  88.0 104.0  46.0    75  70.0  98.0 113.00 114.0
## CV residual -27.8 -39.9 -48.7 -20.3 -19.3 -52.4   -49 -60.3 -55.2  -6.47  36.3
##              13934 13943  13949  13950 13957 13958 13959 13962 13963 13965
## Predicted   109.53 135.4 146.21 152.50 117.2   108   108 110.1 112.3 127.3
## cvpred      109.11 136.7 145.66 151.94 116.8   108   108 109.6 111.8 126.8
## pm2.5       103.00 101.0 146.00 154.00 134.0   144   142 143.0 144.0 154.0
## CV residual  -6.11 -35.7   0.34   2.06  17.2    36    34  33.4  32.2  27.2
##              13967   14024 14025 14031 14036 14042 14043 14046 14048 14049
## Predicted   127.91 106.094  93.5  61.3 123.9 143.7 149.9 150.1 148.3   140
## cvpred      127.35 107.675  95.1  62.4 123.6 143.3 149.5 151.5 147.9   140
## pm2.5       119.00 107.000 135.0  87.0  97.0 194.0 209.0 201.0 214.0   212
## CV residual  -8.35  -0.675  39.9  24.6 -26.6  50.7  59.5  49.5  66.1    72
##             14053 14056 14057 14060 14062 14086 14087 14092 14097 14098 14101
## Predicted    79.0   102  96.4 100.7   151   124 129.8 144.1 129.4 117.2 83.32
## cvpred       80.7   102  96.0 102.2   150   123 129.3 145.4 130.7 116.8 82.89
## pm2.5       230.0   221 201.0  34.0    36    58  54.0 119.0  61.0  83.0 87.00
## CV residual 149.3   119 105.0 -68.2  -114   -65 -75.3 -26.4 -69.7 -33.8  4.11
##             14102 14105  14106   14107  14110 14112 14114  14117 14118   14123
## Predicted   101.6  88.8  94.48 111.157 132.50 134.7 141.0 117.98 147.3 111.722
## cvpred      101.2  88.3  94.07 110.751 132.07 134.2 140.5 118.92 146.8 111.268
## pm2.5        91.0 103.0 101.00 111.000 130.00 161.0 115.0 111.00 103.0 112.000
## CV residual -10.2  14.7   6.93   0.249  -2.07  26.8 -25.5  -7.92 -43.8   0.732
##             14128 14130 14132 14133 14142 14144 14145  14147  14148  14155
## Predicted   101.8 110.3 131.1 135.7 152.1 148.0 141.7 139.56 132.71 134.33
## cvpred      101.5 109.9 130.7 135.3 151.7 147.6 141.3 139.13 132.34 133.97
## pm2.5       151.0 148.0 171.0 174.0  96.0  99.0 116.0 132.00 137.00 141.00
## CV residual  49.5  38.1  40.3  38.7 -55.7 -48.6 -25.3  -7.13   4.66   7.03
##              14156 14158  14162 14164 14169 14176 14177  14179 14182 14183
## Predicted   132.71   137 137.37   158 121.2 135.7 145.7 112.11 154.2 123.7
## cvpred      132.34   137 136.98   158 122.2 135.3 147.2 113.77 155.6 124.7
## pm2.5       142.00   123 138.00    31  40.0 100.0  97.0 122.00 206.0 221.0
## CV residual   9.66   -14   1.02  -127 -82.2 -35.3 -50.2   8.23  50.4  96.3
##             14185 14187    14188 14189 14190 14191 14192 14199 14200 14203
## Predicted   119.6 156.8 158.4254 152.1 152.1 152.1 152.1 152.7 150.1 150.1
## cvpred      120.6 156.3 157.9647 151.7 151.7 151.7 151.7 152.2 151.5 151.5
## pm2.5       165.0 175.0 158.0000 137.0 128.0 126.0 124.0 109.0 109.0 100.0
## CV residual  44.4  18.7   0.0353 -14.7 -23.7 -25.7 -27.7 -43.2 -42.5 -51.5
##              14205  14207 14210 14212 14216 14219 14222 14223 14224 14230 14235
## Predicted   108.57 100.37   153   153 102.6  75.8  55.6  51.0  76.2 120.8   119
## cvpred      110.16 101.92   154   154 104.1  77.3  56.5  51.9  75.6 120.2   120
## pm2.5       107.00 107.00     7     9  21.0  13.0  11.0   7.0   4.0  32.0    67
## CV residual  -3.16   5.08  -147  -145 -83.1 -64.3 -45.5 -44.9 -71.6 -88.2   -53
##             14238 14239 14240 14242 14243 14246 14248 14250 14251 14254 14260
## Predicted   154.2 125.4 150.4 131.6 119.4 102.7  81.3  84.1  74.2  89.3  90.9
## cvpred      155.5 126.2 151.7 132.9 118.9 103.6  82.8  85.5  75.6  90.6  92.3
## pm2.5        63.0  74.0  74.0  59.0  69.0  67.0  37.0  22.0  16.0  25.0   7.0
## CV residual -92.5 -52.2 -77.7 -73.9 -49.9 -36.6 -45.8 -63.5 -59.6 -65.6 -85.3
##             14263 14264 14265 14273 14276 14278 14280 14290 14292 14293 14299
## Predicted     119   138  77.3  80.9 114.8 124.2 134.6 124.0 94.76  99.3  96.5
## cvpred        120   138  78.6  80.3 114.2 123.5 133.9 125.2 95.98  98.7  95.9
## pm2.5           5    10  12.0  23.0  37.0  49.0  47.0  77.0 87.00  81.0  34.0
## CV residual  -115  -128 -66.6 -57.3 -77.2 -74.5 -86.9 -48.2 -8.98 -17.7 -61.9
##             14300 14303 14305 14310 14312  14315 14317 14318 14333 14334 14336
## Predicted   109.1 132.6   137 120.6 145.1 111.44 90.53  80.1 144.8 122.2 140.4
## cvpred      108.4 131.9   136 121.2 146.2 112.66 89.93  79.5 145.9 122.9 141.6
## pm2.5        48.0  51.0    67  82.0  89.0 106.00 85.00  92.0  92.0 105.0 110.0
## CV residual -60.4 -80.9   -69 -39.2 -57.2  -6.66 -4.93  12.5 -53.9 -17.9 -31.6
##             14337 14338 14340 14344 14347 14353 14354  14357 14359 14364 14367
## Predicted   131.9  85.8 108.8  76.2  91.0 142.0 146.3 152.13 146.4 88.19  79.3
## cvpred      133.1  87.2 108.2  75.7  90.4 143.2 145.6 153.26 147.5 89.37  78.7
## pm2.5       118.0 107.0  85.0  48.0  71.0 104.0 106.0 145.00 139.0 99.00 114.0
## CV residual -15.1  19.8 -23.2 -27.7 -19.4 -39.2 -39.6  -8.26  -8.5  9.63  35.3
##             14369 14370 14371   14374 14377 14412 14416 14420 14424 14426 14433
## Predicted   77.38 83.67 92.43 102.388 111.6 113.5 91.87 129.9 141.0 103.3 131.3
## cvpred      76.71 82.99 91.75 103.562 112.3 112.9 91.23 129.2 142.1 104.6 130.6
## pm2.5       74.00 81.00 98.00 104.000 130.0 132.0 93.00  70.0  96.0  93.0 117.0
## CV residual -2.71 -1.99  6.25   0.438  17.7  19.1  1.77 -59.2 -46.1 -11.6 -13.6
##             14436 14437 14445 14446  14450 14454 14457 14458 14459 14460 14461
## Predicted   114.9 104.5 108.9 137.7 101.94 141.8  96.8  96.8  96.8  94.6  85.6
## cvpred      114.3 103.9 109.5 138.8 103.27 142.9  98.0  98.0  98.0  95.9  86.9
## pm2.5        91.0  80.0  96.0  92.0 108.00 116.0  35.0  32.0  31.0  57.0  69.0
## CV residual -23.3 -23.9 -13.5 -46.8   4.73 -26.9 -63.0 -66.0 -67.0 -38.9 -17.9
##             14464 14467 14468 14471 14472  14473 14475 14477  14484 14489 14490
## Predicted   68.31 72.12  72.1 135.5 137.7 112.98 143.9 145.6 112.44 103.4 109.7
## cvpred      69.73 73.52  73.5 136.7 138.8 113.66 143.2 146.7 111.77 102.7 108.9
## pm2.5       75.00 80.00  95.0 118.0 111.0 118.00 111.0  92.0 110.00  87.0  58.0
## CV residual  5.27  6.48  21.5 -18.7 -27.8   4.34 -32.2 -54.7  -1.77 -15.7 -50.9
##             14492 14508 14510 14513 14517 14520 14521 14522 14524 14525 14527
## Predicted   128.5 102.4  55.4 100.8 112.4   146 146.3 147.5 149.7 149.7 108.1
## cvpred      127.8 103.6  56.8 100.3 111.7   147 145.6 148.6 150.8 150.8 109.5
## pm2.5        56.0  84.0  83.0  84.0  75.0    69  65.0  76.0 114.0 124.0 129.0
## CV residual -71.8 -19.6  26.2 -16.3 -36.7   -78 -80.6 -72.6 -36.8 -26.8  19.5
##             14535 14539  14542 14543 14546 14551 14552 14554 14558 14559 14563
## Predicted   103.3 117.5 132.70 137.8 116.4 143.1   114 133.0  98.9 100.1 109.0
## cvpred      102.8 116.9 133.91 137.1 117.2 144.3   115 134.2  98.4 101.5 108.5
## pm2.5        90.0 100.0 135.00 179.0 184.0 171.0   171 172.0 143.0 141.0 147.0
## CV residual -12.8 -16.9   1.09  41.9  66.8  26.7    56  37.8  44.6  39.5  38.5
##             14567 14568 14570 14573 14577 14583 14585 14590 14591 14592 14595
## Predicted   132.1   145 146.8 148.4 149.9   103   107   143   114   106 101.4
## cvpred      133.4   144 146.2 147.8 151.2   104   108   144   115   107 102.2
## pm2.5       155.0   172 205.0 204.0 204.0   233   266   309   300   341  36.0
## CV residual  21.6    28  58.8  56.2  52.8   129   158   165   185   234 -66.2
##             14596 14597 14598 14600 14601 14603 14604 14605 14607 14611 14612
## Predicted   141.0 142.2   141   139   133 108.6  74.0  97.2  76.0  89.9  98.7
## cvpred      140.4 141.5   140   139   132 107.8  75.3  98.3  75.3  89.1  97.9
## pm2.5        41.0  52.0    25    13    14  27.0  22.0  27.0  19.0  20.0  24.0
## CV residual -99.4 -89.5  -115  -126  -118 -80.8 -53.3 -71.3 -56.3 -69.1 -73.9
##             14614 14615 14616 14617 14618 14621 14623 14631 14635 14641 14645
## Predicted     126   118   145   153   153   155 150.8  76.1 112.1   146 146.4
## cvpred        125   117   144   152   152   156 151.8  77.3 111.4   147 147.5
## pm2.5          32    32    31    39    32    43  82.0  37.0  49.0    47  82.0
## CV residual   -93   -85  -113  -113  -120  -113 -69.8 -40.3 -62.4  -100 -65.5
##             14646 14647 14651  14652 14653 14662 14663 14666 14668 14678 14680
## Predicted   104.9 145.2 110.5 104.24 102.1 133.1 135.7 119.0 110.1  80.6  73.7
## cvpred      106.2 144.5 109.8 103.52 101.4 134.2 134.9 119.6 111.4  81.6  74.8
## pm2.5        78.0  79.0  99.0 107.00  89.0 102.0 121.0 191.0 189.0  63.0  56.0
## CV residual -28.2 -65.5 -10.8   3.48 -12.4 -32.2 -13.9  71.4  77.6 -18.6 -18.8
##             14682 14683 14686 14688 14691 14695 14696 14699 14704 14706 14707
## Predicted   67.56  84.2 101.5 136.6 149.2 125.0 147.8 108.9  80.4 88.90  97.4
## cvpred      66.83  83.5 100.7 137.6 150.2 125.5 148.9 108.2  79.7 88.15  96.6
## pm2.5       58.00  52.0  39.0  48.0  90.0  78.0  85.0 163.0  92.0 96.00  51.0
## CV residual -8.83 -31.5 -61.7 -89.6 -60.2 -47.5 -63.9  54.8  12.3  7.85 -45.6
##             14709 14713 14716 14718 14730 14731 14733 14736 14738 14740 14747
## Predicted   114.6   135 132.5 145.1  94.8 111.5 132.8 134.5 152.8 152.8   109
## cvpred      113.8   136 133.5 146.1  94.2 110.9 132.2 133.8 152.1 152.1   110
## pm2.5        58.0    49  60.0  86.0 125.0 155.0 160.0 194.0 206.0 217.0   256
## CV residual -55.8   -87 -73.5 -60.1  30.8  44.1  27.8  60.2  53.9  64.9   146
##             14754 14755 14757 14759 14760 14762 14766 14768 14775 14779 14780
## Predicted   108.3 101.8  94.4 145.6   106   106  86.0 107.4 131.0 137.6 113.0
## cvpred      109.4 103.1  95.7 146.7   107   107  87.2 108.5 130.1 136.7 113.5
## pm2.5        30.0  43.0  70.0  79.0    76    69  13.0  10.0  51.0  57.0  58.0
## CV residual -79.4 -60.1 -25.7 -67.7   -31   -38 -74.2 -98.5 -79.1 -79.7 -55.5
##             14781 14784 14785 14786 14787 14795 14805 14814 14815 14826 14827
## Predicted   138.6   149   148 147.8 147.3  22.8 118.7  92.3  96.9 101.8   142
## cvpred      139.5   150   147 146.9 148.3  23.7 119.5  93.2  97.9 102.8   142
## pm2.5        58.0    48    43  58.0  54.0   7.0  32.0  22.0  11.0  17.0    15
## CV residual -81.5  -102  -104 -88.9 -94.3 -16.7 -87.5 -71.2 -86.9 -85.8  -127
##             14829 14830 14831 14833 14843 14844 14847 14848 14850 14858 14859
## Predicted   105.9 116.9 105.9   108  88.7 111.3 102.0 104.0 114.4 152.7 154.9
## cvpred      106.9 117.3 106.9   109  89.2 112.2 102.9 103.1 113.5 151.7 153.8
## pm2.5        27.0  31.0  31.0    35  36.0  37.0  58.0  67.0  61.0  71.0  75.0
## CV residual -79.9 -86.3 -75.9   -74 -53.2 -75.2 -44.9 -36.1 -52.5 -80.7 -78.8
##             14863 14864 14866   14868 14880 14883 14887 14891 14894  14896
## Predicted     158 149.8 143.8 131.091 140.1 141.7 151.6 139.5 134.8 130.17
## cvpred        159 150.6 144.7 130.183 139.2 140.9 152.7 138.7 134.1 129.42
## pm2.5         100  94.0 124.0 131.000 102.0 116.0 117.0 134.0 117.0 132.00
## CV residual   -59 -56.6 -20.7   0.817 -37.2 -24.9 -35.7  -4.7 -17.1   2.58
##             14899  14902  14903 14907 14910 14912 14916 14926 14929 14931 14932
## Predicted   136.5 140.69 140.69 148.6 156.5 150.2 130.2 123.6 110.9 156.9 123.6
## cvpred      135.7 141.74 141.74 149.7 157.6 151.3 129.4 124.2 112.1 156.2 124.2
## pm2.5       102.0 134.00 136.00 164.0 172.0 178.0 186.0 146.0 204.0 180.0 186.0
## CV residual -33.7  -7.74  -5.74  14.3  14.4  26.7  56.6  21.8  91.9  23.8  61.8
##             14935 14936 14937 14940 14943 14947 14948  14950 14952 14954 14960
## Predicted   160.9 159.1 150.7   123 111.9 124.9   134 103.07 113.5   143   144
## cvpred      161.9 158.3 149.9   124 113.1 124.3   133 103.71 114.1   144   145
## pm2.5       203.0 173.0 183.0   168 164.0 102.0   105 108.00  92.0    31    28
## CV residual  41.1  14.7  33.1    44  50.9 -22.3   -28   4.29 -22.1  -113  -117
##             14961 14962 14966 14970 14972 14978 14979 14982 14989 14993 14994
## Predicted    97.6  75.2  61.6  65.3    70   142   131  60.0  20.9  63.7  80.3
## cvpred       98.8  76.4  62.0  66.3    71   143   132  60.1  21.0  64.3  79.1
## pm2.5        33.0  26.0  12.0  16.0    25    26    24   5.0  11.0   7.0   7.0
## CV residual -65.8 -50.4 -50.0 -50.3   -46  -117  -108 -55.1 -10.0 -57.3 -72.1
##             14995 14999 15001 15002 15003 15007 15010 15012 15015 15019 15021
## Predicted    70.0  82.5  88.7  95.0  93.4  88.2  34.4 15.22 16.28  60.4  64.5
## cvpred       70.6  82.7  89.5  95.7  94.1  88.9  35.0 15.87 16.99  59.0  63.2
## pm2.5        21.0  47.0  49.0  35.0  28.0  31.0  14.0 17.00 11.00   8.0  26.0
## CV residual -49.6 -35.7 -40.5 -60.7 -66.1 -57.9 -21.0  1.13 -5.99 -51.0 -37.2
##             15022 15027 15028 15030 15031 15033 15039 15041 15045 15046 15049
## Predicted    65.1 103.8 106.0   104 106.5  66.6 -4.01  49.9  73.5  63.4 116.9
## cvpred       63.7 104.5 106.7   105 107.2  67.4 -3.21  48.7  72.2  62.1 117.1
## pm2.5        28.0  64.0  41.0    25  28.0  29.0 11.00  22.0  22.0  29.0  64.0
## CV residual -35.7 -40.5 -65.7   -80 -79.2 -38.4 14.21 -26.7 -50.2 -33.1 -53.1
##             15051 15055 15056  15063 15070 15072 15074 15079 15083 15084 15086
## Predicted   148.0 110.8   100 -10.09 113.1   150   156 108.0 28.99    18  7.72
## cvpred      148.6 111.6   101  -9.22 111.9   150   157 108.8 29.89    19  8.04
## pm2.5        78.0  25.0    27  16.00  49.0    24    47  57.0 38.00    31 14.00
## CV residual -70.6 -86.6   -74  25.22 -62.9  -126  -110 -51.8  8.11    12  5.96
##             15087 15089 15091 15095 15098 15101 15103 15108 15113 15121 15127
## Predicted    9.35  46.0  69.5 148.7 121.4 115.3 109.6  3.27 19.48 137.4 104.5
## cvpred       9.68  44.9  68.4 149.4 122.3 116.2 110.5  4.27 18.38 136.3 105.4
## pm2.5       18.00  18.0  28.0  50.0  87.0  40.0  36.0 40.00 21.00 164.0  57.0
## CV residual  8.32 -26.9 -40.4 -99.4 -35.3 -76.2 -74.5 35.73  2.62  27.7 -48.4
##             15138 15140 15141 15142 15145 15146 15148 15152 15156 15162 15166
## Predicted    75.3 131.7 119.6   130 146.6 128.0 121.1 121.6  71.7  78.8 134.6
## cvpred       74.3 132.6 118.6   129 145.7 128.4 122.1 122.7  72.2  77.9 133.6
## pm2.5       113.0 115.0 120.0   179 227.0 197.0 152.0 139.0 150.0 141.0 163.0
## CV residual  38.7 -17.6   1.4    50  81.3  68.6  29.9  16.3  77.8  63.1  29.4
##             15167 15168 15169 15173 15176 15180 15182 15185 15186 15188 15191
## Predicted   136.2 144.6 144.6 159.3 156.1   108  90.9  86.2   103   131   140
## cvpred      135.3 145.4 145.4 160.2 156.9   109  90.0  85.4   102   130   139
## pm2.5       176.0 177.0 181.0 253.0 240.0   271 280.0 256.0   256   259   316
## CV residual  40.7  31.6  35.6  92.8  83.1   162 190.0 170.6   154   129   177
##             15192 15194 15198 15199 15201 15204 15211 15222 15227 15228 15229
## Predicted     142   142   119   122   141  98.2  87.1   149  93.9   111  91.4
## cvpred        141   141   120   122   141  99.1  86.1   148  94.4   110  90.5
## pm2.5         301   307   316   279   256 309.0 130.0   251 294.0   288 281.0
## CV residual   160   166   196   157   115 209.9  43.9   103 199.6   178 190.5
##             15231 15233 15235 15240 15242 15243 15250 15252 15253 15254 15256
## Predicted    84.3  81.8 109.5 138.3 115.7 149.1   134   125   133   127   129
## cvpred       83.4  80.9 108.5 139.2 116.2 148.2   135   126   134   128   128
## pm2.5       199.0 130.0 155.0 178.0 204.0 221.0   273   282   291   302   288
## CV residual 115.6  49.1  46.5  38.8  87.8  72.8   138   156   157   174   160
##             15258 15260 15261 15269 15274 15277 15278 15279 15280 15285 15290
## Predicted     129   119   146  59.9 17.82  9.34  8.78 -6.28 -6.28  43.3  56.3
## cvpred        128   119   145  60.8 18.56 10.13  9.61 -5.43 -5.43  44.0  56.3
## pm2.5         326   349   346  28.0 15.00 26.00 19.00 25.00 19.00  24.0  20.0
## CV residual   198   230   201 -32.8 -3.56 15.87  9.39 30.43 24.43 -20.0 -36.3
##             15294 15295 15297 15301 15303 15305 15306 15307 15323 15325 15327
## Predicted    55.5  61.8  47.6 21.30  43.4  47.5  57.9  68.3  6.45 -23.1 20.04
## cvpred       55.3  61.6  47.4 21.28  42.0  46.1  56.5  66.9  7.10 -22.5 20.47
## pm2.5        20.0  16.0  19.0 18.00  18.0  28.0  35.0  37.0 10.00   4.0 11.00
## CV residual -35.3 -45.6 -28.4 -3.28 -24.0 -18.1 -21.5 -29.9  2.90  26.5 -9.47
##             15328 15331 15334 15335 15336 15344 15345 15347 15348   15349 15352
## Predicted    35.0  73.0  26.5  37.5  42.1  68.1  45.1  8.31 -3.99 21.8199  33.3
## cvpred       33.6  71.6  26.4  37.4  42.0  68.6  45.7  8.19 -4.18 22.0894  33.6
## pm2.5        18.0  26.0  79.0  51.0  24.0  19.0   8.0 18.00 19.00 22.0000  11.0
## CV residual -15.6 -45.6  52.6  13.6 -18.0 -49.6 -37.7  9.81 23.18 -0.0894 -22.6
##             15358 15360 15362 15366 15371 15372 15473  15476  15477 15479 15491
## Predicted    92.5  81.4  91.8  96.2  10.3  37.4  89.8 140.41 140.41 140.5  73.9
## cvpred       91.0  82.0  92.4  96.7  11.0  37.7  88.8 139.32 139.32 141.2  74.8
## pm2.5        35.0  55.0  67.0  36.0  24.0  26.0 162.0 144.00 146.00 168.0 110.0
## CV residual -56.0 -27.0 -25.4 -60.7  13.0 -11.7  73.2   4.68   6.68  26.8  35.2
##             15507 15508 15509 15513 15522 15523 15524 15528 15529  15531 15534
## Predicted     139   141   103   136   113   123   128   118   119  95.09  99.2
## cvpred        140   142   104   137   112   122   127   116   120  95.36  99.5
## pm2.5         314   349   341   284   335   340   435   453   283 105.00  63.0
## CV residual   174   207   237   147   223   218   308   337   163   9.64 -36.5
##             15536 15549 15550 15551 15552 15554 15559  15564 15566 15573 15574
## Predicted    87.2 106.6 102.1 106.2 106.6 112.4 97.57 86.777  88.3 135.3 133.6
## cvpred       87.4 105.4 102.7 106.8 105.4 111.2 97.84 87.483  87.2 134.2 132.6
## pm2.5        69.0  64.0  65.0  65.0  59.0  38.0 90.00 87.000 109.0 188.0 198.0
## CV residual -18.4 -41.4 -37.7 -41.8 -46.4 -73.2 -7.84 -0.483  21.8  53.8  65.4
##             15575 15583 15586 15588 15589 15592 15594 15600 15603 15604 15609
## Predicted   134.8 113.6 132.4   121   122   119 100.7 140.9   153   155   114
## cvpred      135.6 113.9 133.1   122   123   118  99.8 139.9   152   154   115
## pm2.5       197.0 205.0 216.0   238   266   296 186.0 225.0   248   259    36
## CV residual  61.4  91.1  82.9   116   143   178  86.2  85.1    96   105   -79
##             15610 15612 15615 15617 15619 15621 15626 15627 15628 15630 15632
## Predicted     114   116 111.6   107   122  84.1  72.7  70.2  82.8   125  77.0
## cvpred        115   117 110.6   106   121  85.3  73.6  71.1  83.7   125  77.9
## pm2.5           8    13  26.0    43    40  46.0  23.0  32.0  21.0    15   6.0
## CV residual  -107  -104 -84.6   -63   -81 -39.3 -50.6 -39.1 -62.7  -110 -71.9
##             15636 15637 15639 15642 15644 15645 15646 15652 15654 15655 15656
## Predicted    31.4  22.6  24.2  95.3  62.0   119  68.3   118  88.8  95.0 109.5
## cvpred       32.2  23.4  25.0  95.9  62.9   118  69.1   119  89.6  95.9 110.4
## pm2.5         9.0   5.0  13.0  11.0  17.0    16  17.0    16  21.0  23.0  16.0
## CV residual -23.2 -18.4 -12.0 -84.9 -45.9  -102 -52.1  -103 -68.6 -72.9 -94.4
##             15660 15666 15671 15672 15674 15676 15679 15681 15685 15687 15690
## Predicted    52.6    63  67.1  56.7  65.5   121 112.6  50.8 12.79  4.03  21.8
## cvpred       53.6    64  68.1  57.7  66.5   121 113.4  51.7 13.67  4.90  22.6
## pm2.5        11.0     9  11.0  20.0  16.0     9  22.0  20.0  8.00  7.00   3.0
## CV residual -42.6   -55 -57.1 -37.7 -50.5  -112 -91.4 -31.7 -5.67  2.10 -19.6
##             15691 15694 15696 15701 15704 15708 15710 15713 15716 15717 15718
## Predicted    32.2 56.69 112.0 121.2   139  46.5  51.2  59.6 122.0 138.7 137.5
## cvpred       33.0 56.81 110.6 121.8   139  45.0  51.7  58.2 122.5 139.2 136.1
## pm2.5         6.0 54.00  14.0  28.0    23  18.0  22.0  21.0  43.0  65.0  76.0
## CV residual -27.0 -2.81 -96.6 -93.8  -116 -27.0 -29.7 -37.2 -79.5 -74.2 -60.1
##             15720 15723 15726 15728 15740  15742   15743  15747 15749 15754
## Predicted   116.7 149.9 120.7 115.0 131.6 115.86 122.148 151.00 114.9 96.35
## cvpred      116.7 150.4 121.4 115.6 132.2 116.01 122.287 151.56 115.7 97.19
## pm2.5        78.0  96.0 102.0  78.0  98.0 122.00 123.000 154.00 100.0 99.00
## CV residual -38.7 -54.4 -19.4 -37.6 -34.2   5.99   0.713   2.44 -15.7  1.81
##             15756 15757 15758 15762 15768 15773 15774 15775 15781 15783 15786
## Predicted    67.1 115.0 114.5 134.4   106   120   147   152   133   124   136
## cvpred       68.0 113.9 113.4 133.4   107   121   148   152   132   123   137
## pm2.5       103.0 133.0 157.0 209.0   294   258   269   263   332   293   302
## CV residual  35.0  19.1  43.6  75.6   187   137   121   111   200   170   165
##             15789 15790 15791 15795 15796 15797 15798 15801 15802 15805 15812
## Predicted     152   154   148   157   120   156   158   110   143 109.4   149
## cvpred        152   155   148   155   121   156   159   111   144 110.2   149
## pm2.5         299   300   308   285   282   273   275   251   249 175.0   269
## CV residual   147   145   160   130   161   117   116   140   105  64.8   120
##             15815 15817 15818 15821 15825 15826 15827 15833 15839 15841 15842
## Predicted     124   153   153   121   117   124  91.6   133   156   154   125
## cvpred        125   154   154   122   118   124  92.6   132   157   154   125
## pm2.5         306   318   311   248   239   259 270.0   370   395   430   414
## CV residual   181   164   157   126   121   135 177.4   238   238   276   289
##             15844 15850 15854 15863 15865 15866 15870 15872 15878 15881 15886
## Predicted     154   107 104.5  91.3   123   118   125 102.2  51.6  61.8  53.4
## cvpred        153   108 105.3  91.7   123   119   125 102.6  51.8  60.2  53.1
## pm2.5         408   390  12.0  16.0     7     6    15  12.0   7.0   9.0  38.0
## CV residual   255   282 -93.3 -75.7  -116  -113  -110 -90.6 -44.8 -51.2 -15.1
##             15888 15890 15896 15906 15914 15917 15919 15923 15924 15927 15949
## Predicted    65.9  85.0  91.3 66.48 120.0 148.3 160.9 131.8 123.4  93.2 111.8
## cvpred       66.2  85.4  91.6 64.89 119.9 148.7 161.2 130.4 123.9  93.2 110.5
## pm2.5         9.0   8.0  35.0 55.00 131.0 138.0 102.0  80.0 101.0 110.0 199.0
## CV residual -57.2 -77.4 -56.6 -9.89  11.1 -10.7 -59.2 -50.4 -22.9  16.8  88.5
##             15960 15964 15965 15966 15968 15973 15977 15978 15979 15980 15981
## Predicted     158 121.0 158.7 112.5 121.0 83.23  86.3   109   137 149.5 153.6
## cvpred        159 121.5 159.1 113.1 121.5 83.73  85.1   108   137 148.2 152.3
## pm2.5         273 186.0 187.0 180.0 141.0 92.00 129.0   146   162 214.0 227.0
## CV residual   114  64.5  27.9  66.9  19.5  8.27  43.9    38    25  65.8  74.7
##             15984 15985 15988 15990 15991  15994 15997 15998 16000 16001 16007
## Predicted     160   160   128 167.7 122.1 153.75   122   119   116 113.9   161
## cvpred        159   160   128 168.1 122.7 154.23   120   117   115 112.8   160
## pm2.5         301   336   285 148.0 139.0 161.00   283   302   226 207.0   267
## CV residual   142   176   157 -20.1  16.3   6.77   163   185   111  94.2   107
##             16016 16019 16021 16023 16029 16033 16038 16041 16044 16046 16049
## Predicted     165   163   152   138 143.0   143   147   147   139 133.9   131
## cvpred        165   164   151   137 141.7   142   147   147   137 132.8   132
## pm2.5         275   291   387   460 217.0   257   257   264   269 214.0   208
## CV residual   110   127   236   323  75.3   115   110   117   132  81.2    76
##             16050 16053 16054 16055 16057 16058 16059 16060 16066 16067 16077
## Predicted     109   142   142   142   142   143   142   144   143   136  93.1
## cvpred        109   143   143   143   143   142   141   145   142   135  93.9
## pm2.5         214   252   248   248   266   253   245   246   284   297  44.0
## CV residual   105   109   105   105   123   111   104   101   142   162 -49.9
##             16079 16081 16084 16087 16091 16092 16106 16110 16113 16114 16118
## Predicted   102.1 110.6 111.2 107.7  42.1 18.54   126 140.8 122.1 105.4  85.7
## cvpred      102.9 111.3 111.8 108.2  42.0 19.06   127 139.5 122.6 105.9  86.2
## pm2.5        32.0  38.0  34.0  29.0  25.0 26.00    24  59.0  72.0  79.0  62.0
## CV residual -70.9 -73.3 -77.8 -79.2 -17.0  6.94  -103 -80.5 -50.6 -26.9 -24.2
##             16123 16124 16128 16130  16133 16140 16143 16153 16154 16156 16158
## Predicted    95.9   129 136.8 96.91 102.64 107.5  62.1  76.1  66.3  58.1  66.9
## cvpred       96.1   128 137.4 97.71 103.47 108.1  63.0  76.9  67.0  58.8  67.5
## pm2.5        80.0    81 123.0 89.00 108.00  87.0 103.0  38.0  14.0  24.0  23.0
## CV residual -16.1   -47 -14.4 -8.71   4.53 -21.1  40.0 -38.9 -53.0 -34.8 -44.5
##             16160 16162 16167 16168 16171 16172 16174 16176 16181 16182 16183
## Predicted    79.7  87.5  77.6  77.9  79.7  75.6 128.4 142.9 124.7 116.2  95.1
## cvpred       80.4  87.5  78.3  77.9  80.4  76.3 128.9 143.4 124.7 116.3  95.7
## pm2.5        15.0  31.0  33.0  28.0  23.0  28.0  37.0  61.0  76.0  78.0  49.0
## CV residual -65.4 -56.5 -45.3 -49.9 -57.4 -48.3 -91.9 -82.4 -48.7 -38.3 -46.7
##             16188 16191 16194  16196 16197 16198  16199 16200 16205 16206 16208
## Predicted    67.0 42.00  98.6 77.831   129 135.0 106.03  95.6 107.9 114.2 104.1
## cvpred       66.9 42.61  99.0 78.458   129 135.3 106.57  96.2 108.4 114.7 104.6
## pm2.5        36.0 47.00  46.0 79.000    97 114.0 102.00 121.0  43.0  44.0  39.0
## CV residual -30.9  4.39 -53.0  0.542   -32 -21.3  -4.57  24.8 -65.4 -70.7 -65.6
##             16209 16215 16216 16217 16224 16225 16226 16228 16229 16230 16231
## Predicted    89.4  71.5  75.6  86.4   129 105.5 138.5  88.2 94.51 73.73  80.0
## cvpred       89.9  71.9  76.0  85.0   129 105.5 138.9  88.9 95.14 74.33  80.6
## pm2.5        34.0  37.0  37.0  46.0    94 127.0 122.0 144.0 91.00 68.00  56.0
## CV residual -55.9 -34.9 -39.0 -39.0   -35  21.5 -16.9  55.1 -4.14 -6.33 -24.6
##             16233 16234 16236 16237 16238 16239 16241 16244 16249 16250 16251
## Predicted    63.6  57.3  48.9  46.4  65.2  65.2  39.8   126 109.3   111 115.8
## cvpred       64.3  58.0  49.6  47.1  65.6  65.6  40.5   126 109.8   112 116.3
## pm2.5        47.0  33.0  27.0  25.0   8.0  16.0  17.0    31  65.0    61  54.0
## CV residual -17.3 -25.0 -22.6 -22.1 -57.6 -49.6 -23.5   -95 -44.8   -51 -62.3
##             16252 16253 16255 16257 16259 16261 16262 16265 16266 16268 16269
## Predicted   111.7 111.7 105.5  70.2 22.35 19.31 16.83  70.4 100.0 141.6 129.3
## cvpred      112.2 112.2 105.9  70.7 22.85 19.84 17.35  70.7  98.5 140.1 127.7
## pm2.5        33.0  33.0  22.0  32.0 21.00 23.00 24.00  21.0  25.0  44.0  43.0
## CV residual -79.2 -79.2 -83.9 -38.7 -1.85  3.16  6.65 -49.7 -73.5 -96.1 -84.7
##             16270 16275 16282  16283 16284 16285 16290 16291 16292 16293 16295
## Predicted   133.0 126.1  58.9 42.192  37.5  72.7  86.8 101.3 118.0 140.5 140.9
## cvpred      133.3 126.6  59.4 42.732  38.1  73.1  85.4  99.9 116.6 140.9 140.9
## pm2.5        66.0 113.0  44.0 43.000  50.0  47.0  54.0  55.0  63.0  84.0 113.0
## CV residual -67.3 -13.6 -15.4  0.268  11.9 -26.1 -31.4 -44.9 -53.6 -56.9 -27.9
##              16296  16297 16298 16300 16305 16306 16307 16310 16315 16316 16319
## Predicted   134.63 127.97 172.0 142.2 123.3 114.8 131.2 109.7 145.1 155.5 155.5
## cvpred      134.63 128.55 172.3 142.7 123.9 115.5 131.7 108.4 145.7 156.1 156.1
## pm2.5       139.00 135.00 161.0 154.0 102.0  78.0  83.0  96.0 208.0 255.0 228.0
## CV residual   4.37   6.45 -11.3  11.3 -21.9 -37.5 -48.7 -12.4  62.3  98.9  71.9
##             16324 16325 16332 16334 16338 16347 16348 16349 16351 16356 16361
## Predicted    77.1  83.4  10.2  1.41  11.5  43.9  61.1  67.4  72.1 14.41  64.3
## cvpred       77.8  84.1  10.7  1.91  12.0  44.1  61.3  67.6  72.2 14.63  62.4
## pm2.5        43.0  19.0  43.0 42.00  45.0   7.0   6.0   6.0   8.0 12.00  17.0
## CV residual -34.8 -65.1  32.3 40.09  33.0 -37.1 -55.3 -61.6 -64.2 -2.63 -45.4
##             16373 16377 16379 16380 16381 16382 16385 16392 16394 16397 16399
## Predicted   103.6  91.2 91.48  83.1  82.6  71.2 102.4 123.0   117 162.3 167.0
## cvpred      103.3  91.6 91.59  81.4  80.9  71.4 102.6 122.8   117 162.4 167.1
## pm2.5       144.0 114.0 88.00 118.0 113.0 110.0 128.0 204.0   333 225.0 190.0
## CV residual  40.7  22.4 -3.59  36.6  32.1  38.6  25.4  81.2   216  62.6  22.9
##             16400 16401 16412 16417 16418 16421  16426 16427 16434 16437 16439
## Predicted   125.2 112.9   108 115.0 110.9 121.6 139.06  86.6   136   135 122.8
## cvpred      125.4 113.2   109 115.6 111.5 122.1 139.44  87.2   137   134 121.4
## pm2.5       185.0 188.0   206 206.0 187.0 184.0 149.00 154.0   342   336 132.0
## CV residual  59.6  74.8    97  90.4  75.5  61.9   9.56  66.8   205   202  10.6
##              16441 16443 16444  16447  16448 16455  16456 16459 16460 16469
## Predicted   126.63 138.2 154.9 117.68 121.78 125.5 119.23   125 131.5 128.5
## cvpred      125.14 138.6 155.3 118.36 122.48 126.4 120.08   126 132.3 129.3
## pm2.5       127.00  93.0 103.0 111.00 113.00 114.0 119.00   109 112.0 127.0
## CV residual   1.86 -45.6 -52.3  -7.36  -9.48 -12.4  -1.08   -17 -20.3  -2.3
##             16470 16472 16473 16475 16478 16480 16483 16484 16487 16493 16494
## Predicted   132.6 124.7 114.3  82.5  70.3  97.1   156   159 162.0 102.6  88.4
## cvpred      133.4 125.5 115.1  83.4  70.5  95.9   155   158 160.7 103.2  88.8
## pm2.5        95.0  97.0  89.0  54.0  59.0  40.0    55    70  91.0  34.0  13.0
## CV residual -38.4 -28.5 -26.1 -29.4 -11.5 -55.9  -100   -88 -69.7 -69.2 -75.8
##             16497 16499 16501 16509 16516 16519 16521 16524 16527 16528 16530
## Predicted    67.1  50.5  40.1  60.3 103.7 101.4  93.5 45.94  86.8  90.9 103.4
## cvpred       67.4  50.7  40.3  60.5 103.2 101.5  93.6 46.09  84.9  89.1 101.6
## pm2.5         9.0  15.0  16.0  18.0  16.0  20.0  19.0 42.00  55.0  55.0  48.0
## CV residual -58.4 -35.7 -24.3 -42.5 -87.2 -81.5 -74.6 -4.09 -29.9 -34.1 -53.6
##             16532 16533 16536 16537 16542 16543 16544 16548 16552 16556 16558
## Predicted   147.5 105.9   158 141.3 122.5 126.6 124.7 107.4   104   154 145.3
## cvpred      145.7 105.5   158 141.4 122.7 126.8 124.8 107.5   102   154 145.6
## pm2.5        52.0  77.0   249 226.0 102.0  80.0  71.0  89.0   132   172 196.0
## CV residual -93.7 -28.5    91  84.6 -20.7 -46.8 -53.8 -18.5    30    18  50.4
##             16559 16561 16570 16574 16581 16582 16584 16585 16588 16591 16592
## Predicted   153.2   144 152.9  38.9  60.1  52.7  57.4  63.7  66.7  73.8  68.1
## cvpred      153.5   145 153.2  39.4  60.2  52.8  57.5  63.7  66.7  73.9  68.1
## pm2.5       210.0   380 194.0 208.0  10.0   7.0  19.0   6.0  10.0   8.0   9.0
## CV residual  56.5   235  40.8 168.6 -50.2 -45.8 -38.5 -57.7 -56.7 -65.9 -59.1
##             16604 16606  16614 16619 16620 16627 16628 16630 16632 16633 16634
## Predicted   123.0 102.6 138.66 140.2 134.3   125   154   124   122   122   120
## cvpred      122.9 100.7 138.17 140.2 132.5   125   154   124   122   122   120
## pm2.5        28.0  48.0 135.00  96.0 114.0   266   273   290   333   305   280
## CV residual -94.9 -52.7  -3.17 -44.2 -18.5   141   119   166   211   183   160
##             16635 16636 16640  16641 16642 16647 16652 16654 16655 16659 16663
## Predicted     116 118.1 126.3 116.19 147.6   123   149   135   166   137 132.7
## cvpred        116 118.2 126.5 116.41 147.6   121   149   135   164   138 133.1
## pm2.5         260 207.0 105.0 120.00 121.0   227   256   274   332   292 222.0
## CV residual   144  88.8 -21.5   3.59 -26.6   106   107   139   168   154  88.9
##             16668 16669 16678 16679 16680 16682 16685 16686  16688 16696 16700
## Predicted    88.7  84.0  98.2   153   122   128   134   128 136.52 116.9   163
## cvpred       89.2  84.5  98.7   153   122   128   135   128 136.89 115.5   162
## pm2.5       223.0 209.0 292.0   305   322   326   302   237 143.00 140.0   277
## CV residual 133.8 124.5 193.3   152   200   198   167   109   6.11  24.5   115
##             16707 16709 16712 16716 16720 16725 16726 16730 16731 16738 16743
## Predicted     128 122.0 121.0  57.7 124.2 126.4 124.4 123.4 125.2 105.7  92.5
## cvpred        129 122.5 121.4  57.5 122.7 124.7 124.5 121.6 125.2 103.8  90.6
## pm2.5         257 177.0 140.0 138.0 180.0  48.0  50.0  48.0  47.0  31.0  51.0
## CV residual   128  54.5  18.6  80.5  57.3 -76.7 -74.5 -73.6 -78.2 -72.8 -39.6
##             16748 16753 16754 16759 16760 16765 16769 16771   16772 16779 16781
## Predicted   111.6 141.7 144.1 111.4 105.1 11.32  20.9    97 72.1303 129.8   121
## cvpred      111.5 141.6 144.1 111.4 105.1 11.34  20.9    95 70.0645 129.2   121
## pm2.5        97.0 127.0 112.0 208.0 163.0 20.00  31.0    40 70.0000 174.0   215
## CV residual -14.5 -14.6 -32.1  96.6  57.9  8.66  10.1   -55 -0.0645  44.8    94
##             16788 16794 16800 16801 16802 16803 16807 16810 16811 16815 16818
## Predicted   114.8   138 172.8 166.5   168   168   146   171 171.3   173   175
## cvpred      114.8   138 171.1 164.8   168   168   146   171 171.5   171   173
## pm2.5        69.0   301 219.0 243.0   287   303   296   301 265.0   279   295
## CV residual -45.8   163  47.9  78.2   119   135   150   130  93.5   108   122
##             16826 16828 16830 16831 16833 16835 16836 16837 16838 16843 16846
## Predicted     140   146   134   148 123.3  99.7  87.1  90.0  99.1 123.1 160.4
## cvpred        140   147   134   147 122.9 100.0  87.4  89.6  99.2 121.2 160.5
## pm2.5         477   288    17    26  36.0  34.0  27.0  29.0  29.0  99.0 177.0
## CV residual   337   141  -117  -121 -86.9 -66.0 -60.4 -60.6 -70.2 -22.2  16.5
##             16849 16850 16852 16854 16855 16859 16864 16866 16868 16869 16870
## Predicted   163.0 165.0 165.0   138 169.4 149.2 148.5   166   170   169   169
## cvpred      161.2 165.1 165.1   138 169.4 149.3 146.8   164   169   167   167
## pm2.5       193.0 187.0 206.0   276 250.0  54.0 221.0   472   522   469   412
## CV residual  31.8  21.9  40.9   138  80.6 -95.3  74.2   308   353   302   245
##             16871 16878 16883 16891 16892 16896 16898 16907 16910 16913 16915
## Predicted     134   127   157   156   127   161   122 153.9 148.7 151.3 158.1
## cvpred        133   127   155   156   127   159   122 154.1 148.9 149.6 156.4
## pm2.5         372   416   282   332   335   266   252 210.0 215.0 193.0 187.0
## CV residual   239   289   127   176   208   107   130  55.9  66.1  43.4  30.6
##             16917 16918 16921 16923 16931 16932 16933 16937 16941 16942 16943
## Predicted   165.0   165   162   163  98.2  59.1  54.4  50.6  56.4  58.6  59.2
## cvpred      163.2   165   162   161  98.6  59.3  54.7  50.7  56.4  58.6  59.1
## pm2.5       232.0   279   340   286 146.0  27.0  28.0  18.0  12.0  11.0  12.0
## CV residual  68.8   114   178   125  47.4 -32.3 -26.7 -32.7 -44.4 -47.6 -47.1
##             16944 16946 16949 16951 16954 16955 16956 16957 16959 16960 16962
## Predicted    63.8  66.0  68.8  72.9  65.2  58.9  58.4  49.6  36.8  41.4  54.0
## cvpred       63.7  65.9  68.5  72.7  65.1  58.8  58.3  49.5  36.6  41.3  53.8
## pm2.5        11.0  11.0  11.0   8.0  16.0  12.0  11.0  11.0   9.0  10.0  14.0
## CV residual -52.7 -54.9 -57.5 -64.7 -49.1 -46.8 -47.3 -38.5 -27.6 -31.3 -39.8
##             16966 16975 16982 16986 16987 16989 17002 17007 17011 17012 17013
## Predicted    57.0  98.9  41.6  57.2  57.7    64  60.4  43.7  96.6   103 108.6
## cvpred       56.8  98.1  41.5  57.2  57.7    64  60.5  43.9  94.7   101 106.7
## pm2.5         7.0  14.0  19.0  18.0  18.0    29  21.0  16.0  74.0    77  80.0
## CV residual -49.8 -84.1 -22.5 -39.2 -39.7   -35 -39.5 -27.9 -20.7   -24 -26.7
##             17017 17020  17023 17025 17029 17031 17040 17041 17043 17045 17048
## Predicted   148.2 166.7 144.09 124.9  26.1 29.40  95.6  94.0 104.9 111.2  91.4
## cvpred      146.3 166.6 143.59 125.1  26.5 29.76  95.9  94.2 105.2 111.4  91.0
## pm2.5        73.0 100.0 148.00 187.0  46.0 24.00  48.0  50.0  61.0  35.0  16.0
## CV residual -73.3 -66.6   4.41  61.9  19.5 -5.76 -47.9 -44.2 -44.2 -76.4 -75.0
##             17050 17051 17053 17056 17058 17060 17062 17063 17067 17068 17070
## Predicted    77.2  65.2  88.8  86.8 109.7 141.2 147.5 151.6 157.0 156.6 156.0
## cvpred       76.8  64.7  88.8  84.9 107.9 139.4 145.7 149.8 155.3 156.7 156.2
## pm2.5        25.0  29.0  43.0  61.0  57.0  91.0  62.0  62.0  90.0 100.0  79.0
## CV residual -51.8 -35.7 -45.8 -23.9 -50.9 -48.4 -83.7 -87.8 -65.3 -56.7 -77.2
##             17074 17075 17079 17080 17082 17083 17084 17091 17098 17100 17103
## Predicted     162 154.9 153.5 155.1 168.2 174.5   164    70  62.4  39.1  34.5
## cvpred        160 155.1 153.7 155.4 168.5 174.7   164    70  62.3  39.1  34.4
## pm2.5          93 121.0 186.0 200.0 238.0 247.0   279    14  13.0  18.0  17.0
## CV residual   -67 -34.1  32.3  44.6  69.5  72.3   115   -56 -49.3 -21.1 -17.4
##             17105 17108 17109 17113 17114 17116 17123 17125 17129 17145 17147
## Predicted    35.0  58.9  58.9  68.2  76.1  88.7  51.0  47.9  50.1  55.4  42.8
## cvpred       34.9  58.7  58.7  68.0  75.9  88.5  50.8  47.8  50.0  55.1  42.5
## pm2.5        11.0  17.0  20.0  16.0  16.0  16.0  19.0  19.0   7.0  14.0  13.0
## CV residual -23.9 -41.7 -38.7 -52.0 -59.9 -72.5 -31.8 -28.8 -43.0 -41.1 -29.5
##             17148 17153 17158 17160 17161  17162 17170 17171 17175 17180 17185
## Predicted    31.9  32.1 140.6 153.2 154.8 119.28  89.7  68.7  31.4 134.8  81.3
## cvpred       31.6  31.8 140.2 152.7 154.4 119.03  89.6  68.6  31.4 134.5  81.2
## pm2.5        12.0  17.0  49.0  85.0  96.0 123.00  58.0  57.0  77.0 109.0 111.0
## CV residual -19.6 -14.8 -91.2 -67.7 -58.4   3.97 -31.6 -11.6  45.6 -25.5  29.8
##             17187 17190 17193 17194 17202 17204 17205  17209 17214 17217 17219
## Predicted     100  85.7  84.1  77.8 100.6  86.1  73.6 63.172  81.7  69.5  58.1
## cvpred        100  85.0  83.3  77.0 100.3  86.1  73.5 63.133  81.6  69.4  57.4
## pm2.5          39  13.0  15.0  22.0  67.0 111.0 107.0 64.000  18.0  18.0  30.0
## CV residual   -61 -72.0 -68.3 -55.0 -33.3  24.9  33.5  0.867 -63.6 -51.4 -27.4
##             17221 17224 17230 17231 17233 17241 17246 17249 17252 17266 17267
## Predicted    16.9  51.9 138.0  98.2 117.9  98.2  85.5  89.6  81.4  53.8  47.6
## cvpred       16.9  51.6 137.8  98.1 117.3  98.1  85.3  89.5  81.5  53.9  47.6
## pm2.5        38.0  34.0 161.0 153.0 185.0  31.0  62.0 112.0  62.0  12.0  18.0
## CV residual  21.1 -17.6  23.2  54.9  67.7 -67.1 -23.3  22.5 -19.5 -41.9 -29.6
##             17268 17271 17274 17279 17280 17282 17290 17294 17295 17296 17305
## Predicted    43.5 20.20  25.4  79.1  97.9  66.2  52.0 21.05  27.3  29.0 125.0
## cvpred       43.5 20.16  25.3  78.3  97.6  66.1  51.9 21.01  27.3  28.9 124.3
## pm2.5        17.0 19.00  13.0  14.0  16.0  13.0  24.0 14.00  16.0  15.0  95.0
## CV residual -26.5 -1.16 -12.3 -64.3 -81.6 -53.1 -27.9 -7.01 -11.3 -13.9 -29.3
##             17312 17315 17316 17318 17319 17323 17329 17337 17341 17345 17347
## Predicted   140.8 85.50  53.8  46.6  32.1  43.7  73.2 115.6  39.8  41.5 50.23
## cvpred      140.2 85.66  53.9  46.8  32.3  43.7  73.3 115.6  39.9  41.6 50.33
## pm2.5        76.0 90.00  70.0  33.0  15.0   8.0  11.0  20.0  22.0  22.0 53.00
## CV residual -64.2  4.34  16.1 -13.8 -17.3 -35.7 -62.3 -95.6 -17.9 -19.6  2.67
##              17349 17350  17351  17352 17356 17364 17365 17366 17367 17369
## Predicted    96.73 109.3 124.44 126.52 116.5  61.9  39.9  75.1  75.1  86.5
## cvpred       96.76 109.3 123.83 126.35 116.4  61.3  40.0  75.0  75.0  84.5
## pm2.5       102.00  90.0 126.00 131.00  79.0  48.0  66.0  65.0  63.0  61.0
## CV residual   5.24 -19.3   2.17   4.65 -37.4 -13.3  26.0 -10.0 -12.0 -23.5
##             17375 17383 17384 17385 17387 17389  17393 17398 17399 17412 17413
## Predicted    94.1 121.8 149.6 112.2  87.2  90.0 114.46   115   123  80.9   112
## cvpred       94.1 121.7 149.3 112.1  86.5  89.8 112.45   114   123  81.1   112
## pm2.5       214.0 134.0  95.0  79.0  49.0  56.0 121.00   307   302 142.0   146
## CV residual 119.9  12.3 -54.3 -33.1 -37.5 -33.8   8.55   193   179  60.9    34
##             17415 17416 17417 17424 17427 17438 17439   17440 17443 17444 17446
## Predicted   111.5 113.1 136.5   164 126.6  79.1  87.3 101.808   141   147 156.3
## cvpred      111.5 113.1 134.6   164 126.7  77.2  85.5  99.982   139   145 154.4
## pm2.5       157.0 162.0 161.0   356 199.0 101.0  63.0  99.000   316   437 104.0
## CV residual  45.5  48.9  26.4   192  72.3  23.8 -22.5  -0.982   177   292 -50.4
##             17451 17454 17464 17465 17468 17473 17474 17475 17476 17479 17481
## Predicted     158 137.2 132.6 132.6 130.9   135   147 140.3 121.9 145.8   144
## cvpred        157 135.1 130.5 130.5 128.9   133   145 140.2 121.3 145.6   142
## pm2.5          47  42.0  73.0  78.0  87.0    71    67  64.0  64.0  79.0    81
## CV residual  -110 -93.1 -57.5 -52.5 -41.9   -62   -78 -76.2 -57.3 -66.6   -61
##             17482  17486 17488 17489 17491 17492 17493 17494 17495 17496 17498
## Predicted   141.9 146.25 141.6 141.6 154.2 150.5 154.2 125.3 122.8 132.9 130.7
## cvpred      141.8 146.18 141.5 141.5 154.1 148.6 154.1 124.8 122.9 132.9 130.8
## pm2.5        91.0 141.00 170.0 190.0 211.0 218.0 222.0 207.0 208.0 195.0 196.0
## CV residual -50.8  -5.18  28.5  48.5  56.9  69.4  67.9  82.2  85.1  62.1  65.2
##              17502  17503 17506 17510 17513 17515 17516 17518 17523 17524 17525
## Predicted   136.67 136.67 124.4  41.8  94.2 128.4 134.7 152.0 123.6   122 101.6
## cvpred      136.73 136.73 124.5  41.9  94.1 128.3 134.6 151.8 123.6   122 100.9
## pm2.5       128.00 135.00 155.0  82.0  72.0 209.0 209.0 223.0 215.0   222  85.0
## CV residual  -8.73  -1.73  30.5  40.1 -22.1  80.7  74.4  71.2  91.4   100 -15.9
##             17529 17532 17533 17537 17538 17541 17546 17547 17552 17558 17562
## Predicted    90.1  60.9  54.3  94.6  86.4 130.6 148.0 152.1 174.4  54.0  57.1
## cvpred       89.4  60.2  53.6  94.4  86.1 128.5 146.1 150.2 174.2  54.1  57.1
## pm2.5        14.0  22.0  22.0  39.0  42.0  72.0  97.0  79.0 100.0  39.0  13.0
## CV residual -75.4 -38.2 -31.6 -55.4 -44.1 -56.5 -49.1 -71.2 -74.2 -15.1 -44.1
##             17566 17567 17568 17573 17574 17584 17585 17586 17588 17596 17598
## Predicted    67.0  61.3  67.5  73.8  80.1  47.8  50.9  57.2  60.2  88.4   128
## cvpred       66.9  61.2  67.4  73.7  80.0  47.8  50.8  57.0  60.0  88.2   128
## pm2.5        10.0  27.0  18.0  11.0  12.0  23.0  13.0  11.0  19.0  11.0    13
## CV residual -56.9 -34.2 -49.4 -62.7 -68.0 -24.8 -37.8 -46.0 -41.0 -77.2  -115
##             17601 17603 17604 17611 17612 17616 17617 17618 17620  17623 17624
## Predicted    76.1  46.9  48.5  93.1 52.78 119.8 155.0 161.3 163.5 129.31 135.6
## cvpred       75.9  46.7  48.3  91.0 52.73 119.1 154.7 160.9 163.1 129.18 135.5
## pm2.5        20.0  16.0  17.0  42.0 55.00  87.0  90.0  89.0  99.0 130.00 102.0
## CV residual -55.9 -30.7 -31.3 -49.0  2.27 -32.1 -64.7 -71.9 -64.1   0.82 -33.5
##             17626 17628 17629 17632 17636 17639 17640 17641 17646 17647 17648
## Predicted    90.0 65.85  48.9  69.1   126 141.8   115 108.8 112.7 108.9 108.9
## cvpred       89.9 65.89  48.9  68.9   126 141.6   115 108.7 112.6 108.8 108.8
## pm2.5        72.0 70.00  76.0  53.0   179 189.0   161 189.0 183.0 172.0 170.0
## CV residual -17.9  4.11  27.1 -15.9    53  47.4    46  80.3  70.4  63.2  61.2
##             17649 17651 17652 17662 17663 17664 17666 17667 17668 17669 17676
## Predicted   128.7 114.8 110.7 123.6 123.6 127.7 127.7 131.8 131.8 133.4 126.8
## cvpred      127.9 112.7 108.6 121.5 121.5 125.6 125.6 129.7 129.7 131.4 126.3
## pm2.5       179.0 183.0 150.0  51.0  52.0  45.0  49.0  47.0  40.0  46.0  83.0
## CV residual  51.1  70.3  41.4 -70.5 -69.5 -80.6 -76.6 -82.7 -89.7 -85.4 -43.3
##             17678 17681 17684 17685 17690 17692 17697 17700 17703 17707 17708
## Predicted   163.0 158.8   129 154.2 122.3 123.9 124.2  94.6 122.7 150.5 160.4
## cvpred      162.9 156.9   129 154.2 122.4 124.1 124.2  94.8 122.7 148.6 160.4
## pm2.5       175.0 169.0   172 166.0 184.0 169.0 109.0 125.0 153.0 181.0 197.0
## CV residual  12.1  12.1    43  11.8  61.6  44.9 -15.2  30.2  30.3  32.4  36.6
##             17710 17712 17719   17721 17722 17724 17726 17729 17736 17740 17742
## Predicted     165   141 138.4 125.783 115.4 121.4 93.45 112.5   130   145   150
## cvpred        165   140 138.3 125.723 115.5 121.3 93.33 110.6   130   144   150
## pm2.5         211   275  63.0 126.000 100.0  74.0 85.00 177.0   335   433   534
## CV residual    46   135 -75.3   0.277 -15.5 -47.3 -8.33  66.4   205   289   384
##             17746 17754 17755 17758 17761 17762 17763 17764 17765 17771 17773
## Predicted     172  35.0  45.7  60.3  76.0  86.9   122  90.7   108  61.1  97.4
## cvpred        172  34.9  45.7  60.1  75.1  86.1   122  90.4   107  61.0  97.1
## pm2.5         502  13.0  15.0  12.0  17.0  14.0    17  13.0    14  31.0  47.0
## CV residual   330 -21.9 -30.7 -48.1 -58.1 -72.1  -105 -77.4   -93 -30.0 -50.1
##             17774 17775 17776 17779  17782 17784 17785 17790  17791  17794
## Predicted    96.4  96.4  99.7 112.3 124.27 150.6 159.0 136.7 140.47 115.03
## cvpred       94.3  94.3  97.6 110.2 122.19 150.3 156.8 136.6 140.37 115.07
## pm2.5        57.0  47.0  46.0  68.0 120.00 123.0 138.0 148.0 137.00 123.00
## CV residual -37.3 -47.3 -51.6 -42.2  -2.19 -27.3 -18.8  11.4  -3.37   7.93
##             17806 17807 17808 17812 17815 17817  17821 17828 17830 17834 17837
## Predicted   104.1   102  94.5 121.9 121.9 109.6 44.234   113 148.1   123 114.5
## cvpred      104.2   103  94.6 121.9 121.9 109.6 44.385   111 147.9   123 114.6
## pm2.5       156.0   230 182.0  52.0  47.0  37.0 45.000    72  73.0   133 125.0
## CV residual  51.8   127  87.4 -69.9 -74.9 -72.6  0.615   -39 -74.9    10  10.4
##             17919 17924 17927 17928 17934 17938 17941 17944 17945 17946 17953
## Predicted     143   172   174   174   134   131   151   144   149   156   161
## cvpred        143   170   174   174   134   131   151   145   149   154   161
## pm2.5         301   338   385   348   394   384   345   412   440   436   437
## CV residual   158   168   211   174   260   253   194   267   291   282   276
##             17958 17959 17960 17964 17968 17971 17973 17974 17976 17978 17982
## Predicted     117   117   117   103   138   162   164   169   123   117  76.7
## cvpred        117   117   117   103   136   160   163   167   123   117  76.0
## pm2.5         441   388   351   380   378   419   436   459   522   315  47.0
## CV residual   324   271   234   277   242   259   273   292   399   198 -29.0
##             17984 17986 17990 17991 17994 17998 17999 18000 18001 18002 18004
## Predicted    71.5  74.6  52.9  60.8  57.3  60.4  66.6  67.2  69.4  75.7  80.3
## cvpred       70.8  73.8  52.1  60.0  56.4  59.4  65.7  66.2  68.4  74.7  79.3
## pm2.5        17.0  24.0  22.0  21.0  13.0  17.0  21.0  18.0  17.0  10.0  11.0
## CV residual -53.8 -49.8 -30.1 -39.0 -43.4 -42.4 -44.7 -48.2 -51.4 -64.7 -68.3
##             18005 18007 18017 18018 18021 18022 18029 18032 18035 18040 18043
## Predicted    84.2  84.2  57.6  61.7  55.3  61.6  94.3  99.9    71  34.2  97.8
## cvpred       83.1  83.1  56.6  60.7  55.0  61.3  93.2  99.4    70  33.9  95.5
## pm2.5        11.0   7.0  13.0  20.0  22.0  28.0  11.0  16.0    21  23.0  54.0
## CV residual -72.1 -76.1 -43.6 -40.7 -33.0 -33.3 -82.2 -83.4   -49 -10.9 -41.5
##             18050  18057 18065 18066 18078 18092 18097 18103 18107 18108 18115
## Predicted    97.4 136.15  43.6  48.3  80.6  76.2 115.9 139.6 124.8 117.9 104.7
## cvpred       97.0 135.82  43.6  48.2  80.4  76.0 115.6 139.4 124.5 117.7 102.7
## pm2.5       994.0 141.00  24.0  13.0   6.0  18.0  33.0  42.0  50.0  52.0  60.0
## CV residual 897.0   5.18 -19.6 -35.2 -74.4 -58.0 -82.6 -97.4 -74.5 -65.7 -42.7
##             18127 18135 18141   18142 18145 18147 18148 18154 18160 18163 18165
## Predicted   146.7  90.7 145.5 158.646  95.1  91.6   127  75.2  96.6 115.7 143.3
## cvpred      146.6  88.8 145.4 158.458  94.5  90.9   126  74.5  94.5 113.7 141.3
## pm2.5        80.0  67.0 125.0 158.000 113.0  25.0    18  21.0  76.0  93.0 128.0
## CV residual -66.6 -21.8 -20.4  -0.458  18.5 -65.9  -108 -53.5 -18.5 -20.7 -13.3
##             18171 18172 18174 18176 18177 18178 18179 18187 18188 18190 18196
## Predicted   158.7 152.4 156.1 116.2 154.4 123.4 146.0 151.7 158.5 159.1  99.8
## cvpred      156.7 150.4 155.9 116.3 154.3 122.9 145.9 151.6 158.4 158.9  99.7
## pm2.5        58.0  59.0  67.0  63.0  60.0  72.0  75.0  96.0 103.0 132.0  44.0
## CV residual -98.7 -91.4 -88.9 -53.3 -94.3 -50.9 -70.9 -55.6 -55.4 -26.9 -55.7
##             18199 18200 18204 18205 18206 18207 18211 18216 18219 18226 18227
## Predicted    92.3  97.0  51.3  77.1  38.9  34.2 106.2 125.7 152.8 151.8 157.9
## cvpred       91.4  96.1  50.5  76.8  38.7  34.1 104.1 123.6 150.6 151.5 155.9
## pm2.5        14.0  14.0  19.0  18.0  20.0  20.0  38.0  87.0  77.0  99.0 112.0
## CV residual -77.4 -82.1 -31.5 -58.8 -18.7 -14.1 -66.1 -36.6 -73.6 -52.5 -43.9
##             18230 18231 18232 18233 18236 18239  18246  18247 18249 18254 18256
## Predicted   164.1 169.4   159 160.7 146.6 139.7 147.46 147.46 136.4  57.9  54.4
## cvpred      162.2 169.4   159 160.6 146.1 139.3 147.66 147.66 135.9  57.2  53.6
## pm2.5       133.0 129.0   134 135.0 157.0 152.0 144.00 154.00 147.0  19.0  23.0
## CV residual -29.2 -40.4   -25 -25.6  10.9  12.7  -3.66   6.34  11.1 -38.2 -30.6
##             18265 18267 18272 18275 18277 18279 18284 18288 18292 18295 18297
## Predicted    81.9  86.6  85.5  45.5    56  59.5  85.5  76.5  70.2  66.1  66.1
## cvpred       80.9  85.5  84.4  45.1    55  58.6  84.5  75.5  69.8  65.6  65.6
## pm2.5        15.0  13.0  13.0  14.0    14  13.0  25.0  24.0  10.0   6.0  11.0
## CV residual -65.9 -72.5 -71.4 -31.1   -41 -45.6 -59.5 -51.5 -59.8 -59.6 -54.6
##             18300 18301 18302 18309 18314 18317 18319 18323 18324 18325 18326
## Predicted    27.5  30.7  36.5  98.9 113.2 120.5 119.7  72.9 61.95 70.10  23.4
## cvpred       27.1  30.4  36.2  98.5 112.9 120.3 119.4  72.8 61.88 69.82  23.4
## pm2.5        16.0  14.0  17.0  69.0  61.0  68.0  63.0  49.0 59.00 60.00  52.0
## CV residual -11.1 -16.4 -19.2 -29.5 -51.9 -52.3 -56.4 -23.8 -2.88 -9.82  28.6
##             18328 18334 18335 18339 18340 18344 18348 18349 18352 18359 18360
## Predicted    10.5 123.2  65.0  63.6  79.3  87.5  47.6  63.6  62.6 128.8 128.8
## cvpred       10.5 122.9  64.9  63.4  78.5  86.7  46.9  63.3  60.5 126.7 126.7
## pm2.5        76.0 147.0 114.0   9.0   9.0   9.0  19.0  20.0  40.0  82.0 100.0
## CV residual  65.5  24.1  49.1 -54.4 -69.5 -77.7 -27.9 -43.3 -20.5 -44.7 -26.7
##             18361  18363 18365 18372  18376 18379 18381 18382 18396 18397 18401
## Predicted   128.8 146.79 151.5 124.2 104.03 121.3 159.3 156.7  50.8  40.4  35.5
## cvpred      126.7 144.83 151.5 124.2 102.27 119.5 157.5 156.7  50.7  40.3  35.2
## pm2.5       118.0 140.00 119.0  82.0 108.00 132.0 132.0 201.0  10.0  12.0  13.0
## CV residual  -8.7  -4.83 -32.5 -42.2   5.73  12.5 -25.5  44.3 -40.7 -28.3 -22.2
##             18404 18410 18413 18414 18415 18416 18419 18422 18425 18431 18432
## Predicted    53.6  62.9  77.7  70.9  75.5  88.1  60.2  44.0  34.7  75.4  75.4
## cvpred       53.3  62.6  77.3  70.5  75.1  87.7  59.9  43.8  34.5  75.2  75.2
## pm2.5        27.0  17.0   7.0   9.0   9.0   7.0  22.0  18.0  12.0   9.0   9.0
## CV residual -26.3 -45.6 -70.3 -61.5 -66.1 -80.7 -37.9 -25.8 -22.5 -66.2 -66.2
##             18434 18437 18439 18441 18450 18454 18459 18464 18470 18479 18490
## Predicted    69.2  79.3  93.5  87.5    28  75.4   145   155  79.2  82.0  89.6
## cvpred       68.9  79.0  93.2  86.7    28  75.3   144   155  78.9  81.9  87.4
## pm2.5         9.0  11.0   8.0  12.0    17  26.0    36    38  40.0  57.0  29.0
## CV residual -59.9 -68.0 -85.2 -74.7   -11 -49.3  -108  -117 -38.9 -24.9 -58.4
##             18491 18493 18504 18506 18507  18509 18511 18515 18520 18526 18529
## Predicted    34.2  64.7   105 117.6 132.4 126.05 161.5  61.8  15.3 110.5 158.4
## cvpred       34.1  64.5   103 115.5 130.2 125.31 161.2  61.8  14.7 108.4 156.5
## pm2.5        19.0  23.0    82  95.0 102.0 121.00 112.0 121.0  39.0  87.0 175.0
## CV residual -15.1 -41.5   -21 -20.5 -28.2  -4.31 -49.2  59.2  24.3 -21.4  18.5
##             18533 18534 18544 18545 18548  18549 18550 18556 18557 18559 18562
## Predicted   158.7   166   138 136.3 146.7 132.57 159.7 125.9   134 130.0 107.3
## cvpred      156.7   166   138 136.3 146.7 132.16 157.9 126.1   134 130.2 107.6
## pm2.5        74.0    78   106 105.0 120.0 134.00 143.0 154.0   145 163.0 182.0
## CV residual -82.7   -88   -32 -31.3 -26.7   1.84 -14.9  27.9    11  32.8  74.4
##             18566 18567 18569 18571 18575 18576 18587 18589 18591 18594 18603
## Predicted   114.4 110.7   123 135.3   163   157  53.6  5.14 22.17  49.8 163.1
## cvpred      114.5 108.9   121 133.5   163   157  53.0  5.12 21.45  47.7 161.1
## pm2.5       165.0 192.0   221 228.0   332   352  16.0 15.00 25.00  24.0 149.0
## CV residual  50.5  83.1   100  94.5   169   195 -37.0  9.88  3.55 -23.7 -12.1
##             18604 18612 18613 18614 18620 18621 18625 18630 18631 18634 18635
## Predicted   163.1 139.1 125.7 123.1 146.0   120  58.8  81.5  79.3  48.7  35.8
## cvpred      161.1 139.1 125.7 121.2 144.2   119  58.7  81.3  79.1  48.6  35.7
## pm2.5       132.0  96.0 113.0 138.0 126.0   133   4.0  10.0  11.0  17.0  15.0
## CV residual -29.1 -43.1 -12.7  16.8 -18.2    14 -54.7 -71.3 -68.1 -31.6 -20.7
##             18638 18639 18640 18643 18644 18652 18654 18656 18658 18660  18663
## Predicted   18.28 17.72 24.01  59.8  62.0  83.9  74.1  74.7  52.6  35.3 15.603
## cvpred      18.19 17.67 23.95  59.8  61.9  83.8  73.9  74.4  52.3  35.1 15.436
## pm2.5       11.00 15.00 18.00  14.0  16.0  11.0  11.0  10.0  17.0  18.0 16.000
## CV residual -7.19 -2.67 -5.95 -45.8 -45.9 -72.8 -62.9 -64.4 -35.3 -17.1  0.564
##             18669 18671 18673 18674 18677 18678 18679 18680 18683 18685 18687
## Predicted    57.7  60.2  62.4  62.4  83.4  77.7  88.1  88.1  60.8  21.3 17.72
## cvpred       57.6  60.0  62.2  62.2  83.2  77.4  87.8  87.8  60.0  21.2 17.67
## pm2.5        11.0  18.0  14.0  16.0   8.0  10.0   8.0  17.0  27.0  27.0 26.00
## CV residual -46.6 -42.0 -48.2 -46.2 -75.2 -67.4 -79.8 -70.8 -33.0   5.8  8.33
##             18690 18691 18697 18699 18700 18703 18704 18705 18707 18710 18712
## Predicted    14.7  67.6  71.9 128.1 96.72 110.9 117.2 102.7 102.4 50.39  47.9
## cvpred       14.7  65.5  71.8 127.8 96.61 110.8 117.1 102.7 102.2 50.29  47.8
## pm2.5        52.0  50.0 109.0  98.0 91.00  91.0  87.0  84.0  87.0 52.00  33.0
## CV residual  37.3 -15.5  37.2 -29.8 -5.61 -19.8 -30.1 -18.7 -15.2  1.71 -14.8
##             18714 18716 18717 18718 18719 18722 18723 18724 18726  18727 18729
## Predicted    52.2  77.9  75.7 119.0 123.1 115.3 127.9   121   121 120.95 122.9
## cvpred       50.2  75.8  73.7 118.8 122.9 114.7 127.2   121   121 120.95 122.9
## pm2.5        25.0  41.0  52.0  64.0  64.0  81.0 113.0   163   152 129.00  99.0
## CV residual -25.2 -34.8 -21.7 -54.8 -58.9 -33.7 -14.2    42    31   8.05 -23.9
##             18730 18731 18732 18735 18737 18739 18741 18742 18743 18744 18745
## Predicted     117 92.22  79.6  49.4  61.7 101.4   143   148 144.1 138.0 139.8
## cvpred        117 92.08  79.5  47.5  59.9  99.5   142   146 142.3 136.2 139.8
## pm2.5          94 85.00 110.0 127.0 135.0 184.0   254   260 216.0 160.0  93.0
## CV residual   -23 -7.08  30.5  79.5  75.1  84.5   112   114  73.7  23.8 -46.8
##             18746 18748 18751 18754 18757 18758 18759 18761 18765 18769 18773
## Predicted   138.2 159.2 162.5  97.7 111.6 109.8 113.1 122.9 154.5 154.6 181.8
## cvpred      138.1 159.1 162.4  98.0 111.7 108.1 111.4 121.3 154.6 154.3 182.1
## pm2.5        75.0  68.0  83.0 125.0 123.0 117.0 140.0 143.0 138.0 141.0 153.0
## CV residual -63.1 -91.1 -79.4  27.0  11.3   8.9  28.6  21.7 -16.6 -13.3 -29.1
##             18776 18777 18779 18782 18783 18785 18786 18787 18789 18790 18793
## Predicted   183.4 141.3   144 167.8 161.5   105   118   121  64.6  59.4  86.8
## cvpred      183.7 141.9   144 168.1 161.9   106   119   121  64.9  59.6  87.0
## pm2.5       174.0 183.0   193 203.0 208.0   235   240   241 154.0  25.0  16.0
## CV residual  -9.7  41.1    49  34.9  46.1   129   121   120  89.1 -34.6 -71.0
##             18795 18799 18802 18803 18804 18808 18809 18813 18818 18821 18823
## Predicted    96.2  96.8  81.0  61.8  55.5  53.4  53.9 100.1 145.7 157.2 157.2
## cvpred       95.7  96.2  80.4  61.2  55.0  53.3  51.9  98.1 143.9 155.4 155.4
## pm2.5        11.0  11.0  15.0  20.0  20.0  20.0  20.0  33.0  78.0  99.0 108.0
## CV residual -84.7 -85.2 -65.4 -41.2 -35.0 -33.3 -31.9 -65.1 -65.9 -56.4 -47.4
##             18824 18829 18830 18834 18837 18843 18845 18847 18850 18854 18856
## Predicted   132.6  86.0  82.0  55.9  71.1  74.6  65.4  78.5  55.8 16.95 26.49
## cvpred      132.2  86.3  81.6  56.2  70.6  74.7  65.3  78.4  55.7 16.89 26.44
## pm2.5       103.0 126.0 122.0 142.0  48.0  10.0  17.0  13.0  21.0 21.00 18.00
## CV residual -29.2  39.7  40.4  85.8 -22.6 -64.7 -48.3 -65.4 -34.7  4.11 -8.44
##             18857 18863 18864 18866 18869 18871 18877 18878 18879 18880 18882
## Predicted    31.2  79.7  81.9  81.2 102.0 100.4  58.2 17.44 12.78  14.4  65.1
## cvpred       30.6  77.6  79.7  81.1 101.9  99.8  58.0 17.49 12.85  14.5  63.1
## pm2.5        20.0  44.0  49.0  70.0 139.0  34.0  24.0 25.00 22.00  33.0  47.0
## CV residual -10.6 -33.6 -30.7 -11.1  37.1 -65.8 -34.0  7.51  9.15  18.5 -16.1
##             18883 18884 18890 18897 18900 18907 18909 18911 18912 18913 18916
## Predicted    88.1  92.7 136.8   170   146 114.5 131.2   129   141   152   160
## cvpred       86.1  90.7 134.8   168   144 112.7 129.4   129   141   152   160
## pm2.5        46.0  42.0 161.0   191   233 176.0 190.0   278   286   267   287
## CV residual -40.1 -48.7  26.2    23    89  63.3  60.6   149   145   115   127
##             18918 18921 18924 18925 18928 18931  18935 18937 18938 18946 18959
## Predicted     152   140   125   114  98.6 113.4 135.29 145.7 162.4 141.4   129
## cvpred        151   140   123   113  97.0 111.7 133.54 143.9 160.6 141.6   128
## pm2.5         274   259   308   281 140.0  99.0 129.00 175.0 173.0 176.0   318
## CV residual   123   119   185   168  43.0 -12.7  -4.54  31.1  12.4  34.4   190
##             18960 18967 18969 18976 18986  18987 18993 19006 19008 19009 19014
## Predicted     166   125 159.0   141 168.2 164.07 163.0 158.9 163.1 167.2 140.9
## cvpred        166   125 159.1   142 166.6 162.47 161.4 157.2 163.3 167.4 139.1
## pm2.5         324   227 222.0   268 165.0 154.00 136.0 132.0 151.0 130.0  77.0
## CV residual   158   102  62.9   126  -1.6  -8.47 -25.4 -25.2 -12.3 -37.4 -62.1
##             19018 19022 19025 19031 19036  19042 19049 19051 19054 19055 19057
## Predicted     154 117.9 127.5 142.2 151.3 118.09   109 127.6   159   136 133.2
## cvpred        152 116.1 125.7 140.4 151.4 117.78   109 125.9   159   136 133.6
## pm2.5         101  98.0 108.0 104.0 113.0 114.00    93 104.0   143   170 201.0
## CV residual   -51 -18.1 -17.7 -36.4 -38.4  -3.78   -16 -21.9   -16    34  67.4
##             19059 19066 19068 19070 19072  19077 19083 19089 19090 19092 19093
## Predicted   185.5 129.0 108.2 103.6 110.9 163.39  95.7  72.2  58.0  47.9  37.5
## cvpred      183.8 129.5 108.7 104.1 111.5 163.68  96.0  72.5  58.3  48.2  37.8
## pm2.5       220.0 182.0 176.0 166.0 130.0 162.00  19.0  15.0  20.0  17.0  13.0
## CV residual  36.2  52.5  67.3  61.9  18.5  -1.68 -77.0 -57.5 -38.3 -31.2 -24.8
##             19095  19097 19100 19104 19108 19115 19120 19121 19126 19128 19130
## Predicted   22.45 17.782  36.6   113 121.7  41.7  7.19  3.09  34.9  42.6  72.1
## cvpred      22.75 18.109  36.9   113 121.7  42.0  7.44  3.32  35.0  42.6  72.2
## pm2.5       13.00 18.000  18.0    50  38.0  18.0 23.00 17.00  13.0  11.0  13.0
## CV residual -9.75 -0.109 -18.9   -63 -83.7 -24.0 15.56 13.68 -22.0 -31.6 -59.2
##             19134 19139 19142 19143 19146 19147 19151 19156 19158 19160 19169
## Predicted    73.9  38.3 10.37 29.32  35.0  64.3  79.1 135.7 170.4 145.8 88.29
## cvpred       73.2  38.2 10.28 28.58  34.3  62.2  78.4 133.7 168.5 145.3 86.51
## pm2.5        12.0  21.0 18.00 19.00  16.0  17.0  37.0 112.0  89.0 120.0 77.00
## CV residual -61.2 -17.2  7.72 -9.58 -18.3 -45.2 -41.4 -21.7 -79.5 -25.3 -9.51
##             19174 19183 19186 19187 19190 19192 19194 19195 19198 19204 19205
## Predicted   105.2 127.3  36.8  34.6  16.0  4.29  9.52  20.5  41.0  54.5  42.2
## cvpred      103.4 127.5  36.9  34.8  16.1  4.27  9.43  20.3  40.9  54.3  41.9
## pm2.5        67.0  85.0  26.0  24.0  27.0 20.00 20.00  10.0   7.0   7.0  17.0
## CV residual -36.4 -42.5 -10.9 -10.8  10.9 15.73 10.57 -10.3 -33.9 -47.3 -24.9
##             19206 19209 19210 19211 19218 19220 19228 19231 19233 19235 19236
## Predicted    50.9  51.2 38.65  34.0 -5.25  46.0  95.7 103.6  72.4  26.2  18.1
## cvpred       50.7  51.0 38.46  33.8 -5.28  43.9  95.6 103.6  72.5  26.3  17.5
## pm2.5        12.0  12.0 29.00  18.0 18.00  30.0  81.0  79.0  95.0  46.0  47.0
## CV residual -38.7 -39.0 -9.46 -15.8 23.28 -13.9 -14.6 -24.6  22.5  19.7  29.5
##             19238 19240 19243 19247  19250 19251 19254 19255 19256 19259 19260
## Predicted   37.61  40.7  67.8 115.8 121.93 142.7 164.4 120.4 128.6  99.3  84.7
## cvpred      37.47  38.8  65.9 115.7 120.05 140.9 164.4 120.6 128.8  99.4  83.0
## pm2.5       33.00  79.0  86.0  96.0 111.00 123.0 175.0 175.0 172.0 160.0 157.0
## CV residual -4.47  40.2  20.1 -19.7  -9.05 -17.9  10.6  54.4  43.2  60.6  74.0
##             19267 19270 19272 19273 19276 19278 19280 19283  19288 19293 19298
## Predicted   55.35  52.6  52.1  52.1  42.9  53.3  58.2 15.33 24.335  89.1 132.7
## cvpred      53.69  52.8  51.7  51.7  42.3  52.7  57.7 14.81 22.469  87.4 130.9
## pm2.5       63.00  75.0  13.0  10.0  11.0   7.0   9.0 24.00 23.000  72.0  62.0
## CV residual  9.31  22.2 -38.7 -41.7 -31.3 -45.7 -48.7  9.19  0.531 -15.4 -68.9
##             19301 19302 19309 19314 19317 19320 19321 19322  19323  19324 19328
## Predicted   112.6   119  72.5   101 126.9 164.8   166 170.5 180.03 180.03 183.3
## cvpred      112.7   119  70.7    99 127.3 163.3   165 169.1 178.65 178.65 181.9
## pm2.5        46.0    54  85.0   137 165.0 176.0   180 187.0 180.00 181.00 222.0
## CV residual -66.7   -65  14.3    38  37.7  12.7    15  17.9   1.35   2.35  40.1
##             19330 19334 19336 19338 19339 19340 19343 19344 19349 19354 19361
## Predicted   180.7   148   139   150   156   161   149   179   184 187.1 180.2
## cvpred      181.2   149   138   149   155   160   149   177   183 185.7 178.9
## pm2.5       263.0   335   360   272   315   318   302   310   214 175.0 195.0
## CV residual  81.8   186   222   123   160   158   153   133    31 -10.7  16.1
##             19367 19368 19370 19373 19378 19379 19382 19383 19384 19388 19394
## Predicted   181.2   180 147.6   134 107.5  97.1  96.3 122.6 118.4 129.4 123.3
## cvpred      179.7   180 147.4   134 107.1  96.7  96.0 122.8 116.7 127.7 123.1
## pm2.5       137.0   120 107.0    18  16.0  15.0  26.0  26.0  39.0  76.0  64.0
## CV residual -42.7   -60 -40.4  -116 -91.1 -81.7 -70.0 -96.8 -77.7 -51.7 -59.1
##             19398 19401 19404 19405 19407 19408 19409 19410 19414 19417 19418
## Predicted   120.2 112.9   102 105.4 129.9 131.5   136   136 141.9 165.0 171.7
## cvpred      120.6 112.7   102 105.6 128.3 129.9   134   134 140.3 165.2 170.1
## pm2.5       100.0  76.0   114 150.0 154.0 128.0   114   101 100.0 125.0 137.0
## CV residual -20.6 -36.7    12  44.4  25.7  -1.9   -20   -33 -40.3 -40.2 -33.1
##             19422 19423 19426 19429 19436 19441 19446 19447 19448 19449 19454
## Predicted   131.4   134 100.8  50.5 125.2 147.9 166.5 174.5 174.4   139   128
## cvpred      131.8   134 101.3  50.9 123.6 146.4 164.9 174.7 172.8   139   129
## pm2.5       166.0   164 155.0 107.0  82.0 187.0 180.0 193.0 217.0   252   327
## CV residual  34.2    30  53.7  56.1 -41.6  40.6  15.1  18.3  44.2   113   198
##             19456 19457 19460 19466  19475 19478 19482  19483 19484 19486 19488
## Predicted    94.7  90.0   114   104 111.28  86.7  88.5 115.30 119.4 115.9 126.0
## cvpred       94.8  90.7   114   105 109.77  87.0  86.9 113.82 117.9 114.3 124.4
## pm2.5       259.0 241.0   347   378 116.00  77.0 107.0 106.00  91.0  57.0  39.0
## CV residual 164.2 150.3   233   273   6.23 -10.0  20.1  -7.82 -26.9 -57.3 -85.4
##             19492 19493 19495 19496 19497 19500 19503 19508 19511 19513 19518
## Predicted     156   169   180 156.7 179.2  52.7 18.56  30.1   139   139  52.0
## cvpred        154   168   178 156.7 177.8  53.3 19.04  30.5   139   139  52.3
## pm2.5          40    50    56  67.0  81.0  22.0 15.00   9.0    20    14  16.0
## CV residual  -114  -118  -122 -89.7 -96.8 -31.3 -4.04 -21.5  -119  -125 -36.3
##             19522 19528 19532 19535 19541 19542 19543 19544 19545 19554 19555
## Predicted    31.8  1.68  42.0  89.4  74.1 103.5 103.5 124.5  51.9  51.1 61.44
## cvpred       32.2  2.10  41.7  87.6  73.7 103.5 103.5 124.6  51.6  49.4 59.85
## pm2.5        13.0 12.00  11.0  46.0  15.0  13.0  16.0  25.0  22.0  37.0 50.00
## CV residual -19.2  9.90 -30.7 -41.6 -58.7 -90.5 -87.5 -99.6 -29.6 -12.4 -9.85
##             19557 19558  19560 19566 19575 19579 19580 19583 19587 19589 19591
## Predicted   76.50 97.28 119.81 117.7  53.0  80.0  96.6   106   108  97.7 110.8
## cvpred      74.89 95.69 120.06 117.5  53.4  78.6  95.3   106   109  98.2 111.3
## pm2.5       83.00 93.00 124.00 136.0 144.0 134.0 146.0   237   250 235.0 139.0
## CV residual  8.11 -2.69   3.94  18.5  90.6  55.4  50.7   131   141 136.8  27.7
##             19595 19598 19600 19602 19605 19609 19614 19615 19616 19618 19621
## Predicted    5.02 -54.1 -54.6 -31.6 48.59  12.5  74.2 109.8 102.0  52.3  26.3
## cvpred       5.59 -53.5 -54.1 -31.6 47.11  12.4  74.4 109.9 100.4  50.7  24.7
## pm2.5       87.00  27.0  32.0  34.0 56.00 117.0   5.0  40.0  78.0  96.0  58.0
## CV residual 81.41  80.5  86.1  65.6  8.89 104.6 -69.4 -69.9 -22.4  45.3  33.3
##             19623 19626 19628 19633 19635 19640 19646 19649 19656 19659 19661
## Predicted    39.3 56.79  71.6 103.1 111.0 124.6 -19.0 -29.1 24.94  32.4  37.0
## cvpred       37.9 55.36  70.1 103.5 111.4 125.1 -18.2 -28.4 25.39  32.7  37.3
## pm2.5        59.0 48.00  37.0  47.0  66.0  77.0  50.0  23.0 18.00   7.0   7.0
## CV residual  21.1 -7.36 -33.1 -56.5 -45.4 -48.1  68.2  51.4 -7.39 -25.7 -30.3
##             19662 19663 19670 19676 19677 19678 19685 19686 19690 19698 19706
## Predicted    45.8  52.1 -6.72 -1.58 -1.58  77.4  33.4  38.1  45.9  50.5   122
## cvpred       46.1  52.4 -6.42 -1.32 -1.32  77.6  33.7  38.3  45.4  48.8   120
## pm2.5         5.0   7.0 13.00 20.00 30.00  32.0  11.0  10.0  17.0  26.0    57
## CV residual -41.1 -45.4 19.42 21.32 31.32 -45.6 -22.7 -28.3 -28.4 -22.8   -63
##             19707 19718 19720 19723 19733 19736 19737 19738 19740 19746 19748
## Predicted   127.9  84.1  92.0 102.9 124.6 131.6 134.1   122  95.0   108 109.3
## cvpred      126.2  82.6  90.5 101.4 124.9 130.1 132.6   122  93.5   107 109.7
## pm2.5        55.0  63.0  49.0  38.0  45.0  35.0  38.0    49  60.0    58  61.0
## CV residual -71.2 -19.6 -41.5 -63.4 -79.9 -95.1 -94.6   -73 -33.5   -49 -48.7
##             19749 19750 19753 19754 19755 19756 19757 19759 19761 19762 19763
## Predicted   116.5  77.4  46.8  43.3  43.0  36.7  50.9  78.6 17.01  61.4  46.4
## cvpred      116.9  77.9  47.2  43.6  43.3  37.0  51.2  78.3 17.32  59.7  44.7
## pm2.5        63.0  12.0  11.0  10.0   8.0   7.0   8.0  17.0 20.00  24.0  26.0
## CV residual -53.9 -65.9 -36.2 -33.6 -35.3 -30.0 -43.2 -61.3  2.68 -35.7 -18.7
##             19764 19765 19767 19768 19776 19777 19781 19783 19787 19788 19791
## Predicted    41.7 -3.84 -20.0 -19.0 30.24  78.5  85.1  8.09 -7.16 -15.9 -32.9
## cvpred       40.0 -3.39 -19.5 -18.4 30.44  76.9  85.4  8.58 -6.58 -15.3 -32.4
## pm2.5        28.0 34.00  39.0  35.0 25.00  18.0   9.0 19.00 22.00  21.0  18.0
## CV residual -12.0 37.39  58.5  53.4 -5.44 -58.9 -76.4 10.42 28.58  36.3  50.4
##             19794 19795  19796 19800 19802 19804 19806 19811 19816 19819 19820
## Predicted   -29.1 -7.73 -0.879  7.12  1.10  28.2  43.2 -4.90 -17.5  1.32  5.99
## cvpred      -28.6 -7.25 -0.456  7.52  1.43  28.5  43.6 -4.51 -17.0  1.85  6.49
## pm2.5        10.0 11.00 11.000 11.00 22.00  11.0  11.0 13.00  13.0 13.00 16.00
## CV residual  38.6 18.25 11.456  3.48 20.57 -17.5 -32.6 17.51  30.0 11.15  9.51
##             19823 19824 19828 19830 19831 19832 19834 19836 19839 19843 19845
## Predicted   17.79  32.3 103.3 120.0 132.6  91.4 54.16 -9.26 -25.4  87.9 108.7
## cvpred      18.26  32.8 103.6 120.3 132.9  91.4 54.46 -8.67 -24.7  86.5 107.2
## pm2.5       27.00  15.0  17.0  36.0  37.0  38.0 51.00 37.00  28.0  32.0  28.0
## CV residual  8.74 -17.8 -86.6 -84.3 -95.9 -53.4 -3.46 45.67  52.7 -54.5 -79.2
##             19850 19851 19854 19857 19859 19862 19864 19870 19876 19877 19881
## Predicted    97.5 126.8  94.4 56.67  76.8  64.6  50.9  71.7  53.8  14.8 -27.9
## cvpred       97.2 125.1  94.8 57.11  77.1  63.2  49.6  71.8  54.4  15.3 -27.5
## pm2.5        14.0  27.0  53.0 53.00  53.0  80.0  81.0 171.0  93.0  92.0  33.0
## CV residual -83.2 -98.1 -41.8 -4.11 -24.1  16.8  31.4  99.2  38.6  76.7  60.5
##             19883 19884 19887 19890  19895  19901 19903 19906 19911 19912 19913
## Predicted   -40.4 -42.6 -58.8 -57.8 47.653 108.36 121.2  86.0  45.7  55.5  44.6
## cvpred      -40.0 -42.2 -58.3 -57.1 46.193 106.96 119.9  84.7  44.6  54.5  43.6
## pm2.5        91.0  42.0  23.0  66.0 47.000 111.00 150.0 181.0 163.0 138.0 119.0
## CV residual 131.0  84.2  81.3 123.1  0.807   4.04  30.1  96.3 118.4  83.5  75.4
##             19915 19921 19924 19932 19933 19936 19942 19945 19946 19949 19950
## Predicted    61.2 110.2 119.8  97.1  98.7  95.7   127  82.3  63.7  61.9  57.7
## cvpred       60.2 109.2 118.7  96.1  97.7  94.7   127  82.5  64.4  61.8  58.2
## pm2.5       108.0  81.0 101.0  50.0  62.0  56.0    32  37.0  38.0   9.0   6.0
## CV residual  47.8 -28.2 -17.7 -46.1 -35.7 -38.7   -95 -45.5 -26.4 -52.8 -52.2
##             19952 19959 19966 19967 19970 19972 19973   19977 19978 19981 19987
## Predicted    31.8 -13.4  81.8  88.1  33.5 22.87  18.8 -0.0968 -2.29 -5.60  39.3
## cvpred       32.2 -12.9  80.5  86.8  34.2 23.43  19.3  0.4789 -1.67 -4.86  38.1
## pm2.5         8.0  14.0  32.0  40.0  52.0 33.00  49.0 47.0000 13.00 16.00  17.0
## CV residual -24.2  26.9 -48.5 -46.8  17.8  9.57  29.7 46.5211 14.67 20.86 -21.1
##             19990 19994 19995 19996 19997 20000 20003 20007 20015 20017 20021
## Predicted    83.9 126.2 109.9 138.7 157.0 138.5  74.1 22.36  64.5  74.9 143.9
## cvpred       82.7 126.8 110.1 139.3 157.6 139.1  73.0 21.25  63.4  73.8 144.6
## pm2.5        29.0  56.0  84.0  80.0  77.0  90.0  86.0 29.00  34.0  50.0  63.0
## CV residual -53.7 -70.8 -26.1 -59.3 -80.6 -49.1  13.0  7.75 -29.4 -23.8 -81.6
##             20026 20029 20033 20035 20037 20040 20043 20047 20050 20056 20058
## Predicted    83.5  14.4  6.45 19.02  48.6  90.1 123.8 134.7  56.8  62.3  80.1
## cvpred       84.3  13.3  5.36 17.91  47.5  89.1 122.8 135.1  57.2  61.4  79.1
## pm2.5       112.0  51.0 36.00 22.00  34.0  69.0  84.0 114.0 112.0  28.0  16.0
## CV residual  27.7  37.7 30.64  4.09 -13.5 -20.1 -38.8 -21.1  54.8 -33.4 -63.1
##             20059 20060 20067 20072 20073 20080 20082 20085 20086 20089 20093
## Predicted    82.3 91.63 113.7  68.4  48.7 10.49  30.7  74.7  85.1   101   136
## cvpred       81.2 90.52 114.2  69.1  49.0  9.05  29.3  73.4  83.8   100   135
## pm2.5       115.0 93.00  20.0  17.0  15.0 23.00  47.0  56.0  56.0    70    86
## CV residual  33.8  2.48 -94.2 -52.1 -34.0 13.95  17.7 -17.4 -27.8   -30   -49
##             20097 20100 20101 20103 20104 20112  20116 20119 20123 20128 20130
## Predicted   123.6  87.0  82.3  67.7  61.4 122.2 145.12   154 129.9 118.3   112
## cvpred      122.4  85.9  81.2  66.8  60.5 121.3 144.24   153 128.9 117.5   113
## pm2.5       101.0 127.0 128.0 121.0 235.0 108.0 136.00   141 145.0 202.0   222
## CV residual -21.4  41.1  46.8  54.2 174.5 -13.3  -8.24   -12  16.1  84.5   109
##             20131 20132 20133 20136 20139 20140 20142 20145 20153 20158 20159
## Predicted    84.3   106 141.4   152   160 132.3 165.8 142.5 108.0 104.1 144.0
## cvpred       85.5   107 142.4   151   159 132.8 166.7 141.4 108.4 105.1 144.8
## pm2.5       219.0   221 225.0    51    70  59.0  69.0  97.0 154.0 151.0 157.0
## CV residual 133.5   114  82.6  -100   -89 -73.8 -97.7 -44.4  45.6  45.9  12.2
##             20160 20163 20166 20168 20173 20177 20181 20184 20185 20186  20187
## Predicted    93.7 106.6 144.8 145.6 146.1 154.6 156.7 158.7   158   154 157.86
## cvpred       94.7 107.6 145.6 144.6 145.1 153.5 157.4 157.6   159   153 156.78
## pm2.5       159.0 174.0 176.0 185.0 194.0  90.0 118.0 100.0   129   142 148.00
## CV residual  64.3  66.4  30.4  40.4  48.9 -63.5 -39.4 -57.6   -30   -11  -8.78
##             20189 20195  20196 20205  20207  20208  20209 20211 20212 20214
## Predicted   161.1 150.7 146.18 158.3 158.27 154.17 157.83 165.7 167.8 161.2
## cvpred      160.1 149.7 146.94 157.3 157.31 153.19 158.72 166.6 166.9 160.3
## pm2.5       147.0 168.0 155.00 200.0 161.00 147.00 150.00 143.0 131.0 115.0
## CV residual -13.1  18.3   8.06  42.7   3.69  -6.19  -8.72 -23.6 -35.9 -45.3
##             20216  20219 20220 20222 20224 20234 20237 20238 20240 20242 20244
## Predicted   155.5 144.40 133.4 127.0   122 158.8 156.3 156.3 154.7   152   144
## cvpred      154.5 145.32 134.4 126.2   121 157.9 155.4 155.4 153.8   153   143
## pm2.5       113.0 144.00 160.0 167.0   172 199.0 188.0 190.0 235.0   248   266
## CV residual -41.5  -1.32  25.6  40.8    51  41.1  32.6  34.6  81.2    95   123
##             20246 20250 20259 20266 20267 20273 20275 20278 20280 20282 20284
## Predicted     137   125 157.8 163.7 129.1 127.8 127.8 118.8   119   116  95.8
## cvpred        136   126 158.8 162.9 130.4 128.9 128.9 119.9   120   117  96.7
## pm2.5         279   277 208.0 132.0  60.0  38.0  45.0  46.0    14    11   9.0
## CV residual   143   151  49.2 -30.9 -70.4 -90.9 -83.9 -73.9  -106  -106 -87.7
##             20285 20286 20289 20296 20301 20306 20312 20314 20315 20318  20320
## Predicted   104.3 104.9  48.8  2.31  48.8   136   154 124.2   124 84.30 77.753
## cvpred      105.1 105.6  49.6  3.05  49.5   136   155 124.9   123 84.78 76.796
## pm2.5        12.0  11.0  10.0 15.00   6.0    34    50  48.0    53 83.00 76.000
## CV residual -93.1 -94.6 -39.6 11.95 -43.5  -102  -105 -76.9   -70 -1.78 -0.796
##             20322  20330   20332 20336 20339 20346 20348 20353 20355 20357
## Predicted    79.4 161.07 146.550 163.7    15 -18.6 -2.93  23.2  36.1  30.1
## cvpred       78.4 160.27 147.117 164.7    16 -17.8 -2.26  23.1  36.0  29.9
## pm2.5        53.0 152.00 148.000 114.0    99  27.0 27.00  41.0  72.0 141.0
## CV residual -25.4  -8.27   0.883 -50.7    83  44.8 29.26  17.9  36.0 111.1
##             20360 20362 20366 20369 20371 20373 20374 20376 20379 20380 20385
## Predicted    95.1  54.1  43.3  50.6  65.1  94.7  95.2 110.3 131.1 112.2  80.1
## cvpred       95.5  54.4  41.9  49.3  63.8  93.4  93.9 108.9 129.7 112.3  80.9
## pm2.5       108.0  90.0  90.0 114.0  97.0 160.0 188.0 182.0 195.0 190.0 198.0
## CV residual  12.5  35.6  48.1  64.7  33.2  66.6  94.1  73.1  65.3  77.7 117.1
##             20386 20395 20398 20399 20403 20406 20408  20409 20410 20414 20417
## Predicted    55.2  82.6 114.3 112.7   166 174.5 170.1 163.79   153 127.2  87.4
## cvpred       56.0  81.4 113.1 111.5   165 173.4 169.1 162.81   152 128.2  88.0
## pm2.5       205.0 120.0 162.0 170.0   107 115.0 144.0 166.00   312 184.0 155.0
## CV residual 149.0  38.6  48.9  58.5   -58 -58.4 -25.1   3.19   160  55.8  67.0
##             20419 20422 20423 20425 20434 20440 20447 20449 20452 20453 20454
## Predicted   133.0   118   118   153 119.6 112.1 112.1 125.9 148.9 150.9 163.5
## cvpred      133.9   119   119   154 118.6 111.3 111.1 126.7 149.7 149.9 162.5
## pm2.5       189.0   247   256   267 173.0 199.0  78.0  74.0  78.0  91.0 100.0
## CV residual  55.1   128   137   113  54.4  87.7 -33.1 -52.7 -71.7 -58.9 -62.5
##             20458 20462 20464 20467 20470  20476 20480 20482 20485  20486 20487
## Predicted    69.1 -3.17  34.1 61.17 107.5 131.46  79.2  19.0  6.67 -0.181 -2.22
## cvpred       70.2 -1.99  33.3 60.33 108.5 131.94  80.3  20.2  7.50  0.705 -3.19
## pm2.5       119.0 91.00 106.0 68.00  98.0 140.00  58.0  70.0 57.00 60.000 46.00
## CV residual  48.8 92.99  72.7  7.67 -10.5   8.06 -22.3  49.8 49.50 59.295 49.19
##             20490 20491 20494 20498 20499  20501  20502 20504 20505 20511 20512
## Predicted    36.3  54.9 111.3   121 105.4 122.05 117.95  99.4 118.2  52.4  54.0
## cvpred       35.4  54.1 112.3   121 106.5 123.19 119.06 100.6 119.2  51.7  53.4
## pm2.5         9.0  18.0  49.0   106 123.0 132.00 128.00  84.0  82.0 137.0 126.0
## CV residual -26.4 -36.1 -63.3   -15  16.5   8.81   8.94 -16.6 -37.2  85.3  72.6
##             20516 20517 20520 20523 20525 20527 20529 20531 20536 20538 20539
## Predicted    71.0  77.6 50.82  77.8 134.4 96.97  27.6 -12.0  10.5  16.4  22.6
## cvpred       70.2  76.8 51.22  78.8 135.2 97.99  28.0 -11.8  11.3  15.3  21.6
## pm2.5        98.0 116.0 45.00 150.0  69.0 94.00 108.0 107.0  47.0 286.0 205.0
## CV residual  27.8  39.2 -6.22  71.2 -66.2 -3.99  80.0 118.8  35.7 270.7 183.4
##             20548 20549 20550 20555 20559 20564 20568 20574 20575 20576 20577
## Predicted     123 125.6 148.6  53.2  71.0 101.9  80.6   109 136.2 132.1 79.64
## cvpred        124 126.1 147.7  53.8  70.2 101.1  79.5   110 137.1 132.9 80.73
## pm2.5          70  80.0  79.0 118.0  96.0 136.0  58.0    98  76.0  78.0 84.00
## CV residual   -54 -46.1 -68.7  64.2  25.8  34.9 -21.5   -12 -61.1 -54.9  3.27
##             20578 20586 20591 20594 20598 20599  20600 20602 20615 20617 20618
## Predicted    67.1  74.5 93.46 116.8 145.8 95.26 89.258  43.3 101.7  91.9 116.8
## cvpred       68.2  73.7 92.42 117.5 146.5 96.29 90.347  44.4 100.7  90.9 115.8
## pm2.5        84.0  96.0 98.00  65.0  76.0 99.00 91.000 120.0  84.0  71.0  95.0
## CV residual  15.8  22.3  5.58 -52.5 -70.5  2.71  0.653  75.6 -16.7 -19.9 -20.8
##             20620 20621 20622 20629 20630 20631 20632 20635 20638 20643 20644
## Predicted   129.5 138.0 146.7  52.8    40  46.3  37.5  61.5 112.1 109.9 138.8
## cvpred      130.3 138.7 147.5  51.9    39  45.3  36.5  60.6 111.1 110.4 139.6
## pm2.5       105.0  99.0 105.0 146.0    99  75.0  65.0  79.0  96.0 153.0 163.0
## CV residual -25.3 -39.7 -42.5  94.1    60  29.7  28.5  18.4 -15.1  42.6  23.4
##             20646 20647 20651 20652 20654 20659 20664 20665 20666 20669 20671
## Predicted   105.2   143  85.1  76.2  71.9  83.4   103   110   105 136.7 116.5
## cvpred      106.2   144  84.2  77.2  71.1  82.7   103   109   106 135.9 115.6
## pm2.5       184.0   312 164.0 160.0 177.0 161.0   228   247   265 153.0 141.0
## CV residual  77.8   168  79.8  82.8 105.9  78.3   125   138   159  17.1  25.4
##              20677 20683  20688  20690 20695 20696  20699 20701 20702 20705
## Predicted   124.28 104.3 140.96 147.40 157.8 157.4 149.31 105.1  84.1 100.0
## cvpred      125.25 105.5 141.93 146.46 156.9 158.3 148.43 106.1  84.9  99.2
## pm2.5       123.00 152.0 138.00 152.00 131.0 128.0 153.00  56.0  51.0  29.0
## CV residual  -2.25  46.5  -3.93   5.54 -25.9 -30.3   4.57 -50.1 -33.9 -70.2
##             20708 20720 20721 20723 20724 20725 20727  20728 20733 20734 20735
## Predicted   113.2 161.0 161.0 150.1   133   133 127.3 110.64 107.4 101.0   110
## cvpred      112.3 160.1 160.1 149.2   132   132 126.5 109.85 107.9 102.2   111
## pm2.5        80.0 186.0 185.0 212.0   191   194 103.0 100.00  84.0 164.0    94
## CV residual -32.3  25.9  24.9  62.8    59    62 -23.5  -9.85 -23.9  61.8   -17
##             20736 20737 20745 20747 20754 20757 20763 20765 20767 20773 20775
## Predicted     113 109.3 38.15 -19.8 -32.2  10.5  63.0  70.9 104.0 -18.3 -8.43
## cvpred        114 109.8 39.04 -19.1 -31.3  11.3  63.8  71.7 104.9 -17.3 -7.45
## pm2.5          99  96.0 31.00  52.0  16.0  15.0  36.0  46.0  51.0  27.0 37.00
## CV residual   -15 -13.8 -8.04  71.1  47.3   3.7 -27.8 -25.7 -53.9  44.3 44.45
##              20778 20781 20784 20791 20792 20793 20796  20797 20800 20801
## Predicted   -10.90  50.1  79.7  58.8  40.5  38.4  5.00 -10.05 -7.08 -9.56
## cvpred       -9.94  51.0  78.7  59.8  41.5  39.3  5.95  -9.09 -6.00 -8.49
## pm2.5        22.00  12.0  31.0  15.0  15.0  19.0 22.00  18.00 30.00 28.00
## CV residual  31.94 -39.0 -47.7 -44.8 -26.5 -20.3 16.05  27.09 36.00 36.49
##              20803 20813 20819 20824 20825 20826 20835 20837 20838 20847 20848
## Predicted   -1.646 130.1 87.31  54.9  56.5  66.9 115.1   156 125.4  75.4  68.5
## cvpred      -0.573 129.1 88.22  54.1  55.7  66.1 115.4   155 125.8  74.7  67.9
## pm2.5       25.000  58.0 87.00  67.0  85.0  54.0  28.0    45  52.0 134.0 127.0
## CV residual 25.573 -71.1 -1.22  12.9  29.3 -12.1 -87.4  -110 -73.8  59.3  59.1
##             20853 20857 20858 20860 20866 20867 20869 20922 20923  20924 20927
## Predicted    85.8 113.4 125.5 132.3   117 110.4  95.7 105.6 105.6 107.76 116.5
## cvpred       85.1 112.7 126.6 131.5   116 109.7  95.0 104.8 104.8 106.98 115.7
## pm2.5       138.0 146.0 137.0 123.0   156 159.0 164.0 136.0 123.0 116.00 155.0
## CV residual  52.9  33.3  10.4  -8.5    40  49.3  69.0  31.2  18.2   9.02  39.3
##             20928 20929 20930 20934 20952 20959 20960 20961 20962  20964 20970
## Predicted   116.5 122.4 124.4 134.5 108.5  44.2  43.0  26.3  9.62  0.859 24.06
## cvpred      115.7 123.4 123.7 133.7 107.8  45.1  43.2  26.5  9.86  1.100 22.95
## pm2.5       168.0 170.0 145.0  90.0 129.0  17.0  13.0  13.0 12.00 15.000 19.00
## CV residual  52.3  46.6  21.3 -43.7  21.2 -28.1 -30.2 -13.5  2.14 13.900 -3.95
##             20971 20974 20983 20987 20991 20993 20996 21000 21002 21004 21008
## Predicted    34.5  76.6 57.89 -13.6  18.5  19.5  51.1 106.0 105.4 124.0  56.1
## cvpred       33.4  75.5 58.88 -13.4  19.1  20.2  50.0 106.6 106.1 124.8  56.4
## pm2.5        23.0  35.0 52.00  33.0   6.0   6.0  17.0  56.0  91.0  70.0  15.0
## CV residual -10.4 -40.5 -6.88  46.4 -13.1 -14.2 -33.0 -50.6 -15.1 -54.8 -41.4
##             21009 21011 21013 21014 21017 21018 21029 21031 21033 21039 21042
## Predicted    76.9  53.9  36.7  42.4 56.01  3.39 133.1   166 128.3  28.9  19.8
## cvpred       75.8  52.9  35.7  41.4 55.09  4.47 133.6   167 129.3  28.1  19.0
## pm2.5        22.0  39.0  49.0  72.0 63.00 27.00  95.0   144 156.0  46.0  32.0
## CV residual -53.8 -13.9  13.3  30.6  7.91 22.53 -38.6   -23  26.7  17.9  13.0
##             21044 21050 21053 21056  21058 21059 21065 21068 21069 21070  21073
## Predicted   32.96 129.2 141.9 108.0 101.39  84.7  79.8  91.3 102.2 106.9 115.52
## cvpred      32.07 128.3 142.8 107.1 100.63  84.0  79.1  90.6 101.5 106.1 116.48
## pm2.5       31.00  53.0  77.0  84.0 104.00 105.0 144.0 140.0 138.0 152.0 124.00
## CV residual -1.07 -75.3 -65.8 -23.1   3.37  21.0  64.9  49.4  36.5  45.9   7.52
##              21074 21078 21088 21093 21095 21098  21099 21100 21101 21104 21106
## Predicted   122.24  83.1  60.7  69.5  92.3 99.00 105.29 113.2 119.5 106.9 94.90
## cvpred      121.35  84.1  60.0  68.6  93.3 98.21 104.49 112.4 118.7 106.1 94.09
## pm2.5       120.00 137.0 144.0 125.0 150.0 89.00  97.00  94.0  96.0  94.0 96.00
## CV residual  -1.35  52.9  84.0  56.4  56.7 -9.21  -7.49 -18.4 -22.7 -12.1  1.91
##             21107 21110 21115 21116 21117 21119 21123 21124 21125 21126 21127
## Predicted    82.0  73.3  84.4  69.9  82.8  92.5 103.1 107.2   118 107.7  81.0
## cvpred       81.2  72.4  85.6  71.1  84.0  92.9 103.5 107.6   119 108.6  81.4
## pm2.5        99.0  93.0  18.0  15.0  15.0  26.0  16.0  12.0    18  14.0  14.0
## CV residual  17.8  20.6 -67.6 -56.1 -69.0 -66.9 -87.5 -95.6  -101 -94.6 -67.4
##             21128 21129 21130 21131 21134 21135 21137 21138 21139 21144 21145
## Predicted    81.0  49.5  28.7  18.3  36.9  -5.5 -15.9  30.7 -13.7   117   117
## cvpred       81.4  50.5  29.7  19.3  37.7  -4.5 -14.9  29.6 -12.7   118   118
## pm2.5         9.0   6.0   5.0   5.0   8.0  11.0  12.0  14.0  15.0    43    68
## CV residual -72.4 -44.5 -24.7 -14.3 -29.7  15.5  26.9 -15.6  27.7   -75   -50
##             21152 21154 21155 21157 21158 21164 21166 21169 21180 21182 21186
## Predicted    66.3 98.87  85.3  52.1 49.60  96.8   145 102.5  84.0  99.8 113.8
## cvpred       66.6 97.86  86.2  51.1 48.61  97.9   144 103.6  84.5  98.9 112.9
## pm2.5       103.0 88.00  80.0  68.0 53.00  46.0    48  50.0  55.0  55.0  83.0
## CV residual  36.4 -9.86  -6.2  16.9  4.39 -51.9   -96 -53.6 -29.5 -43.9 -29.9
##             21187  21190  21192  21199 21200 21203 21205 21210 21216 21217
## Predicted   120.1 143.31 149.60 157.07 149.6 120.3  99.0 66.12   123 128.5
## cvpred      119.2 142.49 148.76 158.09 148.8 119.5  98.2 65.31   122 127.7
## pm2.5       108.0 138.00 151.00 155.00 189.0 168.0 143.0 63.00   146 159.0
## CV residual -11.2  -4.49   2.24  -3.09  40.2  48.5  44.8 -2.31    24  31.3
##             21218 21225 21227 21231 21237 21242 21245 21246 21247 21253 21257
## Predicted   130.6 146.6 146.0 116.6 158.2 165.6 163.3 125.3 165.6   102  69.6
## cvpred      129.9 147.8 147.3 117.5 157.5 164.9 164.3 126.6 164.9   103  69.0
## pm2.5       168.0 237.0 242.0 216.0  63.0 120.0 139.0 141.0 146.0   141  75.0
## CV residual  38.1  89.2  94.7  98.5 -94.5 -44.9 -25.3  14.4 -18.9    38   6.0
##             21260 21265 21266 21276 21286 21288 21292 21293 21304 21306 21308
## Predicted   69.30 105.7   118  7.29 103.5 126.5 128.4 128.4  94.7  53.6  76.5
## cvpred      68.66 106.4   119  7.88 102.9 125.8 127.6 127.6  94.2  55.0  78.0
## pm2.5       74.00  69.0    70 13.00  57.0 166.0 148.0 141.0 204.0 168.0  49.0
## CV residual  5.34 -37.4   -49  5.12 -45.9  40.2  20.4  13.4 109.8 113.0 -29.0
##             21313 21329 21330 21332 21333 21334 21336 21338 21340 21342 21343
## Predicted    89.7  80.2  88.1 103.1 115.3  99.3 104.6   124 140.4 142.9 142.4
## cvpred       91.0  79.7  87.6 102.6 116.6 100.2 103.8   123 139.7 142.2 143.6
## pm2.5        48.0  91.0 101.0  87.0  80.0 108.0  29.0    23  99.0  90.0  81.0
## CV residual -43.0  11.3  13.4 -15.6 -36.6   7.8 -74.8  -100 -40.7 -52.2 -62.6
##             21345 21355 21358 21362 21364  21366 21369 21370 21374 21384 21385
## Predicted   134.0  77.7  99.6 135.4 157.8 157.98 143.2 139.0  97.9   167   166
## cvpred      135.2  77.2  99.0 134.9 157.3 159.22 144.5 138.5  97.5   166   168
## pm2.5       103.0  36.0  74.0  82.0  93.0 161.00 186.0 192.0 178.0    34    47
## CV residual -32.2 -41.2 -25.0 -52.9 -64.3   1.78  41.5  53.5  80.5  -132  -121
##             21386 21387 21394 21397 21398 21400 21405 21406 21409 21410 21418
## Predicted     127   130  42.7  53.0  63.8 -10.1  54.8  83.8  90.1  96.3  99.7
## cvpred        128   130  43.9  53.9  62.9  -9.0  53.8  82.9  89.2  95.4 100.8
## pm2.5          33    24  13.0   6.0   7.0  10.0  18.0  18.0  26.0  27.0  38.0
## CV residual   -95  -106 -30.9 -47.9 -55.9  19.0 -35.8 -64.9 -63.2 -68.4 -62.8
##             21422 21427 21433 21442 21447 21450 21458 21459 21460 21461 21464
## Predicted    26.0 -15.1 143.7  44.2  18.8  33.9 108.9   140   140 115.5 137.9
## cvpred       25.2 -13.9 144.8  45.6  20.1  34.6 109.5   139   141 116.1 137.2
## pm2.5        15.0  12.0  60.0  11.0   6.0   5.0  10.0    15    29  58.0 112.0
## CV residual -10.2  25.9 -84.8 -34.6 -14.1 -29.6 -99.5  -124  -112 -58.1 -25.2
##              21469 21473 21476 21479 21488 21489 21492 21495 21498 21503 21504
## Predicted   78.804 116.0  87.3 117.4  95.8  95.8  55.6  76.3  60.0 102.9   109
## cvpred      79.584 115.4  88.0 118.1  97.0  97.0  56.9  77.4  60.7 104.2   110
## pm2.5       80.000  65.0  48.0  36.0  10.0  14.0   6.0   8.0   5.0   7.0     7
## CV residual  0.416 -50.4 -40.0 -82.1 -87.0 -83.0 -50.9 -69.4 -55.7 -97.2  -103
##             21505 21507 21515 21517 21518 21521 21522 21529 21531 21532 21535
## Predicted    98.8   155  42.5  32.1 21.14  33.8  50.5  92.2 108.9 111.1  98.2
## cvpred      100.0   156  43.7  33.3 22.41  34.4  51.1  93.4 110.1 112.3  99.5
## pm2.5        11.0    21   6.0  12.0 16.00   6.0   9.0  16.0  31.0  34.0  37.0
## CV residual -89.0  -135 -37.7 -21.3 -6.41 -28.4 -42.1 -77.4 -79.1 -78.3 -62.5
##             21539 21543 21544 21547 21552 21557 21563 21569 21570 21573 21575
## Predicted    26.9  30.2 19.40  90.6 116.7   148  86.8  16.2  20.9  31.0  98.1
## cvpred       28.2  29.5 20.56  90.0 115.9   147  86.2  15.6  20.3  30.3  99.3
## pm2.5        15.0  12.0 16.00  21.0  30.0    43  65.0 103.0  96.0  96.0  79.0
## CV residual -13.2 -17.5 -4.56 -69.0 -85.9  -104 -21.2  87.4  75.7  65.7 -20.3
##             21580  21581 21582 21583 21586 21587 21594 21595 21598 21599 21602
## Predicted   100.2 115.23  96.3  80.4  97.2  95.0  91.6   104   126   128 136.9
## cvpred       99.5 114.58  97.1  81.8  96.6  94.4  92.8   105   126   128 136.2
## pm2.5       118.0 116.00 126.0 133.0 145.0 151.0 216.0   232   257   305 236.0
## CV residual  18.5   1.42  28.9  51.2  48.4  56.6 123.2   127   131   177  99.8
##             21605 21608 21609 21610 21619 21627 21628 21636  21639 21640 21643
## Predicted     141 144.3   131 125.5   122   153   155  98.7  98.57  96.1   102
## cvpred        140 145.6   130 126.7   121   154   156 100.0  98.05  95.6   102
## pm2.5         164 132.0   140 150.0   225   287   338  72.0 101.00 113.0   306
## CV residual    24 -13.6    10  23.3   104   133   182 -28.0   2.95  17.4   204
##             21645 21648 21650 21653 21657 21658 21663 21674 21676 21677 21678
## Predicted   117.4 130.9   148 155.6 124.7 123.0  86.1 158.2 122.0 117.9 158.2
## cvpred      116.9 130.3   147 156.8 125.9 122.4  87.4 157.5 123.4 119.3 157.5
## pm2.5       175.0 202.0   209 191.0 193.0 183.0 153.0  65.0  83.0  84.0  88.0
## CV residual  58.1  71.7    62  34.2  67.1  60.6  65.6 -92.5 -40.4 -35.3 -69.5
##             21679 21680 21681 21696 21700 21703 21705 21706 21707 21711 21716
## Predicted   156.0 147.7 141.8 139.3 150.9 151.4 142.9 138.8 138.8 134.1 137.6
## cvpred      155.4 148.9 141.2 138.7 152.2 150.8 142.3 138.2 138.2 133.6 137.2
## pm2.5        86.0  87.0  85.0 111.0 164.0 187.0 159.0 140.0 136.0 165.0 189.0
## CV residual -69.4 -61.9 -56.2 -27.7  11.8  36.2  16.7   1.8  -2.2  31.4  51.8
##             21717 21722 21724 21726 21727  21730 21735 21738  21740 21741
## Predicted   135.6 154.5 152.4 152.4 150.8 144.50 154.5 152.7 146.98 152.8
## cvpred      136.9 155.8 151.9 151.9 150.2 143.96 155.8 152.2 146.44 154.1
## pm2.5       205.0 249.0 238.0 215.0 170.0 145.00 168.0 162.0 143.00 140.0
## CV residual  68.1  93.2  86.1  63.1  19.8   1.04  12.2   9.8  -3.44 -14.1
##              21743 21744 21745 21749 21750 21759  21760  21763  21764 21769
## Predicted   153.83 153.4 159.7 131.4   161 127.1 127.05 127.05 131.72 134.8
## cvpred      153.24 154.6 160.9 132.2   160 126.5 126.49 126.49 131.14 134.1
## pm2.5       144.00  69.0  75.0  73.0    75 101.0 118.00 131.00 128.00  64.0
## CV residual  -9.24 -85.6 -85.9 -59.2   -85 -25.5  -8.49   4.51  -3.14 -70.1
##              21771 21775 21780  21782 21783 21784 21785 21788 21792 21795
## Predicted   136.95 140.0 118.9 125.22  87.5 118.4 108.0 125.2 134.6 143.0
## cvpred      136.29 139.3 118.3 124.59  88.3 117.8 107.4 124.6 133.9 142.3
## pm2.5       138.00 127.0 107.0 118.00 121.0 150.0 149.0 100.0  44.0  66.0
## CV residual   1.71 -12.3 -11.3  -6.59  32.7  32.2  41.6 -24.6 -89.9 -76.3
##              21801 21810 21811 21813 21819 21820 21824 21827 21828 21832 21833
## Predicted   116.82  98.7 106.6 111.3 134.3 134.3 144.2 144.7 144.7 106.0 111.8
## cvpred      116.08  98.0 105.9 110.6 133.5 133.5 145.3 143.9 143.9 106.8 112.6
## pm2.5       111.00  46.0  31.0  39.0  51.0  59.0  63.0  86.0  89.0 174.0 208.0
## CV residual  -5.08 -52.0 -74.9 -71.6 -82.5 -74.5 -82.3 -57.9 -54.9  67.2  95.4
##             21834 21836 21838 21839 21841 21843 21846 21849 21852 21855 21861
## Predicted   141.0 124.3 147.3 146.9 155.2 156.9 158.1 152.3 158.5 140.8 137.2
## cvpred      140.4 125.1 146.7 148.1 154.6 156.2 159.3 153.5 157.9 142.1 136.6
## pm2.5       194.0 202.0 174.0 175.0 129.0 109.0 105.0  72.0  63.0  59.0  81.0
## CV residual  53.6  76.9  27.3  26.9 -25.6 -47.2 -54.3 -81.5 -94.9 -83.1 -55.6
##             21862 21865 21866 21871   21873 21877 21879 21883 21887 21888 21890
## Predicted   147.1 153.4 153.8 153.4  98.747 39.95  60.7  93.9   122 129.7 136.0
## cvpred      148.4 154.6 153.2 154.6 100.279 41.48  62.0  93.4   121 129.2 135.5
## pm2.5        83.0 110.0  98.0 128.0 100.000 36.00  24.0  40.0    69  69.0  77.0
## CV residual -65.4 -44.6 -55.2 -26.6  -0.279 -5.48 -38.0 -53.4   -52 -60.2 -58.5
##             21891 21892 21897  21899 21900 21902 21907 21915 21922 21924 21925
## Predicted   150.2 149.8 149.7 134.89 123.9 106.7  93.3  89.5  68.9  45.2 14.99
## cvpred      149.7 151.1 149.2 134.49 123.6 106.4  93.0  90.3  70.1  46.0 16.49
## pm2.5        90.0 104.0 135.0 138.00 140.0 129.0 122.0 104.0  19.0   9.0 13.00
## CV residual -59.7 -47.1 -14.2   3.51  16.4  22.6  29.0  13.7 -51.1 -37.0 -3.49
##             21926 21930 21932 21936 21942 21945 21952 21955 21957  21961 21963
## Predicted    48.3  60.2  71.1  86.2 125.2  72.7  65.8  74.7  93.8 110.00 118.8
## cvpred       49.5  59.6  70.6  85.6 126.6  74.3  67.2  74.2  93.3 109.42 118.2
## pm2.5        13.0  16.0  21.0  23.0  48.0  29.0  26.0  24.0  24.0 115.00  45.0
## CV residual -36.5 -43.6 -49.6 -62.6 -78.6 -45.3 -41.2 -50.2 -69.3   5.58 -73.2
##             21966 21967 21970 21972 21974   21976 21985 21986 21987 21988 21992
## Predicted   135.0 139.1  79.4  96.1 95.53 95.5258 134.7 134.7 106.4 106.4 153.3
## cvpred      136.3 140.4  80.3  95.6 95.04 95.0415 134.1 134.1 107.9 107.9 152.7
## pm2.5        87.0  91.0  97.0  81.0 88.00 95.0000  77.0  75.0  78.0  86.0  77.0
## CV residual -49.3 -49.4  16.7 -14.6 -7.04 -0.0415 -57.1 -59.1 -29.9 -21.9 -75.7
##              21994 21998 22004  22006 22009 22015 22017  22021 22022 22026
## Predicted   106.66 122.4 130.3 133.34 117.3 115.1   149 135.59 140.7 117.1
## cvpred      108.19 121.9 129.8 132.77 118.8 116.6   150 136.94 140.2 118.1
## pm2.5       105.00  92.0 149.0 124.00  34.0  52.0    59 133.00 155.0 179.0
## CV residual  -3.19 -29.9  19.2  -8.77 -84.8 -64.6   -91  -3.94  14.8  60.9
##             22033 22038 22039 22042 22043 22050 22053 22056 22057 22062 22063
## Predicted   152.3 129.7 159.0 144.2 137.9 122.3 127.0 125.6 135.6 146.0 146.0
## cvpred      153.6 130.6 158.5 143.8 137.5 121.9 126.6 125.1 136.9 147.3 147.3
## pm2.5       184.0 187.0 177.0 173.0 175.0 103.0 210.0 163.0 171.0 169.0 177.0
## CV residual  30.4  56.4  18.5  29.2  37.5 -18.9  83.4  37.9  34.1  21.7  29.7
##             22065 22066 22071 22074 22075 22077 22078 22080 22084 22086 22089
## Predicted   110.8 102.3 110.3 129.2 133.8 137.9 142.6 144.2 152.7 123.4 148.5
## cvpred      111.8 103.9 109.9 128.7 133.4 137.5 142.1 143.8 152.2 124.3 149.8
## pm2.5       186.0 185.0 120.0 113.0 113.0 122.0 125.0 109.0  95.0  92.0 127.0
## CV residual  74.2  81.1  10.1 -15.7 -20.4 -15.5 -17.1 -34.8 -57.2 -32.3 -22.8
##             22095 22096 22097 22099 22101 22103 22104 22105 22106 22107 22108
## Predicted   131.6 131.6 139.6 145.8 152.1   146 152.7 154.3 154.3 155.9 155.5
## cvpred      131.2 131.2 139.1 145.4 151.7   147 152.2 153.8 153.8 155.5 156.9
## pm2.5       106.0  89.0  96.0  92.0  73.0    47  60.0  62.0  66.0  73.0  61.0
## CV residual -25.2 -42.2 -43.1 -53.4 -78.7  -100 -92.2 -91.8 -87.8 -82.5 -95.9
##             22115 22127 22128 22132 22136 22141 22142 22149 22150 22151 22155
## Predicted   133.0 124.3   168   170   168 140.5 133.7 123.7   113   135   160
## cvpred      134.5 125.9   169   170   168 140.2 133.4 125.4   115   136   161
## pm2.5        35.0  33.0    43    54    79  87.0  65.0  47.0    29    24    19
## CV residual -99.5 -92.9  -126  -116   -89 -53.2 -68.4 -78.4   -86  -112  -142
##             22159 22160 22161 22163 22165 22167 22172 22180 22181 22188 22189
## Predicted     125 114.8 113.2 123.7  77.7  79.2  82.0 106.4 111.0  66.6  94.9
## cvpred        126 116.4 114.2 123.2  78.7  80.9  83.5 107.9 112.5  67.4  96.2
## pm2.5          19  24.0  20.0  55.0  35.0  20.0  14.0  17.0  31.0   8.0   7.0
## CV residual  -107 -92.4 -94.2 -68.2 -43.7 -60.9 -69.5 -90.9 -81.5 -59.4 -89.2
##             22190 22196 22197 22201 22202 22204 22205 22206 22208 22210 22212
## Predicted    94.9 103.2 119.9 116.1 122.4   114 124.5 143.0   131  75.1  51.5
## cvpred       96.2 102.7 119.4 116.9 123.2   115 125.4 144.2   132  75.9  52.9
## pm2.5        11.0  36.0  38.0  46.0  47.0    57  54.0  48.0    25  21.0  17.0
## CV residual -85.2 -66.7 -81.4 -70.9 -76.2   -58 -71.4 -96.2  -107 -54.9 -35.9
##             22213 22217 22218 22219 22220 22222 22223 22226 22228 22229 22233
## Predicted    60.0  90.4  92.6  92.6 102.9   123 129.0 120.4 122.6 128.9  83.8
## cvpred       60.8  89.8  92.0  92.0 102.4   122 128.3 121.3 123.4 129.7  84.6
## pm2.5        16.0  19.0  15.0  19.0  33.0    31  39.0  60.0  59.0  48.0  32.0
## CV residual -44.8 -70.8 -77.0 -73.0 -69.4   -91 -89.3 -61.3 -64.4 -81.7 -52.6
##             22235 22236 22238 22240 22241 22248 22249 22250 22255 22256 22259
## Predicted    58.0  45.5  76.6  59.6  60.1  96.5 117.8 121.9 134.3  86.5  90.9
## cvpred       59.5  47.0  77.9  60.9  59.4  95.8 117.1 121.3 135.5  88.0  92.1
## pm2.5        31.0  29.0  29.0  25.0  26.0  58.0  60.0  84.0  99.0 130.0 112.0
## CV residual -28.5 -18.0 -48.9 -35.9 -33.4 -37.8 -57.1 -37.3 -36.5  42.0  19.9
##             22262 22268 22272 22279 22280 22282  22283 22284 22287 22294 22295
## Predicted    58.8  76.0  99.5   136 127.7 115.1 102.55  93.8 82.83 114.3 118.9
## cvpred       60.1  75.3  98.8   135 127.1 114.5 101.97  93.2 82.28 113.7 118.3
## pm2.5        76.0  46.0  53.0   110  94.0  95.0  92.00  85.0 76.00  64.0  72.0
## CV residual  15.9 -29.3 -45.8   -25 -33.1 -19.5  -9.97  -8.2 -6.28 -49.7 -46.3
##             22296 22301 22308  22310 22320 22321 22325 22331  22334  22336
## Predicted   125.2 141.9 107.5 104.94 127.9   130 142.1 125.7 114.76 115.82
## cvpred      124.6 141.3 108.8 104.39 127.3   129 141.5 125.2 114.27 115.39
## pm2.5        80.0  79.0  90.0  99.00  80.0    82 120.0 136.0 116.00 120.00
## CV residual -44.6 -62.3 -18.8  -5.39 -47.3   -47 -21.5  10.8   1.73   4.61
##             22337 22340  22341 22345 22352 22364 22368 22369 22372 22374 22376
## Predicted     105 122.1 123.86 133.1 139.4   117 132.5   133 145.1 146.7 138.8
## cvpred        105 121.7 125.23 132.6 138.9   117 132.1   132 144.6 146.3 138.3
## pm2.5         126 133.0 124.00 160.0 202.0   192 219.0   240 227.0 174.0 192.0
## CV residual    21  11.3  -1.23  27.4  63.1    75  86.9   108  82.4  27.7  53.7
##             22377 22378 22380 22382 22386 22387 22388 22389 22395 22398 22399
## Predicted   138.8   133   133   113 126.7 130.8 120.3   160   127   131   127
## cvpred      138.3   132   132   114 127.6 131.7 121.9   161   128   132   128
## pm2.5       233.0   256   283   318  46.0  95.0  23.0    29    13    12    12
## CV residual  94.7   124   151   204 -81.6 -36.7 -98.9  -132  -115  -120  -116
##             22400 22404 22407 22408 22412 22415 22419 22420 22421 22423 22429
## Predicted     132  54.9  23.2  27.3   125  88.1 107.6 106.9 105.3 103.7  88.9
## cvpred        133  56.5  24.7  28.9   124  89.5 108.4 108.4 106.7 105.1  90.2
## pm2.5          24   9.0   9.0   9.0    15  27.0  17.0  12.0  20.0  12.0  30.0
## CV residual  -109 -47.5 -15.7 -19.9  -109 -62.5 -91.4 -96.4 -86.7 -93.1 -60.2
##             22430 22431 22433 22434 22436 22437 22439 22446 22450 22452 22453
## Predicted    93.4 103.8  95.0 111.7 114.5 112.9 119.7 140.6 128.0 117.9 111.6
## cvpred       93.0 103.4  94.6 111.3 113.9 112.3 119.1 141.8 129.3 119.2 112.9
## pm2.5        25.0  41.0  69.0  90.0  56.0  51.0  28.0  55.0  70.0  76.0  71.0
## CV residual -68.0 -62.4 -25.6 -21.3 -57.9 -61.3 -91.1 -86.8 -59.3 -43.2 -41.9
##             22456 22457 22462 22465 22466 22469 22479 22480 22490 22491 22492
## Predicted    90.3  90.7 121.9 128.8 128.8 136.7 125.7 127.6 145.6 147.3   122
## cvpred       91.6  90.2 121.4 128.2 128.2 136.1 125.2 127.2 145.1 146.8   123
## pm2.5        63.0  75.0  81.0 109.0 103.0  60.0  70.0  60.0  70.0  77.0    75
## CV residual -28.6 -15.2 -40.4 -19.2 -25.2 -76.1 -55.2 -67.2 -75.1 -69.8   -48
##             22503 22507 22509 22511 22515 22517 22521 22523 22525 22528 22529
## Predicted     147 144.2 145.6 147.3 141.1 145.2 137.3   131 141.4 100.0 105.7
## cvpred        147 143.8 145.1 146.8 142.4 146.6 138.6   131 142.8 100.9 106.7
## pm2.5          40  48.0  48.0  51.0  53.0  54.0  80.0   101  91.0  89.0  86.0
## CV residual  -107 -95.8 -97.1 -95.8 -89.4 -92.6 -58.6   -30 -51.8 -11.9 -20.7
##             22530 22532 22533 22541 22543 22544 22547 22549 22551 22552 22598
## Predicted   105.7 141.3 135.1 153.0 147.3 148.9 146.7 139.3 124.2 124.2 108.2
## cvpred      106.7 140.8 136.5 152.5 146.8 148.4 146.3 138.9 123.9 123.9 107.7
## pm2.5        90.0  93.0 105.0  89.0  96.0  94.0 126.0 111.0 103.0 110.0  35.0
## CV residual -16.7 -47.8 -31.5 -63.5 -50.8 -54.4 -20.3 -27.9 -20.9 -13.9 -72.7
##             22602 22606 22607 22609 22610 22611 22621 22622 22624 22629 22631
## Predicted     145 146.3 106.5 114.4 127.0   159   160 113.0 112.5 114.9 115.5
## cvpred        146 147.6 107.9 115.8 127.9   160   159 114.4 113.9 116.4 116.9
## pm2.5          49  66.0  67.0  38.0  38.0    37    14  17.0  22.0  27.0  26.0
## CV residual   -97 -81.6 -40.9 -77.8 -89.9  -123  -145 -97.4 -91.9 -89.4 -90.9
##             22633 22634 22635 22638 22642 22644 22648 22650 22651 22653 22658
## Predicted     115   115   117   157   127   115   116   111  99.9  98.3 113.0
## cvpred        117   117   119   158   127   117   116   112 101.3  99.7 114.4
## pm2.5           9    14     9    11    18     8    10     7   9.0   9.0  16.0
## CV residual  -108  -103  -110  -147  -109  -109  -106  -105 -92.3 -90.7 -98.4
##             22663 22665 22669 22670 22678 22690 22700 22701 22702 22703 22705
## Predicted   113.0  88.2  98.8  69.4   141 87.88 122.7 127.3 132.0   138   140
## cvpred      114.4  89.6 100.0  70.2   141 89.43 122.2 126.8 131.5   138   140
## pm2.5        15.0   9.0  14.0   9.0    33 93.00  51.0  49.0  33.0    31    28
## CV residual -99.4 -80.6 -86.0 -61.2  -108  3.57 -71.2 -77.8 -98.5  -107  -112
##             22707 22713 22714 22715 22716 22719 22722 22723 22727 22737 22739
## Predicted   101.8  75.0  75.7  73.5  63.1  90.2  98.9 101.1 120.8 104.4  64.7
## cvpred      103.3  76.5  76.5  74.4  64.0  89.7  98.4 100.6 120.3 105.3  66.2
## pm2.5        30.0  30.0  19.0  16.0  18.0   6.0  24.0  20.0  44.0  49.0  56.0
## CV residual -73.3 -46.5 -57.5 -58.4 -46.0 -83.7 -74.4 -80.6 -76.3 -56.3 -10.2
##             22740 22741 22742 22754 22757  22762 22763 22764 22772 22776 22779
## Predicted    87.9  71.1  94.1 137.1  97.2 80.895  63.6  89.0 113.1 128.2 140.8
## cvpred       89.2  72.0  93.5 138.4  98.7 81.835  65.2  90.3 112.6 127.7 140.2
## pm2.5        53.0  28.0  22.0  67.0  83.0 81.000  78.0  73.0  44.0  45.0  59.0
## CV residual -36.2 -44.0 -71.5 -71.4 -15.7 -0.835  12.8 -17.3 -68.6 -82.7 -81.2
##             22780 22782 22784 22791 22792 22793 22794 22798 22799 22804 22805
## Predicted   148.7   145 138.1 106.3 106.3 112.0 112.0 125.2 128.8 138.8 138.8
## cvpred      148.1   144 139.5 105.8 105.8 111.6 111.6 124.7 130.2 138.3 138.3
## pm2.5        67.0    75  79.0  63.0  58.0  57.0  55.0  85.0  79.0 106.0 119.0
## CV residual -81.1   -69 -60.5 -42.8 -47.8 -54.6 -56.6 -39.7 -51.2 -32.3 -19.3
##             22807  22808 22813 22818 22824 22829 22830 22834 22843 22847 22852
## Predicted   143.0 143.45 115.7  76.4  97.4   150   151 115.2  91.5 117.5 144.1
## cvpred      144.4 142.99 117.1  77.3  99.0   151   152 116.5  91.0 116.9 145.4
## pm2.5       127.0 136.00  75.0  25.0  33.0    15    10  46.0  39.0  34.0  57.0
## CV residual -17.4  -6.99 -42.1 -52.3 -66.0  -136  -142 -70.5 -52.0 -82.9 -88.4
##             22856 22857 22861 22864 22865 22866 22870 22871 22875 22877 22879
## Predicted   146.6 134.0 93.55  91.5  91.5  91.5 110.9 117.2 142.1   119 148.4
## cvpred      147.9 135.4 94.88  91.0  91.0  91.0 110.3 116.6 141.5   120 147.8
## pm2.5        94.0 100.0 89.00  55.0  58.0  52.0  97.0  94.0  89.0   108 116.0
## CV residual -53.9 -35.4 -5.88 -36.0 -33.0 -39.0 -13.3 -22.6 -52.5   -12 -31.8
##             22882 22886 22888 22932 22933 22935 22942 22947 22950 22952 22954
## Predicted   135.8 114.5 120.3  56.6  38.0  66.4   140 122.4 155.1   153 144.9
## cvpred      135.3 113.9 121.6  57.3  38.6  65.6   139 123.1 156.2   154 144.2
## pm2.5       124.0 127.0  79.0  13.0  13.0  14.0    38  67.0  68.0    71  84.0
## CV residual -11.3  13.1 -42.6 -44.3 -25.6 -51.6  -101 -56.1 -88.2   -83 -60.2
##             22960 22961 22962 22964 22966 22969 22973 22976 22980 22986 22990
## Predicted   109.3 115.6 121.3   128   139   149 166.8 120.9  80.0  69.2 114.5
## cvpred      108.5 114.8 120.6   127   138   148 167.9 122.3  80.8  70.5 113.9
## pm2.5        37.0  42.0  52.0    27    33    48  69.0  71.0  59.0  20.0  80.0
## CV residual -71.5 -72.8 -68.6  -100  -105  -100 -98.9 -51.3 -21.8 -50.5 -33.9
##             22992 22993 22998 22999  23003 23005 23011 23013 23017 23021 23022
## Predicted   129.6 140.0 117.6 120.0 106.78 102.1  93.5 112.4 119.2 141.6 141.6
## cvpred      128.9 139.3 118.2 120.7 108.02 103.4  92.9 111.7 118.5 140.9 140.9
## pm2.5        89.0  91.0  65.0  83.0 102.00  60.0  64.0  64.0  70.0  78.0  96.0
## CV residual -39.9 -48.3 -53.2 -37.7  -6.02 -43.4 -28.9 -47.7 -48.5 -62.9 -44.9
##             23023  23026 23027 23030 23033 23042 23043 23044 23127 23140 23141
## Predicted   141.6 137.24 130.9 124.1 117.0 146.2   145   145  49.7 105.2 101.1
## cvpred      140.9 136.63 130.4 123.6 116.4 145.7   144   144  50.6 106.3 102.2
## pm2.5       112.0 129.00 143.0 139.0 130.0 192.0   202   198   5.0  10.0   9.0
## CV residual -28.9  -7.63  12.6  15.4  13.6  46.3    58    54 -45.6 -96.3 -93.2
##             23143 23144 23146 23148 23152 23153 23154 23155 23156 23162 23168
## Predicted   104.2  68.6  60.7  39.9 24.43 21.96  40.5  52.6  67.6   133 136.7
## cvpred      105.2  69.7  61.5  40.7 23.35 20.87  39.5  51.6  66.6   132 137.5
## pm2.5        15.0  21.0  13.0   9.0 17.00 22.00  24.0  22.0  23.0    47  84.0
## CV residual -90.2 -48.7 -48.5 -31.7 -6.35  1.13 -15.5 -29.6 -43.6   -85 -53.5
##             23169  23171 23174 23179 23183 23188  23193 23196 23197 23203 23206
## Predicted     124  96.74  78.9  88.9 123.4 147.5 129.53  83.6  52.6  72.5 124.6
## cvpred        125  97.72  80.0  88.1 122.5 148.5 130.56  84.6  51.7  71.7 125.6
## pm2.5          91 100.00  97.0  76.0  62.0  81.0 124.00 125.0  65.0  50.0  80.0
## CV residual   -34   2.28  17.0 -12.1 -60.5 -67.5  -6.56  40.4  13.3 -21.7 -45.6
##             23212 23213 23214   23216 23217 23219 23222 23223  23230  23235
## Predicted     144   144 149.7 141.250 128.7 107.6  86.3  73.8 113.49 136.45
## cvpred        143   143 150.7 142.261 129.7 108.7  87.4  73.1 112.74 135.69
## pm2.5         102   108 117.0 143.000 149.0 154.0 126.0 128.0 121.00 140.00
## CV residual   -41   -35 -33.7   0.739  19.3  45.3  38.6  54.9   8.26   4.31
##              23236 23240 23241 23252 23265 23267 23272 23274 23277 23278 23283
## Predicted   142.31 140.7  86.0 112.4 141.9 128.9 107.4   110 130.9 137.2 146.3
## cvpred      143.38 141.7  87.4 111.7 141.3 130.1 106.9   109 130.4 136.6 147.6
## pm2.5       151.00 185.0 180.0 172.0  80.0  56.0  44.0    59  43.0  49.0  68.0
## CV residual   7.62  43.3  92.6  60.3 -61.3 -74.1 -62.9   -50 -87.4 -87.6 -79.6
##             23284 23286 23290 23293 23294 23302 23304 23308 23310 23312 23313
## Predicted   146.8 127.6 90.83 71.19  95.4 142.9 149.7 114.6 108.8 111.3  80.4
## cvpred      146.2 128.4 92.37 72.15  96.8 144.3 149.2 116.1 110.3 112.8  82.0
## pm2.5        72.0  83.0 83.00 80.00  78.0 118.0 145.0 143.0 149.0  64.0  61.0
## CV residual -74.2 -45.4 -9.37  7.85 -18.8 -26.3  -4.2  26.9  38.7 -48.8 -21.0
##             23315 23317 23325 23328 23331 23333 23342 23344 23348 23349 23351
## Predicted    52.4 18.40 123.1   125   137   114  92.7  83.9   112   122 132.9
## cvpred       53.2 19.89 124.4   124   138   115  92.2  83.4   111   123 132.3
## pm2.5        41.0 29.00 160.0   229   268   281 239.0 197.0   213   224 215.0
## CV residual -12.2  9.11  35.6   105   130   166 146.8 113.6   102   101  82.7
##             23353 23354 23363 23365 23366 23374 23376 23377 23389 23390 23392
## Predicted     138 131.2   109  94.1  83.7 125.1 119.2 125.1 102.0 102.0 101.7
## cvpred        137 130.7   110  93.5  83.1 126.3 118.6 126.3 101.5 101.5 102.5
## pm2.5         194 188.0   230 159.0 142.0 169.0 188.0 196.0 173.0 166.0 114.0
## CV residual    57  57.3   120  65.5  58.9  42.7  69.4  69.7  71.5  64.5  11.5
##             23394  23396  23398  23400 23403  23404 23408 23410 23411 23412
## Predicted   112.1 114.24 103.21  98.54 152.1 123.21   109   109   108   106
## cvpred      112.9 115.04 104.65 100.01 153.3 124.07   111   111   109   107
## pm2.5       126.0 113.00 106.00 108.00 124.0 127.00     6     8     9     9
## CV residual  13.1  -2.04   1.35   7.99 -29.3   2.93  -105  -103  -100   -98
##             23415 23416 23419 23422 23432 23436 23437 23438 23440 23442 23446
## Predicted    99.5 103.6  93.1  94.2  83.7  45.3  40.7 19.88 17.96  24.3  80.1
## cvpred      100.2 104.3  94.4  95.5  84.1  46.5  41.8 21.03 19.06  25.3  81.0
## pm2.5        14.0  12.0  15.0  16.0   8.0   9.0  10.0 12.00 10.00  12.0   9.0
## CV residual -86.2 -92.3 -79.4 -79.5 -76.1 -37.5 -31.8 -9.03 -9.06 -13.3 -72.0
##             23447 23450 23451 23452 23453 23454 23458 23459 23462 23464 23466
## Predicted    57.1  90.5   141   107   103 109.3  39.1  15.8  44.8  38.2  65.4
## cvpred       58.1  91.4   142   108   104 110.3  40.1  16.8  45.6  39.0  64.4
## pm2.5        11.0  12.0    14     8     9  12.0  15.0   6.0   9.0  13.0  10.0
## CV residual -47.1 -79.4  -128  -100   -95 -98.3 -25.1 -10.8 -36.6 -26.0 -54.4
##             23471 23473 23479 23480 23481 23482  23487 23488 23494 23495 23503
## Predicted     135 104.3 112.1   142  76.8 100.1 51.513  47.4 121.3 123.5 116.2
## cvpred        134 104.7 113.1   143  77.9 100.9 50.581  46.5 120.3 122.5 117.2
## pm2.5          26  34.0  21.0    21  19.0  24.0 50.000  35.0  41.0  42.0  74.0
## CV residual  -108 -70.7 -92.1  -122 -58.9 -76.9 -0.581 -11.5 -79.3 -80.5 -43.2
##             23508 23509  23511  23512 23513 23515 23519 23525 23527 23528 23530
## Predicted   102.0 101.4 103.46 105.08 111.4 116.0   141 119.5 108.5 102.2  86.5
## cvpred      102.9 102.4 102.59 104.22 110.5 115.1   142 120.1 109.7 103.5  87.1
## pm2.5        84.0  90.0  97.00  98.00  86.0 126.0   152 139.0 135.0 134.0 129.0
## CV residual -18.9 -12.4  -5.59  -6.22 -24.5  10.9    10  18.9  25.3  30.5  41.9
##             23537 23539 23540 23546 23548 23552 23556 23559 23569 23571 23573
## Predicted   119.0   126   130 134.2 111.6   103 100.3  90.9 143.7 117.1 144.3
## cvpred      118.2   125   131 135.2 112.2   104 101.3  92.0 144.7 117.6 145.3
## pm2.5        29.0    27    23  53.0  40.0    40  36.0  48.0  84.0  87.0 113.0
## CV residual -89.2   -98  -108 -82.2 -72.2   -64 -65.3 -44.0 -60.7 -30.6 -32.3
##             23576 23577 23578 23579 23580 23582 23592 23595 23596   23598 23599
## Predicted   142.5   109   132 125.7 112.6  98.0   140 146.6   117 146.639 146.2
## cvpred      141.7   110   133 126.8 113.7  97.2   141 145.8   118 145.826 147.2
## pm2.5       125.0   130   145 153.0 138.0 134.0   126 129.0   145 145.000 160.0
## CV residual -16.7    20    12  26.2  24.3  36.8   -15 -16.8    27  -0.826  12.8
##             23600  23610 23611 23613 23614 23619 23631 23633 23634 23636 23639
## Predicted   146.6 101.76 108.1 132.6 134.7 138.5 120.8 122.5 127.1 133.4   150
## cvpred      145.8 101.03 107.3 131.9 135.8 139.6 120.1 121.8 126.4 132.7   151
## pm2.5       159.0  99.00  91.0  80.0  86.0 123.0  79.0  83.0  78.0  92.0    34
## CV residual  13.2  -2.03 -16.3 -51.9 -49.8 -16.6 -41.1 -38.8 -48.4 -40.7  -117
##             23643 23644 23648 23654 23656 23659 23660 23662 23663 23665 23666
## Predicted   154.0 116.3  83.3    24  36.6  52.2  64.8  97.8  79.5  83.9   134
## cvpred      155.1 117.6  84.4    25  37.0  52.6  65.1  98.8  80.5  84.8   135
## pm2.5        68.0  70.0   7.0     9   7.0  16.0  13.0  21.0  16.0  10.0     6
## CV residual -87.1 -47.6 -77.4   -16 -30.0 -36.6 -52.1 -77.8 -64.5 -74.8  -129
##             23668 23672 23675 23677 23678 23679 23680 23681 23690 23692 23693
## Predicted     124 108.2  37.4  58.1 21.78 21.78  55.5  53.6 111.2   120 120.3
## cvpred        124 109.2  38.4  58.9 22.85 22.85  56.0  54.0 112.2   121 121.2
## pm2.5          10  30.0  15.0  10.0 13.00 13.00  15.0  15.0  13.0    14  26.0
## CV residual  -114 -79.2 -23.4 -48.9 -9.85 -9.85 -41.0 -39.0 -99.2  -107 -95.2
##             23695 23701 23704 23705 23707 23708 23712 23714 23716 23718 23719
## Predicted   118.7 21.44  31.3  6.10  80.6   129 113.6 124.0   111 111.6 111.6
## cvpred      119.6 21.78  30.1  6.41  81.4   128 113.9 124.3   112 112.5 112.5
## pm2.5        20.0 12.00   7.0 10.00   7.0    27  30.0  53.0    56  20.0  24.0
## CV residual -99.6 -9.78 -23.1  3.59 -74.4  -101 -83.9 -71.3   -56 -92.5 -88.5
##             23720 23723 23725 23728 23729 23732 23735 23741 23743  23750 23751
## Predicted    95.2  40.8  51.4 36.10  42.8  65.8 104.1 143.9 112.5 61.263  44.3
## cvpred       96.2  41.8  52.2 36.86  41.7  64.7 104.4 144.6 113.4 62.124  45.1
## pm2.5        20.0  29.0  26.0 32.00  26.0  28.0  45.0  77.0  41.0 62.000  66.0
## CV residual -76.2 -12.8 -26.2 -4.86 -15.7 -36.7 -59.4 -67.6 -72.4 -0.124  20.9
##             23754 23756 23757 23758 23759 23761 23763 23764 23767 23774 23776
## Predicted    58.9  60.7 104.9 129.3 113.0 121.5 112.1 114.3 114.3  42.2 14.92
## cvpred       57.9  61.5 103.8 130.1 113.4 121.9 113.1 115.3 115.3  41.1 16.05
## pm2.5        37.0  46.0  45.0  47.0  42.0  64.0  61.0  60.0  55.0  15.0 15.00
## CV residual -20.9 -15.5 -58.8 -83.1 -71.4 -57.9 -52.1 -55.3 -60.3 -26.1 -1.05
##             23777 23782 23789 23791 23793 23801 23807 23809 23810 23813 23815
## Predicted    55.2  47.7 115.3 122.1  75.9 -14.9  83.6 114.8   154 122.6   165
## cvpred       54.3  48.9 116.3 123.1  77.0 -13.8  82.7 115.3   155 123.7   166
## pm2.5        16.0  61.0  38.0  45.0  27.0  11.0  34.0  29.0    32  36.0    19
## CV residual -38.3  12.1 -78.3 -78.1 -50.0  24.8 -48.7 -86.3  -123 -87.7  -147
##             23816 23819 23822 23827 23828 23829 23830 23831  23833 23838 23840
## Predicted     159  48.3  35.7  73.0 108.8 133.8 146.4 149.3 149.44 116.4   120
## cvpred        160  49.4  36.5  72.1 107.9 134.8 147.4 148.4 150.36 117.5   120
## pm2.5          31  26.0  17.0  77.0  89.0  93.0 124.0 125.0 159.00  69.0    57
## CV residual  -129 -23.4 -19.5   4.9 -18.9 -41.8 -23.4 -23.4   8.64 -48.5   -63
##             23841 23846 23851 23852 23858 23859 23860 23862 23863 23865 23867
## Predicted    93.7  94.8 99.56 126.6 139.3 139.8 145.6 141.4 145.6 137.1 126.5
## cvpred       94.9  95.8 98.73 125.8 140.3 138.9 146.6 140.5 146.6 138.1 127.6
## pm2.5        65.0 137.0 96.00 101.0 174.0 166.0 168.0 174.0 183.0 205.0 226.0
## CV residual -29.9  41.2 -2.73 -24.8  33.7  27.1  21.4  33.5  36.4  66.9  98.4
##             23873 23874 23881 23885 23886 23887 23889 23890 23891 23894 23897
## Predicted    82.0 106.9 136.3 150.8 121.9 150.8 136.6  95.2  88.9  92.3  96.5
## cvpred       81.2 106.1 137.3 151.8 122.5 151.8 137.6  95.8  89.5  93.3  95.7
## pm2.5       101.0  92.0  50.0  53.0 136.0 164.0 157.0 154.0 180.0 116.0  78.0
## CV residual  19.8 -14.1 -87.3 -98.8  13.5  12.2  19.4  58.2  90.5  22.7 -17.7
##             23898 23901 23906 23907  23910 23911 23914 23918  23924 23929 23931
## Predicted   100.6 132.5 151.8 147.3 151.92 112.0 78.96  78.6 122.38   102 103.1
## cvpred       99.8 133.5 150.9 148.2 152.85 113.2 80.16  79.7 123.43   102 104.2
## pm2.5        70.0  89.0 137.0 129.0 143.00 125.0 88.00  93.0 119.00    58  71.0
## CV residual -29.8 -44.5 -13.9 -19.2  -9.85  11.8  7.84  13.3  -4.43   -44 -33.2
##             23932 23933 23937 23939 23941 23945 23946 23951 23954 23962 23965
## Predicted   141.3 135.0  83.4 56.65 104.3  99.6  95.5 108.7 120.7   117 108.4
## cvpred      142.2 135.9  84.5 57.79 103.4  98.8  94.7 107.7 119.8   116 107.6
## pm2.5        52.0  40.0  40.0 56.00  79.0  93.0  81.0  49.0  55.0    89  88.0
## CV residual -90.2 -95.9 -44.5 -1.79 -24.4  -5.8 -13.7 -58.7 -64.8   -27 -19.6
##             23966 23967 23972 23977 23983 23989 23997 23998 24004 24005 24017
## Predicted    86.4  86.4  98.2 109.2 113.5  59.5 117.2 129.7 112.1 152.0 101.8
## cvpred       87.6  87.6  99.2 109.6 114.5  59.9 116.2 128.7 113.1 152.8 102.2
## pm2.5       109.0  99.0  23.0  18.0  19.0  27.0  41.0  59.0  72.0  57.0   8.0
## CV residual  21.4  11.4 -76.2 -91.6 -95.5 -32.9 -75.2 -69.7 -41.1 -95.8 -94.2
##             24020 24027 24029 24031 24037 24041 24044  24045 24048 24049 24052
## Predicted    68.1  50.6  44.9  43.0 -24.0 -35.3  4.66 -1.060 11.81  22.2  38.9
## cvpred       69.0  51.4  45.6  43.7 -23.4 -34.6  5.34 -0.424 12.46  22.9  39.5
## pm2.5        16.0   3.0   5.0   2.0   4.0   1.0  3.00  5.000  3.00   2.0   7.0
## CV residual -53.0 -48.4 -40.6 -41.7  27.4  35.6 -2.34  5.424 -9.46 -20.9 -32.5
##             24058 24062 24063 24075 24079 24080 24081 24083 24084 24088 24093
## Predicted    35.4 -9.81 -19.1   108 115.7  99.3  78.3 20.02  11.3  1.71  99.6
## cvpred       35.6 -9.04 -18.3   108 116.5 100.1  79.1 20.86  12.1  1.95  98.5
## pm2.5        14.0  7.00   6.0     2  17.0  29.0  12.0 11.00   8.0  4.00  32.0
## CV residual -21.6 16.04  24.3  -106 -99.5 -71.1 -67.1 -9.86  -4.1  2.05 -66.5
##             24104 24105 24107 24108 24111 24112 24119 24121 24126 24131 24133
## Predicted   120.9  97.6  52.9  77.1  51.1 46.84 147.3 155.8 120.3   122 100.3
## cvpred      121.7  98.6  53.2  77.8  51.8 45.79 148.1 156.6 121.2   123 101.2
## pm2.5        28.0  25.0  26.0  23.0  37.0 37.00 104.0  97.0  79.0   142 145.0
## CV residual -93.7 -73.6 -27.2 -54.8 -14.8 -8.79 -44.1 -59.6 -42.2    19  43.8
##             24134 24138 24142 24144 24145 24149 24153 24156 24159 24162 24163
## Predicted    96.0 103.4 152.4   143   156 157.9  97.5 12.79 -2.83  57.8   118
## cvpred       95.1 102.5 151.4   144   157 158.8  98.7 13.67 -1.89  58.6   119
## pm2.5       145.0 165.0 248.0   289   269 252.0  13.0  9.00  9.00  10.0    15
## CV residual  49.9  62.5  96.6   145   112  93.2 -85.7 -4.67 10.89 -48.6  -104
##             24167 24169 24172 24174 24175 24177 24180 24185 24186 24187 24199
## Predicted    84.5   124   137   158   125   116 13.94  44.6 14.71  61.3   117
## cvpred       85.4   125   138   159   126   117 14.85  43.5 15.64  60.2   118
## pm2.5        10.0     9     8    11    11    13 10.00  13.0 19.00  19.0    17
## CV residual -75.4  -116  -130  -148  -115  -104 -4.85 -30.5  3.36 -41.2  -101
##             24204 24205 24208 24210 24213  24214 24215 24216 24218 24219 24225
## Predicted   18.89 25.82  52.4    69 114.2 130.44 112.5   131 142.2 104.6  83.0
## cvpred      19.83 26.09  51.3    68 113.1 131.18 112.8   132 142.9 105.4  83.8
## pm2.5       23.00 18.00  16.0    43  90.0 126.00 151.0   161 196.0 193.0  68.0
## CV residual  3.17 -8.09 -35.3   -25 -23.1  -5.18  38.2    29  53.1  87.6 -15.8
##             24228 24231 24232 24237 24238   24240 24244 24247 24248 24251 24253
## Predicted    41.7 20.05  18.0  84.7 130.7 136.522 145.0 109.5 105.7 109.7  92.4
## cvpred       42.3 20.62  16.7  83.6 129.5 137.185 145.6 110.3 106.5 110.4  91.3
## pm2.5        28.0 29.00  28.0 110.0 114.0 138.000 130.0  95.0  89.0  85.0 110.0
## CV residual -14.3  8.38  11.3  26.4 -15.5   0.815 -15.6 -15.3 -17.5 -25.4  18.7
##             24254 24256 24258 24264 24268 24271 24273 24277 24282 24283 24284
## Predicted    85.1  76.3  93.1 110.4 155.6   114 149.6   103   102   114   137
## cvpred       85.9  77.2  92.1 110.7 156.3   115 150.3   103   101   113   136
## pm2.5       137.0 147.0 104.0 189.0 220.0   235 206.0   220   235   276   308
## CV residual  51.1  69.8  11.9  78.3  63.7   120  55.7   117   134   163   172
##             24290 24291 24292 24293 24300 24301 24304 24307 24308 24313 24314
## Predicted     140   140   104   100  37.4  29.2  19.1  20.8  27.4  41.4  46.0
## cvpred        139   141   105   101  38.4  30.2  19.9  21.5  28.1  42.0  46.7
## pm2.5         436   407   390   331  14.0   9.0   9.0   6.0  10.0   2.0   9.0
## CV residual   297   266   285   230 -24.4 -21.2 -10.9 -15.5 -18.1 -40.0 -37.7
##             24315 24317 24318 24319  24324 24330 24334 24338 24342 24344 24351
## Predicted    56.4  98.5   134   141 12.948 -5.72  84.9   151 128.0 135.2  57.2
## cvpred       57.1  98.9   135   141 13.649 -5.07  83.6   152 128.7 135.3  56.0
## pm2.5         7.0   7.0    12    12 14.000 10.00  43.0   111  98.0  73.0 130.0
## CV residual -50.1 -91.9  -123  -129  0.351 15.07 -40.6   -41 -30.7 -62.3  74.0
##             24352 24354  24355  24356 24358 24359   24362  24363 24366   24368
## Predicted    61.3  80.2 125.84 135.79 138.4   144 144.833 144.83 144.8 144.833
## cvpred       60.2  79.0 124.73 136.54 137.3   145 145.484 145.48 145.5 145.484
## pm2.5       131.0 121.0 118.00 131.00 168.0   176 146.000 143.00 182.0 145.000
## CV residual  70.8  42.0  -6.73  -5.54  30.7    31   0.516  -2.48  36.5  -0.484
##               24371  24373  24377 24379 24386 24390 24397 24399 24401 24404
## Predicted   144.833 144.83 144.83 144.8 144.8   145   145   145   145   145
## cvpred      145.484 145.48 145.48 145.5 145.5   145   145   145   145   145
## pm2.5       146.000 137.00 149.00 172.0 220.0     7    11     6    11    13
## CV residual   0.516  -8.48   3.52  26.5  74.5  -138  -134  -139  -134  -132
##             24412 24416 24417 24419 24423 24430 24431 24436 24438 24442 24446
## Predicted     120   120   120   120   120   120   120   120   120   120   120
## cvpred        121   121   121   121   121   121   121   121   121   121   121
## pm2.5          35    21     9    18    34    93   105   133    99    77    98
## CV residual   -86  -100  -112  -103   -87   -28   -16    12   -22   -44   -23
##             24447 24449 24450  24453  24454  24455 24458 24461 24465 24470
## Predicted     120   120   120 120.33 120.33 120.33 146.8 149.5 112.1  43.5
## cvpred        121   121   121 120.96 120.96 120.96 147.5 150.3 113.1  44.3
## pm2.5          97   103   101 113.00 113.00 111.00  95.0  88.0  77.0  25.0
## CV residual   -24   -18   -20  -7.96  -7.96  -9.96 -52.5 -62.3 -36.1 -19.3
##             24471 24474 24483 24484 24492 24496 24500 24502 24507 24508 24509
## Predicted    35.3  18.4   140   162 -1.84 -17.7  61.9  82.7 134.0 173.9 173.9
## cvpred       36.0  18.9   140   163 -1.36 -17.3  60.4  81.3 134.6 174.3 174.3
## pm2.5        12.0   7.0     6     4 16.00  14.0  45.0  55.0  90.0  82.0  90.0
## CV residual -24.0 -11.9  -134  -159 17.36  31.3 -15.4 -26.3 -44.6 -92.3 -84.3
##             24510 24512 24515 24516 24518 24524 24527 24532 24535 24542 24543
## Predicted   136.2 124.5  64.4  24.1 -9.83 101.0 155.5 128.0 132.7  89.8  84.7
## cvpred      136.8 125.1  64.5  24.8 -9.19  99.7 154.2 128.7 133.3  88.6  85.4
## pm2.5        90.0  56.0  47.0  46.0 27.00  48.0 110.0  87.0  47.0 185.0 187.0
## CV residual -46.8 -69.1 -17.5  21.2 36.19 -51.7 -44.2 -41.7 -86.3  96.4 101.6
##             24544 24547 24548 24556 24563 24565 24571 24577 24586 24590 24592
## Predicted    76.9 145.1   151   135  77.4  46.3   128 109.6 119.8  99.3 117.0
## cvpred       75.7 145.8   152   136  78.3  46.6   128 109.7 120.4 100.1 117.9
## pm2.5       209.0 230.0   271   245 215.0 220.0   273  40.0  53.0  56.0  49.0
## CV residual 133.3  84.2   119   109 136.7 173.4   145 -69.7 -67.4 -44.1 -68.9
##             24593 24595 24599 24604 24605 24608 24610 24611 24612 24616 24617
## Predicted   123.3 126.5 119.2   173  89.4  95.7  73.0  56.9  38.3 15.91  22.2
## cvpred      124.2 126.7 120.1   172  90.2  96.5  73.8  57.7  39.0 16.59  22.9
## pm2.5        44.0  37.0  39.0    33  33.0  12.0  14.0  10.0   8.0 15.00  10.0
## CV residual -80.2 -89.7 -81.1  -139 -57.2 -84.5 -59.8 -47.7 -31.0 -1.59 -12.9
##             24620 24629 24631 24632 24634 24637 24643 24647  24649 24651 24652
## Predicted     135 170.1 134.0   149 142.2  74.6 138.4 140.6 171.61 133.9   175
## cvpred        136 170.5 134.6   149 142.7  75.2 137.3 140.8 172.23 134.7   176
## pm2.5          32  87.0  54.0    33  46.0  56.0  57.0 167.0 177.00 154.0   149
## CV residual  -104 -83.5 -80.6  -116 -96.7 -19.2 -80.3  26.2   4.77  19.3   -27
##             24654 24656 24657 24658 24667 24672 24674 24680 24683 24686 24687
## Predicted   141.8 183.9 131.2 106.0  81.2   159 166.2   167 106.9  94.2  93.6
## cvpred      142.6 184.5 132.1 106.9  80.1   160 166.8   168 107.6  93.1  92.6
## pm2.5       129.0 123.0 119.0  88.0 116.0   174 178.0    50  67.0 230.0 275.0
## CV residual -13.6 -61.5 -13.1 -18.9  35.9    14  11.2  -118 -40.6 136.9 182.4
##             24689 24691 24692 24698 24703 24706 24707 24710 24716 24717 24721
## Predicted    97.7   148   154 148.7 153.4   152   150   147   112   106   107
## cvpred       96.7   149   155 149.5 154.1   151   149   146   113   107   108
## pm2.5       220.0   331   338 249.0 248.0   271   283   288   329   313   304
## CV residual 123.3   182   183  99.5  93.9   120   134   142   216   206   196
##             24722 24723 24725 24728 24729 24730 24731  24737 24738 24744 24753
## Predicted     110   122   160   122 164.7   158   127 -0.277  6.58  35.4  65.1
## cvpred        111   123   160   123 163.6   159   127  0.510  7.31  35.9  65.0
## pm2.5         297   281   275   241 239.0   250   248 27.000 20.00  11.0  20.0
## CV residual   186   158   115   118  75.4    91   121 26.490 12.69 -24.9 -45.0
##             24754 24755 24757 24759 24760 24762 24771 24783 24786 24787 24790
## Predicted    44.3  38.0  49.4  61.3  61.3  94.0   133 104.2  69.6  46.1  52.4
## cvpred       44.2  37.9  49.6  59.7  59.7  92.6   132 104.8  70.3  46.6  52.8
## pm2.5        18.0   9.0  11.0  23.0  27.0  38.0    41  66.0  10.0  11.0   9.0
## CV residual -26.2 -28.9 -38.6 -36.7 -32.7 -54.6   -91 -38.8 -60.3 -35.6 -43.8
##             24791 24793 24794 24802 24803 24808 24811 24813 24814 24815 24818
## Predicted    31.7 11.17  23.7  90.9  57.7  64.7  97.8  37.8  88.1  20.3  30.7
## cvpred       32.0 11.36  23.9  91.1  56.0  63.1  96.3  38.3  88.6  20.7  31.1
## pm2.5         8.0  8.00  11.0  27.0  24.0  48.0  62.0  88.0  57.0  10.0   5.0
## CV residual -24.0 -3.36 -12.9 -64.1 -32.0 -15.1 -34.3  49.7 -31.6 -10.7 -26.1
##             24819 24822 24823  24829 24840 24841 24842 24844 24846 24847 24848
## Predicted    81.7   125   143  8.824 137.9 139.9 169.3 129.4   177 135.7   169
## cvpred       81.4   125   144  9.226 137.8 139.8 169.6 129.9   177 136.2   170
## pm2.5         6.0    11    16 10.000  91.0 124.0 135.0 102.0    70  49.0    26
## CV residual -75.4  -114  -128  0.774 -46.8 -15.8 -34.6 -27.9  -107 -87.2  -144
##             24850 24854 24856 24857 24859 24864 24866 24871 24873  24876 24878
## Predicted    87.8  68.1 63.85  66.0 130.4 146.2 129.1 122.8 119.0 131.43 120.5
## cvpred       88.5  68.5 62.42  64.6 130.9 144.8 129.7 123.5 119.7 130.13 119.2
## pm2.5        57.0  93.0 64.00  77.0  90.0 172.0 141.0 139.0 148.0 134.00 170.0
## CV residual -31.5  24.5  1.58  12.4 -40.9  27.2  11.3  15.5  28.3   3.87  50.8
##             24882 24885 24887 24895 24896 24897 24899 24901 24903 24906 24907
## Predicted   140.8 114.1 159.1 159.7 158.5 155.9 143.7 147.0 160.2 129.8   126
## cvpred      141.4 114.8 157.7 160.3 157.2 156.5 142.5 145.8 160.9 130.7   127
## pm2.5       176.0 196.0 208.0 196.0 194.0 194.0 199.0 208.0 190.0 154.0    14
## CV residual  34.6  81.2  50.3  35.7  36.8  37.5  56.5  62.2  29.1  23.3  -113
##             24908 24909 24911 24916 24920 24921 24923 24924 24926 24928 24929
## Predicted     136   132   142   149   149   145   145   142   137   132   126
## cvpred        137   133   143   150   149   146   146   142   138   132   127
## pm2.5          12     9     7     7    11    14    27    22    29    26    23
## CV residual  -125  -124  -136  -143  -138  -132  -119  -120  -109  -106  -104
##             24931 24933 24934 24940 24948 24950 24951 24952 24953 24954 24956
## Predicted     124 114.8 109.1  95.2  64.6  60.5  64.6  58.3  64.6  69.3  73.9
## cvpred        125 115.5 109.7  95.7  65.2  61.0  65.2  58.9  65.2  69.8  74.5
## pm2.5          25  27.0  29.0  17.0  24.0  34.0  27.0  33.0  36.0  34.0  36.0
## CV residual  -100 -88.5 -80.7 -78.7 -41.2 -27.0 -38.2 -25.9 -29.2 -35.8 -38.5
##             24957 24971 24973 24981 24982 24983  24984 24992 24994 24996 24997
## Predicted    80.2  76.4  65.4 156.4  99.9 122.8 120.92 135.7  99.9  39.1  30.4
## cvpred       80.7  76.9  66.0 156.8 100.5 123.5 121.48 136.2 100.5  39.7  31.0
## pm2.5        38.0  65.0  80.0 116.0 138.0 135.0 114.00  91.0  87.0  65.0  48.0
## CV residual -42.7 -11.9  14.0 -40.8  37.5  11.5  -7.48 -45.2 -13.5  25.3  17.0
##             25003 25009 25013 25014 25017 25018 25019 25021 25025 25026 25027
## Predicted   38.86  71.2 120.6 122.8 108.9  78.0  58.9  83.7  89.9 110.2 147.7
## cvpred      39.39  71.6 121.1 123.3 109.4  78.6  59.4  84.0  88.4 110.6 148.1
## pm2.5       31.00  40.0  24.0  40.0  28.0  27.0  38.0  42.0  60.0  61.0  69.0
## CV residual -8.39 -31.6 -97.1 -83.3 -81.4 -51.6 -21.4 -42.0 -28.4 -49.6 -79.1
##             25028 25032 25034 25037  25043 25046 25052 25055 25056 25059 25060
## Predicted   156.4 168.4 154.2 133.1 119.34 108.8 117.3 140.3 140.3 121.4 151.8
## cvpred      156.8 166.9 152.7 133.1 119.76 107.4 117.2 138.8 138.8 121.4 152.3
## pm2.5        79.0 102.0 114.0 107.0 128.00  95.0 105.0 160.0 127.0 160.0 122.0
## CV residual -77.8 -64.9 -38.7 -26.1   8.24 -12.4 -12.2  21.2 -11.8  38.6 -30.3
##             25064 25065 25067 25068 25071 25073 25078 25083 25088 25094 25095
## Predicted     123 109.8 122.4 106.7 120.9 120.6 113.8  81.7  89.4  64.2  64.2
## cvpred        123 110.4 122.5 107.4 121.6 121.3 114.4  82.2  89.7  64.6  64.6
## pm2.5         112 121.0 108.0  83.0  57.0  48.0  17.0  10.0  11.0  17.0  15.0
## CV residual   -11  10.6 -14.5 -24.4 -64.6 -73.3 -97.4 -72.2 -78.7 -47.6 -49.6
##             25096 25099 25100 25109 25111 25112 25116 25134 25135 25140 25141
## Predicted    66.7  70.3  70.3  75.5  75.5  84.3  44.1  60.7  75.2  40.3  41.9
## cvpred       67.1  70.6  70.6  75.8  75.8  84.6  44.4  60.9  75.5  40.5  42.1
## pm2.5        15.0  14.0  11.0  12.0  10.0  14.0  26.0  10.0   7.0  15.0  14.0
## CV residual -52.1 -56.6 -59.6 -63.8 -65.8 -70.6 -18.4 -50.9 -68.5 -25.5 -28.1
##             25143 25152 25154 25158 25160 25162 25166 25167 25168 25169 25173
## Predicted    33.1  52.3  58.9 109.2  99.1  77.4 22.04  21.5  42.9  53.3 130.8
## cvpred       33.3  52.4  59.0 109.4  99.3  76.9 22.21  21.7  42.5  52.9 130.9
## pm2.5        12.0  24.0  17.0  13.0  15.0  26.0 18.00  18.0  26.0  19.0  55.0
## CV residual -21.3 -28.4 -42.0 -96.4 -84.3 -50.9 -4.21  -3.7 -16.5 -33.9 -75.9
##              25175 25180 25182 25189 25193 25194 25195 25200 25201 25202 25203
## Predicted   125.80 163.4   126 104.8  91.1 107.3 118.1 172.0 172.0 173.2 166.9
## cvpred      125.43 163.5   126 103.1  89.3 107.4 116.4 170.4 170.4 173.4 167.2
## pm2.5       130.00 200.0   145 183.0 145.0 125.0 130.0 137.0 129.0 126.0 136.0
## CV residual   4.57  36.5    19  79.9  55.7  17.6  13.6 -33.4 -41.4 -47.4 -31.2
##             25204 25205  25206  25210 25212 25213 25214 25217 25221 25223 25225
## Predicted   134.9 134.9 174.80 168.51   128   155   154  62.7  79.9  71.7   119
## cvpred      135.4 135.4 175.07 168.79   129   155   155  63.2  80.4  72.1   120
## pm2.5       159.0 159.0 180.00 176.00   252   263   256  13.0  20.0  23.0    17
## CV residual  23.6  23.6   4.93   7.21   123   108   101 -50.2 -60.4 -49.1  -103
##             25227 25230 25231 25237 25239 25246 25260 25261 25263 25266 25268
## Predicted     126   182   165 113.4  89.7 157.3 137.0   139 127.6  50.9  52.6
## cvpred        126   182   166 111.9  90.0 157.5 137.3   139 128.1  51.4  53.0
## pm2.5          28    38    56  58.0  62.0 114.0 164.0   170 156.0 152.0  13.0
## CV residual   -98  -144  -110 -53.9 -28.0 -43.5  26.7    31  27.9 100.6 -40.0
##             25270 25271 25280 25283 25286 25290 25291 25313 25314 25316 25318
## Predicted    61.9  60.0  98.9  62.9  73.7  90.2  92.2  93.2 109.9 147.9 154.5
## cvpred       62.3  60.3  99.1  62.5  73.7  88.5  92.4  91.6 108.2 146.2 152.9
## pm2.5        12.0   8.0  14.0  20.0  23.0  36.0  51.0  57.0  87.0 132.0 134.0
## CV residual -50.3 -52.3 -85.1 -42.5 -50.7 -52.5 -41.4 -34.6 -21.2 -14.2 -18.9
##              25322 25326 25330 25337 25338 25341 25344 25345 25347 25348 25355
## Predicted   166.18   180   118   116   139   170   177   180   139   177 101.3
## cvpred      164.56   180   119   116   138   168   177   180   140   177 101.9
## pm2.5       163.00   370   285   237   249   286   350   404   418   431 190.0
## CV residual  -1.56   190   166   121   111   118   173   224   278   254  88.1
##             25361 25365 25367 25368 25371 25374 25377 25380 25382 25384  25389
## Predicted    42.5  28.7  25.7  33.6  81.5  99.2  95.5  42.3 34.61  31.6 103.35
## cvpred       42.8  28.7  25.7  33.6  81.4  99.2  94.9  42.4 34.77  31.8 101.55
## pm2.5        19.0  11.0   6.0  11.0  15.0  14.0  25.0  27.0 29.00  43.0  94.00
## CV residual -23.8 -17.7 -19.7 -22.6 -66.4 -85.2 -69.9 -15.4 -5.77  11.2  -7.55
##             25394 25397 25401 25403 25406 25407 25408 25413 25424 25426 25429
## Predicted     165 175.1 137.7 139.2  98.7  96.3 108.7 159.2 171.2   111 37.79
## cvpred        165 175.1 137.9 139.4  98.9  96.4 107.1 159.4 171.4   111 38.13
## pm2.5         116 155.0 121.0  90.0  83.0 121.0 141.0 221.0 248.0   247 33.00
## CV residual   -49 -20.1 -16.9 -49.4 -15.9  24.6  33.9  61.6  76.6   136 -5.13
##             25430 25442 25445 25449 25451 25453 25454 25460 25465  25468  25470
## Predicted    40.0  64.9  68.7  56.7  40.1 20.90 18.42  79.0 154.9 133.55 176.03
## cvpred       40.3  65.1  68.9  56.9  40.2 21.03 18.54  77.1 153.2 133.21 176.15
## pm2.5        20.0  11.0  16.0  14.0  16.0 20.00 17.00  34.0  98.0 130.00 171.00
## CV residual -20.3 -54.1 -52.9 -42.9 -24.2 -1.03 -1.54 -43.1 -55.2  -3.21  -5.15
##             25477 25480 25487 25490 25494 25496 25498 25500 25501 25505 25507
## Predicted   150.8 149.8  14.4  42.4  67.0  84.6  58.9  40.6  35.9  45.8  50.4
## cvpred      151.1 148.4  14.6  42.6  67.2  84.7  59.0  40.7  36.1  46.0  50.6
## pm2.5       234.0 244.0  68.0  63.0  11.0   9.0  13.0  16.0  10.0  12.0  13.0
## CV residual  82.9  95.6  53.4  20.4 -56.2 -75.7 -46.0 -24.7 -26.1 -34.0 -37.6
##             25509 25511 25513 25515 25516 25520 25522 25526 25527 25528 25529
## Predicted    99.5 107.1 124.4 132.2 169.9 172.4 128.9  25.6  27.2  67.1  84.2
## cvpred       97.6 107.2 123.9 132.4 169.9 172.3 128.9  25.7  27.3  67.0  82.2
## pm2.5        23.0  36.0  44.0  65.0 145.0  97.0  72.0  40.0  42.0  41.0  46.0
## CV residual -74.6 -71.2 -79.9 -67.4 -24.9 -75.3 -56.9  14.3  14.7 -26.0 -36.2
##             25531 25532 25533  25536 25539 25546 25547 25553 25554 25555 25558
## Predicted   117.4 150.9 155.6 118.00  96.2  68.8  62.5  39.2  74.8  91.8 119.2
## cvpred      117.3 149.1 153.7 118.16  95.7  67.9  61.7  38.4  72.5  89.5 118.9
## pm2.5        59.0  80.0  71.0 122.00  78.0  11.0  21.0  16.0  14.0  32.0  25.0
## CV residual -58.3 -69.1 -82.7   3.84 -17.7 -56.9 -40.7 -22.4 -58.5 -57.5 -93.9
##             25560 25561 25566 25567 25569 25570 25579 25582 25583 25584 25594
## Predicted   128.0   100 108.7   113 134.8 124.4 162.7   179 182.6 180.4 189.5
## cvpred      127.6   100 107.9   112 134.5 124.1 160.9   177 180.8 178.7 189.6
## pm2.5        51.0    41  77.0    53  78.0  84.0  93.0   105 112.0 119.0 232.0
## CV residual -76.6   -59 -30.9   -59 -56.5 -40.1 -67.9   -72 -68.8 -59.7  42.4
##             25595 25597 25599 25606 25607 25610 25612 25618 25622 25623 25628
## Predicted   183.7   176   152   159 183.5   156   156  62.7  47.7  47.7  59.5
## cvpred      181.9   177   152   158 183.6   157   157  62.8  47.8  47.8  59.5
## pm2.5       253.0   294   289   259 268.0   318   315   9.0  18.0  16.0  20.0
## CV residual  71.1   117   137   101  84.4   161   158 -53.8 -29.8 -31.8 -39.5
##             25629 25630 25632 25633 25634 25637 25639 25641 25645  25647 25648
## Predicted    64.1 116.7   151 111.4 111.4 127.3 157.1 175.9 124.7 111.31 100.9
## cvpred       64.2 116.2   151 111.5 111.5 127.4 156.6 175.8 124.7 111.33 100.9
## pm2.5        23.0  27.0    40  36.0  54.0  71.0 100.0  82.0  95.0 113.00 125.0
## CV residual -41.2 -89.2  -111 -75.5 -57.5 -56.4 -56.6 -93.8 -29.7   1.67  24.1
##             25654 25656 25668 25670 25671 25674 25675 25678 25679 25682 25683
## Predicted   114.1   144  45.8  47.5  47.5  64.7  67.2   128   138   156   166
## cvpred      114.3   144  45.7  47.4  47.4  64.6  67.0   126   138   154   166
## pm2.5        78.0    39  11.0  15.0  12.0   9.0  10.0    17    25    44    43
## CV residual -36.3  -105 -34.7 -32.4 -35.4 -55.6 -57.0  -109  -113  -110  -123
##             25685 25689 25690 25700  25701  25703 25706  25707 25708 25711
## Predicted     158 127.8   178 119.7 158.93 130.00   120 122.09 128.4   116
## cvpred        156 127.9   178 119.1 158.79 130.05   120 122.13 128.4   116
## pm2.5          47  41.0    42 106.0 155.00 137.00   149 114.00  84.0    40
## CV residual  -109 -86.9  -136 -13.1  -3.79   6.95    29  -8.13 -44.4   -76
##             25713 25717 25722 25730 25735 25738 25739 25742 25745 25748 25751
## Predicted   112.3 105.4  73.1  64.8  77.3  64.8  54.4  49.2  53.3  69.9  72.4
## cvpred      112.3 105.2  73.2  64.5  77.0  64.5  54.1  48.9  53.0  69.7  72.2
## pm2.5        36.0  46.0 102.0  13.0  10.0  16.0  16.0  14.0  14.0  14.0  13.0
## CV residual -76.3 -59.2  28.8 -51.5 -67.0 -48.5 -38.1 -34.9 -39.0 -55.7 -59.2
##             25754 25757 25762 25764 25765 25766 25767 25768 25784 25785 25799
## Predicted    74.6  74.6  68.6  45.1  36.3 23.43 17.14 18.77 133.5 114.3 152.8
## cvpred       74.4  74.4  68.4  44.9  36.2 23.28 17.01 18.64 132.8 114.3 152.6
## pm2.5        17.0  10.0  15.0  17.0  18.0 21.00 20.00 14.00  38.0  59.0 120.0
## CV residual -57.4 -64.4 -53.4 -27.9 -18.2 -2.28  2.99 -4.64 -94.8 -55.3 -32.6
##             25800 25801   25802 25805 25810 25812  25815  25816 25818 25822
## Predicted   156.9 159.1 165.390 167.6   110  94.9 117.27 119.33   136 153.2
## cvpred      156.8 158.9 165.201 167.4   110  95.0 117.14 117.36   134 151.2
## pm2.5       129.0 179.0 165.000 146.0    95  73.0 115.00 111.00   167 139.0
## CV residual -27.8  20.1  -0.201 -21.4   -15 -22.0  -2.14  -6.36    33 -12.2
##             25823 25826 25827 25829 25831 25835 25842 25853 25855 25858 25861
## Predicted   155.2 165.0 165.0 165.0 169.1 168.5   136   131   131 123.0 118.3
## cvpred      153.2 163.1 163.1 163.1 167.2 166.7   135   131   131 123.3 118.6
## pm2.5       126.0 142.0 140.0 205.0 184.0 121.0   277   243   258 214.0 185.0
## CV residual -27.2 -21.1 -23.1  41.9  16.8 -45.7   142   112   127  90.7  66.4
##             25862 25864 25865 25866 25867 25869 25873 25875 25877 25878 25879
## Predicted   115.8 115.8 115.8 115.8 115.8 115.8 130.3 134.4 136.0 137.7 137.7
## cvpred      116.2 116.2 116.2 116.2 116.2 116.2 130.7 134.8 136.4 138.1 138.1
## pm2.5       186.0 204.0 208.0 203.0 197.0 206.0 205.0 199.0 184.0 175.0 191.0
## CV residual  69.8  87.8  91.8  86.8  80.8  89.8  74.3  64.2  47.6  36.9  52.9
##             25880 25881 25883 25887 25890 25892 25895 25904  25905 25906 25911
## Predicted   137.7 135.5   128 128.6 128.6 135.6 174.8 168.9 176.98 139.7   156
## cvpred      138.1 135.9   128 129.1 129.1 135.4 175.1 167.4 177.22 139.5   156
## pm2.5       196.0 200.0   241 210.0 195.0 207.0 232.0 197.0 186.00 172.0   322
## CV residual  57.9  64.1   113  80.9  65.9  71.6  56.9  29.6   8.78  32.5   166
##             25916 25924 25926 25927 25932 25936 25940  25942 25944  25946 25951
## Predicted     170 167.1   165 169.3 157.6 162.4 134.0 136.48   120 128.20  94.6
## cvpred        168 165.5   163 167.6 155.8 160.7 133.7 136.16   120 128.44  94.7
## pm2.5         323 251.0   218 124.0  76.0  78.0 112.0 138.00   141 138.00  21.0
## CV residual   155  85.5    55 -43.6 -79.8 -82.7 -21.7   1.84    21   9.56 -73.7
##             25957 25960 25962 25968 25969 25976 25977 25980 25981 25982 25988
## Predicted    62.7  70.0  62.4  68.2  74.5  98.7   128  79.2  74.6 109.0 140.5
## cvpred       62.7  70.1  62.3  68.0  74.3  97.8   127  78.4  73.8 106.9 140.3
## pm2.5        18.0  19.0  20.0  23.0  17.0  21.0    17  31.0  25.0  29.0  62.0
## CV residual -44.7 -51.1 -42.3 -45.0 -57.3 -76.8  -110 -47.4 -48.8 -77.9 -78.3
##             25999 26001 26003 26010 26019 26025  26027 26035 26042 26043 26046
## Predicted   138.9 128.8 126.6 161.7   133   171 161.45   157   133   133   148
## cvpred      138.3 128.3 126.1 159.8   133   171 159.48   155   133   133   148
## pm2.5       174.0 172.0 142.0 236.0   240   244 169.00   276   380   355   289
## CV residual  35.7  43.7  15.9  76.2   107    73   9.52   121   247   222   141
##             26048 26054 26056 26057 26058 26061 26063 26064 26068 26070 26072
## Predicted     142  71.3  63.1  71.9  76.5  78.2  83.5  89.7 103.0 103.0  98.9
## cvpred        142  71.5  63.2  72.0  76.6  78.2  83.3  89.6 102.2 102.2  98.0
## pm2.5         280  18.0  22.0  19.0  20.0  19.0  15.0  21.0  13.0  21.0  25.0
## CV residual   138 -53.5 -41.2 -53.0 -56.6 -59.2 -68.3 -68.6 -89.2 -81.2 -73.0
##             26082 26084 26085 26089 26090 26091 26222 26226 26228 26231 26235
## Predicted    58.6  62.2  58.6  67.7  73.4  74.0 118.6   110   131   140 113.4
## cvpred       58.4  61.9  58.3  67.3  73.0  73.6 118.7   110   131   140 113.6
## pm2.5        33.0  23.0  24.0  12.0  10.0  15.0 205.0   270   254   249 164.0
## CV residual -25.4 -38.9 -34.3 -55.3 -63.0 -58.6  86.3   160   123   109  50.4
##             26237 26244 26248 26250 26253 26255 26256 26258 26262 26263 26269
## Predicted    92.9  71.6  60.4  74.9   124  77.6  77.6  76.8  85.8  79.5  66.3
## cvpred       93.0  71.6  60.3  74.8   123  77.5  77.5  76.7  85.7  79.4  66.3
## pm2.5        16.0  17.0  12.0   8.0    18  13.0  12.0  11.0  11.0  14.0  16.0
## CV residual -77.0 -54.6 -48.3 -66.8  -105 -64.5 -65.5 -65.7 -74.7 -65.4 -50.3
##             26274 26278 26280 26289 26290 26291 26293 26295 26296  26299 26300
## Predicted    70.1   162 168.0   154 143.4 130.8 136.2 126.8 121.0  97.35 163.1
## cvpred       70.1   162 167.7   154 143.4 130.8 136.1 126.8 119.1  97.56 161.3
## pm2.5        13.0    23  82.0    56  52.0  53.0  73.0  87.0  87.0 103.00 104.0
## CV residual -57.1  -139 -85.7   -98 -91.4 -77.8 -63.1 -39.8 -32.1   5.44 -57.3
##             26302 26308 26313 26319 26321 26326 26328 26332 26340 26341 26345
## Predicted   142.2   149 102.1  64.1  65.3  74.1  73.0  76.1  47.5  43.4  45.3
## cvpred      142.4   149 102.1  64.0  65.1  73.8  72.6  75.6  47.0  42.9  44.8
## pm2.5       113.0    21   7.0  17.0  13.0  16.0  13.0  16.0  16.0  13.0  19.0
## CV residual -29.4  -128 -95.1 -47.0 -52.1 -57.8 -59.6 -59.6 -31.0 -29.9 -25.8
##             26347 26350 26353 26358 26363 26367 26371 26374 26375 26376 26377
## Predicted    58.7  51.4  56.0  59.9  58.6  54.4  91.3  90.4  96.7  96.7 110.9
## cvpred       58.2  50.8  55.5  59.3  57.4  53.4  90.4  90.0  96.3  96.3 110.5
## pm2.5        22.0  19.0  23.0  20.0  29.0  20.0  25.0  36.0  42.0  40.0  37.0
## CV residual -36.2 -31.8 -32.5 -39.3 -28.4 -33.4 -65.4 -54.0 -54.3 -56.3 -73.5
##             26383   26390 26398 26400 26404 26405 26407 26410 26412 26415 26419
## Predicted   120.1 63.1594 166.7 141.6 124.6 128.7 110.5  84.3 41.82  55.5  85.6
## cvpred      119.7 62.9838 166.4 141.4 124.4 128.5 109.7  83.4 41.66  54.8  84.9
## pm2.5        37.0 63.0000 186.0 204.0 140.0  78.0  31.0  40.0 43.00  37.0  49.0
## CV residual -82.7  0.0162  19.6  62.6  15.6 -50.5 -78.7 -43.4  1.34 -17.8 -35.9
##             26420 26425 26427 26428 26433 26434 26435 26436 26439  26440 26442
## Predicted    93.5 119.6 108.5 118.9 120.5  97.9  81.2  66.1  58.4 100.37 104.5
## cvpred       93.3 118.8 108.4 118.8 120.4  97.8  81.1  66.1  58.4  98.31 102.4
## pm2.5        69.0  72.0  48.0  34.0  41.0  45.0  61.0  50.0  78.0 108.00 193.0
## CV residual -24.3 -46.8 -60.4 -84.8 -79.4 -52.8 -20.1 -16.1  19.6   9.69  90.6
##             26446 26449 26452 26454 26455 26460 26464  26466 26473 26474 26475
## Predicted     124   175 141.5 141.5 150.0 135.8  89.0 126.43   132   143   133
## cvpred        123   175 141.5 141.5 149.9 135.6  88.8 126.29   132   143   133
## pm2.5         392   285 159.0  99.0  89.0  78.0 134.0 133.00   333   357   390
## CV residual   269   110  17.5 -42.5 -60.9 -57.6  45.2   6.71   201   214   257
##             26477 26479 26486 26493 26495 26500 26507 26514 26517 26518 26520
## Predicted     142   142  56.6  93.0  81.0 108.0  78.5  99.6 129.1   152 172.7
## cvpred        141   142  56.5  92.7  80.7 107.8  78.4  97.5 127.1   151 172.4
## pm2.5         402   257  18.0  21.0  17.0  18.0  35.0  67.0  38.0    41 234.0
## CV residual   261   115 -38.5 -71.7 -63.7 -89.8 -43.4 -30.5 -89.1  -110  61.6
##             26521 26528 26531 26532 26533 26537 26543 26544 26547 26548 26555
## Predicted     150 138.8 147.6 141.3 134.4   148   177   178   173   134   128
## cvpred        149 138.7 147.3 141.1 134.3   146   177   176   173   135   128
## pm2.5         305 114.0  63.0  79.0  84.0   279   486   488   418   416   377
## CV residual   156 -24.7 -84.3 -62.1 -50.3   133   309   312   245   281   249
##             26557 26560 26561 26566 26568 26570 26573 26584 26596 26599 26601
## Predicted     119   144   133   172   171   190   193   156   139   132   124
## cvpred        119   144   133   172   169   188   193   154   139   133   125
## pm2.5         361   353   340   292   369   391   442   802   684   584   341
## CV residual   242   209   207   120   200   203   249   648   545   451   216
##             26604 26606 26608 26609 26612 26614 26616 26619 26622 26627 26630
## Predicted     118   153   151   151   170   164   185   152   145 163.6   143
## cvpred        118   153   149   149   168   162   185   152   145 161.7   141
## pm2.5         236   419   323   326   343   311   301   362   447 257.0   345
## CV residual   118   266   174   177   175   149   116   210   302  95.3   204
##             26635 26636 26637 26638  26639 26644 26647 26649 26659 26660 26665
## Predicted     150   151   162 159.8 166.04   166 173.7   174 141.3 176.5 142.4
## cvpred        148   149   160 157.9 164.21   164 171.8   172 140.9 176.5 142.5
## pm2.5         278   285   282 217.0 169.00    61  79.0    71 155.0 166.0 177.0
## CV residual   130   136   122  59.1   4.79  -103 -92.8  -101  14.1 -10.5  34.5
##             26670 26675 26678 26679 26686 26687 26696 26701 26706 26707 26713
## Predicted   102.3   156  50.6 59.44 55.05  67.6 104.7  51.9  83.9 88.52   133
## cvpred      101.7   156  50.6 58.81 54.95  67.5 103.9  51.2  81.8 86.41   132
## pm2.5        38.0   269 169.0 53.00 47.00  26.0  34.0  38.0  92.0 78.00   285
## CV residual -63.7   113 118.4 -5.81 -7.95 -41.5 -69.9 -13.2  10.2 -8.41   153
##             26716 26718 26719 26723 26725 26726 26729 26730 26731 26739 26742
## Predicted   163.5 180.9 136.9 102.7  84.9   116   109   141   151   123   141
## cvpred      163.2 180.7 136.9 102.9  85.1   116   109   139   151   123   140
## pm2.5       193.0 213.0 180.0  87.0 122.0   138   450   372   358   312   277
## CV residual  29.8  32.3  43.1 -15.9  36.9    22   341   233   207   189   137
##             26746 26747 26748 26749 26751 26754 26756 26759 26761 26764 26766
## Predicted     158   131   111   115 110.3 116.6 135.7   126 117.7 127.7 146.7
## cvpred        158   131   109   114 108.4 114.7 133.9   124 115.7 127.5 144.8
## pm2.5         290   371   353   227  98.0  73.0 100.0   141  88.0  59.0  57.0
## CV residual   132   240   244   113 -10.4 -41.7 -33.9    17 -27.7 -68.5 -87.8
##             26770 26773 26776 26777 26785 26786 26790 26793 26794 26796 26798
## Predicted   129.1 115.9   155   155 137.0 127.6 133.6 134.2 123.5 115.7 102.6
## cvpred      129.3 116.2   155   155 136.7 127.9 133.9 134.4 123.8 115.4 102.3
## pm2.5        88.0 100.0   114   110 161.0 160.0 176.0 179.0 198.0 164.0 144.0
## CV residual -41.3 -16.2   -41   -45  24.3  32.1  42.1  44.6  74.2  48.6  41.7
##             26800 26803  26804 26805 26812 26813 26816 26821 26825 26834 26836
## Predicted   83.97 146.7 117.89 159.9   179   175   186 147.7   175   188   186
## cvpred      83.64 146.8 117.51 159.9   179   175   186 145.9   173   187   184
## pm2.5       88.00  98.0 114.00 184.0    60    45    40  46.0   382   439   437
## CV residual  4.36 -48.8  -3.51  24.1  -119  -130  -146 -99.9   209   252   253
##             26839 26840 26850 26851 26852 26857 26858 26861 26864 26865 26868
## Predicted     187   154 185.5   194   172  83.2  89.5 100.5   161  83.8  46.3
## cvpred        187   153 183.8   192   171  83.4  89.7 100.6   161  84.0  46.5
## pm2.5         417   422 273.0   297   321 255.0  29.0  11.0    13  14.0  32.0
## CV residual   230   269  89.2   105   150 171.6 -60.7 -89.6  -148 -70.0 -14.5
##             26873 26876 26878 26879 26880 26894 26895 26899 26900 26904 26907
## Predicted    48.0  76.8 120.9 104.1 116.9 122.2  92.4 125.7 163.8 178.9   144
## cvpred       48.1  76.2 118.8 103.5 116.6 120.2  91.9 125.2 161.8 178.8   144
## pm2.5        16.0  23.0  27.0  23.0  27.0  65.0  71.0  84.0 109.0 124.0   161
## CV residual -32.1 -53.2 -91.8 -80.5 -89.6 -55.2 -20.9 -41.2 -52.8 -54.8    17
##             26910 26916 26918 26924  26926  26927 26930 26931 26932 26941 26949
## Predicted   148.7 138.8 127.7   159 163.70 163.70   133   133   139   176   170
## cvpred      148.6 138.7 125.9   159 163.65 163.65   133   133   139   175   170
## pm2.5       169.0  94.0 156.0   177 165.00 170.00   307   347   318   306   317
## CV residual  20.4 -44.7  30.1    18   1.35   6.35   174   214   179   131   147
##             26955 26957 26959 26962 26964 26966 26967 26968 26969 26971 26972
## Predicted     174   177   154   137   116   147   142   142   142   171   175
## cvpred        172   175   154   137   116   147   142   141   141   169   174
## pm2.5         362   364   357   348   357   384   394   409   496   459   446
## CV residual   190   189   203   211   241   237   252   268   355   290   272
##             26973 26979 26980 26984 26986 26988 26989 26991 26992 27000 27001
## Predicted     167   186   187   178   181   175   180   176   174   167   173
## cvpred        165   186   187   178   180   173   180   174   173   165   172
## pm2.5         444   472   451   460   425   493   484   476   445   322   316
## CV residual   279   286   264   282   245   320   304   302   272   157   144
##             27002 27003 27005 27008 27019 27020 27022 27024  27043 27045 27046
## Predicted     173   173 173.4 175.0   139 126.2   126   166 132.43 132.4 132.4
## cvpred        172   172 171.6 173.2   139 126.6   127   166 132.92 132.9 132.9
## pm2.5         315   304 260.0 273.0   248 222.0   265   296 136.00 146.0 149.0
## CV residual   143   132  88.4  99.8   109  95.4   138   130   3.08  13.1  16.1
##             27048 27051 27057 27059 27062 27066 27069 27072 27073 27076 27081
## Predicted   139.3 145.9 106.6  84.7  70.9  64.9  76.7  85.2  83.5  97.7 105.9
## cvpred      139.7 146.2 106.8  84.9  70.3  64.2  76.0  84.4  82.8  97.5 105.8
## pm2.5       111.0 134.0  29.0  18.0  22.0  16.0  27.0  14.0  14.0  16.0  38.0
## CV residual -28.7 -12.2 -77.8 -66.9 -48.3 -48.2 -49.0 -70.4 -68.8 -81.5 -67.8
##             27082 27089 27095 27103 27107  27108 27109 27111 27116 27117 27118
## Predicted    91.1  78.8 151.1   178 183.4 178.75 180.4   184 141.1 141.1 145.5
## cvpred       91.1  76.9 151.1   176 181.8 177.11 178.8   182 141.6 141.6 145.9
## pm2.5        32.0  55.0  83.0   135 165.0 181.00 194.0   202 232.0 219.0 239.0
## CV residual -59.1 -21.9 -68.1   -41 -16.8   3.89  15.2    20  90.4  77.4  93.1
##             27123 27129 27132 27135 27136 27139 27143 27146 27154 27155 27157
## Predicted   147.5 104.4  87.1  78.8  70.6 124.8   141 164.6 170.3 174.4 169.3
## cvpred      147.8 104.4  86.4  78.2  70.0 122.8   139 162.8 168.6 172.7 169.5
## pm2.5       100.0  12.0  18.0  19.0  21.0  29.0    29  77.0  89.0  85.0  82.0
## CV residual -47.8 -92.4 -68.4 -59.2 -49.0 -93.8  -110 -85.8 -79.6 -87.7 -87.5
##             27159 27160 27164 27167 27168 27175 27177 27180 27181 27183 27186
## Predicted   177.1 166.3 173.6 191.1 186.6   155 188.8   140  61.1  38.1  48.9
## cvpred      175.5 166.5 171.9 189.3 186.5   155 188.7   140  61.3  38.2  48.7
## pm2.5        89.0  90.0 115.0 148.0 152.0   208 220.0    11   9.0   9.0   8.0
## CV residual -86.5 -76.5 -56.9 -41.3 -34.5    53  31.3  -129 -52.3 -29.2 -40.7
##             27188 27191 27193 27194 27196 27197 27199 27200 27202 27203 27204
## Predicted    57.7  71.1  61.9  76.4  98.4  97.7  86.3  95.7  69.9  76.8  64.2
## cvpred       57.4  70.8  61.4  76.0  97.3  97.3  85.8  94.5  69.4  75.7  63.1
## pm2.5         8.0   9.0   9.0   7.0   7.0   6.0   8.0  11.0   8.0  10.0  10.0
## CV residual -49.4 -61.8 -52.4 -69.0 -90.3 -91.3 -77.8 -83.5 -61.4 -65.7 -53.1
##             27210 27214 27215 27223 27224 27226 27227 27229 27232 27233 27242
## Predicted    60.4  74.3  72.7 104.6   108  69.0 104.3  93.7 100.0 105.7 158.4
## cvpred       59.4  73.4  71.7 104.2   108  68.7 103.7  91.4  97.8 103.5 156.3
## pm2.5        12.0  18.0  20.0  10.0    15  26.0  26.0  26.0  56.0  57.0 111.0
## CV residual -47.4 -55.4 -51.7 -94.2   -93 -42.7 -77.7 -65.4 -41.8 -46.5 -45.3
##             27245 27246 27250 27259 27263 27264 27273 27276 27283 27285 27286
## Predicted   176.0   160 166.9   110  86.4  88.6  84.3  66.0  56.6  73.8  72.2
## cvpred      175.7   159 166.8   108  85.8  88.0  83.6  65.3  56.5  73.7  72.1
## pm2.5       128.0   156 192.0   175 512.0 167.0  17.0  20.0  14.0  31.0  58.0
## CV residual -47.7    -3  25.2    67 426.2  79.0 -66.6 -45.3 -42.5 -42.7 -14.1
##             27287 27292 27295 27299 27303 27304 27305 27306 27314 27319 27324
## Predicted   101.5 106.8  97.7  88.2 132.2 127.5 123.4   121 165.9 177.6    92
## cvpred      101.3 105.9  97.5  87.4 130.3 125.6 121.5   119 165.8 177.5    92
## pm2.5        67.0  20.0  41.0  36.0  93.0 103.0 100.0    87  68.0 130.0    38
## CV residual -34.3 -85.9 -56.5 -51.4 -37.3 -22.6 -21.5   -32 -97.8 -47.5   -54
##             27329 27331 27332 27334 27337 27349 27350 27351 27352 27353 27354
## Predicted   80.37 109.3 118.1 126.3 168.1   150   135   130   126   126   132
## cvpred      78.45 107.5 116.3 124.5 166.3   148   133   129   124   124   130
## pm2.5       71.00 123.0 163.0 167.0 197.0   344   365   348   330   334   320
## CV residual -7.45  15.5  46.7  42.5  30.7   196   232   219   206   210   190
##             27355 27358 27361 27362 27363 27369 27375 27381 27382 27383 27392
## Predicted     139   169   135   130  99.2  90.0  30.1  72.5  72.7  53.8 110.4
## cvpred        137   167   136   129  98.8  89.4  29.4  70.5  72.4  53.9 110.3
## pm2.5         292   293   392   374 208.0  13.0   9.0  54.0 126.0 237.0  12.0
## CV residual   155   126   256   245 109.2 -76.4 -20.4 -16.5  53.6 183.1 -98.3
##             27393 27396 27400 27402 27403 27404 27409 27410 27411 27412 27416
## Predicted    89.4  62.3 102.3 116.5 137.3 137.3 152.0 152.0 157.9 143.8   160
## cvpred       89.4  62.0 100.4 114.6 135.4 135.4 150.1 150.1 157.8 143.3   158
## pm2.5        16.0  26.0  66.0  59.0  69.0  63.0  66.0  87.0  96.0  75.0    86
## CV residual -73.4 -36.0 -34.4 -55.6 -66.4 -72.4 -84.1 -63.1 -61.8 -68.3   -72
##             27418  27421 27426 27430 27431 27432 27438 27447 27451 27452 27454
## Predicted     151 139.80 149.2 157.4 165.3 164.9 191.5  1.16  31.6  53.8  51.6
## cvpred        151 139.92 147.5 155.8 163.7 165.1 189.9  1.20  31.6  53.3  51.6
## pm2.5          97 135.00 167.0 227.0 241.0 259.0 253.0 14.00  10.0  12.0   8.0
## CV residual   -54  -4.92  19.5  71.2  77.3  93.9  63.1 12.80 -21.6 -41.3 -43.6
##             27457 27458 27461 27467 27474 27480 27483 27484 27488 27489 27490
## Predicted    73.8  80.1  92.1  85.4  91.6  66.7  85.6  90.9  82.7  78.9  91.5
## cvpred       73.3  79.6  92.1  83.3  89.7  66.6  85.4  90.1  81.8  78.0  89.2
## pm2.5        19.0  14.0  10.0  15.0  41.0   9.0   5.0   8.0   9.0  11.0  13.0
## CV residual -54.3 -65.6 -82.1 -68.3 -48.7 -57.6 -80.4 -82.1 -72.8 -67.0 -76.2
##             27491 27501 27505 27507 27518 27522 27523 27524 27525 27527 27534
## Predicted    49.6   116 147.2 161.4  50.0  58.5    84  88.2 78.82 127.0 162.2
## cvpred       48.8   114 145.2 159.4  50.1  56.5    82  88.0 76.73 124.9 160.4
## pm2.5        24.0    62  77.0  73.0 126.0  12.0    42  58.0 67.00  68.0 147.0
## CV residual -24.8   -52 -68.2 -86.4  75.9 -44.5   -40 -30.0 -9.73 -56.9 -13.4
##             27540 27543 27546 27547 27550 27551 27555 27560 27563 27564 27575
## Predicted   155.9   137   141   149   171   169   138  95.1  3.31 -7.08 126.5
## cvpred      154.1   137   139   148   169   169   138  95.3  3.22 -7.19 126.4
## pm2.5       191.0   222   264   271   285   316   321  28.0  9.00 10.00  38.0
## CV residual  36.9    85   125   123   116   147   183 -67.3  5.78 17.19 -88.4
##             27578 27582 27584 27585 27587 27588 27589 27591 27598 27600 27607
## Predicted   139.1 117.5 119.7  88.5  91.0  45.4  57.1  48.2   105   120 151.9
## cvpred      138.9 117.6 119.7  88.7  90.8  44.9  57.0  46.3   104   118 151.9
## pm2.5       116.0  90.0  63.0  54.0  58.0  61.0  76.0  88.0   256   364 245.0
## CV residual -22.9 -27.6 -56.7 -34.7 -32.8  16.1  19.0  41.7   152   246  93.1
##             27612 27614 27620 27621 27630 27632 27636 27637 27647 27650 27651
## Predicted     127  80.0   128   135   152 144.4 149.1 153.2 121.6 123.2 135.5
## cvpred        126  80.3   128   135   152 142.7 147.3 151.5 121.9 123.6 135.8
## pm2.5         319 337.0   313   404   200 176.0 111.0 118.0 148.0 153.0 153.0
## CV residual   193 256.7   185   269    48  33.3 -36.3 -33.5  26.1  29.4  17.2
##              27652 27656  27657 27658 27659 27674 27677 27687 27689 27691 27693
## Predicted   143.38   148 141.19 122.3   108   180   192 -24.1  21.7  52.6   109
## cvpred      143.69   148 141.53 122.7   108   180   192 -23.7  20.0  50.9   107
## pm2.5       148.00   175 143.00 155.0   172   414   414  32.0  23.0 277.0   241
## CV residual   4.31    27   1.47  32.3    64   234   222  55.7   3.0 226.1   134
##             27694 27698 27699 27700 27702 27705 27706 27709 27711 27714 27715
## Predicted     125   165   171   184   187   160   193  32.5  14.5  33.7  36.7
## cvpred        124   164   170   182   186   160   194  32.9  14.8  33.9  36.9
## pm2.5         259   392   400   441   485   449   469 111.0  89.0  17.0  13.0
## CV residual   135   228   230   259   299   289   275  78.1  74.2 -16.9 -23.9
##             27720 27724 27726 27727 27728 27730 27731 27735 27736 27743 27746
## Predicted    32.5  31.1  36.1  44.9  44.9  8.82 12.92  3.67 1.480  46.9  86.6
## cvpred       32.4  30.9  35.9  44.7  44.7  8.56 12.68  2.87 0.716  46.2  84.4
## pm2.5         9.0   6.0   8.0   9.0   9.0 10.00 11.00  9.00 9.000  27.0  11.0
## CV residual -23.4 -24.9 -27.9 -35.7 -35.7  1.44 -1.68  6.13 8.284 -19.2 -73.4
##             27749 27752 27754 27757 27759 27760 27761 27769 27771  27772  27775
## Predicted    83.7  79.1  56.1  66.5  67.9  60.8 60.80 100.3 105.4 113.34 129.16
## cvpred       83.7  79.0  56.1  66.2  65.9  58.7 58.75 100.4 105.6 113.52 129.35
## pm2.5         9.0  19.0  18.0  33.0  39.0  42.0 56.00 157.0 145.0 113.00 134.00
## CV residual -74.7 -60.0 -38.1 -33.2 -26.9 -16.7 -2.75  56.6  39.4  -0.52   4.65
##              27777  27782 27785 27786 27787 27788 27792  27794 27796 27797
## Predicted   116.31   1.96 -34.4 -6.73 50.19  54.9 119.8 24.154  56.5  69.0
## cvpred      116.61   2.28 -34.1 -7.01 48.45  53.1 119.9 24.452  56.7  69.2
## pm2.5       123.00 110.00  25.0 50.00 55.00 143.0  86.0 24.000   4.0   5.0
## CV residual   6.39 107.72  59.1 57.01  6.55  89.9 -33.9 -0.452 -52.7 -64.2
##             27798 27801 27803 27805 27815 27824 27825 27829 27831 27832 27834
## Predicted    90.5  32.7 -10.5 18.47  83.6 138.5 150.4  78.5  66.6  66.5  53.9
## cvpred       90.0  32.9 -10.3 18.45  81.9 138.2 150.6  78.7  67.0  65.0  53.8
## pm2.5         7.0  17.0  16.0 14.00  60.0 126.0 130.0 192.0 187.0 204.0 222.0
## CV residual -83.0 -15.9  26.3 -4.45 -21.9 -12.2 -20.6 113.3 120.0 139.0 168.2
##             27837 27841 27844 27848 27849 27865 27866 27868 27869 27873 27874
## Predicted     123   112 114.0 110.2   102 166.6 152.1 142.7   151   176   139
## cvpred        123   113 114.5 110.7   103 165.1 151.9 143.2   152   175   139
## pm2.5         235   302 207.0 202.0   203 242.0 239.0 238.0   338   331   327
## CV residual   112   189  92.5  91.3   100  76.9  87.1  94.8   186   156   188
##             27875 27880 27886 27888 27889 27891 27896 27897 27898 27902 27903
## Predicted     134  76.5   151   162   132   132   159   158  78.8  91.3  97.5
## cvpred        135  75.3   151   162   133   133   159   159  79.6  90.1  96.4
## pm2.5         306 279.0   510   469   450   365   337   323 306.0 189.0 410.0
## CV residual   171 203.7   359   307   317   232   178   164 226.4  98.9 313.6
##             27905 27907 27909 27914 27916 27917 27921 27922 27923 27925 27926
## Predicted   122.7 142.1   144 173.6 176.9 196.8 140.5 115.9  86.0  0.95 -12.4
## cvpred      121.5 140.9   143 174.1 177.4 197.3 141.3 116.7  86.2  1.45 -12.0
## pm2.5       145.0  87.0    95 105.0 119.0 128.0 124.0 136.0 141.0 42.00  32.0
## CV residual  23.5 -53.9   -48 -69.1 -58.4 -69.3 -17.3  19.3  54.8 40.55  44.0
##              27933 27936 27937 27945 27949 27953 27954 27956 27968 27971 27972
## Predicted   11.071 17.15  49.0 114.1  22.2  20.2  30.6 61.79 156.5 106.3  95.9
## cvpred      11.146 17.16  48.3 112.2  20.2  18.3  28.7 59.95 156.6 104.6  94.2
## pm2.5       12.000 12.00  12.0  27.0  32.0  37.0  42.0 67.00  94.0 155.0 150.0
## CV residual  0.854 -5.16 -36.3 -85.2  11.8  18.7  13.3  7.05 -62.6  50.4  55.8
##             27974 27979 27981  27983 27984 27987 27993 27996 27997 27998 27999
## Predicted    88.2 113.6 117.7 113.59   122 141.0 177.9 175.7 139.9 133.6 132.0
## cvpred       86.6 112.1 116.2 112.12   120 141.4 178.4 176.2 140.7 134.4 132.8
## pm2.5       134.0 148.0 164.0 117.00   108 131.0 127.0 164.0 167.0 148.0 153.0
## CV residual  47.4  35.9  47.8   4.88   -12 -10.4 -51.4 -12.2  26.3  13.6  20.2
##             28014 28015 28020 28022 28023 28028 28029 28030 28032 28033 28038
## Predicted    96.0 104.7  38.4 18.37  40.9  91.1  87.0  89.5 114.4 149.9 160.0
## cvpred       95.5 104.3  37.8 17.81  40.8  89.2  85.1  87.6 112.5 148.2 158.3
## pm2.5        17.0  14.0  17.0 10.00  14.0  37.0  38.0  30.0  48.0  71.0  84.0
## CV residual -78.5 -90.3 -20.8 -7.81 -26.8 -52.2 -47.1 -57.6 -64.5 -77.2 -74.3
##             28043 28044  28052 28058 28059 28061 28064 28071 28079 28083 28085
## Predicted   124.1 123.9 121.66 156.2 129.5 126.4 130.5   106   123   111   121
## cvpred      124.2 122.2 120.02 156.4 129.3 126.8 130.9   106   123   112   121
## pm2.5        92.0 112.0 127.00 195.0 205.0 226.0 187.0   271   328   346   327
## CV residual -32.2 -10.2   6.98  38.6  75.7  99.2  56.1   165   205   234   206
##             28096 28100 28102 28103 28106 28110 28114 28115 28119 28122 28123
## Predicted    80.6   130   138 140.2 156.0 164.3   161   154   124   127   154
## cvpred       79.2   128   137 138.7 154.6 164.7   160   153   123   126   153
## pm2.5       208.0   251   250 205.0 216.0 236.0   273   287   394   400   422
## CV residual 128.8   123   113  66.3  61.4  71.3   113   134   271   274   269
##             28127 28131 28132 28136 28137 28141 28142 28155 28156 28158 28159
## Predicted     177 145.8 133.2  47.2  49.6  24.3  38.1   152   162   153   152
## cvpred        178 146.6 134.1  47.5  50.0  24.0  38.2   151   162   153   151
## pm2.5         541 246.0  39.0  13.0   9.0   6.0   9.0    34    36    23    22
## CV residual   363  99.4 -95.1 -34.5 -41.0 -18.0 -29.2  -117  -126  -130  -129
##             28160 28161 28163 28165 28167 28171 28174 28177 28181 28183 28184
## Predicted     152   130 118.4 126.6 130.7   149   177   179   176   179   172
## cvpred        151   131 118.9 126.6 130.8   149   177   177   175   177   171
## pm2.5          34    34  59.0  69.0  69.0    41   100    75    45    28    36
## CV residual  -117   -97 -59.9 -57.6 -61.8  -108   -77  -102  -130  -149  -135
##             28186 28190 28200 28202 28207 28209 28211  28212 28213 28214 28215
## Predicted     165 67.13 156.8 158.5 173.4 168.8 156.8 158.88 147.9 142.8 142.3
## cvpred        163 67.42 155.3 156.9 171.9 167.2 157.2 157.45 146.5 143.3 142.8
## pm2.5          48 65.00 119.0 114.0 108.0 104.0 123.0 148.00 164.0 173.0 172.0
## CV residual  -115 -2.42 -36.3 -42.9 -63.9 -63.2 -34.2  -9.45  17.5  29.7  29.2
##             28216 28223 28227 28228 28234 28235 28236 28238 28241 28247 28252
## Predicted     144 118.8  94.1 100.3  82.8  76.1 101.1  98.0  95.0 141.8   170
## cvpred        143 119.5  94.0 100.8  81.0  76.2  99.5  96.5  93.5 140.2   168
## pm2.5         183 211.0 125.0  94.0  18.0  17.0  66.0  62.0  62.0  61.0    51
## CV residual    40  91.5  31.0  -6.8 -63.0 -59.2 -33.5 -34.5 -31.5 -79.2  -117
##             28253 28256 28262 28263 28265 28273 28275 28277 28279 28280 28281
## Predicted     170   171 139.9 121.0  33.3  67.8  78.1  87.9   101  72.1  36.8
## cvpred        168   170 140.2 121.4  33.8  67.3  77.7  88.1   101  72.2  36.9
## pm2.5          51    60  90.0  96.0  86.0   9.0   9.0   9.0    13  18.0  18.0
## CV residual  -117  -110 -50.2 -25.4  52.2 -58.3 -68.7 -79.1   -88 -54.2 -18.9
##             28282 28284   28285 28286 28287 28292 28296 28298 28301 28305 28312
## Predicted    36.8  36.9 10.7948  12.4  49.8  86.6 118.2 135.6 161.0 146.4  75.6
## cvpred       36.9  36.4 10.9624  12.6  49.8  84.8 118.3 133.9 159.3 146.5  74.0
## pm2.5        11.0  12.0 11.0000  15.0  13.0  32.0  58.0  91.0  74.0 121.0 137.0
## CV residual -25.9 -24.4  0.0376   2.4 -36.8 -52.8 -60.3 -42.9 -85.3 -25.5  63.0
##             28314 28315 28316 28318 28319 28324 28329 28331 28332 28334 28336
## Predicted    73.2  83.6  96.1 109.0 115.3 143.7   161 142.6 137.9   114 100.7
## cvpred       71.6  82.0  94.5 107.4 113.7 142.1   160 141.2 136.5   112  99.3
## pm2.5       115.0 117.0 135.0 127.0 102.0 153.0   196 217.0 229.0   231 210.0
## CV residual  43.4  35.0  40.5  19.6 -11.7  10.9    36  75.8  92.5   119 110.7
##             28339 28347 28348 28350  28351 28357 28358  28361 28364 28369 28370
## Predicted     118   166 180.4 182.1 178.25 111.4  21.5 -1.227 -2.23  26.7  28.9
## cvpred        117   165 179.2 180.8 177.03 112.1  22.2 -0.556 -1.91  26.3  28.4
## pm2.5         223   134 135.0 139.0 171.00 156.0  84.0 15.000 16.00  16.0   8.0
## CV residual   106   -31 -44.2 -41.8  -6.03  43.9  61.8 15.556 17.91 -10.3 -20.4
##             28378 28379 28383  28384 28385 28386 28388 28389  28390 28396 28397
## Predicted    8.88 -1.51 13.20  0.334  30.3 -26.5 53.23  88.5 111.77 131.2 139.2
## cvpred       8.99 -1.41 13.53  0.645  28.5 -26.3 51.45  86.9 110.22 130.9 139.4
## pm2.5       13.00 19.00 11.00 21.000  20.0  22.0 60.00  97.0 120.00 100.0 110.0
## CV residual  4.01 20.41 -2.53 20.355  -8.5  48.3  8.55  10.1   9.78 -30.9 -29.4
##             28400  28402 28403 28405 28407 28408 28416 28417 28418 28423 28428
## Predicted   119.4 125.76  56.5  56.6  90.7  80.3 121.4 131.8 131.8  93.6  98.7
## cvpred      119.2 124.14  56.3  54.8  89.1  78.7 119.7 130.1 130.1  94.0  97.1
## pm2.5        97.0 127.00 117.0  78.0 121.0 108.0  66.0  60.0  72.0  81.0 122.0
## CV residual -22.2   2.86  60.7  23.2  31.9  29.3 -53.7 -70.1 -58.1 -13.0  24.9
##             28429  28432 28437 28439 28444 28451 28453 28454 28457 28459 28461
## Predicted   94.03 107.39 145.4 150.1 154.2 159.9   148 157.9 156.5   127   118
## cvpred      92.42 105.91 143.9 148.5 152.7 158.4   147 156.5 155.2   127   119
## pm2.5       90.00 110.00  98.0 100.0 109.0 193.0   230 227.0 243.0   258   259
## CV residual -2.42   4.09 -45.9 -48.5 -43.7  34.6    83  70.5  87.8   131   140
##             28468 28469 28472 28474 28479 28480 28481 28483 28486 28489 28490
## Predicted     118 158.1 164.4  55.5 38.66  21.6 36.75 35.69 24.44  50.8  56.5
## cvpred        119 156.8 163.1  56.2 38.68  22.2 36.71 35.59 24.79  50.4  56.7
## pm2.5         256 250.0 247.0  18.0 37.00  39.0 41.00 31.00 19.00   6.0  13.0
## CV residual   137  93.2  83.9 -38.2 -1.68  16.8  4.29 -4.59 -5.79 -44.4 -43.7
##             28491 28493 28494 28495 28496 28499 28504 28507  28515  28517 28518
## Predicted   100.4 141.4 158.1 155.9 113.8 111.1  60.2  67.3 160.79 172.93 144.1
## cvpred      100.5 141.6 158.2 156.1 114.3 111.4  58.9  66.0 159.42 173.38 144.1
## pm2.5        20.0  64.0  96.0 122.0 133.0 176.0 119.0 123.0 153.00 179.00 183.0
## CV residual -80.5 -77.6 -62.2 -34.1  18.7  64.6  60.1  57.0  -6.42   5.62  38.9
##             28522 28525 28527 28528 28530 28539 28545 28548 28549 28550 28551
## Predicted    77.9  79.9  75.8  82.1 76.07 115.2  68.6  98.1  99.7  61.5  61.5
## cvpred       78.1  78.7  74.5  80.8 74.72 113.8  69.2  98.5 100.1  62.1  62.1
## pm2.5       150.0 156.0 243.0 122.0 73.00  47.0  89.0  87.0  89.0 100.0 107.0
## CV residual  71.9  77.3 168.5  41.2 -1.72 -66.8  19.8 -11.5 -11.1  37.9  44.9
##             28553 28558 28563 28564 28565 28566 28570  28571 28577 28589 28594
## Predicted     125 130.7 131.5 127.4 127.4 168.9 116.8 104.18  26.0 103.2  31.8
## cvpred        126 131.4 132.3 128.2 128.2 169.5 117.6 105.04  26.5 103.5  32.2
## pm2.5          78  99.0 113.0 108.0 110.0 121.0 107.0 111.00  15.0   6.0  11.0
## CV residual   -48 -32.4 -19.3 -20.2 -18.2 -48.5 -10.6   5.96 -11.5 -97.5 -21.2
##             28596 28597 28601 28605 28608 28611 28614 28618 28621 28622   28626
## Predicted   18.36  35.1  54.2  89.2 120.4 129.9   165 142.5 121.6 112.9 128.134
## cvpred      18.78  34.9  52.7  87.6 118.9 128.4   164 141.1 120.4 111.6 126.931
## pm2.5       13.00  10.0  11.0  24.0  32.0  55.0    59  67.0  77.0  80.0 126.000
## CV residual -5.78 -24.9 -41.7 -63.6 -86.9 -73.4  -105 -74.1 -43.4 -31.6  -0.931
##             28627 28628 28630 28633 28636 28647 28648 28650 28656 28658 28659
## Predicted   128.1 127.1  75.6   117 111.4  11.7  5.41 10.08  42.7  57.2  58.8
## cvpred      126.9 125.8  76.4   118 112.2  12.1  5.82 10.46  43.0  57.6  59.2
## pm2.5        97.0  83.0  90.0    54  22.0  17.0 13.00 17.00  13.0  10.0   8.0
## CV residual -29.9 -42.8  13.6   -64 -90.2   4.9  7.18  6.54 -30.0 -47.6 -51.2
##             28662 28663 28664 28668 28672 28677 28680 28681 28686 28688 28691
## Predicted    60.2  70.6  52.3  9.39  36.5  26.6  48.0  53.7  69.8  63.5  23.9
## cvpred       60.6  71.0  52.6  9.74  36.3  26.9  48.3  54.0  70.2  63.9  24.3
## pm2.5         8.0   9.0   9.0 13.00  14.0  14.0  11.0  10.0   8.0  11.0  12.0
## CV residual -52.6 -62.0 -43.6  3.26 -22.3 -12.9 -37.3 -44.0 -62.2 -52.9 -12.3
##             28698 28701 28706 28709 28710 28711 28717 28718 28721 28724 28729
## Predicted    19.7  30.6  48.2  87.8  87.8  58.6 -18.5 -27.3 -36.6  9.95  83.3
## cvpred       20.1  31.0  48.5  88.2  88.2  58.9 -18.2 -27.0 -36.2  9.67  81.6
## pm2.5         7.0  17.0  27.0  16.0  15.0  13.0  13.0  12.0   8.0  5.00  32.0
## CV residual -13.1 -14.0 -21.5 -72.2 -73.2 -45.9  31.2  39.0  44.2 -4.67 -49.6
##             28733 28734 28735 28736 28737 28741 28744 28745 28750 28752 28753
## Predicted     157 142.7 115.4 109.5  94.6  35.2  20.5 22.14  78.2  89.2 108.5
## cvpred        157 142.9 115.8 109.4  94.9  35.6  19.2 20.83  77.0  89.9 108.7
## pm2.5          42  55.0  62.0  66.0  64.0  50.0  41.0 29.00  47.0  54.0  59.0
## CV residual  -115 -87.9 -53.8 -43.4 -30.9  14.4  21.8  8.17 -30.0 -35.9 -49.7
##             28755 28759  28762 28763 28764 28772 28776 28780 28784 28793 28794
## Predicted   119.9 145.8 114.28  68.8  32.6  31.0  26.3  38.1  40.5  69.7  77.6
## cvpred      118.8 146.6 115.08  69.1  33.6  31.8  26.1  37.7  40.2  68.4  76.3
## pm2.5        65.0 101.0 110.00 117.0 132.0  10.0  12.0   6.0   6.0  39.0  45.0
## CV residual -53.8 -45.6  -5.08  47.9  98.4 -21.8 -14.1 -31.7 -34.2 -29.4 -31.3
##             28795 28802 28803 28810 28812 28813 28815 28819 28821 28823 28824
## Predicted    89.6 139.2 120.8 105.9  93.2  88.5  93.6 134.6 142.1 144.8 140.7
## cvpred       88.3 139.8 120.9 106.4  91.9  87.3  92.5 133.6 140.9 143.6 139.5
## pm2.5        42.0  53.0  42.0  62.0  73.0  78.0  79.0 102.0  69.0  55.0  53.0
## CV residual -46.3 -86.8 -78.9 -44.4 -18.9  -9.3 -13.5 -31.6 -71.9 -88.6 -86.5
##             28826 28830 28833 28835 28839 28840 28850 28851 28853 28855 28857
## Predicted   102.9 117.1  95.9  69.1  53.9  58.0 145.3 145.3   146   147 139.0
## cvpred      103.7 117.9  96.1  69.4  54.6  58.7 143.9 143.9   147   146 137.6
## pm2.5        57.0  61.0  74.0  80.0  39.0  36.0  48.0  52.0    37    28  45.0
## CV residual -46.7 -56.9 -22.1  10.6 -15.6 -22.7 -95.9 -91.9  -110  -118 -92.6
##             28859 28865 28869 28874 28882 28883 28887 28888 28896 28899 28901
## Predicted   106.9  84.2  84.8  64.7 8.479 12.58 -14.3 -20.9 -1.49   125 119.8
## cvpred      105.6  82.9  83.3  64.5 8.012 12.14 -14.7 -21.3 -1.26   124 118.2
## pm2.5        49.0  72.0  49.0  10.0 9.000  7.00   4.0   7.0 23.00    56  63.0
## CV residual -56.6 -10.9 -34.3 -54.5 0.988 -5.14  18.7  28.3 24.26   -68 -55.2
##             28905 28908 28910 28913 28914 28916 28920 28921 28922 28927 28931
## Predicted   102.0 130.4 109.4 114.2 118.3 132.8 147.9 147.9 154.2 132.7 111.9
## cvpred      100.4 128.9 107.8 112.7 116.8 131.4 146.4 146.4 152.7 133.3 112.3
## pm2.5        51.0  43.0  35.0  59.0  57.0  57.0  73.0  67.0  64.0  83.0  84.0
## CV residual -49.4 -85.9 -72.8 -53.7 -59.8 -74.4 -73.4 -79.4 -88.7 -50.3 -28.3
##             28935 28942 28943 28946 28948 28952 28958 28959 28961 28962 28963
## Predicted    64.3 102.7 106.8 144.8 156.9 123.8  95.0  92.0  70.4  76.6  91.1
## cvpred       64.7 101.3 105.4 143.4 155.4 123.8  93.8  90.8  69.1  75.4  89.9
## pm2.5        81.0  81.0  78.0 117.0 125.0 136.0 147.0 134.0 140.0 142.0 149.0
## CV residual  16.3 -20.3 -27.4 -26.4 -30.4  12.2  53.2  43.2  70.9  66.6  59.1
##             28964 28972 28973 28977 28980 28981 28988 28990 28991 28992 28996
## Predicted    99.9 148.0 158.5   144 124.8 122.6 123.4 152.2 152.6 140.0 156.4
## cvpred       98.7 146.7 159.1   143 123.6 121.5 122.2 152.9 151.5 138.9 155.3
## pm2.5       137.0 123.0 128.0   160 195.0 201.0 166.0 183.0 197.0 188.0 134.0
## CV residual  38.3 -23.7 -31.1    17  71.4  79.5  43.8  30.1  45.5  49.1 -21.3
##             28997 28998 29000 29002 29003 29006 29008 29009 29013 29015 29019
## Predicted   166.8 166.8 160.5 153.8 154.2   147   136   106 145.9 163.1 129.5
## cvpred      165.7 165.7 159.4 154.5 153.1   146   135   106 146.6 163.8 130.4
## pm2.5       140.0 146.0 195.0 201.0 214.0   247   258   260 200.0 217.0 217.0
## CV residual -25.7 -19.7  35.6  46.5  60.9   101   123   154  53.4  53.2  86.6
##             29020 29021 29023 29024 29026  29028 29036 29037 29038 29040 29049
## Predicted   131.7 135.5 135.5 129.0 128.6 72.037  29.7  50.3  25.4  46.7 16.10
## cvpred      132.6 136.4 136.4 129.9 129.4 72.761  30.5  50.5  26.1  47.4 16.71
## pm2.5       179.0 154.0 148.0 165.0  87.0 73.000  14.0  18.0  14.0   4.0  9.00
## CV residual  46.4  17.6  11.6  35.1 -42.4  0.239 -16.5 -32.5 -12.1 -43.4 -7.71
##             29055 29056 29059 29063 29064 29066 29070  29072 29073 29078 29079
## Predicted   -30.7 -39.5 -43.3  91.0 -9.07 104.0 148.6 123.48  94.8  53.3  52.8
## cvpred      -30.1 -38.8 -42.8  91.4 -8.55 102.5 149.1 124.02  95.3  52.2  51.7
## pm2.5         8.0   9.0   7.0  52.0 40.00  40.0  83.0 115.00  70.0  80.0  78.0
## CV residual  38.1  47.8  49.8 -39.4 48.55 -62.5 -66.1  -9.02 -25.3  27.8  26.3
##             29080 29082 29092 29093 29095 29096 29099 29101  29109 29110 29111
## Predicted    54.4 72.68 103.6  92.6 147.5 124.8  59.1 52.26 95.728 102.6 108.9
## cvpred       53.3 71.62 103.8  93.4 148.1 125.5  57.9 51.07 94.641 101.4 107.7
## pm2.5        70.0 74.00  69.0  81.0  82.0  55.0  46.0 50.00 95.000  77.0  81.0
## CV residual  16.7  2.38 -34.8 -12.4 -66.1 -70.5 -11.9 -1.07  0.359 -24.4 -26.7
##              29113 29114 29119 29120 29121 29123 29129 29135 29136 29137 29139
## Predicted   113.54 127.7 151.8 105.8 128.8 126.6 116.3  42.7 -9.34 -11.0  3.80
## cvpred      112.35 126.5 150.6 106.1 127.7 125.5 117.1  42.7 -8.74 -10.4  4.33
## pm2.5       103.00  85.0  91.0  81.0  81.0  80.0  92.0  20.0 17.00  11.0 14.00
## CV residual  -9.35 -41.5 -59.6 -25.1 -46.7 -45.5 -25.1 -22.7 25.74  21.4  9.67
##             29142 29145 29148 29149 29150 29151 29156 29157 29169 29170 29171
## Predicted     137 18.38 -41.4 -49.8 -60.5 -63.5 -67.4 -54.5 -3.18 -15.8 -20.4
## cvpred        137 18.48 -40.6 -49.1 -59.8 -62.8 -66.8 -53.9 -3.26 -15.8 -20.5
## pm2.5          17 24.00  47.0  44.0  39.0  27.0  74.0  37.0 14.00  10.0   9.0
## CV residual  -120  5.52  87.6  93.1  98.8  89.8 140.8  90.9 17.26  25.8  29.5
##             29173 29176 29180 29181 29182 29186 29187 29190 29195 29199 29202
## Predicted   -48.1 -35.1  7.01 28.35 51.61  93.4  76.0   149 25.17  13.3 45.97
## cvpred      -48.0 -34.7  7.45 28.77 52.06  92.0  76.7   150 25.95  13.9 44.79
## pm2.5        70.0  13.0 22.00 36.00 45.00  81.0  41.0    46 30.00  34.0 35.00
## CV residual 118.0  47.7 14.55  7.23 -7.06 -11.0 -35.7  -104  4.05  20.1 -9.79
##             29212 29214 29218 29220 29222 29224 29225 29230 29233 29234 29240
## Predicted   111.6 123.9 111.6 75.80  60.7  53.6  69.7  97.9 101.0 105.9  96.0
## cvpred      110.4 122.8 110.5 74.69  59.6  52.5  68.7  96.8  99.8 106.1  96.9
## pm2.5        53.0  72.0 100.0 75.00  89.0  96.0  97.0  79.0  59.0  68.0  51.0
## CV residual -57.4 -50.8 -10.5  0.31  29.4  43.5  28.3 -17.8 -40.8 -38.1 -45.9
##             29242 29245 29246 29247 29250 29252 29253 29256 29258 29259  29265
## Predicted   108.8  81.7  81.2 68.74 66.27  89.2  91.7 113.1 119.3 125.6 123.73
## cvpred      109.5  82.4  81.9 67.63 65.14  88.1  90.6 111.9 118.2 124.5 122.64
## pm2.5        56.0  61.0  69.0 71.00 60.00  52.0  66.0  96.0  71.0  67.0 124.00
## CV residual -53.5 -21.4 -12.9  3.37 -5.14 -36.1 -24.6 -15.9 -47.2 -57.5   1.36
##             29267 29269 29275 29276 29278 29279 29287 29288 29291 29292 29294
## Predicted   104.4    69  34.8  49.3 77.22 122.9 146.0 100.7  91.9  83.4  71.9
## cvpred      105.2    68  33.6  48.1 76.06 121.8 146.7 101.1  92.7  84.2  72.8
## pm2.5       139.0    83  54.0  65.0 75.00  80.0 167.0 157.0 169.0 161.0 172.0
## CV residual  33.8    15  20.4  16.9 -1.06 -41.8  20.3  55.9  76.3  76.8  99.2
##             29298 29299 29301 29307 29308 29317 29321 29322 29326  29328 29330
## Predicted    75.0  81.3   109   142   145  85.7  30.9  33.1  90.3 127.33 132.4
## cvpred       74.1  80.4   108   143   145  84.9  30.0  32.2  89.4 128.25 131.5
## pm2.5       187.0 209.0   230   314   301 265.0 103.0  82.0 148.0 137.00 157.0
## CV residual 112.9 128.6   122   171   156 180.1  73.0  49.8  58.6   8.75  25.5
##             29332 29333 29339 29346 29349 29350 29353 29362 29363 29367 29368
## Predicted     134 105.3  99.2  68.7  77.2  75.8 102.9  99.3  90.9 104.8 100.1
## cvpred        135 105.8 100.2  67.9  76.3  74.8 101.9  98.3  89.9 103.9  99.2
## pm2.5         156 157.0 251.0 143.0 182.0 164.0 196.0 135.0 126.0 163.0 148.0
## CV residual    21  51.2 150.8  75.1 105.7  89.2  94.1  36.7  36.1  59.1  48.8
##             29369  29373 29376 29379 29381 29382 29387 29389 29396 29400 29401
## Predicted   104.2 110.23 106.7 126.6 137.0 137.0   137   128 136.8 160.3 164.6
## cvpred      103.4 109.31 105.7 125.7 136.1 136.1   136   127 137.7 161.2 163.6
## pm2.5       139.0 103.00  35.0  54.0  49.0  55.0    21    25  66.0  65.0  73.0
## CV residual  35.6  -6.31 -70.7 -71.7 -87.1 -81.1  -115  -102 -71.7 -96.2 -90.6
##             29402 29403 29404 29408 29415 29416   29417 29418 29422 29423 29424
## Predicted   167.9 175.8 177.9 176.9 -28.7 -29.3 -0.0712 -56.4  46.6  61.1  71.5
## cvpred      168.8 176.7 176.9 177.8 -27.7 -28.2  0.7575 -55.4  45.6  60.1  70.5
## pm2.5        76.0  93.0  97.0 116.0  12.0   9.0 14.0000  13.0  33.0  43.0  46.0
## CV residual -92.8 -83.7 -79.9 -61.8  39.7  37.2 13.2425  68.4 -12.6 -17.1 -24.5
##             29429 29430 29436 29438 29441 29446 29447 29448 29449 29453 29455
## Predicted     172 174.1 -25.3 -44.4   -86 41.31  23.3  87.5 27.02 107.0 103.0
## cvpred        173 174.9 -24.1 -43.3   -85 41.65  23.5  87.9 27.84 107.2 103.7
## pm2.5          70  89.0  58.0  27.0    25 38.00  48.0  31.0 25.00 122.0  36.0
## CV residual  -103 -85.9  82.1  70.3   110 -3.65  24.5 -56.9 -2.84  14.8 -67.7
##             29456 29460  29461  29463  29464 29465 29467 29468 29470 29472
## Predicted   43.29 22.40 -0.418 -1.418  -7.27  21.7  21.7  34.3  62.8  85.7
## cvpred      43.54 23.11 -1.587 -0.695  -8.38  20.7  20.7  33.2  61.7  84.6
## pm2.5       53.00 22.00 10.000 23.000  93.00  35.0  35.0  46.0  77.0  59.0
## CV residual  9.46 -1.11 11.587 23.695 101.38  14.3  14.3  12.8  15.3 -25.6
##             29473 29478 29479 29482 29483 29485 29486 29494 29495 29498 29509
## Predicted    86.0 114.0 97.65  50.1 79.02  26.9  62.2 132.3 149.4 156.7 -32.9
## cvpred       86.3 115.1 98.71  51.2 79.91  27.3  61.3 133.4 148.6 157.7 -32.0
## pm2.5        35.0  91.0 96.00  83.0 78.00  65.0  68.0 144.0 179.0 195.0  93.0
## CV residual -51.3 -24.1 -2.71  31.8 -1.91  37.7   6.7  10.6  30.4  37.3 125.0
##             29510 29511 29516 29521 29522 29524  29527 29528 29530 29531 29539
## Predicted    12.7  9.92 50.56 101.9  59.1 111.6 118.34  87.9 59.21  50.7  61.3
## cvpred       13.4 10.77 49.51 102.7  59.4 110.5 119.07  86.8 58.08  49.6  60.3
## pm2.5       140.0 75.00 44.00  67.0  79.0  77.0 111.00 126.0 60.00  99.0  39.0
## CV residual 126.6 64.23 -5.51 -35.7  19.6 -33.5  -8.07  39.2  1.92  49.4 -21.3
##             29544 29545 29546 29549 29552 29554 29555 29563 29570 29573 29575
## Predicted   111.2 113.3 113.3 134.0 109.1  83.9  73.6  67.0 124.2 129.7 129.2
## cvpred      110.1 112.2 112.2 134.6 109.9  84.7  74.3  66.1 123.2 128.7 130.1
## pm2.5        39.0  40.0  47.0  53.0  59.0  70.0  56.0 108.0  71.0  98.0 114.0
## CV residual -71.1 -72.2 -65.2 -81.6 -50.9 -14.7 -18.3  41.9 -52.2 -30.7 -16.1
##              29579 29580  29582 29583 29603  29605 29607 29615 29618 29619
## Predicted   117.08   115 108.04  94.6   123 109.30 106.8   140   152 151.6
## cvpred      116.11   114 107.16  93.8   122 108.55 106.1   139   152 150.8
## pm2.5       126.00   132 117.00 119.0   162 104.00  73.0    29    46  56.0
## CV residual   9.89    18   9.84  25.2    40  -4.55 -33.1  -110  -106 -94.8
##             29622 29623 29625 29626 29627 29628 29635 29636 29639 29641 29642
## Predicted   163.6 165.3 164.7 160.0 161.6 120.3 -36.6 -13.4  3.08  88.6 121.8
## cvpred      162.8 164.5 163.9 159.3 160.9 121.6 -35.9 -12.6  3.84  89.2 120.7
## pm2.5        66.0  67.0  73.0  73.0 101.0 102.0  22.0  57.0 22.00  27.0  25.0
## CV residual -96.8 -97.5 -90.9 -86.3 -59.9 -19.6  57.9  69.6 18.16 -62.2 -95.7
##             29649 29651 29652 29654 29655 29656 29660 29664 29668 29671 29672
## Predicted    43.1  21.8  13.0  7.78  15.4    17 45.73 101.8 130.5 126.6 105.6
## cvpred       41.9  20.6  11.8  6.66  14.4    16 44.74 100.9 129.6 127.2 106.2
## pm2.5        57.0  40.0  34.0 62.00  74.0    57 43.00  79.0  87.0  85.0  92.0
## CV residual  15.1  19.4  22.2 55.34  59.6    41 -1.74 -21.9 -42.6 -42.2 -14.2
##             29684 29690 29694 29695 29696 29697 29701 29704 29705 29707 29708
## Predicted   107.0 122.3 137.9  99.0 121.5  92.3  51.4    49 51.14  53.3  59.6
## cvpred      106.3 123.2 138.8  99.4 122.4  93.2  50.5    48 50.18  52.3  58.6
## pm2.5       124.0  61.0  69.0  77.0  85.0  89.0  86.0    65 57.00  40.0  39.0
## CV residual  17.7 -62.2 -69.8 -22.4 -37.4  -4.2  35.5    17  6.82 -12.3 -19.6
##             29722 29726 29727 29729  29735 29739 29742 29746 29747 29749 29750
## Predicted    89.0  51.1  69.2  74.3 124.78 115.1 146.1  43.2  28.7  12.0  20.2
## cvpred       89.9  50.2  68.3  73.6 125.85 115.7 147.2  43.8  29.3  12.6  20.8
## pm2.5        55.0  77.0  81.0 123.0 132.00 215.0 233.0 131.0  90.0  39.0  43.0
## CV residual -34.9  26.8  12.7  49.4   6.15  99.3  85.8  87.2  60.7  26.4  22.2
##             29755 29756 29764 29765 29767 29771 29773 29775 29777 29780 29785
## Predicted   109.5 117.4 105.8 108.0 103.3  59.8  52.9  50.3  56.0  89.4   140
## cvpred      110.5 118.5 106.4 108.5 104.4  60.7  53.9  49.5  55.2  88.6   139
## pm2.5        56.0  54.0  55.0  69.0  59.0  43.0  65.0  82.0  83.0  72.0    86
## CV residual -54.5 -64.5 -51.4 -39.5 -45.4 -17.7  11.1  32.5  27.8 -16.6   -53
##             29787 29789 29792 29794 29796 29800 29803 29804 29808 29810 29811
## Predicted   147.7 143.1 134.6 124.6 124.2 122.2 143.5 154.5   153 121.6 110.6
## cvpred      148.8 144.2 135.7 123.9 125.3 121.4 142.8 153.7   153 122.2 111.8
## pm2.5       108.0 118.0 115.0 101.0 108.0 143.0  80.0  76.0    50  56.0  60.0
## CV residual -40.8 -26.2 -20.7 -22.9 -17.3  21.6 -62.8 -77.7  -103 -66.2 -51.8
##             29817 29824 29825 29827 29830 29833 29835 29836 29837 29839 29841
## Predicted   114.7   121 114.6 127.2 136.4 150.6 156.3 156.3 158.5 162.1 154.2
## cvpred      115.9   122 115.7 128.3 135.6 149.8 155.6 155.6 157.7 163.3 155.4
## pm2.5        63.0    80  86.0  91.0 111.0  92.0  89.0  92.0 100.0 101.0 117.0
## CV residual -52.9   -42 -29.7 -37.3 -24.6 -57.8 -66.6 -63.6 -57.7 -62.3 -38.4
##             29844 29845 29851 29854 29857 29861 29863 29865 29866 29869 29872
## Predicted   106.4  91.4 116.7 136.4  16.8  40.1  46.6  22.1  5.38 -26.6 -71.0
## cvpred      107.8  92.7 115.9 135.6  17.7  41.0  47.6  23.0  6.35 -25.7 -70.1
## pm2.5        65.0  59.0  44.0  88.0  67.0   9.0  13.0  13.0 13.00  15.0  17.0
## CV residual -42.8 -33.7 -71.9 -47.6  49.3 -32.0 -34.6 -10.0  6.65  40.7  87.1
##               29876 29878 29882 29883 29891 29896 29897 29903 29911 29912 29917
## Predicted   -0.0464  48.4 133.2 141.7  62.6 -39.2 -32.9  60.3 133.6 131.4  93.1
## cvpred      -1.1873  47.4 134.1 142.6  61.7 -40.2 -33.9  59.5 132.8 130.7  92.5
## pm2.5       23.0000  32.0  49.0  49.0  54.0  37.0  42.0  70.0  83.0  87.0 105.0
## CV residual 24.1873 -15.4 -85.1 -93.6  -7.7  77.2  75.9  10.5 -49.8 -43.7  12.5
##             29922  29925 29929 29932 29934 29936 29937 29938 29940 29943 29946
## Predicted    73.1 113.04   129 118.8 160.8  77.8  72.1  47.2 -4.29  3.34  9.63
## cvpred       72.5 112.42   128 119.5 161.8  79.1  72.8  47.8 -3.57  4.16 10.44
## pm2.5       105.0 108.00   105 130.0 151.0 133.0 124.0  93.0 26.00 27.00 22.00
## CV residual  32.5  -4.42   -23  10.5 -10.8  53.9  51.2  45.2 29.57 22.84 11.56
##             29953 29957 29966 29967 29969 29970 29974 29977 29981 29986 29988
## Predicted   106.6 141.3   129 128.4   120   120 126.5 138.6 122.0  81.4  64.6
## cvpred      105.6 140.5   128 127.8   119   119 125.8 139.8 123.3  82.1  65.7
## pm2.5        56.0  96.0   244 216.0   137   130 111.0 153.0 170.0 152.0 127.0
## CV residual -49.6 -44.5   116  88.2    18    11 -14.8  13.2  46.7  69.9  61.3
##             29990 29991 29994 29996 29998 29999 30001 30006 30007 30008 30009
## Predicted   10.85  8.66  4.56  54.6 117.1 121.7 116.2 123.6 121.4 118.2 118.2
## cvpred       9.96  7.81  3.69  53.9 118.2 122.8 115.3 122.8 120.7 117.4 117.4
## pm2.5       65.00 53.00 70.00  96.0 103.0 150.0 166.0 203.0 179.0 203.0 167.0
## CV residual 55.04 45.19 66.31  42.1 -15.2  27.2  50.7  80.2  58.3  85.6  49.6
##             30012 30015 30018 30020 30024 30027 30028 30029 30033  30036 30037
## Predicted   118.7 109.3   141  96.7 95.08   147 107.1 153.3 152.1 145.79 143.3
## cvpred      117.9 110.5   140  98.0 96.32   148 108.4 154.3 151.3 144.97 142.5
## pm2.5       137.0 143.0    86  77.0 89.00    74  69.0  77.0 114.0 142.00 161.0
## CV residual  19.1  32.5   -54 -21.0 -7.32   -74 -39.4 -77.3 -37.3  -2.97  18.5
##             30038 30041 30050 30052 30054 30058  30063 30067 30068 30069 30071
## Predicted   143.3 144.9 143.3 146.6 151.2 155.3 154.32   105 109.8 109.8 103.5
## cvpred      142.5 144.1 142.5 145.8 150.4 154.5 155.42   106 111.1 111.1 104.8
## pm2.5       178.0 180.0 163.0 165.0 166.0  99.0 165.00   207 200.0 166.0 158.0
## CV residual  35.5  35.9  20.5  19.2  15.6 -55.5   9.58   101  88.9  54.9  53.2
##              30077 30082 30085 30086 30089 30098 30106 30115 30118 30120 30122
## Predicted   152.90 145.6 149.7 143.4 145.0 109.8 147.6 102.1 106.7 153.3 113.0
## cvpred      154.05 146.7 150.8 144.5 146.1 111.1 146.9 103.5 108.1 152.6 114.4
## pm2.5       145.00 117.0 136.0 136.0 161.0 139.0 161.0 191.0 194.0 182.0 169.0
## CV residual  -9.05 -29.7 -14.8  -8.5  14.9  27.9  14.1  87.5  85.9  29.4  54.6
##             30131 30132 30134 30137 30138 30139 30140 30142 30143 30146 30149
## Predicted   108.4 102.1 111.5 105.2   107 101.1 101.1  99.5   143   152   152
## cvpred      109.7 103.4 112.7 106.4   108 102.3 102.3 100.6   144   153   153
## pm2.5        13.0  36.0  15.0  16.0    12  17.0  16.0  24.0    27    33    31
## CV residual -96.7 -67.4 -97.7 -90.4   -96 -85.3 -86.3 -76.6  -117  -120  -122
##             30150 30151 30152 30153 30157 30159 30160 30164 30167 30168 30169
## Predicted   123.1   150   154   148  91.2  86.6  84.1 105.0 134.5 134.5   142
## cvpred      123.6   151   155   149  92.2  87.6  85.1 104.2 133.7 133.7   142
## pm2.5        28.0    38    44    45  29.0  22.0  18.0  35.0  41.0  40.0    40
## CV residual -95.6  -113  -111  -104 -63.2 -65.6 -67.1 -69.2 -92.7 -93.7  -102
##             30172 30173 30174 30175 30178 30179 30183 30190 30191 30192 30194
## Predicted   121.1 150.4 156.2   150  95.9 125.2 103.3 116.7 138.1 115.1   144
## cvpred      121.7 149.6 157.2   151  96.6 124.4 102.6 115.9 137.2 115.6   145
## pm2.5        48.0  51.0  62.0    64  75.0  70.0 107.0  72.0  55.0  24.0    24
## CV residual -73.7 -98.6 -95.2   -87 -21.6 -54.4   4.4 -43.9 -82.2 -91.6  -121
##             30196 30197 30198 30204 30207 30209 30216 30225  30227 30229 30230
## Predicted     158   164   160 106.1  92.9 100.8 129.0  91.8 106.35  93.8  86.9
## cvpred        159   165   161 105.3  92.2 100.1 128.2  92.5 105.61  93.1  86.3
## pm2.5          30    33    47  55.0  65.0  83.0 104.0 112.0 110.00 125.0 130.0
## CV residual  -129  -132  -114 -50.3 -27.2 -17.1 -24.2  19.5   4.39  31.9  43.7
##             30232 30233 30234 30237 30242 30245 30246 30247 30248 30258 30261
## Predicted    78.1  74.0  63.4 117.4   121 112.6 111.0 115.1 112.9  75.7  88.8
## cvpred       77.5  73.4  62.6 118.5   120 111.7 110.1 114.2 112.1  75.0  88.1
## pm2.5       124.0 109.0  78.0 103.0    81  80.0  82.0  83.0  91.0 126.0 131.0
## CV residual  46.5  35.6  15.4 -15.5   -39 -31.7 -28.1 -31.2 -21.1  51.0  42.9
##             30266 30277 30285 30287 30289 30297 30300 30301 30304 30305 30307
## Predicted    93.2  86.2 106.3 104.9 117.1 135.2 145.1 145.1 123.7 112.7 112.7
## cvpred       93.8  87.3 105.7 104.2 118.2 134.6 144.5 144.5 124.5 114.1 114.1
## pm2.5       107.0 129.0 197.0 157.0 148.0 152.0 181.0 196.0 200.0 198.0 205.0
## CV residual  13.2  41.7  91.3  52.8  29.8  17.4  36.5  51.5  75.5  83.9  90.9
##             30311 30312 30313 30315 30317 30319 30321 30325 30326 30332 30334
## Predicted   122.1 118.0 118.0 116.1 117.7 105.0  97.2 100.6  94.2  99.6 112.5
## cvpred      122.9 118.8 118.8 116.8 118.4 106.4  98.0 101.8  93.6  99.0 111.9
## pm2.5       190.0 189.0 163.0  50.0  43.0  17.0  16.0  18.0  16.0  46.0  57.0
## CV residual  67.1  70.2  44.2 -66.8 -75.4 -89.4 -82.0 -83.8 -77.6 -53.0 -54.9
##             30338 30340 30342 30343 30344 30350 30352 30356 30358 30359 30360
## Predicted   136.6 120.4 155.4 123.9 133.9  64.8  66.5  83.7  86.4 112.5 129.2
## cvpred      137.9 121.2 154.8 124.8 135.2  64.3  65.9  83.1  87.3 111.9 128.6
## pm2.5        54.0  55.0  66.0  67.0  80.0  48.0  39.0  45.0  62.0  66.0  75.0
## CV residual -83.9 -66.2 -88.8 -57.8 -55.2 -16.3 -26.9 -38.1 -25.3 -45.9 -53.6
##             30363  30368 30370 30375 30378 30383 30386 30390 30393 30394 30404
## Predicted   144.3 88.069 56.63 -3.17  27.7 66.05  84.6  91.1  81.6  75.9  99.5
## cvpred      145.6 89.545 58.16 -2.44  27.1 65.39  85.4  92.5  83.0  76.7  98.8
## pm2.5        70.0 89.000 67.00 18.00  16.0 56.00  58.0 128.0  41.0  37.0  77.0
## CV residual -75.6 -0.545  8.84 20.44 -11.1 -9.39 -27.4  35.5 -42.0 -39.7 -21.8
##              30410 30412 30413 30417 30418 30419 30431 30435 30437  30441 30442
## Predicted   120.84 133.4 110.4  66.3  93.6  37.1 102.2 120.5 130.9 116.99 106.0
## cvpred      120.13 132.7 111.1  67.7  94.8  38.5 101.5 119.8 130.2 117.71 107.3
## pm2.5       123.00 155.0 165.0  88.0 122.0 105.0  28.0  42.0  47.0 108.00  85.0
## CV residual   2.87  22.3  53.9  20.3  27.2  66.5 -73.5 -77.8 -83.2  -9.71 -22.3
##             30443 30445 30448 30458 30459 30460 30468 30471 30474 30475 30480
## Predicted   106.0 118.6 111.5 155.0 150.9 150.9  95.2  71.3  75.0  87.9   131
## cvpred      107.3 119.3 112.2 154.3 150.2 150.2  96.4  72.6  74.4  87.3   130
## pm2.5        70.0  54.0  56.0  85.0  91.0  90.0  40.0  33.0  59.0  65.0    86
## CV residual -37.3 -65.3 -56.2 -69.3 -59.2 -60.2 -56.4 -39.6 -15.4 -22.3   -44
##             30481 30483 30484 30486 30487 30489 30494 30496  30497 30504 30513
## Predicted     131 136.9 148.9   158   158   137 119.3 110.6 112.20 125.9 154.2
## cvpred        130 136.2 148.3   157   157   137 118.8 110.1 111.72 126.7 155.4
## pm2.5          88  46.0  50.0    67    66   248 148.0 126.0 110.00  58.0 120.0
## CV residual   -42 -90.2 -98.3   -90   -91   111  29.2  15.9  -1.72 -68.7 -35.4
##             30514 30519 30521  30525  30529  30531 30533 30537 30538 30540
## Predicted   154.2 143.2 151.0 163.57 161.95 163.14 161.2 163.1 157.3 138.4
## cvpred      155.4 144.5 150.5 163.06 161.42 164.47 162.5 164.5 156.8 137.9
## pm2.5       127.0 113.0 139.0 166.00 171.00 166.00 161.0 186.0 189.0 177.0
## CV residual -28.4 -31.5 -11.5   2.94   9.58   1.53  -1.5  21.5  32.2  39.1
##             30543  30544 30546 30550 30552   30555 30556 30558 30563 30564
## Predicted   122.8 111.84 117.6 131.6   119 110.387 162.8 108.8  73.2 50.25
## cvpred      122.4 111.47 117.2 131.2   120 111.917 164.1 110.3  74.8 51.81
## pm2.5       147.0 111.00  87.0 119.0   254 111.000  93.0  58.0 145.0 54.00
## CV residual  24.6  -0.47 -30.2 -12.2   134  -0.917 -71.1 -52.3  70.2  2.19
##             30569 30574   30575 30578 30582 30597 30598 30600 30602 30603 30604
## Predicted    71.4 129.9 124.216   139   150   145   149   156   159 130.0 159.3
## cvpred       70.9 129.5 123.757   139   150   145   151   158   160 130.8 158.7
## pm2.5        42.0 103.0 124.000   248   277   448   406    37    34  52.0  68.0
## CV residual -28.9 -26.5   0.243   109   127   303   255  -121  -126 -78.8 -90.7
##             30607 30609 30610 30613 30614 30616 30618 30619 30620 30624 30629
## Predicted   149.7 149.7 148.1 141.3 141.3 109.8  86.2 107.6 109.8 149.6 153.4
## cvpred      149.1 149.1 147.5 140.7 140.7 110.7  87.7 108.5 110.7 150.9 154.6
## pm2.5        70.0  65.0  63.0 105.0 113.0 122.0 122.0 120.0 125.0 164.0 189.0
## CV residual -79.1 -84.1 -84.5 -35.7 -27.7  11.3  34.3  11.5  14.3  13.1  34.4
##             30635 30641 30643 30646 30647 30648  30652   30655 30674 30675
## Predicted     139 127.5 133.3 140.1 138.1 144.4 151.41 151.413 130.3   126
## cvpred        139 127.1 132.9 139.7 139.4 145.7 152.76 152.763 131.9   128
## pm2.5         270 155.0 149.0 215.0 101.0 112.0 156.00 153.000  32.0    19
## CV residual   131  27.9  16.1  75.3 -38.4 -33.7   3.24   0.237 -99.9  -109
##             30677 30678 30681 30684 30690 30695 30703 30705 30707 30712 30724
## Predicted     128   130  86.9  53.5 19.29  99.5 113.9  91.9  62.3 17.10 115.3
## cvpred        129   132  88.4  55.1 20.88  99.1 115.5  92.9  63.3 18.73 116.8
## pm2.5          14    11  15.0  11.0 13.00  23.0  50.0  44.0  30.0 24.00  27.0
## CV residual  -115  -121 -73.4 -44.1 -7.88 -76.1 -65.5 -48.9 -33.3  5.27 -89.8
##             30725 30728 30736 30737 30757 30762 30763 30765 30768 30769 30776
## Predicted   113.1  96.4    33 17.87  67.2  58.8  69.2  92.8  89.5  93.6 136.0
## cvpred      114.7  98.0    34 19.51  68.5  58.3  68.7  92.2  88.9  93.1 135.5
## pm2.5        27.0  19.0    13 17.00   9.0  19.0  24.0  25.0  35.0  39.0  93.0
## CV residual -87.7 -79.0   -21 -2.51 -59.5 -39.3 -44.7 -67.2 -53.9 -54.1 -42.5
##              30777  30779 30781 30788 30789 30791 30794 30796 30797 30801 30804
## Predicted   123.01 104.15  62.7  84.6  95.5   106 114.3   154 126.9  95.7 122.9
## cvpred      124.38 105.55  62.2  84.1  95.0   106 115.8   155 127.8  97.3 122.5
## pm2.5       117.00 112.00  48.0  60.0  65.0    77  37.0    42  38.0  53.0  72.0
## CV residual  -7.38   6.45 -14.2 -24.1 -30.0   -29 -78.8  -113 -89.8 -44.3 -50.5
##              30809 30810 30813 30814 30817 30818 30819 30827 30829 30833 30836
## Predicted   108.89 108.9 128.0   134   110 150.2 156.1   104 138.1   135 141.7
## cvpred      108.53 108.5 127.7   134   111 149.7 157.4   106 139.4   135 141.3
## pm2.5       100.00 120.0 142.0   147   216  70.0  79.0    80  80.0    80 111.0
## CV residual  -8.53  11.5  14.3    13   105 -79.7 -78.4   -26 -59.4   -55 -30.3
##             30843 30844  30848 30852 30857 30860 30864 30865 30872 30873 30875
## Predicted   121.2 121.2 148.45  98.2   153   147 111.3   151 105.6  99.3   133
## cvpred      122.2 122.2 149.82  99.8   154   148 112.8   152 107.1 100.8   134
## pm2.5       164.0 160.0 140.00  59.0    35    32  50.0    39  30.0  36.0    34
## CV residual  41.8  37.8  -9.82 -40.8  -119  -116 -62.8  -113 -77.1 -64.8  -100
##             30878 30879 30881 30882 30884 30885 30890 30891 30894 30897 30902
## Predicted    97.1  93.0  99.3 103.4  99.3  93.0 105.6   101 110.3  97.7  68.4
## cvpred       98.6  94.5 100.8 104.9 100.8  94.5 107.1   103 111.7  99.2  69.9
## pm2.5        41.0  44.0  30.0  28.0  25.0  35.0  36.0    32  30.0  34.0  41.0
## CV residual -57.6 -50.5 -70.8 -76.9 -75.8 -59.5 -71.1   -71 -81.7 -65.2 -28.9
##             30903 30904 30906 30911 30913 30914 30915 30918 30924 30925 30926
## Predicted   110.5  70.6 107.5 123.5 133.9 148.1 123.5 112.5 102.0 105.6  99.7
## cvpred      111.7  72.1 108.7 122.9 133.3 147.5 124.3 113.9 103.3 106.9  99.2
## pm2.5        44.0  45.0  38.0  53.0  62.0  65.0  64.0  71.0  58.0  54.0  52.0
## CV residual -67.7 -27.1 -70.7 -69.9 -71.3 -82.5 -60.3 -42.9 -45.3 -52.9 -47.2
##             30928 30929 30931 30932  30936 30937  30939 30941 30942 30943
## Predicted    99.1   105 111.7 116.4 132.01 135.8 135.82 142.1 141.7   145
## cvpred       98.7   105 111.3 115.9 131.47 135.3 135.26 141.5 142.9   144
## pm2.5        67.0    53  51.0  50.0 128.00 120.0 128.00 112.0 121.0   128
## CV residual -31.7   -52 -60.3 -65.9  -3.47 -15.3  -7.26 -29.5 -21.9   -16
##               30948  30950 30953 30959 30962 30963 30967 30971 30972 30976
## Predicted   109.040 102.75 102.2 121.6 130.1 130.1 143.5 118.4 111.6 104.4
## cvpred      108.513 102.24 101.7 121.1 129.5 129.5 142.9 117.8 112.9 103.9
## pm2.5       108.000  96.00  67.0 140.0  94.0  92.0 136.0  83.0  71.0  67.0
## CV residual  -0.513  -6.24 -34.7  18.9 -35.5 -37.5  -6.9 -34.8 -41.9 -36.9
##             30979 30985 30987 30993 30994 30995 30997 30998 30999 31001 31002
## Predicted   110.4 118.5 153.3 154.3   156   150 157.0 157.0 158.6   159 115.8
## cvpred      109.8 119.4 152.7 153.8   155   149 156.6 156.6 158.2   158 117.5
## pm2.5        64.0  78.0  75.0  71.0    48    38  66.0  65.0  71.0    53  50.0
## CV residual -45.8 -41.4 -77.7 -82.8  -107  -111 -90.6 -91.6 -87.2  -105 -67.5
##             31003 31014 31020 31021 31025 31026 31029 31030 31034 31035 31036
## Predicted     113   122  41.0  30.6  58.3  39.4 123.7 103.5   139 145.8 116.9
## cvpred        115   124  42.4  32.0  57.7  40.3 123.2 102.9   141 146.9 117.6
## pm2.5          45    33   9.0  11.0  16.0  16.0  31.0  34.0    32  49.0  59.0
## CV residual   -70   -91 -33.4 -21.0 -41.7 -24.3 -92.2 -68.9  -109 -97.9 -58.6
##             31037 31040 31042 31044 31046 31052 31053 31054 31055 31057  31060
## Predicted   150.4 102.7 108.3 102.0  77.0 103.2 112.0 103.8 116.7 127.1 145.35
## cvpred      151.6 103.5 109.6 103.3  76.5 102.7 111.5 103.2 116.1 126.5 144.81
## pm2.5        68.0  42.0  52.0  60.0  57.0  33.0  54.0  79.0  49.0  72.0 135.00
## CV residual -83.6 -61.5 -57.6 -43.3 -19.5 -69.7 -57.5 -24.2 -67.1 -54.5  -9.81
##             31065 31068 31070 31072 31076 31079 31082  31085   31093   31096
## Predicted   137.4 131.2 132.8   126 134.4 134.5 138.3 146.25 117.158 118.781
## cvpred      136.9 130.6 132.3   126 133.9 135.8 139.6 147.52 116.694 118.331
## pm2.5       154.0 169.0 161.0   173 108.0  77.0 107.0 146.00 116.000 118.000
## CV residual  17.1  38.4  28.7    47 -25.9 -58.8 -32.6  -1.52  -0.694  -0.331
##             31100 31104 31112 31113 31114 31117 31121 31123 31126 31129 31131
## Predicted   118.8 140.3 102.8 122.2  70.7  61.8  38.6  90.2   116 131.2 139.1
## cvpred      118.3 141.6 104.4 123.6  71.6  63.0  39.7  91.5   117 130.6 138.5
## pm2.5       103.0 110.0 161.0 152.0 116.0  30.0  15.0  56.0   139 109.0  87.0
## CV residual -15.3 -31.6  56.6  28.4  44.4 -33.0 -24.7 -35.5    22 -21.6 -51.5
##             31133 31134 31135 31137 31140 31141 31144 31145 31149 31154 31156
## Predicted   140.8 139.2   140 126.6 106.0 105.6  92.6  94.8 107.9 129.2 148.1
## cvpred      142.1 140.5   139 127.9 105.5 106.9  92.1  94.3 107.3 128.6 147.5
## pm2.5        65.0  65.0    83  85.0  90.0  94.0  75.0  66.0  42.0  73.0  92.0
## CV residual -77.1 -75.5   -56 -42.9 -15.5 -12.9 -17.1 -28.3 -65.3 -55.6 -55.5
##             31157 31158 31160 31162 31171  31173 31181 31188 31192 31193 31195
## Predicted   145.9 147.7 139.1 114.0 112.8 122.10 119.3  91.3  90.0  92.2 102.6
## cvpred      145.3 148.9 138.5 115.3 112.2 121.52 118.7  92.5  89.5  91.7 102.1
## pm2.5        92.0 104.0 124.0  99.0  96.0 122.00  59.0  18.0  26.0  31.0  33.0
## CV residual -53.3 -44.9 -14.5 -16.3 -16.2   0.48 -59.7 -74.5 -63.5 -60.7 -69.1
##             31196 31197 31198 31201 31202 31203 31204 31205 31211 31214 31215
## Predicted   107.2   114 122.3 141.2 152.7 130.2 119.7   118  82.5 -13.7  -9.6
## cvpred      106.7   113 121.8 140.6 154.1 131.1 121.2   119  83.9 -12.2  -8.1
## pm2.5        41.0    40  46.0  58.0  64.0  70.0  75.0    72  28.0  13.0  12.0
## CV residual -65.7   -73 -75.8 -82.6 -90.1 -61.1 -46.2   -47 -55.9  25.2  20.1
##             31221 31223 31225 31233 31234 31246 31247 31248 31255 31256 31258
## Predicted   23.75  76.3 126.5  56.3  50.0  96.7 105.4   108  88.7  84.6  99.3
## cvpred      25.25  77.8 127.8  57.8  51.5  96.1 104.8   107  89.5  85.4 100.5
## pm2.5       17.00  40.0  38.0  18.0  17.0  69.0  53.0    49  41.0  55.0  54.0
## CV residual -8.25 -37.8 -89.8 -39.8 -34.5 -27.1 -51.8   -58 -48.5 -30.4 -46.5
##             31260 31263 31270 31271 31280 31281 31282  31286 31290 31291  31292
## Predicted   110.1  92.2 131.5  91.6 109.9 149.8 149.8 109.34 151.3 149.2 150.85
## cvpred      109.5  93.7 132.8  93.2 111.5 151.1 151.1 110.95 150.8 150.6 152.25
## pm2.5        56.0  56.0  62.0  71.0  90.0  88.0  80.0 103.00 112.0 128.0 149.00
## CV residual -53.5 -37.7 -70.8 -22.2 -21.5 -63.1 -71.1  -7.95 -38.8 -22.6  -3.25
##             31295 31299 31300 31301 31303 31305 31309  31314 31315 31321 31326
## Predicted   149.7 113.2 153.0 113.2 113.7  91.7 22.42 -1.969  59.1 128.9 138.8
## cvpred      149.2 114.7 154.4 114.7 115.3  92.6 23.95 -0.374  58.7 128.4 140.2
## pm2.5       156.0 138.0 141.0 131.0  89.0  62.0 23.00 31.000  25.0  36.0  72.0
## CV residual   6.8  23.3 -13.4  16.3 -26.3 -30.6 -0.95 31.374 -33.7 -92.4 -68.2
##             31327 31328 31331 31332 31333 31334 31336 31337 31346 31351 31355
## Predicted   142.9 130.8 124.5 122.9  61.8 116.6  98.6 110.6   155 157.3 121.0
## cvpred      144.3 130.4 124.1 122.5  63.4 116.2 100.1 112.1   156 156.8 122.5
## pm2.5        69.0  70.0  81.0  87.0  78.0  69.0  55.0  54.0    99 128.0 132.0
## CV residual -75.3 -60.4 -43.1 -35.5  14.6 -47.2 -45.1 -58.1   -57 -28.8   9.5
##             31356 31361 31363 31364 31366 31367 31371 31377 31380 31385 31397
## Predicted   114.7  88.9  99.3 110.2 125.3 134.0   124   144 108.1 104.8 116.5
## cvpred      116.2  88.5  98.9 109.8 124.9 133.6   125   143 107.6 104.4 117.9
## pm2.5       104.0  65.0  51.0  74.0  99.0  82.0    19    40  42.0  69.0  38.0
## CV residual -12.2 -23.5 -47.9 -35.8 -25.9 -51.6  -106  -103 -65.6 -35.4 -79.9
##             31400 31401 31402 31403 31404 31407 31411 31420 31423 31425 31426
## Predicted   117.4  98.5  90.5  96.8 130.4   141  98.5 115.7   150  97.7  85.1
## cvpred      118.2  99.9  92.0  98.3 131.7   142  99.4 117.1   151  99.2  86.6
## pm2.5        34.0  39.0  42.0  41.0  39.0    39  56.0  90.0    63  55.0  65.0
## CV residual -84.2 -60.9 -50.0 -57.3 -92.7  -103 -43.4 -27.1   -88 -44.2 -21.6
##             31428 31431 31442 31443 31447 31451 31454 31455 31457 31463 31464
## Predicted   102.0 100.3  60.5   139  88.3  93.4  72.1  77.8  73.7 126.2 119.9
## cvpred      103.3  99.7  61.9   141  89.7  92.8  71.5  77.2  73.1 125.6 119.4
## pm2.5        74.0  81.0  32.0    26  27.0  25.0  32.0  28.0  27.0  57.0  63.0
## CV residual -29.3 -18.7 -29.9  -115 -62.7 -67.8 -39.5 -49.2 -46.1 -68.6 -56.4
##             31465 31467 31473 31474 31475 31485 31486 31487 31489 31490 31492
## Predicted   131.9 139.8 137.2  94.2 108.4 124.4 118.1   158   153 130.7 132.4
## cvpred      131.4 139.3 138.6  95.1 107.9 125.8 119.6   158   155 131.6 133.2
## pm2.5        76.0  84.0 110.0 107.0  63.0 144.0  21.0    21    31  38.0  48.0
## CV residual -55.4 -55.3 -28.6  11.9 -44.9  18.2 -98.6  -137  -124 -93.6 -85.2
##             31494 31496 31497 31498 31499 31500 31504 31506 31507 31515  31525
## Predicted     124 115.1 107.1  88.3 123.5 111.5  98.2  99.8 110.2 148.8 122.32
## cvpred        125 116.6 108.6  89.8 124.8 112.8  97.8  99.4 109.8 148.3 121.94
## pm2.5          62  55.0  46.0  39.0  35.0  35.0  46.0  57.0  55.0  71.0 130.00
## CV residual   -63 -61.6 -62.6 -50.8 -89.8 -77.8 -51.8 -42.4 -54.8 -77.3   8.06
##             31529  31531 31540 31543 31548 31550 31551 31552 31557 31559 31565
## Predicted   117.1 123.37   138   144  82.1  71.1  76.8  79.6   106  93.5   106
## cvpred      116.8 123.06   138   145  83.1  72.7  78.4  81.1   107  95.0   107
## pm2.5       128.0 128.00    33    43  43.0  24.0  27.0  26.0    32  23.0    17
## CV residual  11.2   4.94  -105  -102 -40.1 -48.7 -51.4 -55.1   -75 -72.0   -90
##             31573 31574 31577 31578 31579 31584 31586 31597 31599 31600 31601
## Predicted    48.9 29.76  84.0  79.9  88.4  88.8 107.7  72.7  62.2  45.1 47.12
## cvpred       50.5 31.35  83.6  79.5  87.9  90.3 109.2  74.0  61.7  46.4 46.64
## pm2.5        35.0 36.00  34.0  30.0  31.0  50.0  31.0  32.0  42.0  36.0 40.00
## CV residual -15.5  4.65 -49.6 -49.5 -56.9 -40.3 -78.2 -42.0 -19.7 -10.4 -6.64
##             31605 31620 31621 31622 31632 31636 31647 31653 31655 31656 31657
## Predicted   112.5 113.8 101.6  97.0   131 129.8   107 135.8 143.7 135.0 143.2
## cvpred      112.1 115.2 101.2  96.6   131 129.3   107 135.3 143.2 134.4 142.7
## pm2.5        49.0 104.0 115.0 117.0    80 106.0   167  62.0  58.0  60.0  57.0
## CV residual -63.1 -11.2  13.8  20.4   -51 -23.3    60 -73.3 -85.2 -74.4 -85.7
##             31659 31660 31665 31666 31671 31674 31676 31677 31680 31683 31684
## Predicted   137.4 143.7 143.7 135.8 108.2 109.2 120.2 120.2 131.2 137.4 135.8
## cvpred      136.9 143.2 143.2 135.3 107.7 108.8 119.7 119.7 130.6 136.9 135.3
## pm2.5        67.0  56.0  51.0  50.0  53.0  49.0  50.0  57.0  77.0  90.0  82.0
## CV residual -69.9 -87.2 -92.2 -85.3 -54.7 -59.8 -69.7 -62.7 -53.6 -46.9 -53.3
##             31690 31691 31692 31693 31694 31697 31698 31703 31707 31712 31714
## Predicted   122.2   110 105.6 107.2 101.3 98.29 107.1 126.8   137 114.4 111.9
## cvpred      123.6   111 106.9 108.6 100.9 97.86 106.6 126.3   138 115.3 113.2
## pm2.5        76.0    69  64.0  76.0  77.0 88.00  89.0  96.0    51  53.0  42.0
## CV residual -47.6   -42 -42.9 -32.6 -23.9 -9.86 -17.6 -30.3   -87 -62.3 -71.2
##             31719 31720 31725 31728 31731 31735 31741  31744  31746 31754 31755
## Predicted    94.5 100.8 122.1 122.1 132.2 142.6 100.8 108.12 108.12 138.7 136.2
## cvpred       94.1 100.3 121.7 121.7 131.7 142.1 100.3 107.75 107.75 138.3 135.8
## pm2.5        49.0  59.0  84.0  69.0  66.0  79.0  90.0 105.00 115.00  55.0  60.0
## CV residual -45.1 -41.3 -37.7 -52.7 -65.7 -63.1 -10.3  -2.75   7.25 -83.3 -75.8
##             31756 31763 31764  31766 31768 31772 31774 31777 31778 31780 31781
## Predicted   145.0 143.4 143.4 107.72 106.1 101.4 141.8 141.8 107.6 148.1 110.4
## cvpred      144.6 144.9 144.9 108.87 107.2 103.1 143.3 143.3 109.4 149.6 112.1
## pm2.5        65.0  96.0 111.0 102.00 127.0 143.0 148.0 155.0 157.0 113.0  40.0
## CV residual -79.6 -48.9 -33.9  -6.87  19.8  39.9   4.7  11.7  47.6 -36.6 -72.1
##             31786 31788  31795 31797 31798 31801 31808 31815 31816 31820 31829
## Predicted   16.40  6.01 -2.186  8.77  44.6   117  70.1 16.07  40.3  69.9  89.6
## cvpred      17.86  7.46 -0.791 10.13  46.0   118  71.5 16.79  41.4  69.2  90.8
## pm2.5       25.00 39.00 18.000 17.00  13.0    16  11.0 10.00  16.0  20.0  29.0
## CV residual  7.14 31.54 18.791  6.87 -33.0  -102 -60.5 -6.79 -25.4 -49.2 -61.8
##             31834 31835 31836 31839 31840 31849 31851 31854 31855  31857  31867
## Predicted    41.0 17.41  6.46  28.8  35.5 123.3 131.2 129.6   100 113.21  93.88
## cvpred       41.6 18.69  7.77  29.9  34.8 122.6 130.5 128.9   101 112.55  95.37
## pm2.5        17.0 21.00 17.00  17.0   8.0  41.0  70.0  92.0   116 120.00 104.00
## CV residual -24.6  2.31  9.23 -12.9 -26.8 -81.6 -60.5 -36.9    15   7.45   8.63
##             31871  31876 31877 31878 31879 31881  31882  31885 31889 31894
## Predicted   109.6 105.47 138.4 109.6 100.7 130.5 124.22 105.50  81.7 120.0
## cvpred      110.4 106.28 139.7 110.4 102.2 131.8 125.48 104.91  81.1 119.3
## pm2.5       123.0 111.00 113.0 120.0 118.0 117.0 118.00 112.00  69.0  90.0
## CV residual  12.6   4.72 -26.7   9.6  15.8 -14.8  -7.48   7.09 -12.1 -29.3
##             31896 31898 31899  31904 31906 31909  31913 31914 31917 31920 31924
## Predicted   142.9 147.0 116.1 141.18  84.6 103.8 122.18 122.2  76.1 139.0  95.0
## cvpred      142.2 146.4 116.9 142.34  86.0 104.6 121.59 121.6  77.6 140.2  96.4
## pm2.5        90.0  97.0  98.0 140.00 108.0 115.0 127.00 139.0 117.0 121.0 150.0
## CV residual -52.2 -49.4 -18.9  -2.34  22.0  10.4   5.41  17.4  39.4 -19.2  53.6
##             31926 31928 31929 31932 31933 31934 31937 31938 31944 31947 31955
## Predicted   97.19 89.28 78.89  12.2  6.25  3.77  3.21  47.0 133.4 133.5 26.95
## cvpred      98.56 90.65 80.24  13.5  6.91  4.42  3.90  46.3 132.7 134.6 28.24
## pm2.5       89.00 97.00 77.00  59.0 35.00 26.00 15.00  18.0  39.0  85.0 22.00
## CV residual -9.56  6.35 -3.24  45.5 28.09 21.58 11.10 -28.3 -93.7 -49.6 -6.24
##             31960 31968 31975 31976 31979 31981 31988 31989 31994 31995 31996
## Predicted   -2.52 128.3 105.4  82.7  86.5  55.2  68.2  91.5 106.0 141.1 107.5
## cvpred      -1.86 129.5 106.7  84.0  87.7  54.5  67.5  90.8 106.7 142.3 108.9
## pm2.5       11.00  52.0  28.0  31.0  27.0  27.0  37.0  45.0  53.0  62.0  65.0
## CV residual 12.86 -77.5 -78.7 -53.0 -60.7 -27.5 -30.5 -45.8 -53.7 -80.3 -43.9
##             31998 31999 32005 32006 32007 32008 32010 32011 32016 32017 32030
## Predicted   108.1 106.4  44.5  50.2  42.0  47.8 76.73 105.7 126.6 126.6  92.6
## cvpred      109.4 107.8  43.8  49.6  41.3  47.1 76.13 105.2 125.9 125.9  93.4
## pm2.5        74.0  57.0  13.0  16.0  30.0  30.0 75.00 121.0  50.0  59.0  60.0
## CV residual -35.4 -50.8 -30.8 -33.6 -11.3 -17.1 -1.13  15.8 -75.9 -66.9 -33.4
##             32034 32035 32042 32048 32053 32056 32064  32065 32067 32069 32074
## Predicted   121.3 121.3 136.9 158.0 144.8 140.2 159.0 130.18 157.4 165.9  35.3
## cvpred      120.7 120.7 136.2 159.2 146.2 141.5 160.3 131.07 158.7 167.1  36.5
## pm2.5        54.0  50.0  37.0  60.0 103.0  75.0 116.0 124.00 113.0 106.0  16.0
## CV residual -66.7 -70.7 -99.2 -99.2 -43.2 -66.5 -44.3  -7.07 -45.7 -61.1 -20.5
##             32075 32077 32078 32079 32093 32094 32099 32100 32106 32107 32112
## Predicted    27.3 15.33 7.132  5.51  90.4  88.8  25.1  12.2  40.3  63.7 112.0
## cvpred       28.6 16.59 8.341  6.71  91.5  89.9  26.2  13.3  41.2  62.7 112.9
## pm2.5        12.0 11.00 9.000 10.00   9.0   6.0  13.0  10.0  10.0  13.0  31.0
## CV residual -16.6 -5.59 0.659  3.29 -82.5 -83.9 -13.2  -3.3 -31.2 -49.7 -81.9
##             32113 32115 32122 32123 32127 32132 32133 32136 32137 32138 32141
## Predicted   106.1  98.9  48.2 10.05 -22.0  79.7   112 114.3 119.0 120.7   140
## cvpred      106.6 100.0  48.6 11.14 -20.9  80.6   111 113.4 118.1 121.6   140
## pm2.5        34.0  35.0  27.0 19.00  10.0  16.0    24  38.0  55.0  76.0    39
## CV residual -72.6 -65.0 -21.6  7.86  30.9 -64.6   -87 -75.4 -63.1 -45.6  -101
##             32142 32143 32148 32149 32151   32152 32156 32157 32159 32160 32162
## Predicted   106.0 104.4  44.1    60    45 42.9529  97.4  87.2 105.1  88.4  93.7
## cvpred      107.1 105.5  44.6    61    46 42.0842  96.6  87.9 104.2  88.9  94.9
## pm2.5        37.0  40.0  31.0    35    30 42.0000  64.0  66.0  65.0  55.0  84.0
## CV residual -70.1 -65.5 -13.6   -26   -16 -0.0842 -32.6 -21.9 -39.2 -33.9 -10.9
##             32163 32173 32174 32175 32176 32180 32182 32185 32188 32194 32197
## Predicted   121.6 43.00  65.6 61.34  63.0 106.7 124.2 136.8 138.6 111.8 82.53
## cvpred      122.5 43.52  66.5 60.46  62.1 105.9 123.4 135.9 139.5 112.8 83.53
## pm2.5        89.0 43.00  47.0 57.00  55.0  76.0  89.0  82.0  96.0  66.0 80.00
## CV residual -33.5 -0.52 -19.5 -3.46  -7.1 -29.9 -34.4 -53.9 -43.5 -46.8 -3.53
##             32199 32200 32201  32208  32209 32214 32217 32223 32225 32228 32229
## Predicted    77.3  78.9  85.7 117.95 124.24   139 130.7 125.4 119.6 132.1 131.7
## cvpred       78.4  80.0  84.9 117.11 123.39   138 131.6 126.4 118.7 131.3 132.7
## pm2.5        93.0  98.0 109.0 123.00 133.00    38  58.0  74.0  68.0  65.0  81.0
## CV residual  14.6  18.0  24.1   5.89   9.61  -100 -73.6 -52.4 -50.7 -66.3 -51.7
##             32230 32235 32239 32240 32241 32242 32246 32249 32250 32252 32253
## Predicted   135.8  96.2 104.1 104.1  96.3  68.6  72.6  78.8 103.7 121.5 126.1
## cvpred      136.8  97.4 105.3 105.3  96.8  69.8  73.6  77.9 102.9 120.6 125.2
## pm2.5        90.0  19.0  12.0  13.0  16.0  15.0  13.0  16.0  20.0  48.0  52.0
## CV residual -46.8 -78.4 -93.3 -92.3 -80.8 -54.8 -60.6 -61.9 -82.9 -72.6 -73.2
##             32255 32256 32257 32259 32260 32266 32267 32268 32269 32271 32276
## Predicted   130.8 136.7 130.8 130.4 134.5 110.3 107.7  97.3  92.6 84.30 117.7
## cvpred      129.8 137.5 129.8 131.3 135.4 109.4 108.6  98.2  93.6 83.42 116.8
## pm2.5        48.0  60.0  62.0  68.0  67.0  66.0  65.0  70.0  69.0 74.00 103.0
## CV residual -81.8 -77.5 -67.8 -63.3 -68.4 -43.4 -43.6 -28.2 -24.6 -9.42 -13.8
##              32277  32278   32282 32290 32292 32293 32295 32296 32297 32299
## Predicted   117.66 116.04 138.568  59.9  31.6  22.8  42.9  9.36 36.74    72
## cvpred      116.78 115.14 139.506  61.1  32.0  23.2  43.7  9.83 35.72    71
## pm2.5       111.00 117.00 140.000 101.0  70.0  39.0  25.0 20.00 26.00    29
## CV residual  -5.78   1.86   0.494  39.9  38.0  15.8 -18.7 10.17 -9.72   -42
##             32300 32303 32309 32313 32316 32319 32321 32322 32326 32328 32329
## Predicted   115.3 126.6 135.0  96.1  93.5  67.3   102 106.0  92.5 123.5 125.1
## cvpred      116.2 127.5 135.9  96.6  94.4  67.9   103 107.1  93.0 124.5 126.1
## pm2.5        31.0  90.0  94.0  42.0 225.0 126.0   119 138.0 159.0  46.0  45.0
## CV residual -85.2 -37.5 -41.9 -54.6 130.6  58.1    16  30.9  66.0 -78.5 -81.1
##             32330 32337 32338 32342 32344 32347 32349 32350 32354 32360 32363
## Predicted   134.3 140.1 133.8  93.3  94.9 117.3 126.6 126.6 134.5 142.9 40.94
## cvpred      133.5 139.2 132.9  92.5  94.1 116.5 125.8 125.8 133.7 143.9 42.16
## pm2.5        53.0 112.0 114.0  75.0  69.0  84.0  99.0 103.0 104.0 124.0 35.00
## CV residual -80.5 -27.2 -18.9 -17.5 -25.1 -32.5 -26.8 -22.8 -29.7 -19.9 -7.16
##             32368 32371 32374 32377 32378 32379 32390 32397 32398 32399 32401
## Predicted   -22.0 -17.6 135.7 125.4 138.0 138.0  77.5 102.0 106.7 113.0   132
## cvpred      -20.9 -16.6 134.8 126.3 138.8 138.8  76.6 101.2 105.9 112.1   131
## pm2.5        11.0  13.0  68.0 115.0  98.0  86.0  90.0  90.0  80.0  85.0   106
## CV residual  31.9  29.6 -66.8 -11.3 -40.8 -52.8  13.4 -11.2 -25.9 -27.1   -25
##             32403  32404  32405 32406 32408 32413 32415 32417 32418 32419 32421
## Predicted   133.5 135.67 141.96 112.7 137.7  80.7  83.9  53.4  76.4 122.0 127.1
## cvpred      132.6 134.76 141.04 113.2 138.7  79.9  83.2  54.8  77.8 123.2 126.4
## pm2.5       119.0 127.00 132.00 132.0 164.0 140.0 124.0 160.0 191.0 178.0 198.0
## CV residual -13.6  -7.76  -9.04  18.8  25.3  60.1  40.8 105.2 113.2  54.8  71.6
##              32424 32425 32426 32427 32433 32436 32437 32440 32444 32448 32449
## Predicted   129.02 141.6 114.8 145.7 147.3   147   147 147.8 147.4 150.9 110.5
## cvpred      128.23 140.8 115.4 144.9 146.5   146   146 147.1 148.6 150.2 111.9
## pm2.5       132.00  46.0  86.0  69.0  50.0    80    88 134.0 186.0 134.0 144.0
## CV residual   3.77 -94.8 -29.4 -75.9 -96.5   -66   -58 -13.1  37.4 -16.2  32.1
##             32451  32452 32457  32458 32461 32462 32463 32470 32471 32472 32473
## Predicted   121.6 121.57  98.8 90.906  88.7 -21.5 -17.1 103.6  89.1  99.4  78.7
## cvpred      122.3 122.29 100.2 92.282  89.8 -20.3 -16.0 104.1  90.1 100.5  79.7
## pm2.5       146.0 116.00 104.0 92.000  58.0  39.0  12.0  37.0  31.0  66.0  52.0
## CV residual  23.7  -6.29   3.8 -0.282 -31.8  59.3  28.0 -67.1 -59.1 -34.5 -27.7
##             32474 32475 32479 32485 32486 32487 32489 32490 32491 32498 32502
## Predicted    95.3  87.1  92.4  35.1 34.10  44.4  68.7  70.9  77.1   137 117.1
## cvpred       96.4  88.1  93.3  33.9 34.83  43.3  67.7  69.9  76.1   138 117.5
## pm2.5        17.0  20.0   8.0  22.0 29.00  28.0  28.0  29.0  28.0    26  60.0
## CV residual -79.4 -68.1 -85.3 -11.9 -5.83 -15.3 -39.7 -40.9 -48.1  -112 -57.5
##             32503 32509 32514 32516 32517 32521 32523 32524 32526 32527 32531
## Predicted   117.1  86.3  92.1 117.0   126   129 132.5  99.5  91.0 126.8 117.2
## cvpred      117.5  87.3  91.3 116.2   125   128 133.5 100.1  92.2 127.7 118.2
## pm2.5        75.0  54.0  46.0  57.0    64   113 117.0 117.0  90.0  87.0  85.0
## CV residual -42.5 -33.3 -45.3 -59.2   -61   -15 -16.5  16.9  -2.2 -40.7 -33.2
##              32534 32536 32537 32540 32542 32545 32548 32551 32553 32554  32555
## Predicted   104.49 135.8 135.8 136.8 133.1  91.1  89.4 127.7 127.7  84.0 118.03
## cvpred      105.07 136.8 136.8 135.9 134.1  92.3  90.6 128.7 128.7  85.2 117.18
## pm2.5        97.00  93.0  95.0 108.0 179.0 118.0 128.0 106.0 104.0 110.0 126.00
## CV residual  -8.07 -43.8 -41.8 -27.9  44.9  25.7  37.4 -22.7 -24.7  24.8   8.82
##              32559 32561  32567 32569  32571  32574 32576 32582  32583   32588
## Predicted   104.17 97.46 124.80 130.5 131.71 133.34  93.5 111.9 104.58 122.254
## cvpred      105.18 96.64 123.91 129.7 132.71 134.35  94.7 111.1 105.72 121.502
## pm2.5       105.00 95.00 116.00 113.0 123.00 131.00 128.0 108.0 109.00 121.000
## CV residual  -0.18 -1.64  -7.91 -16.7  -9.71  -3.35  33.3  -3.1   3.28  -0.502
##             32595 32596 32601 32602 32606 32611 32612 32614 32616 32618 32622
## Predicted    98.1  99.7  78.2  56.1  9.64 108.5 119.3 128.0 128.0 129.8  96.2
## cvpred       99.3 101.0  79.4  56.6 10.01 109.4 118.4 127.2 127.2 130.7  97.4
## pm2.5       153.0 147.0  59.0  38.0 12.00  29.0  49.0  75.0  94.0  77.0  53.0
## CV residual  53.7  46.0 -20.4 -18.6  1.99 -80.4 -69.4 -52.2 -33.2 -53.7 -44.4
##             32624 32625 32626 32630 32635 32636 32641 32646 32649 32652  32657
## Predicted    98.7  75.7  98.9 61.34  90.0 92.22 122.0   136 132.3  80.5 116.66
## cvpred       99.8  76.9  99.9 60.46  89.2 91.33 121.1   137 133.2  81.0 117.67
## pm2.5        42.0  41.0  39.0 56.00  61.0 83.00  37.0    62  72.0  85.0 111.00
## CV residual -57.8 -35.9 -60.9 -4.46 -28.2 -8.33 -84.1   -75 -61.2   4.0  -6.67
##              32658 32660 32662  32669 32670 32671 32673 32677 32679 32686 32687
## Predicted   117.10 127.5 104.5  99.74  95.9  88.3  87.2  69.5  44.6   100  96.1
## cvpred      116.26 126.7 105.1 100.96  97.0  89.3  88.2  70.4  45.5   101  96.9
## pm2.5       111.00 137.0 134.0 110.00  69.0  18.0  10.0  10.0  10.0    23  16.0
## CV residual  -5.26  10.3  28.9   9.04 -28.0 -71.3 -78.2 -60.4 -35.5   -78 -80.9
##             32688 32691 32694 32695 32699 32702  32703 32707 32711 32722 32723
## Predicted   102.4 104.5   107   145  34.6 -2.11 -0.483  87.1  95.8  62.2 -5.08
## cvpred      103.1 105.3   108   145  35.3 -1.39  0.243  85.9  96.5  62.6 -4.48
## pm2.5        44.0  17.0    11    10  11.0 10.00  7.000  13.0  29.0  20.0 16.00
## CV residual -59.1 -88.3   -97  -135 -24.3 11.39  6.757 -72.9 -67.5 -42.6 20.48
##             32726 32737 32741 32743 32746 32747 32748 32749 32750 32755 32756
## Predicted   -37.7 144.6 109.1   149  89.6  77.0  67.7 53.20 48.10  99.1 134.3
## cvpred      -37.1 145.2 109.9   150  88.3  75.8  66.5 51.98 48.75  98.0 133.3
## pm2.5        10.0  47.0  33.0    30  20.0  30.0  55.0 48.00 55.00  47.0  51.0
## CV residual  47.1 -98.2 -76.9  -120 -68.3 -45.8 -11.5 -3.98  6.25 -51.0 -82.3
##             32757  32760 32762 32766  32767 32769 32772 32774 32777 32780 32782
## Predicted   136.1 140.46 148.4 160.9 121.06 150.7 104.2  86.7  90.2   139   134
## cvpred      136.9 141.18 149.1 161.6 121.98 149.7 103.2  85.7  89.3   138   135
## pm2.5        69.0 138.00 184.0 129.0 126.00 113.0 159.0 166.0 229.0   281   298
## CV residual -67.9  -3.18  34.9 -32.6   4.02 -36.7  55.8  80.3 139.7   143   163
##             32783 32784 32786 32787 32796 32803 32805 32811 32816 32824 32831
## Predicted     145   139 128.5 151.1   118   137   148   107    99  70.6 123.9
## cvpred        146   138 127.5 151.8   117   137   148   108   100  71.6 124.7
## pm2.5         266   250 207.0 209.0   273   246   274   286   232 210.0 208.0
## CV residual   120   112  79.5  57.2   156   109   126   178   132 138.4  83.3
##             32834 32835 32840 32844 32845 32846 32847  32848 32849 32851 32852
## Predicted   131.8 131.8 128.4 105.4   105 102.4  92.0  99.92  99.9 126.6 132.8
## cvpred      132.6 132.6 127.4 104.5   104 101.5  91.1  98.98  99.0 127.5 133.7
## pm2.5       214.0 221.0 100.0 128.0   125 114.0 102.0 103.00  84.0  93.0 114.0
## CV residual  81.4  88.4 -27.4  23.5    21  12.5  10.9   4.02 -15.0 -34.5 -19.7
##             32853 32856 32861  32863 32864 32865 32868 32870 32871 32872 32877
## Predicted   104.0 132.8 107.2 136.09  98.7  98.7 101.4  71.6  72.0  61.6 128.1
## cvpred      104.5 133.7 107.7 137.02  99.8  99.8 102.5  72.8  72.4  62.0 127.1
## pm2.5       164.0 188.0 147.0 145.00 134.0 131.0  23.0  23.0  16.0  10.0  64.0
## CV residual  59.5  54.3  39.3   7.98  34.2  31.2 -79.5 -49.8 -56.4 -52.0 -63.1
##             32879 32883 32885 32887 32891 32892 32894 32895 32897 32898 32899
## Predicted   133.4 135.7 102.4 104.8  3.41 0.936 -8.39  18.6  22.3  43.1  65.5
## cvpred      132.3 136.3 103.1 105.6  4.10 1.611 -7.67  19.1  21.0  41.8  64.2
## pm2.5        34.0  37.0  24.0   9.0  7.00 5.000 10.00   9.0   8.0  13.0  16.0
## CV residual -98.3 -99.3 -79.1 -96.6  2.90 3.389 17.67 -10.1 -13.0 -28.8 -48.2
##             32900 32901 32902 32905 32911 32912 32913 32914 32920 32921 32924
## Predicted    65.5 105.0   126 115.8   156   153  97.8 102.0 89.81  95.5 124.8
## cvpred       64.2 105.6   126 115.9   156   154  98.0 102.6 88.76  94.5 123.8
## pm2.5        21.0  27.0    26  43.0    36    36  45.0  48.0 81.00  71.0  58.0
## CV residual -43.2 -78.6  -100 -72.9  -120  -118 -53.0 -54.6 -7.76 -23.5 -65.8
##             32927 32928 32929 32930 32931 32934 32940 32945 32947 32953 32956
## Predicted     131 139.6   141 114.4 144.8 126.1 110.9 110.2   127   120   150
## cvpred        132 138.5   142 114.7 145.6 126.4 111.8 109.3   126   120   150
## pm2.5          55  42.0    40  47.0  58.0  67.0 127.0 168.0   180   393   346
## CV residual   -77 -96.5  -102 -67.7 -87.6 -59.4  15.2  58.7    54   273   196
##             32957 32963 32966 32967 32970 32971 32972 32974 32975 32982 32991
## Predicted     150   109  88.5  86.3  91.0   113   123   129   105   145 108.0
## cvpred        150   110  87.5  85.3  89.9   114   122   130   105   144 108.9
## pm2.5         319   308 277.0 269.0 242.0   255   316   337   308   251 168.0
## CV residual   169   198 189.5 183.7 152.1   141   194   207   203   107  59.1
##             32993 32995 32997 33001 33005 33009 33011 33022 33037 33038 33043
## Predicted   105.0  77.7 134.8  99.3 101.5  91.7  31.8 103.0  83.0  74.3 107.8
## cvpred      105.9  78.8 135.6 100.3 102.4  92.7  32.8 101.9  81.9  73.1 106.7
## pm2.5       179.0 177.0 206.0 201.0 185.0 160.0  66.0  55.0  65.0  60.0  69.0
## CV residual  73.1  98.2  70.4 100.7  82.6  67.3  33.2 -46.9 -16.9 -13.1 -37.7
##             33044 33050 33055 33056 33062 33063 33070 33071 33073 33074 33077
## Predicted   124.5 146.2 122.7 127.7  99.0 123.1 148.3 156.2 125.2 156.1 159.5
## cvpred      123.4 146.9 123.6 128.1  99.4 124.1 149.2 157.1 125.7 155.2 160.4
## pm2.5        73.0  98.0  99.0 102.0 125.0 148.0 226.0 224.0 208.0 194.0 203.0
## CV residual -50.4 -48.9 -24.6 -26.1  25.6  23.9  76.8  66.9  82.3  38.8  42.6
##             33081 33087  33089 33091 33094 33097 33102 33105 33106 33108  33112
## Predicted   111.9  27.0 10.882  28.1  30.9 108.2 105.8 119.2  96.7  52.6 46.824
## cvpred      113.1  27.9 11.697  28.9  31.6 108.7 106.5 119.8  95.4  51.3 45.641
## pm2.5       207.0  16.0 12.000  11.0  10.0  22.0  21.0  46.0  51.0  39.0 46.000
## CV residual  93.9 -11.9  0.303 -17.9 -21.6 -86.7 -85.5 -73.8 -44.4 -12.3  0.359
##             33117 33118 33123 33125 33128 33129 33139 33147 33157 33159 33160
## Predicted   122.6 122.7 106.4 106.9 105.3  80.4 105.8  96.5 123.9 125.5 125.9
## cvpred      121.5 123.4 107.2 107.7 106.1  81.3 106.5  97.2 124.6 126.2 124.8
## pm2.5       102.0 149.0  72.0  57.0  70.0  63.0  59.0  48.0  57.0  61.0  63.0
## CV residual -19.5  25.6 -35.2 -50.7 -36.1 -18.3 -47.5 -49.2 -67.6 -65.2 -61.8
##             33163 33167 33170    33172 33183 33185 33187 33188 33189 33190
## Predicted   129.6 134.7 100.7  99.0319 25.18  21.1  67.2   101 120.0 124.6
## cvpred      130.3 133.6 101.6  99.9446 24.99  20.9  67.3   101 120.2 124.8
## pm2.5        70.0  72.0  77.0 100.0000 16.00   8.0  16.0    28  22.0  27.0
## CV residual -60.3 -61.6 -24.6   0.0554 -8.99 -12.9 -51.3   -73 -98.2 -97.8
##             33195 33196 33198 33199 33203 33210 33213 33216 33221 33226 33233
## Predicted     127  91.6  58.5   125 13.24 29.30  79.1 136.9 107.6 40.65  14.2
## cvpred        128  92.0  58.8   126 12.87 27.59  77.4 137.1 108.1 41.16  12.6
## pm2.5           5   7.0   9.0     8 17.00 18.00  49.0  60.0  64.0 50.00  30.0
## CV residual  -123 -85.0 -49.8  -118  4.13 -9.59 -28.4 -77.1 -44.1  8.84  17.4
##             33234 33236 33237 33244 33245 33251 33254 33257 33260 33264 33267
## Predicted    22.9   104 118.9 140.4 102.7 103.9  67.6  56.3 119.2   136 138.6
## cvpred       21.4   103 117.5 140.7 103.2 102.5  66.2  54.9 117.8   135 137.2
## pm2.5        26.0    70  97.0 169.0 172.0 129.0 178.0  95.0 170.0   216 233.0
## CV residual   4.6   -33 -20.5  28.3  68.8  26.5 111.8  40.1  52.2    81  95.8
##             33268 33270 33272 33277 33279 33280 33284 33286 33289 33291 33292
## Predicted     111   146 150.8  94.1  78.4  74.3   124   133  86.5  86.5  92.8
## cvpred        111   147 151.1  92.7  77.2  73.0   124   133  87.3  87.3  93.6
## pm2.5         262   259 227.0 218.0 252.0 231.0   251   302 283.0 268.0 273.0
## CV residual   151   112  75.9 125.3 174.8 158.0   127   169 195.7 180.7 179.4
##             33294 33299 33307 33310 33314 33315 33317 33319 33322 33323 33325
## Predicted    95.0 15.21  25.0  30.3  77.8   122  82.6  76.3 35.01 13.58  37.8
## cvpred       95.7 15.72  25.6  30.8  78.3   122  82.4  76.1 34.87 14.08  38.2
## pm2.5       162.0 17.00  15.0  15.0  29.0    20  21.0  30.0 29.00 24.00  17.0
## CV residual  66.3  1.28 -10.6 -15.8 -49.3  -102 -61.4 -46.1 -5.87  9.92 -21.2
##             33329 33330 33337 33339 33354 33356 33358 33359   33360  33362
## Predicted    47.3  63.9 132.7 149.9 76.23 122.5 134.6 107.9 135.598 145.99
## cvpred       45.8  62.5 133.1 150.3 74.86 121.1 135.1 107.9 134.173 144.57
## pm2.5        16.0  23.0  66.0  90.0 79.00  77.0 122.0 121.0 134.000 149.00
## CV residual -29.8 -39.5 -67.1 -60.3  4.14 -44.1 -13.1  13.1  -0.173   4.43
##              33363 33366 33367 33370 33371 33372 33379 33381 33382  33383 33390
## Predicted   143.64 145.3 149.9 125.1 118.6 107.7  76.3 143.3 138.0 108.35 105.7
## cvpred      144.01 145.7 150.3 125.5 117.3 106.4  77.2 143.9 136.7 109.08 105.6
## pm2.5       143.00 187.0 193.0 182.0 187.0 184.0 154.0  95.0 125.0 116.00  21.0
## CV residual  -1.01  41.3  42.7  56.5  69.7  77.6  76.8 -48.9 -11.7   6.92 -84.6
##             33396 33402 33407 33409 33411 33412 33418 33419 33422 33423 33425
## Predicted   -8.91 -16.1  34.6  28.9  35.2  41.5  75.4 20.15 -1.76 -3.95  10.5
## cvpred      -8.57 -15.7  34.9  29.2  35.4  41.7  75.4 20.54 -1.29 -3.45  11.1
## pm2.5       26.00  24.0  17.0  11.0  13.0  12.0  18.0 17.00 23.00 22.00  22.0
## CV residual 34.57  39.7 -17.9 -18.2 -22.4 -29.7 -57.4 -3.54 24.29 25.45  10.9
##             33427 33428 33433 33441 33442 33444 33448 33450 33453 33457 33463
## Predicted   23.12 27.79 41.22 42.07  25.4  5.67 -16.5 42.10  71.0  96.1 108.4
## cvpred      23.63 28.27 41.68 42.53  25.9  6.17 -16.0 40.56  71.5  96.6 108.8
## pm2.5       33.00 36.00 37.00 43.00  43.0 31.00  25.0 31.00  84.0  52.0  41.0
## CV residual  9.37  7.73 -4.68  0.47  17.1 24.83  41.0 -9.56  12.5 -44.6 -67.8
##             33469 33483 33491 33502 33507 33508 33511 33514 33516 33519 33522
## Predicted    5.59 131.4 122.9   151   118   120   122   101  61.6  84.2   114
## cvpred       6.10 131.4 121.6   150   118   120   123   102  62.3  84.8   113
## pm2.5       44.00 178.0 155.0   335   348   318   274   282 275.0 275.0   321
## CV residual 37.90  46.6  33.4   185   230   198   151   180 212.7 190.2   208
##             33526 33528  33530 33531 33532 33533 33534 33536 33543 33544 33545
## Predicted    90.3  95.0 141.74 104.6 110.9 106.8   145   146  1.93 -8.46  32.8
## cvpred       91.1  95.7 142.19 105.2 111.5 107.4   145   146  1.70 -8.70  31.2
## pm2.5       386.0 359.0 144.00  28.0  15.0  13.0    16    20 10.00 12.00  12.0
## CV residual 294.9 263.3   1.81 -77.2 -96.5 -94.4  -129  -126  8.30 20.70 -19.2
##             33551 33554  33555 33558 33560 33563 33564 33566 33573  33575 33577
## Predicted   102.8 142.1 115.42 150.6   151  90.2  87.7 68.39 132.5 138.77 105.2
## cvpred      102.6 142.3 115.18 150.7   151  90.4  88.0 66.86 132.8 139.11 105.7
## pm2.5        52.0 103.0 123.00  87.0    37  37.0  37.0 70.00 164.0 142.00 165.0
## CV residual -50.6 -39.3   7.82 -63.7  -114 -53.4 -51.0  3.14  31.2   2.89  59.3
##             33580  33583 33586 33589 33592 33595 33596 33597 33601 33605 33615
## Predicted   115.8 111.74  72.7  32.2  78.2 114.0   124 134.4   144   111   109
## cvpred      116.3 112.18  73.2  32.7  76.7 112.6   124 134.8   142   112   107
## pm2.5       192.0 121.00 118.0 127.0 141.0 174.0   233 218.0   274   308   254
## CV residual  75.7   8.82  44.8  94.3  64.3  61.4   109  83.2   132   196   147
##             33616 33617 33620 33621 33625 33626 33627 33633 33634 33636 33637
## Predicted     104   106 125.1 129.2   146   146 145.0 156.7   123   126   120
## cvpred        103   105 125.5 129.6   146   146 145.5 155.2   123   127   119
## pm2.5         266   241 180.0 175.0   196   195 205.0 247.0   290   323   356
## CV residual   163   136  54.5  45.4    50    49  59.5  91.8   167   196   237
##             33643 33644 33646 33647 33651 33654 33661 33663 33665 33666 33667
## Predicted     138   145   144   105   151  73.6 -14.9 -23.1 -12.7 -12.1 -1.76
## cvpred        137   143   145   105   151  74.3 -14.4 -22.6 -12.2 -11.7 -1.29
## pm2.5         285   284   320   325   314  22.0  14.0  10.0   7.0   6.0 16.00
## CV residual   148   141   175   220   163 -52.3  28.4  32.6  19.2  17.7 17.29
##             33673 33674 33678 33680 33682 33683 33687 33694 33699 33702  33704
## Predicted     128   132  64.7 103.4 37.97  15.0  26.8 132.6 129.2 132.8 136.50
## cvpred        128   132  65.2 103.1 38.41  15.5  25.3 131.1 129.5 131.4 136.89
## pm2.5           9    24  44.0  47.0 41.00  33.0  41.0 105.0 227.0 152.0 135.00
## CV residual  -119  -108 -21.2 -56.1  2.59  17.5  15.7 -26.1  97.5  20.6  -1.89
##             33711 33712 33715 33718 33719 33721 33726 33728 33729 33730 33734
## Predicted   100.0  97.5 139.2   158   154   162   134   174 121.4 102.5 -35.0
## cvpred       98.6  96.1 139.6   157   154   162   134   174 122.1 103.3 -34.6
## pm2.5       182.0 163.0 221.0   286   304   296   239   206 183.0 159.0  34.0
## CV residual  83.4  66.9  81.4   129   150   134   105    32  60.9  55.7  68.6
##             33735 33739 33740 33745 33746 33747 33748 33749 33755 33760 33761
## Predicted   -35.0 -14.7 -12.2  24.4  41.1  30.7  41.1  47.4  56.4 36.28 42.00
## cvpred      -34.6 -14.4 -11.9  24.8  41.5  31.1  41.5  47.7  56.5 34.59 40.35
## pm2.5        26.0  12.0  11.0  10.0   7.0   7.0   8.0   7.0  17.0 31.00 35.00
## CV residual  60.6  26.4  22.9 -14.8 -34.5 -24.1 -33.5 -40.7 -39.5 -3.59 -5.35
##             33764 33765 33767 33770 33772 33773 33782 33783 33784 33786 33793
## Predicted   123.1 100.5 134.0 149.1   114 115.5  85.6  77.3  80.9 103.9 140.3
## cvpred      123.3 100.3 134.2 149.3   114 115.9  86.0  75.8  81.4 104.3 140.7
## pm2.5        66.0  89.0 112.0 196.0   217 174.0 143.0 159.0 164.0 177.0 178.0
## CV residual -57.3 -11.3 -22.2  46.7   103  58.1  57.0  83.2  82.6  72.7  37.3
##             33794 33799 33804  33807 33814 33818  33822 33832 33836 33838 33840
## Predicted    96.3 102.6  55.3   7.21  7.36 -10.9  3.867 -36.2  35.6  46.8  84.7
## cvpred       96.9 103.2  56.0   7.74  7.57 -11.1  3.583 -36.2  33.6  46.2  84.6
## pm2.5       170.0 178.0 148.0 115.00 13.00   6.0  3.000  12.0  53.0  78.0  16.0
## CV residual  73.1  74.8  92.0 107.26  5.43  17.1 -0.583  48.2  19.4  31.8 -68.6
##             33853 33856 33858 33862 33863 33872 33873 33879 33881 33883 33884
## Predicted   -14.3 32.82 53.31 126.6 134.8  95.0  80.3  10.6  45.7   107 109.1
## cvpred      -14.1 31.05 51.52 124.8 133.1  95.4  80.6  10.4  45.9   105 107.5
## pm2.5        14.0 38.00 48.00  81.0  87.0  58.0  45.0  24.0  14.0    36  49.0
## CV residual  28.1  6.95 -3.52 -43.8 -46.1 -37.4 -35.6  13.6 -31.9   -69 -58.5
##             33885 33892 33894 33899 33900 33902 33906 33910 33911 33914 33918
## Predicted    94.6 142.0 148.2 133.0 124.6 121.2   110   156   112 112.4 120.9
## cvpred       92.9 142.2 146.6 133.3 123.1 121.5   110   157   113 112.9 121.3
## pm2.5        55.0 124.0 128.0 160.0 185.0 198.0   270   264   282 211.0  23.0
## CV residual -37.9 -18.2 -18.6  26.7  61.9  76.5   160   107   169  98.1 -98.3
##             33919 33929 33934 33939 33940 33946 33947 33953 33960 33961 33969
## Predicted    95.7 -9.00 83.69 156.7 150.4 127.2  45.7  44.7 140.2 138.0 40.76
## cvpred       96.2 -8.64 83.88 156.9 150.6 127.5  46.2  43.1 140.5 138.3 41.21
## pm2.5        18.0 27.00 76.00  93.0 106.0 172.0 106.0 108.0 187.0 210.0 32.00
## CV residual -78.2 35.64 -7.88 -63.9 -44.6  44.5  59.8  64.9  46.5  71.7 -9.21
##              33972 33973 33977 33980 33988 33994 33998  34004 34006 34008 34016
## Predicted   12.636  3.87 13.77  27.8   148  26.1 -7.80 10.301  29.5  41.8  35.7
## cvpred      13.016  4.25 14.05  28.0   148  26.3 -7.69 10.361  29.5  41.9  35.8
## pm2.5       14.000 11.00  7.00   7.0    48   6.0  9.00 10.000  10.0  12.0   7.0
## CV residual  0.984  6.75 -7.05 -21.0  -100 -20.3 16.69 -0.361 -19.5 -29.9 -28.8
##             34022 34023 34026 34027  34028 34030 34033 34035 34036 34037 34038
## Predicted   -2.28 -13.2  18.2    27 20.690  42.7  57.7  66.9  59.4  79.6  84.2
## cvpred      -2.19 -13.1  18.3    27 20.762  42.1  57.1  67.0  58.7  79.0  83.7
## pm2.5       14.00  13.0   8.0     9 20.000  17.0  19.0  14.0  14.0  12.0  10.0
## CV residual 16.19  26.1 -10.3   -18 -0.762 -25.1 -38.1 -53.0 -44.7 -67.0 -73.7
##             34040 34042 34046 34048 34052 34053 34055  34057 34060 34062 34070
## Predicted   113.5  57.2  53.4  44.1 74.08  82.3 100.2 111.23 104.6 108.7 27.56
## cvpred      111.5  56.6  53.3  44.0 72.17  80.4 100.4 110.84 104.8 108.9 27.26
## pm2.5        16.0  25.0  20.0  26.0 80.00  94.0  87.0 116.00 130.0  71.0 24.00
## CV residual -95.5 -31.6 -33.3 -18.0  7.83  13.6 -13.4   5.16  25.2 -37.9 -3.26
##             34075 34076 34082 34084  34087 34098 34099 34101 34103 34106 34107
## Predicted    85.7 112.7 103.5 113.9 109.82 76.57  84.8 116.1 133.3   106   106
## cvpred       85.8 112.8 103.8 114.2 110.06 74.81  83.1 116.2 133.4   106   106
## pm2.5        32.0  70.0 191.0 197.0 103.00 70.00 158.0 166.0 218.0   239   230
## CV residual -53.8 -42.8  87.2  82.8  -7.06 -4.81  74.9  49.8  84.6   133   124
##             34108 34115 34116 34118 34121 34122 34123 34124 34130 34135 34136
## Predicted   101.9  45.0  27.8  60.5  68.3  82.8 100.0  93.7   156 122.0 133.1
## cvpred      102.1  45.3  28.1  60.7  66.6  81.2  98.4  92.1   156 122.4 132.8
## pm2.5       165.0  68.0  59.0  74.0 203.0 176.0 185.0 212.0   314 218.0 201.0
## CV residual  62.9  22.7  30.9  13.3 136.4  94.8  86.6 119.9   158  95.6  68.2
##             34138  34143  34144    34145 34146 34149 34150 34155 34156 34157
## Predicted    86.8  -2.70  -2.70  -0.5069  71.3   113   123   146   104   123
## cvpred       87.2  -2.21  -2.21  -0.0564  69.7   113   123   146   104   123
## pm2.5       147.0 107.00 141.00 199.0000 222.0   271   273   303   347   210
## CV residual  59.8 109.21 143.21 199.0564 152.3   158   150   157   243    87
##              34158 34162 34165 34166 34171 34173 34175 34176 34180 34182 34185
## Predicted    99.56  67.8  27.6  25.1 126.5  43.4  48.1  58.5  69.4  63.7  52.8
## cvpred      100.01  68.3  28.0  25.5 126.7  43.8  48.5  58.9  69.8  64.0  53.0
## pm2.5        98.00  42.0  58.0  63.0  74.0  68.0  38.0  23.0  19.0  18.0  17.0
## CV residual  -2.01 -26.3  30.0  37.5 -52.7  24.2 -10.5 -35.9 -50.8 -46.0 -36.0
##             34186 34190 34195  34197 34201 34205 34207 34211 34214  34217 34219
## Predicted    36.7  29.3 19.19 100.63 162.4   146   142  45.3 10.42  0.310 -2.66
## cvpred       36.9  29.5 19.33 100.59 162.5   146   142  44.8 10.56  0.346 -2.74
## pm2.5        19.0  13.0 14.00  96.00  67.0    51    26  16.0 17.00 16.000  8.00
## CV residual -17.9 -16.5 -5.33  -4.59 -95.5   -95  -116 -28.8  6.44 15.654 10.74
##             34221 34222 34223 34225 34229 34231 34234 34236 34237 34239 34242
## Predicted    15.4  30.8  45.8  41.7  56.2  48.6  39.1 14.17  9.51  13.6 15.80
## cvpred       15.3  30.7  45.7  41.6  56.1  48.4  38.8 13.92  9.28  13.4 15.55
## pm2.5        26.0  12.0   8.0   7.0   5.0   6.0   3.0  6.00 13.00  10.0 10.00
## CV residual  10.7 -18.7 -37.7 -34.6 -51.1 -42.4 -35.8 -7.92  3.72  -3.4 -5.55
##             34243 34245 34246 34248 34256 34259 34264 34269 34274 34275 34277
## Predicted   14.17 16.36  26.7  21.0  39.1 -2.51 -13.0  17.6  75.6 130.0  94.5
## cvpred      13.92 16.07  26.5  20.7  38.8 -2.76 -13.1  17.8  75.7 129.9  94.5
## pm2.5        8.00  9.00   9.0   7.0  11.0 13.00  13.0  91.0  33.0  38.0  21.0
## CV residual -5.92 -7.07 -17.5 -13.7 -27.8 15.76  26.1  73.2 -42.7 -91.9 -73.5
##             34280 34282 34283 34287 34289 34291 34292 34293 34297 34298 34299
## Predicted   104.3  85.9  12.4 31.89  43.6  52.4  32.8  77.3 135.3   125  77.1
## cvpred      104.4  86.0  12.6 30.13  41.8  50.6  33.2  75.5 135.4   125  77.4
## pm2.5        27.0  65.0  63.0 32.00  74.0 122.0 128.0 105.0  97.0   109  95.0
## CV residual -77.4 -21.0  50.4  1.87  32.2  71.4  94.8  29.5 -38.4   -16  17.6
##             34314 34316 34317 34321 34324 34326 34329  34330 34331 34337 34340
## Predicted    70.1  55.7  77.3 100.3 143.4 139.3  90.9 106.23  22.0  41.2  74.9
## cvpred       70.0  55.8  77.1  99.8 143.3 139.2  91.1 106.15  22.2  39.4  73.1
## pm2.5        24.0  29.0  35.0  28.0  46.0  60.0 125.0 101.00  93.0  83.0 102.0
## CV residual -46.0 -26.8 -42.1 -71.8 -97.3 -79.2  33.9  -5.15  70.8  43.6  28.9
##             34345 34347  34349 34351  34352 34353 34354 34357 34360 34362 34363
## Predicted   127.1   122 104.78 161.3 117.36  96.3 78.00  14.5  53.9  93.5 112.7
## cvpred      126.7   122 105.02 161.4 117.58  96.6 78.28  14.8  54.0  93.6 112.8
## pm2.5       161.0   202 107.00  97.0 109.00 140.0 69.00  87.0  71.0 117.0 138.0
## CV residual  34.3    80   1.98 -64.4  -8.58  43.4 -9.28  72.2  17.0  23.4  25.2
##             34366 34379 34381 34387 34389 34390 34395 34399 34400 34404 34408
## Predicted     101  24.0 -8.35 -2.91  47.4  17.9 103.4 159.4   122  32.4  12.7
## cvpred        101  23.7 -8.05 -2.63  47.4  18.2 103.7 159.5   122  32.2  12.5
## pm2.5         213  50.0 48.00 46.00 136.0 152.0 187.0 139.0   151  71.0  41.0
## CV residual   112  26.3 56.05 48.63  88.6 133.8  83.3 -20.5    29  38.8  28.5
##             34409 34410 34414 34415 34416 34420 34425 34436 34441 34442 34444
## Predicted    29.4  77.1   124  77.7  77.7 102.2  55.7  94.9 139.8 145.5 151.8
## cvpred       29.2  77.3   124  78.1  78.1 101.9  55.9  93.0 139.8 145.5 151.8
## pm2.5        43.0  56.0   175 155.0 106.0 142.0  33.0  62.0  84.0  91.0 130.0
## CV residual  13.8 -21.3    51  76.9  27.9  40.1 -22.9 -31.0 -55.8 -54.5 -21.8
##             34454 34455 34456 34463 34470 34476 34477 34483 34485 34489 34493
## Predicted    37.2 72.44  72.4   137   132 124.2   128   136   167   159   117
## cvpred       37.6 72.63  72.6   136   132 124.4   127   136   168   159   117
## pm2.5       122.0 81.00 167.0   269   320 203.0   277   443   439   440   432
## CV residual  84.4  8.37  94.4   133   188  78.6   150   307   271   281   315
##             34497 34500 34502 34504 34506 34507 34514 34516 34528 34531 34533
## Predicted     159   101  71.2  35.0  28.0  32.6  53.5  80.5 20.90  61.2   138
## cvpred        159   101  71.1  35.5  28.2  32.9  53.6  80.7 21.03  60.7   138
## pm2.5         379   343 206.0  47.0  15.0  15.0   8.0   6.0 12.00  12.0    20
## CV residual   220   242 134.9  11.5 -13.2 -17.9 -45.6 -74.7 -9.03 -48.7  -118
##             34534 34535 34538 34539 34540 34541 34542 34543 34547 34548 34550
## Predicted   137.9 131.6   156 133.6 118.5 115.7 119.5 117.4 132.1 119.2  30.6
## cvpred      137.8 131.5   156 133.1 118.6 115.9 119.7 117.6 132.1 119.2  30.8
## pm2.5        55.0  68.0    52  44.0  60.0  64.0  44.0  38.0  41.0  53.0  16.0
## CV residual -82.8 -63.5  -104 -89.1 -58.6 -51.9 -75.7 -79.6 -91.1 -66.2 -14.8
##             34552 34554 34559 34562 34564 34567 34571 34573 34574 34575 34581
## Predicted   16.71  26.0  48.2  57.0  65.5   139  73.5  60.1  20.8  12.0  54.8
## cvpred      16.84  26.1  48.3  57.1  65.5   137  71.5  58.1  21.0  12.2  54.3
## pm2.5        8.00   8.0  14.0   8.0   6.0     9  16.0  35.0  33.0  33.0  75.0
## CV residual -8.84 -18.1 -34.3 -49.1 -59.5  -128 -55.5 -23.1  12.0  20.8  20.7
##             34584 34585 34588 34592 34593 34596 34599 34601 34602 34605 34607
## Predicted    81.2  89.7 122.5  68.2    46 18.48 -6.69  22.3  33.2  96.4 111.3
## cvpred       81.4  89.8 122.7  68.2    46 18.31 -6.95  22.1  33.0  96.0 109.1
## pm2.5        89.0  60.0  61.0  23.0    10  9.00  6.00  10.0   8.0  23.0  16.0
## CV residual   7.6 -29.8 -61.7 -45.2   -36 -9.31 12.95 -12.1 -25.0 -73.0 -93.1
##             34609 34610 34616 34618 34622 34624 34626 34630 34631 34636 34637
## Predicted   131.7 115.4 109.3 107.6 63.19 60.14  72.6 114.7  87.4 104.9  86.3
## cvpred      131.3 113.2 109.2 107.4 61.02 58.01  72.3 114.4  87.3 104.9  86.2
## pm2.5        49.0  45.0  88.0  85.0 58.00 52.00  88.0  66.0  68.0  91.0  69.0
## CV residual -82.3 -68.2 -21.2 -22.4 -3.02 -6.01  15.7 -48.4 -19.3 -13.9 -17.2
##             34638 34639 34640 34645   34646 34648 34649 34652 34655 34657 34660
## Predicted   134.4  99.2 102.0  2.53  0.0492 16.32 30.81  63.2  82.4 101.1 72.21
## cvpred      134.1  99.1 101.8  1.69 -0.8022 15.92 30.44  62.5  80.2 100.8 72.08
## pm2.5        53.0  51.0  43.0 26.00 21.0000 23.00 28.00 122.0  61.0  52.0 69.00
## CV residual -81.1 -48.1 -58.8 24.31 21.8022  7.08 -2.44  59.5 -19.2 -48.8 -3.08
##             34663 34665 34671 34672 34674 34675 34677 34679 34685 34690 34695
## Predicted    48.0  50.5 26.23 30.33 62.06 76.55 111.8 122.8  98.7 144.6  78.7
## cvpred       47.1  49.6 25.86 29.99 61.71 76.23 111.6 122.5  98.6 144.4  78.5
## pm2.5        16.0  22.0 29.00 38.00 60.00 67.00  79.0  98.0 201.0  82.0 143.0
## CV residual -31.1 -27.6  3.14  8.01 -1.71 -9.23 -32.6 -24.5 102.4 -62.4  64.5
##             34698 34704 34708 34714 34719 34724 34725 34727 34728 34731 34733
## Predicted    81.0  90.0  83.7  62.5  40.8  50.7  52.9  62.3  68.6  80.6  86.9
## cvpred       80.4  89.5  83.8  61.8  40.2  50.0  52.1  61.4  67.7  79.7  86.0
## pm2.5       202.0 291.0 259.0  24.0  27.0  30.0  27.0  13.0  11.0  10.0  13.0
## CV residual 121.6 201.5 175.2 -37.8 -13.2 -20.0 -25.1 -48.4 -56.7 -69.7 -73.0
##             34738 34739 34743 34770 34773 34775 34778 34782 34788 34790  34796
## Predicted    58.6  52.3  81.9  90.3 107.9 96.80  87.3  88.9  65.4  35.7 49.824
## cvpred       58.4  52.1  79.7  88.2 105.7 96.67  86.6  88.8  65.0  34.9 49.793
## pm2.5        19.0  18.0  13.0  30.0  80.0 95.00 117.0  25.0  34.0  17.0 50.000
## CV residual -39.4 -34.1 -66.7 -58.2 -25.7 -1.67  30.4 -63.8 -31.0 -17.9  0.207
##             34803 34804 34807 34809 34812 34815 34817 34820 34825 34827 34829
## Predicted    64.2  70.5  90.3  96.9  30.2  59.9  60.3  99.7   146 103.7 101.8
## cvpred       63.4  69.6  90.1  96.7  30.0  59.6  58.1  97.6   144 103.6 101.6
## pm2.5        22.0  22.0  19.0  26.0  42.0  34.0  89.0 158.0   267 148.0 165.0
## CV residual -41.4 -47.6 -71.1 -70.7  12.0 -25.6  30.9  60.4   123  44.4  63.4
##              34831 34832 34840 34841 34843 34844 34847 34849 34850 34852 34853
## Predicted   103.38 103.4  87.9  98.3   128   138   150   126   119   117   113
## cvpred      103.28 103.3  85.8  96.2   126   138   150   125   119   117   113
## pm2.5        96.00  70.0 138.0 130.0   315   317   336   345   332   384   240
## CV residual  -7.28 -33.3  52.2  33.8   189   179   186   220   213   267   127
##              34855 34857 34861 34864 34866 34867 34876 34886 34887 34895 34900
## Predicted   115.11  98.2  36.5  21.4  80.5  83.0   147   112   111   121   128
## cvpred      114.99  98.1  35.9  20.8  78.4  80.9   146   112   111   121   128
## pm2.5       111.00 124.0  47.0  36.0  29.0 105.0   417   283   313   302   326
## CV residual  -3.99  25.9  11.1  15.2 -49.4  24.1   271   171   202   181   198
##             34901 34903 34911 34917 34918 34919 34922 34923 34925 34929 34931
## Predicted     130   128  31.9 33.90  40.2  40.8  55.2  59.3  58.3  50.9  32.1
## cvpred        130   128  32.1 33.75  40.0  40.5  55.1  59.2  58.1  50.7  31.8
## pm2.5         305   254  84.0 32.00  21.0  18.0  15.0  11.0  16.0  18.0  16.0
## CV residual   175   126  51.9 -1.75 -19.0 -22.5 -40.1 -48.2 -42.1 -32.7 -15.8
##             34937  34939 34941 34942 34944 34948 34950 34951 34952 34953 34954
## Predicted    3.59 14.544  29.0  29.0  47.9  35.3  53.6  53.6  53.6  57.7  41.0
## cvpred       3.40 14.317  28.8  28.8  47.7  35.1  53.4  53.4  53.4  57.6  40.9
## pm2.5       13.00 14.000  16.0  13.0  15.0  18.0  16.0   9.0  14.0  18.0  24.0
## CV residual  9.60 -0.317 -12.8 -15.8 -32.7 -17.1 -37.4 -44.4 -39.4 -39.6 -16.9
##             34955  34962 34964 34965  34966 34967 34969 34971 34972 34975 34977
## Predicted    41.0 27.820  98.9  80.4 119.65  97.1  84.1  71.3  77.6  71.6  69.9
## cvpred       40.9 27.741  98.6  79.7 119.41  96.4  84.1  71.3  77.6  71.5  69.9
## pm2.5        25.0 27.000  54.0  64.0 126.00 108.0  30.0  14.0  12.0  13.0  17.0
## CV residual -15.9 -0.741 -44.6 -15.7   6.59  11.6 -54.1 -57.3 -65.6 -58.5 -52.9
##             34983 34984 34985 34987 34990 34993 34994 35003 35005 35008 35029
## Predicted   18.77  8.38 12.48 16.29  26.7  85.6  36.5 81.55 51.87  44.2 18.33
## cvpred      18.64  8.24 12.37 16.16  26.6  83.5  36.4 81.34 49.85  42.2 18.48
## pm2.5       15.00 21.00 14.00 22.00  38.0  58.0  64.0 84.00 59.00  44.0 25.00
## CV residual -3.64 12.76  1.63  5.84  11.4 -25.5  27.6  2.66  9.15   1.8  6.52
##             35031 35035 35036 35037 35038 35042 35043 35051 35054 35056 35057
## Predicted   17.77 26.25  20.0 70.67  86.9 103.2 131.4  33.3 23.99 22.36 22.36
## cvpred      17.96 26.39  20.1 68.77  86.9 101.3 131.4  33.6 24.32 22.68 22.68
## pm2.5       25.00 36.00  36.0 64.00  67.0  87.0 107.0  48.0 28.00 19.00 16.00
## CV residual  7.04  9.61  15.9 -4.77 -19.9 -14.3 -24.4  14.4  3.68 -3.68 -6.68
##             35058 35059 35063  35064 35066 35070 35071 35074 35075 35079 35081
## Predicted   24.55  22.9 25.68 23.494  25.1  53.8  37.1 31.69  23.8  10.6  10.6
## cvpred      24.84  23.2 25.87 23.719  25.4  54.1  37.4 31.97  24.1  11.0  11.0
## pm2.5       21.00  15.0 20.00 23.000  53.0  92.0 106.0 33.00  51.0  23.0  26.0
## CV residual -3.84  -8.2 -5.87 -0.719  27.6  37.9  68.6  1.03  26.9  12.0  15.0
##             35082  35083 35084 35093 35108 35109 35115 35116 35120 35125 35128
## Predicted   19.41 25.694  64.4 161.9 143.0 151.7 104.5   138  89.5 19.00 27.55
## cvpred      19.74 26.022  62.6 161.9 143.1 151.9 104.8   138  89.7 19.21 27.11
## pm2.5       26.00 27.000  43.0 172.0 195.0 239.0 146.0    34  43.0 25.00 21.00
## CV residual  6.26  0.978 -19.6  10.1  51.9  87.1  41.2  -104 -46.7  5.79 -6.11
##             35132 35136 35137 35138 35140 35145 35147  35148 35153 35155 35156
## Predicted    84.6 145.5 152.0 160.0 155.9 161.7 153.7 159.39  98.5 119.6 124.2
## cvpred       84.5 143.7 150.3 158.2 154.1 161.8 151.9 157.68  98.9 119.9 124.5
## pm2.5        46.0 103.0  85.0  86.0  77.0  95.0 132.0 153.00 219.0 212.0 221.0
## CV residual -38.5 -40.7 -65.3 -72.2 -77.1 -66.8 -19.9  -4.68 120.1  92.1  96.5
##             35157 35158 35161 35164 35165 35167   35168  35173 35174 35180
## Predicted   130.5 170.4 130.5 137.4 137.9   136 136.306 53.848  55.5 128.6
## cvpred      130.8 170.5 130.8 137.6 138.1   136 136.475 53.406  55.0 128.6
## pm2.5       221.0 217.0 192.0 177.0 183.0   151 137.000 54.000  34.0  54.0
## CV residual  90.2  46.5  61.2  39.4  44.9    15   0.525  0.594 -21.0 -74.6
##             35182 35193 35194  35195  35198 35200 35201 35204 35207 35210 35212
## Predicted   121.2 154.5   149 152.90 151.48 153.1 153.1   132 124.4   132 128.1
## cvpred      119.3 152.8   147 151.14 149.77 151.4 151.4   132 124.1   132 128.4
## pm2.5        47.0 126.0   159 149.00 146.00 160.0 148.0   167 185.0   208 213.0
## CV residual -72.3 -26.8    12  -2.14  -3.77   8.6  -3.4    35  60.9    76  84.6
##             35214 35216 35217 35218 35220 35225 35231 35232 35233 35236 35240
## Predicted   127.6 134.4 124.3 106.0  75.5  42.4 17.79  59.3  49.0  61.8  72.8
## cvpred      127.9 134.7 124.6 106.3  75.1  41.9 17.59  59.2  48.8  61.7  72.6
## pm2.5       211.0 212.0 205.0 196.0 124.0  31.0 26.00  11.0  14.0  11.0  17.0
## CV residual  83.1  77.3  80.4  89.7  48.9 -10.9  8.41 -48.2 -34.8 -50.7 -55.6
##             35241 35244 35248 35250 35252 35253 35257 35260 35261 35268 35271
## Predicted    75.9  75.5 13.69 18.36 28.75  46.0   126  93.5  74.7  14.8 -16.4
## cvpred       75.1  75.1 13.47 18.11 28.51  45.7   125  93.3  74.4  14.5 -16.8
## pm2.5        19.0  17.0 22.00 17.00 23.00  22.0    66  10.0  10.0  20.0  10.0
## CV residual -56.1 -58.1  8.53 -1.11 -5.51 -23.7   -59 -83.3 -64.4   5.5  26.8
##             35272 35280 35281 35282 35289 35293 35294 35296 35297 35298 35300
## Predicted   -24.6  97.2   136   136 140.8  59.3 -6.03  29.6 -25.2  46.3  55.1
## cvpred      -25.0  96.3   136   136 140.3  58.9 -6.22  27.4 -25.4  44.1  52.8
## pm2.5        10.0  73.0    83    81  70.0  69.0 66.00  43.0  48.0  67.0 127.0
## CV residual  35.0 -23.3   -53   -55 -70.3  10.1 72.22  15.6  73.4  22.9  74.2
##             35304 35306 35312  35313 35314 35315 35317 35318 35321 35322 35325
## Predicted   128.9 110.0 109.1 118.50 130.4  57.2  14.7  43.7  41.1  66.0  76.5
## cvpred      126.7 109.2 108.9 117.65 130.1  57.0  14.6  43.3  38.9  63.8  76.5
## pm2.5       104.0 141.0 135.0 108.00  97.0  87.0  81.0  82.0 143.0 153.0 273.0
## CV residual -22.7  31.8  26.1  -9.65 -33.1  30.0  66.4  38.7 104.1  89.2 196.5
##             35327 35329 35336 35337 35340 35350 35354 35356  35357 35359 35362
## Predicted    50.3 23.80  61.9  98.0  7.07  90.3  91.6  99.8 105.85 127.3 108.7
## cvpred       50.2 23.68  61.6  97.5  6.12  89.8  91.4  99.7 105.62 126.4 107.9
## pm2.5       227.0 20.00  12.0  17.0 20.00  56.0  75.0 110.0  97.00  84.0 120.0
## CV residual 176.8 -3.68 -49.6 -80.5 13.88 -33.8 -16.4  10.3  -8.62 -42.4  12.1
##             35370 35374 35377 35380 35382 35383 35384 35387 35390 35391 35394
## Predicted    75.3 103.2  88.9  89.5 135.6 131.5 138.1  77.2  47.6  5.50  83.0
## cvpred       73.1 102.4  88.8  89.3 135.2 131.1 137.7  77.2  47.2  5.37  80.9
## pm2.5       125.0 177.0 250.0 123.0  36.0  59.0  85.0 227.0  93.0 80.00 135.0
## CV residual  51.9  74.6 161.2  33.7 -99.2 -72.1 -52.7 149.8  45.8 74.63  54.1
##             35411 35415 35419 35420 35421 35423 35424 35434 35436 35438 35442
## Predicted    61.5 43.40  87.3   104   124   135   137   125  86.4  79.6   105
## cvpred       61.5 43.14  85.3   102   124   133   137   126  86.0  79.2   103
## pm2.5        66.0 47.00 279.0   435   489   539   567   479 476.0 327.0   310
## CV residual   4.5  3.86 193.7   333   365   406   430   353 390.0 247.8   207
##             35443 35444 35449 35451 35458 35459 35460 35464 35474 35480 35483
## Predicted     137   149   152   154 136.9 130.6 121.7  6.00  50.9  96.1  18.7
## cvpred        135   148   150   153 134.9 128.6 121.6  5.97  50.8  95.4  18.6
## pm2.5         332   391   351   290  77.0  81.0  95.0 13.00  19.0  22.0  40.0
## CV residual   197   243   201   137 -57.9 -47.6 -26.6  7.03 -31.8 -73.4  21.4
##             35484 35486 35487 35488 35489 35492 35493 35497 35498 35501 35503
## Predicted    19.3  34.7  40.9  45.0    57  88.3  94.4 139.5 143.6 152.2 160.5
## cvpred       18.6  34.4  38.8  42.9    55  88.1  92.4 137.6 141.8 152.2 158.7
## pm2.5        43.0  57.0 153.0 108.0    89 111.0 112.0 170.0 161.0 112.0 130.0
## CV residual  24.4  22.6 114.2  65.1    34  22.9  19.6  32.4  19.2 -40.2 -28.7
##             35504 35507 35510 35513 35514 35516 35517 35519 35520 35522 35524
## Predicted   153.8 118.0 132.7 124.3 135.3  17.4 28.31 27.26  39.3    48  40.4
## cvpred      153.8 118.3 132.8 122.6 133.5  17.4 28.34 27.22  39.3    48  40.3
## pm2.5       133.0 143.0 198.0 203.0 209.0  28.0 26.00 24.00  16.0    17   9.0
## CV residual -20.8  24.7  65.2  80.4  75.5  10.6 -2.34 -3.22 -23.3   -31 -31.3
##             35533 35539 35541 35542 35544 35549 35552 35554 35560 35563 35565
## Predicted   8.461 15.60  36.7  41.3  41.3  50.4  56.7  63.3  40.3  60.8 91.39
## cvpred      8.308 15.44  36.6  41.2  41.2  50.2  56.4  62.5  38.1  58.6 89.28
## pm2.5       9.000  9.00  10.0   8.0  11.0  16.0  18.0  23.0  54.0  56.0 95.00
## CV residual 0.692 -6.44 -26.6 -33.2 -30.2 -34.2 -38.4 -39.5  15.9  -2.6  5.72
##             35566  35569 35574 35575 35577 35578 35580 35588 35591 35593 35594
## Predicted    95.5 132.66 114.5 118.6 114.5 137.4  49.7 125.4   109   132   110
## cvpred       93.4 130.55 114.4 118.5 114.4 137.2  49.7 123.5   109   130   110
## pm2.5       111.0 127.00 142.0 107.0 100.0  97.0 105.0 210.0   258   324   344
## CV residual  17.6  -3.55  27.6 -11.5 -14.4 -40.2  55.3  86.5   149   194   234
##             35607 35612 35615 35616 35617 35620 35626 35629 35633 35635 35638
## Predicted     119   164   128   120   122   123   102  50.1 -1.51 -2.57 18.69
## cvpred        120   164   128   120   122   124   102  50.3 -2.00 -3.12 18.73
## pm2.5         232   295   319   335   301   296   231 178.0 47.00 32.00 25.00
## CV residual   112   131   191   215   179   172   129 127.7 49.00 35.12  6.27
##             35639 35641 35645 35647  35652 35654 35656 35657 35662 35663 35665
## Predicted   29.73 57.65  71.5  49.1 13.986 11.51  3.31   9.6 107.3 130.3 137.1
## cvpred      29.12 57.05  71.6  49.1 13.354 10.87  2.62   8.9 105.3 128.4 135.2
## pm2.5       26.00 54.00  55.0  36.0 14.000 15.00 19.00  17.0  55.0  71.0  42.0
## CV residual -3.12 -3.05 -16.6 -13.1  0.646  4.13 16.38   8.1 -50.3 -57.4 -93.2
##             35666 35668 35670 35671 35673 35675 35677 35681 35688 35691  35698
## Predicted     139   143   135   137   146 124.3 104.6 101.4 164.5 149.2 137.00
## cvpred        137   142   133   135   144 122.3 102.7  99.6 162.8 148.8 137.34
## pm2.5          31    39    26    25    24  28.0  35.0  72.0 119.0 132.0 143.00
## CV residual  -106  -103  -107  -110  -120 -94.3 -67.7 -27.6 -43.8 -16.8   5.66
##             35700 35704 35706 35708 35709 35710 35712 35715 35719 35720 35722
## Predicted    85.3  53.0  96.0 -18.2 -19.8 -14.6 20.26  57.9  75.2  92.5  83.9
## cvpred       85.7  53.4  96.1 -18.2 -19.9 -14.7 19.48  57.8  74.5  90.3  83.6
## pm2.5       133.0 167.0  53.0  32.0  15.0  11.0 11.00  19.0  17.0  16.0  31.0
## CV residual  47.3 113.6 -43.1  50.2  34.9  25.7 -8.48 -38.8 -57.5 -74.3 -52.6
##             35723 35725 35727 35728 35734 35741 35743 35744 35745 35747 35748
## Predicted    65.7  79.4  86.5  92.2 145.5   178   189   160   191 172.1 161.1
## cvpred       63.6  77.4  84.6  90.4 143.7   178   189   160   189 170.4 159.5
## pm2.5        23.0  57.0  64.0  65.0  83.0    84    86    84    88 102.0 121.0
## CV residual -40.6 -20.4 -20.6 -25.4 -60.7   -94  -103   -76  -101 -68.4 -38.5
##             35753 35758 35763 35765 35773 35774 35776 35778 35779 35780  35783
## Predicted   138.5 133.1 172.4 91.06 -3.92  28.6 28.05  42.5  59.8  84.4 165.89
## cvpred      138.8 133.5 170.6 91.28 -4.57  26.6 26.04  40.6  57.8  82.5 164.23
## pm2.5       203.0 225.0 218.0 88.00 16.00  16.0 17.00  25.0  39.0  54.0 157.00
## CV residual  64.2  91.5  47.4 -3.28 20.57 -10.6 -9.04 -15.6 -18.8 -28.5  -7.23
##             35785 35794 35800  35801  35804  35806 35817 35825 35835  35837
## Predicted   156.1 121.5   146 145.60 146.30 148.21 107.5 160.6   176 178.03
## cvpred      154.3 121.9   144 144.03 146.47 148.44 107.9 159.2   175 176.61
## pm2.5       137.0 143.0   130 146.00 140.00 155.00 189.0 127.0   159 174.00
## CV residual -17.3  21.1   -14   1.97  -6.47   6.56  81.1 -32.2   -16  -2.61
##             35838 35843 35849 35850 35856 35857 35859  35866 35871 35873  35875
## Predicted   173.5 56.59 -7.11 -3.79 -2.23 -3.86  25.4  6.536 -28.5 -44.9 -0.606
## cvpred      173.9 57.04 -6.97 -3.78 -3.17 -4.81  24.6  6.188 -28.9 -45.4 -0.940
## pm2.5       164.0 66.00 13.00 10.00  8.00 10.00  10.0  6.000   6.0   6.0  6.000
## CV residual  -9.9  8.96 19.97 13.78 11.17 14.81 -14.6 -0.188  34.9  51.4  6.940
##             35877 35879 35884 35890 35894 35896 35916  35920 35925 35926 35929
## Predicted    22.9  32.3  23.8  7.95 -34.5 -31.2  98.1 105.04 136.8 136.8 112.2
## cvpred       22.5  31.3  23.4  7.56 -34.9 -31.6  97.8 103.11 134.8 134.8 111.6
## pm2.5        11.0  13.0   6.0  9.00  10.0   8.0 118.0 102.00  76.0  90.0 139.0
## CV residual -11.5 -18.3 -17.4  1.44  44.9  39.6  20.2  -1.11 -58.8 -44.8  27.4
##             35933 35939 35940 35942  35948 35952 35964 35966 35969 35971 35973
## Predicted   111.8  77.4  68.6  97.3 112.31 143.9 161.9 164.6   164 162.1 162.1
## cvpred      111.8  77.5  68.7  97.1 112.16 142.1 160.1 162.8   162 160.4 160.4
## pm2.5       200.0 146.0 150.0 130.0 118.00  93.0 107.0  84.0    98 109.0 107.0
## CV residual  88.2  68.5  81.3  32.9   5.84 -49.1 -53.1 -78.8   -64 -51.4 -53.4
##             35976 35985 35986 35988 35990 35992 35996 35997 35998 36000 36003
## Predicted   172.5   133 131.2  94.0  82.0  67.6  62.9  72.2  72.8  78.0  72.3
## cvpred      170.8   133 131.4  94.2  81.5  67.0  62.8  72.1  72.6  77.8  72.0
## pm2.5       109.0   147 146.0  38.0  14.0   6.0   8.0   7.0  14.0   6.0   9.0
## CV residual -61.8    14  14.6 -56.2 -67.5 -61.0 -54.8 -65.1 -58.6 -71.8 -63.0
##             36004 36005 36006 36013 36014 36016 36017 36020 36024 36028 36029
## Predicted    78.6  87.1  97.4  40.8  42.5  33.1  73.0  52.3  82.7 101.5  95.3
## cvpred       78.3  86.7  97.1  40.6  42.2  33.0  72.6  52.1  82.4 101.2  95.0
## pm2.5        10.0   9.0  10.0  14.0  14.0  14.0  10.0  14.0  18.0   9.0  13.0
## CV residual -68.3 -77.7 -87.1 -26.6 -28.2 -19.0 -62.6 -38.1 -64.4 -92.2 -82.0
##             36031 36035 36036 36042 36048 36051 36054 36057 36058 36061 36065
## Predicted   100.0  66.9  40.8 101.6 149.4 136.0 135.0 123.0 112.4 113.6    96
## cvpred       99.1  66.0  40.6  99.4 147.3 135.3 134.9 122.9 112.3 113.5    94
## pm2.5         8.0  22.0  10.0  25.0  65.0  83.0 111.0  84.0  66.0  90.0   143
## CV residual -91.1 -44.0 -30.6 -74.4 -82.3 -52.3 -23.9 -38.9 -46.3 -23.5    49
##             36068 36069 36071 36075 36082 36083 36084 36089 36096 36097 36098
## Predicted   128.0 146.4 128.5   121  73.1  54.3  31.6  59.7 136.1   140 142.4
## cvpred      126.1 146.3 127.9   121  72.4  53.6  30.8  57.6 134.1   138 140.4
## pm2.5       221.0 203.0 184.0   255  87.0  66.0  44.0 100.0 145.0   268 237.0
## CV residual  94.9  56.7  56.1   134  14.6  12.4  13.2  42.4  10.9   130  96.6
##             36099 36101 36102 36106 36108 36110 36111 36117 36119 36120 36125
## Predicted   136.7 126.3 126.3 120.5 120.0   115 116.4   109   105   111 172.3
## cvpred      134.6 124.2 124.2 118.5 117.9   113 114.4   109   104   110 170.3
## pm2.5       208.0 175.0 160.0 198.0 206.0   214 204.0   239   243   251 264.0
## CV residual  73.4  50.8  35.8  79.5  88.1   101  89.6   130   139   141  93.7
##             36127 36128 36131 36132 36134 36139 36144 36150 36152 36154 36163
## Predicted     132 138.3 150.6 145.9   132   134   164   132   126   160   128
## cvpred        132 138.4 150.6 145.9   133   134   164   132   126   160   128
## pm2.5         250 235.0 205.0 196.0   234   311   436   344   287   282   338
## CV residual   118  96.6  54.4  50.1   101   177   272   212   161   122   210
##             36165 36167 36168 36173 36174 36179 36184 36189 36191 36193 36197
## Predicted     157   168   124   125   121  45.1    60   119   124 129.9 138.9
## cvpred        157   168   124   125   121  45.2    58   117   122 129.8 138.8
## pm2.5         336   353   375   382   362 280.0   120   247   225 165.0 119.0
## CV residual   179   185   251   257   241 234.8    62   130   103  35.2 -19.8
##             36200 36201 36203 36207 36212 36213 36214 36216 36220 36221 36224
## Predicted   126.9 123.5 68.03  52.1  81.4  88.0  96.7 107.1   131 133.3 127.6
## cvpred      126.8 121.6 65.94  50.0  79.3  85.9  94.7 105.1   131 131.3 125.5
## pm2.5        53.0  67.0 61.00  73.0  66.0  66.0  75.0  41.0    27  46.0  54.0
## CV residual -73.8 -54.6 -4.94  23.0 -13.3 -19.9 -19.7 -64.1  -104 -85.3 -71.5
##             36225 36227 36235 36237 36239  36240 36247 36248 36249 36253 36255
## Predicted   125.4 120.7   118 137.1 125.1 132.96 157.7   166 126.6 41.34  67.2
## cvpred      123.4 118.7   116 135.2 123.1 131.04 157.6   166 126.7 40.77  67.0
## pm2.5        63.0  69.0    88  89.0 104.0 123.00 122.0   112 108.0 38.00  22.0
## CV residual -60.4 -49.7   -28 -46.2 -19.1  -8.04 -35.6   -54 -18.7 -2.77 -45.0
##              36263  36264 36271 36272 36274 36275 36278 36279 36284 36288 36290
## Predicted   131.06 139.54 154.3 154.3 146.4 142.3   129   129   160   164   160
## cvpred      129.22 137.65 152.5 152.5 144.6 140.5   127   127   158   163   160
## pm2.5       124.00 142.00 180.0 185.0 190.0 196.0   233   240   392   424   398
## CV residual  -5.22   4.35  27.5  32.5  45.4  55.5   106   113   234   261   238
##             36291 36295 36298 36301 36302 36304 36306 36307 36311 36321 36324
## Predicted     164   130   113   129  84.9  91.3   122   134   109  86.4   110
## cvpred        164   130   113   130  85.3  91.0   122   132   109  86.7   110
## pm2.5         383   313   305   267 334.0 327.0   309   321   340 336.0   283
## CV residual   219   183   192   137 248.7 236.0   187   189   231 249.3   173
##             36325 36326 36327 36331 36335 36336 36338 36340 36343 36345 36350
## Predicted     112  78.0   111  94.6   131   132   128   134   131   129   126
## cvpred        110  77.7   110  94.4   129   130   126   132   131   129   126
## pm2.5         323 377.0   357 335.0   327   303   279   264   233   246   279
## CV residual   213 299.3   247 240.6   198   173   153   132   102   117   153
##             36354 36356 36361 36365 36371 36373 36375 36381 36384 36385 36388
## Predicted     122   126   102  93.7  90.5  68.6   105   129   123   158   160
## cvpred        120   126   101  94.1  90.3  68.9   106   128   123   158   160
## pm2.5         333   360   348 339.0 350.0 347.0   342   363   357   371   453
## CV residual   213   234   247 244.9 259.7 278.1   236   235   234   213   293
##             36390 36391 36393 36395 36403 36405 36407 36412 36419 36422 36423
## Predicted     120   120   110   133   119  92.3   147   117   140   128  79.1
## cvpred        121   121   111   133   119  92.7   147   117   138   128  79.7
## pm2.5         463   463   384   369   482 507.0   545   495   512   562 542.0
## CV residual   342   342   273   236   363 414.3   398   378   374   434 462.3
##             36424 36433 36434 36435 36437 36438 36441 36442 36445 36446 36450
## Predicted     119  50.7  53.5  45.9  48.0  42.3  41.6 15.05 15.13 -4.67 13.42
## cvpred        119  51.1  53.8  46.0  48.2  42.4  41.6 15.07 14.54 -4.61 12.84
## pm2.5         502  31.0  15.0  17.0  21.0  17.0  12.0 10.00  8.00 12.00 18.00
## CV residual   383 -20.1 -38.8 -29.0 -27.2 -25.4 -29.6 -5.07 -6.54 16.61  5.16
##             36453 36454 36458 36465 36467  36470  36472 36479 36483 36487
## Predicted    74.4  94.8 108.1 151.3 128.3 106.11  98.54 103.0   118 109.3
## cvpred       72.4  94.6 106.1 149.5 126.5 104.37  98.65 103.3   118 109.5
## pm2.5        31.0  45.0  34.0  57.0  81.0  97.00 103.00 179.0   206 149.0
## CV residual -41.4 -49.6 -72.1 -92.5 -45.5  -7.37   4.35  75.7    88  39.5
##              36488 36489 36491 36492 36494  36496 36500 36504  36507 36513
## Predicted   107.06 84.66  12.2 -4.75 -22.3 10.457  39.9  86.1 150.63 144.5
## cvpred      107.39 84.95  12.3 -4.68 -22.2 10.323  38.0  84.2 148.92 144.6
## pm2.5       100.00 83.00  29.0 15.00  17.0 10.000  51.0 112.0 150.00 134.0
## CV residual  -7.39 -1.95  16.7 19.68  39.2 -0.323  13.0  27.8   1.08 -10.6
##             36515 36518 36519 36520 36530 36531 36532 36534 36537 36544 36548
## Predicted    91.0  81.0  66.4  68.0 146.4 159.0 158.8 169.1 167.3  99.1  94.7
## cvpred       90.7  81.1  64.7  66.3 146.5 159.1 157.2 169.2 165.6  98.9  95.1
## pm2.5       154.0 158.0 151.0 141.0 222.0 193.0 188.0 184.0 238.0 308.0 237.0
## CV residual  63.3  76.9  86.3  74.7  75.5  33.9  30.8  14.8  72.4 209.1 141.9
##             36555 36557 36562 36566 36570 36571 36573 36575 36583 36585 36586
## Predicted     105   109 10.59 -26.9 -41.7 -32.9 -15.4  21.0   136 100.3  52.7
## cvpred        105   109 10.69 -26.9 -41.8 -33.0 -15.5  20.9   135 100.1  52.4
## pm2.5         232   215  6.00  11.0   8.0  11.0  13.0   9.0    26  35.0  27.0
## CV residual   127   106 -4.69  37.9  49.8  44.0  28.5 -11.9  -109 -65.1 -25.4
##             36587 36589  36597 36603 36604 36609 36612 36616 36618 36621 36634
## Predicted    44.0 20.58 50.620  33.6 12.84  14.0 20.22 -44.3 -44.9 35.35  57.2
## cvpred       43.7 18.45 48.613  33.4 12.62  13.8 19.77 -44.5 -45.1 33.15  56.7
## pm2.5        13.0 27.00 48.000   8.0 11.00  14.0 10.00  11.0  12.0 29.00  92.0
## CV residual -30.7  8.55 -0.613 -25.4 -1.62   0.2 -9.77  55.5  57.1 -4.15  35.3
##              36640 36641 36642 36646 36647 36648  36654  36656  36657 36658
## Predicted    1.993 11.82 11.82 57.60 64.05  70.3 147.38 155.58 148.86 149.3
## cvpred      -0.203  9.68  9.68 57.34 62.02  68.3 145.64 153.89 149.02 147.6
## pm2.5       17.000 20.00 31.00 51.00 69.00  77.0 136.00 160.00 159.00 167.0
## CV residual 17.203 10.32 21.32 -6.34  6.98   8.7  -9.64   6.11   9.98  19.4
##             36660 36664 36667 36668 36669 36670 36671 36672 36673 36676 36678
## Predicted   121.2  86.0  92.9 111.6   102 127.2 138.2 119.7 113.1 124.7 139.2
## cvpred      121.4  84.4  91.2 111.8   102 127.4 138.3 119.4 113.3 124.2 137.4
## pm2.5       196.0 202.0 187.0 199.0   206 213.0 187.0 218.0 134.0 112.0 172.0
## CV residual  74.6 117.6  95.8  87.2   104  85.6  48.7  98.6  20.7 -12.2  34.6
##              36682 36686 36687 36689 36690 36691 36692  36694 36695 36700 36701
## Predicted    96.42  74.9  64.0  61.5  63.7  82.9  78.8 102.58 129.9 140.6 148.1
## cvpred       96.42  73.2  62.3  59.8  61.9  81.1  77.0 100.77 128.2 138.8 148.1
## pm2.5       100.00 149.0 163.0 133.0 126.0 124.0 122.0  98.00  91.0  48.0  54.0
## CV residual   3.58  75.8 100.7  73.2  64.1  42.9  45.0  -2.77 -37.2 -90.8 -94.1
##             36707 36708 36712 36722 36728 36729 36732 36739 36740 36743 36744
## Predicted   122.8 118.1  84.5   159   130   112  57.2  51.5  19.0  52.4  43.6
## cvpred      121.1 116.4  84.7   159   131   112  57.7  51.4  18.8  52.2  44.0
## pm2.5        86.0  89.0 111.0   259   270   234 303.0 202.0 168.0  18.0  13.0
## CV residual -35.1 -27.4  26.3   100   139   122 245.3 150.6 149.2 -34.2 -31.0
##             36746 36749 36750 36751 36752  36755 36756 36759 36763 36765 36771
## Predicted    53.6  48.8  51.0  34.9  35.5 -0.504 -10.9 10.25  20.2 41.57  33.5
## cvpred       53.2  49.1  51.3  35.1  35.6 -1.170 -11.6 10.06  18.2 39.52  33.5
## pm2.5        11.0  10.0  10.0  10.0  11.0 12.000  13.0  9.00  15.0 41.00  20.0
## CV residual -42.2 -39.1 -41.3 -25.1 -24.6 13.170  24.6 -1.06  -3.2  1.48 -13.5
##             36780 36782 36785 36786  36787   36788 36798 36799 36803 36805
## Predicted   -24.2  1.69 13.01 23.40 29.687 33.7875  7.74  2.02 -33.2  7.70
## cvpred      -24.2  1.56 11.15 21.55 27.829 31.9528  7.81  2.05 -33.1  7.65
## pm2.5        12.0 16.00 20.00 19.00 28.000 32.0000 10.00  7.00  16.0 12.00
## CV residual  36.2 14.44  8.85 -2.55  0.171  0.0472  2.19  4.95  49.1  4.35
##             36806  36807 36809 36813 36817 36818 36819 36824 36826 36829 36834
## Predicted   -1.06  0.432 -4.80 48.77  89.5 104.0 102.0 130.4 93.14  51.2  23.0
## cvpred      -1.11 -1.404 -6.56 47.08  87.8 102.4 101.8 130.3 93.36  49.6  21.5
## pm2.5       19.00 22.000 16.00 38.00  72.0  63.0  69.0  93.0 99.00 109.0 119.0
## CV residual 20.11 23.404 22.56 -9.08 -15.8 -39.4 -32.8 -37.3  5.64  59.4  97.5
##             36835 36836 36837 36840 36843 36845 36848 36852 36853 36854 36856
## Predicted    33.4  62.9  73.9  99.6  96.5 113.1  95.8  42.0  24.9  36.8  47.7
## cvpred       31.9  61.5  72.4  98.2  96.7 113.4  94.2  40.3  25.1  35.2  46.2
## pm2.5       116.0 101.0 131.0 183.0 148.0 140.0 109.0  79.0  73.0  75.0 104.0
## CV residual  84.1  39.5  58.6  84.8  51.3  26.6  14.8  38.7  47.9  39.8  57.8
##             36857 36861 36862 36863 36865   36866  36868 36872 36873 36875
## Predicted    53.4  91.4 101.8 108.1 122.3 140.143 141.77 106.5  87.7  58.4
## cvpred       52.0  90.0 100.4 106.6 120.8 140.544 142.18 107.2  88.3  59.1
## pm2.5       116.0 159.0 157.0 151.0 149.0 141.000 148.00 155.0 165.0 191.0
## CV residual  64.0  69.0  56.6  44.4  28.2   0.456   5.82  47.8  76.7 131.9
##             36876 36879 36887 36892 36894 36895 36898 36908 36910 36912 36915
## Predicted    11.1 -10.8  3.59  30.8  70.6  48.1  7.07 76.50  79.3  83.6 107.9
## cvpred       11.7 -10.1  4.07  30.5  70.7  47.7  6.79 74.89  77.6  81.9 106.3
## pm2.5       124.0  49.0 17.00  17.0  13.0  17.0 18.00 66.00  57.0  30.0  47.0
## CV residual 112.3  59.1 12.93 -13.5 -57.7 -30.7 11.21 -8.89 -20.6 -51.9 -59.3
##             36916 36918 36919 36922 36924 36926 36927 36930 36931 36932 36933
## Predicted   114.2 107.9 110.4 97.41  47.1  47.4  48.8  86.6  51.0 49.33  47.7
## cvpred      112.6 106.3 108.8 97.62  47.6  47.9  49.3  85.1  51.5 49.86  48.2
## pm2.5        72.0  70.0  78.0 94.00  77.0  79.0  74.0  44.0  48.0 52.00  20.0
## CV residual -40.6 -36.3 -30.8 -3.62  29.4  31.1  24.7 -41.1  -3.5  2.14 -28.2
##             36934 36935 36940 36941 36948 36949 36950 36955 36958 36959 36972
## Predicted    5.65 -8.28  23.5 10.88 -37.2 -41.9 -29.3  4.90  8.90  55.2  6.25
## cvpred       5.87 -8.14  23.6 11.03 -37.0 -41.7 -29.7  3.12  9.14  54.9  4.57
## pm2.5       15.00 13.00   6.0  7.00  11.0  17.0  14.0 11.00 11.00  11.0 24.00
## CV residual  9.13 21.14 -17.6 -4.03  48.0  58.7  43.7  7.88  1.86 -43.9 19.43
##             36974 36978 36987  36990  36991 36992 36994 36995 36996 37000 37002
## Predicted   -72.7 -11.1 62.87 87.753 102.81  82.0  43.2 -28.8 -62.8 -79.2 -72.9
## cvpred      -72.3 -12.7 63.32 88.244 103.29  82.5  43.4 -29.1 -62.5 -79.5 -73.2
## pm2.5        22.0  28.0 72.00 89.000  98.00  97.0  89.0  66.0  72.0  17.0  16.0
## CV residual  94.3  40.7  8.68  0.756  -5.29  14.5  45.6  95.1 134.5  96.5  89.2
##             37004 37006 37007 37008 37012 37017 37018 37022 37023 37029 37035
## Predicted    9.21  31.1  60.7  57.1  74.6  62.3  70.1  22.9  28.7  85.5   135
## cvpred       7.51  29.5  59.1  55.5  74.4  62.1  70.4  21.4  27.2  84.1   134
## pm2.5       17.00  61.0 151.0 163.0 125.0 173.0 184.0 141.0 141.0 118.0   253
## CV residual  9.49  31.5  91.9 107.5  50.6 110.9 113.6 119.6 113.8  33.9   119
##             37038 37040 37043 37048 37051 37056 37058 37079 37081 37089 37091
## Predicted     128   126   109  62.2  66.5   137  98.1 125.9 137.3   152   125
## cvpred        128   126   109  62.9  65.3   138  98.9 126.6 136.1   153   126
## pm2.5         262   262   281 242.0 168.0   277 299.0 157.0 190.0   317   346
## CV residual   134   136   172 179.1 102.7   139 200.1  30.4  53.9   164   220
##             37092 37093 37097 37099 37101 37103 37106 37108 37110 37115 37116
## Predicted     112   108  74.9  89.9   118   135   108   154   126   122   128
## cvpred        113   107  73.9  89.0   117   136   109   155   126   121   127
## pm2.5         350   331 246.0 309.0   360   399   436   426   358   369   403
## CV residual   237   224 172.1 220.0   243   263   327   271   232   248   276
##             37118  37120 37122 37124  37127 37128 37131 37134 37137 37149 37154
## Predicted     101 100.38 101.6  81.9 128.07  84.1  93.9    98 125.4 127.7 151.6
## cvpred        100  99.13 102.2  82.8 128.74  85.0  94.8    99 125.8 126.6 152.4
## pm2.5         306  90.00  85.0  96.0 125.00 123.0 159.0   195 175.0 148.0 219.0
## CV residual   206  -9.13 -17.2  13.2  -3.74  38.0  64.2    96  49.2  21.4  66.6
##             37158 37159 37160 37161 37163 37164 37165 37167 37168 37172 37179
## Predicted   112.6  90.2  86.4  57.7  45.7  57.9 13.36  46.1  37.3  79.9  95.4
## cvpred      113.4  91.0  87.2  58.5  45.9  58.5 14.18  46.7  38.0  78.7  96.1
## pm2.5        16.0  28.0  32.0  25.0  22.0  18.0 23.00  25.0  18.0  27.0  66.0
## CV residual -97.4 -63.0 -55.2 -33.5 -23.9 -40.5  8.82 -21.7 -20.0 -51.7 -30.1
##             37186 37188  37193 37194 37195 37199 37200 37201 37204 37207 37211
## Predicted    15.1 -16.1  -8.95 -6.76 -6.19 34.31 46.61 61.10  83.5 106.8  98.1
## cvpred       15.7 -15.5 -10.30 -8.15 -7.63 32.85 45.22 59.75  82.2 105.5  98.8
## pm2.5        35.0  34.0  12.00 13.00 18.00 39.00 44.00 64.00 165.0 127.0 209.0
## CV residual  19.3  49.5  22.30 21.15 25.63  6.15 -1.22  4.25  82.8  21.5 110.2
##             37212 37213 37214 37216 37217  37221 37225  37226 37233 37238 37252
## Predicted    92.3  93.9  82.9  59.3  16.9 117.92 141.0 153.60   116  50.1 108.0
## cvpred       91.1  92.7  81.8  59.9  17.8 116.81 141.7 154.25   117  48.9 108.2
## pm2.5       235.0 254.0 250.0 210.0 127.0 113.00 159.0 161.00   220 124.0 119.0
## CV residual 143.9 161.3 168.2 150.1 109.2  -3.81  17.3   6.75   103  75.1  10.8
##             37255 37257 37262 37263 37264 37265 37266 37268 37272 37274 37275
## Predicted   121.1  88.3  6.09  45.2  32.9  52.1  60.8  78.6  91.0  91.6  99.9
## cvpred      121.3  88.6  6.26  44.0  31.6  50.8  59.6  77.3  89.6  90.1 100.3
## pm2.5       124.0 160.0 76.00  98.0 105.0  86.0 132.0 105.0  70.0  55.0  58.0
## CV residual   2.7  71.4 69.74  54.0  73.4  35.2  72.4  27.7 -19.6 -35.1 -42.3
##             37279 37290 37291 37296 37297 37300 37303 37304 37308 37310 37312
## Predicted   20.41 -76.6 -74.4  77.1  93.7 104.9 113.3 100.7 59.67 -17.0 -36.1
## cvpred      20.58 -77.2 -75.1  75.4  92.1 103.3 113.2 100.6 58.23 -16.9 -36.1
## pm2.5       12.00   7.0   7.0  33.0  40.0  29.0  37.0  42.0 55.00  31.0  24.0
## CV residual -8.58  84.2  82.1 -42.4 -52.1 -74.3 -76.2 -58.6 -3.23  47.9  60.1
##             37313 37317 37320 37321 37323 37331 37333 37336 37342 37343 37345
## Predicted   -69.3 -29.1  78.4  78.5 104.4 -36.5 -39.5 -5.43 52.97 57.07 105.0
## cvpred      -68.7 -29.5  76.9  78.8 102.8 -36.3 -39.3 -5.27 51.42 55.54 105.3
## pm2.5        13.0  20.0  31.0  34.0  34.0   6.0   8.0 14.00 48.00 48.00  57.0
## CV residual  81.7  49.5 -45.9 -44.8 -68.8  42.3  47.3 19.27 -3.42 -7.54 -48.3
##             37346 37351 37354 37356 37361 37364 37365 37370 37372 37373 37374
## Predicted   120.0 147.3  2.82 -8.18 -27.3  26.6  23.1 106.2 113.7 102.0 110.2
## cvpred      118.5 145.7  3.28 -7.94 -28.8  25.2  21.6 104.8 114.1 102.1 110.3
## pm2.5        58.0  71.0 84.00 27.00  40.0  59.0  59.0  55.0  70.0  74.0  80.0
## CV residual -60.5 -74.7 80.72 34.94  68.8  33.8  37.4 -49.8 -44.1 -28.1 -30.3
##             37381 37383 37384 37385 37395 37396 37397 37402 37403 37404 37405
## Predicted    55.3  29.4  17.0  17.0 129.2 108.3 141.3 101.9  85.3  78.8  67.5
## cvpred       54.1  30.0  15.7  15.7 127.9 108.5 141.9 102.6  85.9  77.7  68.2
## pm2.5       110.0  93.0  97.0  95.0 191.0 180.0 187.0 193.0 196.0 199.0 206.0
## CV residual  55.9  63.0  81.3  79.3  63.1  71.5  45.1  90.4 110.1 121.3 137.8
##             37406 37408 37411 37413 37414 37417 37419 37420 37423 37427 37429
## Predicted    59.1  29.3  47.6  74.9  81.2  99.5 120.3   126 142.8  88.3 -45.5
## cvpred       58.0  28.1  46.4  73.8  80.1  98.4 119.2   125 143.6  87.3 -44.7
## pm2.5       175.0 152.0 138.0 146.0 139.0 136.0 140.0   145 153.0 164.0  62.0
## CV residual 117.0 123.9  91.6  72.2  58.9  37.6  20.8    20   9.4  76.7 106.7
##             37434 37440  37444  37446 37448 37452 37453 37455 37457 37464 37465
## Predicted   -35.6  41.7  94.10 104.92 87.19  54.4  51.9  42.7  30.0  71.8  86.3
## cvpred      -35.4  40.3  94.58 103.57 85.77  52.9  50.4  43.1  28.5  70.4  84.9
## pm2.5        65.0 181.0 101.00 102.00 95.00  93.0  71.0  68.0  51.0  67.0  51.0
## CV residual 100.4 140.7   6.42  -1.57  9.23  40.1  20.6  24.9  22.5  -3.4 -33.9
##             37467 37469 37471 37473 37476 37477 37482 37486 37488  37492 37496
## Predicted    79.8  94.2  81.9  63.3  81.8  63.1 55.08  90.9 93.39 101.27 107.3
## cvpred       78.3  92.8  80.5  63.3  82.2  61.6 53.65  89.5 91.99 101.27 107.4
## pm2.5        64.0  76.0  69.0  48.0  41.0  40.0 52.00  83.0 98.00  96.00 158.0
## CV residual -14.3 -16.8 -11.5 -15.3 -41.2 -21.6 -1.65  -6.5  6.01  -5.27  50.6
##             37499 37507  37515 37520 37523 37526 37530 37531 37538 37540 37542
## Predicted    63.7  47.2 123.56   114  94.9  54.8  57.5  66.3   126   132   115
## cvpred       64.2  47.8 124.08   114  95.5  53.6  56.4  65.1   124   131   115
## pm2.5       151.0 109.0 131.00   149 182.0 167.0 157.0 159.0   249   282   268
## CV residual  86.8  61.2   6.92    35  86.5 113.4 100.6  93.9   125   151   153
##             37544 37546 37547 37555 37556 37559 37560 37565 37566 37567 37568
## Predicted     136   115   103  81.5  81.5 109.7  91.1 123.4 110.9 121.8 123.9
## cvpred        137   116   103  80.6  80.6 108.7  90.1 122.3 109.7 120.7 124.6
## pm2.5         247   270   280 224.0 246.0 187.0  80.0  67.0  69.0  78.0  83.0
## CV residual   110   154   177 143.4 165.4  78.3 -10.1 -55.3 -40.7 -42.7 -41.6
##             37570 37571 37572 37574 37576 37579 37580 37584 37586 37587 37590
## Predicted    89.6  75.1  70.7  52.1  39.5  57.8  49.6  78.8  66.0 102.8 113.0
## cvpred       88.5  74.0  69.7  50.9  38.2  56.5  48.2  79.2  66.1 103.3 111.8
## pm2.5       112.0 104.0 103.0 106.0  54.0  40.0  34.0  41.0  35.0  51.0  59.0
## CV residual  23.5  30.0  33.3  55.1  15.8 -16.5 -14.2 -38.2 -31.1 -52.3 -52.8
##             37591 37595 37596 37598 37599 37600 37602 37604  37607 37610  37612
## Predicted     116 48.36  38.1  24.5  30.3  31.9 48.44  52.2  91.74 106.1 102.00
## cvpred        117 48.79  36.6  25.0  30.7  32.4 47.13  50.9  92.29 104.9 100.77
## pm2.5          51 52.00  47.0  85.0  80.0  62.0 56.00  96.0 101.00 123.0 109.00
## CV residual   -66  3.21  10.4  60.0  49.3  29.6  8.87  45.1   8.71  18.1   8.23
##             37613 37616   37618  37628  37631  37634  37635 37638 37639 37651
## Predicted     108 123.3 115.416 131.85 133.27 142.03 148.32 117.4 122.1 115.3
## cvpred        107 123.6 115.694 130.82 132.19 140.95 147.23 117.7 122.4 114.2
## pm2.5         145 109.0 116.000 128.00 137.00 148.00 151.00 141.0 140.0 153.0
## CV residual    38 -14.6   0.306  -2.82   4.81   7.05   3.77  23.3  17.6  38.8
##             37655 37659 37663 37664 37666 37667 37669 37674 37684 37685 37689
## Predicted   101.1 113.3 121.9 111.5 105.2 105.2  80.6 106.0 159.4 159.4  81.8
## cvpred       99.8 113.7 120.6 110.2 103.9 103.9  79.2 104.7 159.9 159.9  82.6
## pm2.5        74.0  84.0  59.0  59.0  69.0  69.0  44.0  57.0 128.0 127.0  87.0
## CV residual -25.8 -29.7 -61.6 -51.2 -34.9 -34.9 -35.2 -47.7 -31.9 -32.9   4.4
##             37693 37696 37702 37703 37707 37709 37710  37715 37717 37721 37723
## Predicted   21.07  2.97  85.1  95.5 106.1 97.88  91.6 42.648  13.5 26.05 38.62
## cvpred      21.83  3.78  84.0  94.4 106.9 98.61  92.3 43.177  12.2 24.84 37.39
## pm2.5       23.00 22.00  69.0  59.0  91.0 91.00  66.0 44.000  23.0 30.00 30.00
## CV residual  1.17 18.22 -15.0 -35.4 -15.9 -7.61 -26.3  0.823  10.8  5.16 -7.39
##             37729 37730 37735 37736 37738 37739 37742 37743 37744 37746 37747
## Predicted   127.5 127.5  93.8  83.1  18.3  3.26  21.7  24.9  26.5  46.8  57.1
## cvpred      126.3 126.3  94.5  83.9  19.2  4.12  20.5  23.8  25.4  45.7  56.1
## pm2.5        73.0  90.0  52.0  68.0  84.0 42.00  51.0 170.0  87.0 107.0 105.0
## CV residual -53.3 -36.3 -42.5 -15.9  64.8 37.88  30.5 146.2  61.6  61.3  48.9
##             37750 37764 37769 37775 37778 37780 37783 37788 37790 37794 37797
## Predicted    87.3 109.7  78.7 112.1 123.4 135.9 135.9 105.5 103.2  85.1 105.4
## cvpred       86.2 108.8  77.9 111.1 122.4 134.9 134.9 106.3 102.3  84.2 104.4
## pm2.5        76.0 164.0 143.0  73.0  76.0  89.0 107.0 125.0 128.0 117.0 117.0
## CV residual -10.2  55.2  65.1 -38.1 -46.4 -45.9 -27.9  18.7  25.7  32.8  12.6
##              37798 37800 37801  37807 37809 37811 37813 37823 37825 37827 37830
## Predicted   121.60 108.1 110.3 110.83 112.8  85.6  78.7 92.18 104.8   109 103.4
## cvpred      122.49 107.1 109.2 111.12 111.7  86.4  79.6 93.15 105.7   110 104.3
## pm2.5       118.00 140.0 139.0 118.00 135.0 163.0 169.0 92.00  27.0    27  23.0
## CV residual  -4.49  32.9  29.8   6.88  23.3  76.6  89.4 -1.15 -78.7   -83 -81.3
##             37832 37837 37838 37840 37851 37852 37856 37858 37861 37862 37869
## Predicted    95.5  16.5  45.4 55.67   150 149.9 103.7  28.8  8.65  6.17 74.83
## cvpred       96.3  17.3  46.0 54.47   149 150.5 104.6  29.6  8.81  6.32 73.64
## pm2.5        29.0  42.0  47.0 47.00    49  59.0  46.0  43.0 20.00 78.00 75.00
## CV residual -67.3  24.7   1.0 -7.47  -100 -91.5 -58.6  13.4 11.19 71.68  1.36
##             37876 37877 37879 37881 37885 37887 37891 37894  37895 37897 37899
## Predicted   133.8   135 106.5  66.5  22.6  31.4  45.5  87.2 114.24 131.4   123
## cvpred      134.4   136 107.3  67.4  21.3  32.1  44.3  87.9 114.95 130.2   122
## pm2.5        38.0    64  73.0  86.0  68.0  47.0  58.0  72.0 105.00  81.0    93
## CV residual -96.4   -72 -34.3  18.6  46.7  14.9  13.7 -15.9  -9.95 -49.2   -29
##              37901 37906 37907 37909 37911 37913 37918 37923 37924 37931 37939
## Predicted   102.34  83.1  76.2  65.3  51.7  44.6  90.8 136.7 144.8   101  72.1
## cvpred      102.54  83.7  77.0  66.0  50.7  43.6  89.8 135.7 145.6   102  71.3
## pm2.5        94.00 121.0 136.0 133.0 111.0 104.0 105.0  89.0  94.0   221 119.0
## CV residual  -8.54  37.3  59.0  67.0  60.3  60.4  15.2 -46.7 -51.6   119  47.7
##             37940 37943 37945 37947 37948  37949 37950 37953 37957 37965 37966
## Predicted    82.5 102.2   119 135.6 146.0 149.79 154.5 129.6  99.2  54.6 59.22
## cvpred       81.7 101.3   118 134.7 145.1 148.88 153.5 128.7  98.5  55.5 60.18
## pm2.5        94.0  90.0    94 107.0 112.0 152.00 129.0 150.0 144.0 113.0 54.00
## CV residual  12.3 -11.3   -24 -27.7 -33.1   3.12 -24.5  21.3  45.5  57.5 -6.18
##             37967 37968 37970 37971 37976 37977 37978 37979 37983 37986 37987
## Predicted    74.8  62.5  64.7  64.7  47.6 31.44  13.1 -5.16 -27.6  14.2  35.6
## cvpred       75.7  63.4  65.5  65.5  48.2 32.08  13.8 -4.55 -26.9  15.0  36.4
## pm2.5        51.0  48.0  44.0  34.0  26.0 39.00  52.0 54.00  59.0  32.0  24.0
## CV residual -24.7 -15.4 -21.5 -31.5 -22.2  6.92  38.2 58.55  85.9  17.0 -12.4
##             37990 37996 38001 38003 38010 38014 38016 38018 38019 38029 38030
## Predicted    40.2 117.1 126.0  81.2 -18.2  17.0  42.4  49.3  49.3 -30.6 -16.1
## cvpred       41.0 117.2 126.7  80.1 -17.4  17.6  43.0  49.8  49.8 -30.1 -15.6
## pm2.5        27.0  40.0 104.0 167.0  95.0  50.0  48.0  39.0  35.0  46.0  50.0
## CV residual -14.0 -77.2 -22.7  86.9 112.4  32.4   5.0 -10.8 -14.8  76.1  65.6
##             38031 38032 38034 38035 38038 38043 38047 38051 38055 38057 38060
## Predicted   -9.84 -17.7 -19.9 -5.17  50.5 130.7  81.3  9.19 -22.7 37.55  52.0
## cvpred      -9.34 -17.3 -19.4 -4.70  50.3 131.1  81.8  9.03 -22.1 36.13  50.7
## pm2.5       52.00  49.0  43.0 32.00  32.0  65.0  36.0 39.00  36.0 33.00  39.0
## CV residual 61.34  66.3  62.4 36.70 -18.3 -66.1 -45.8 29.97  58.1 -3.13 -11.7
##             38063 38064 38066 38069 38073  38075 38079 38080  38082 38086
## Predicted    87.9 112.3 120.7 126.0  68.3 105.83  87.2  92.9 104.90   132
## cvpred       86.5 112.8 119.3 126.5  69.1 104.71  86.1  91.9 103.94   131
## pm2.5        50.0  59.0  56.0  71.0  93.0 110.00 138.0 111.0 108.00   154
## CV residual -36.5 -53.8 -63.3 -55.5  23.9   5.29  51.9  19.1   4.06    23
##              38092  38095 38096 38103 38105 38108 38111 38114 38116 38121 38123
## Predicted   141.47 162.98   109 -31.9 -28.1 21.83  78.0 138.7 149.7 130.6 101.4
## cvpred      141.94 163.82   110 -31.0 -27.2 22.02  76.7 137.6 148.5 131.4 102.2
## pm2.5       132.00 159.00   151 112.0  36.0 15.00  16.0  93.0 128.0 147.0  72.0
## CV residual  -9.94  -4.82    41 143.0  63.2 -7.02 -60.7 -44.6 -20.5  15.6 -30.2
##             38124 38126 38127 38130 38133 38136 38139 38140 38144 38150 38151
## Predicted    97.3  73.6 67.33 76.86  90.0  99.6 105.5  87.0 101.4 103.7  97.4
## cvpred       98.1  72.5 66.26 75.81  88.9  98.5 106.2  87.3 102.1 102.6  96.3
## pm2.5        64.0  58.0 65.00 74.00  68.0  70.0  65.0  70.0  91.0  70.0  72.0
## CV residual -34.1 -14.5 -1.26 -1.81 -20.9 -28.5 -41.2 -17.3 -11.1 -32.6 -24.3
##             38153 38155 38158 38159 38160 38165 38168 38181 38185 38186 38188
## Predicted   75.80  82.1  95.5 101.8   100 112.8 118.9  81.0   119 126.7 126.8
## cvpred      74.69  81.0  94.4 100.7    99 111.6 119.6  79.8   119 126.9 127.7
## pm2.5       71.00  43.0  56.0  59.0    59  46.0  46.0  65.0    42  48.0  57.0
## CV residual -3.69 -38.0 -38.4 -41.7   -40 -65.6 -73.6 -14.8   -77 -78.9 -70.7
##             38191 38193 38194 38200 38206 38207 38215 38217 38219 38224 38234
## Predicted   138.9   140   140   127   169   169 142.5 157.5  65.4  50.1 130.0
## cvpred      139.3   141   141   128   168   168 143.6 158.5  66.6  49.3 129.1
## pm2.5        40.0    33    26    17    30    28  65.0  75.0  53.0  23.0  43.0
## CV residual -99.3  -108  -115  -111  -138  -140 -78.6 -83.5 -13.6 -26.3 -86.1
##             38236 38237 38239 38250 38261 38263 38264 38265 38266 38268 38269
## Predicted   127.4   171 138.1 -11.5 42.74  45.2  33.2  33.2  26.9 18.43  35.1
## cvpred      128.5   172 139.3 -10.4 43.62  46.1  34.1  34.1  27.8 19.36  36.0
## pm2.5        50.0    47  80.0  34.0 34.00  26.0  23.0  22.0  17.0 20.00  14.0
## CV residual -78.5  -125 -59.3  44.4 -9.62 -20.1 -11.1 -12.1 -10.8  0.64 -22.0
##             38278 38281 38282 38284 38285 38287 38297 38301 38308 38309 38312
## Predicted    82.5   154   160   172   168 124.4  45.5  67.1 137.4 152.0  44.7
## cvpred       81.4   155   161   173   169 125.5  44.6  66.2 136.4 152.9  45.7
## pm2.5        30.0    30    76    77    68  45.0 111.0  95.0  83.0  85.0  75.0
## CV residual -51.4  -125   -85   -96  -101 -80.5  66.4  28.8 -53.4 -67.9  29.3
##             38313 38314 38317 38324 38325 38334 38335 38336 38337 38340 38343
## Predicted    39.6  21.3  42.1  56.6  65.3   101  99.0  73.2  44.5  60.9  39.1
## cvpred       40.0  21.7  41.1  55.6  64.4   101  99.3  74.3  45.5  61.7  38.1
## pm2.5        57.0 271.0  56.0  43.0  47.0    69  68.0  94.0  96.0 109.0  90.0
## CV residual  17.0 249.3  14.9 -12.6 -17.4   -32 -31.3  19.7  50.5  47.3  51.9
##             38344 38348 38349 38352 38354 38358 38359 38360 38362 38363 38364
## Predicted    40.8  59.6  62.7  87.3 110.2 118.1 126.5 85.03  89.2  71.5  69.3
## cvpred       39.8  58.6  61.6  86.2 109.2 118.4 127.3 85.43  88.2  72.4  70.2
## pm2.5        69.0  40.0  41.0  28.0  58.0  68.0  77.0 84.00 103.0  99.0 100.0
## CV residual  29.2 -18.6 -20.6 -58.2 -51.2 -50.4 -50.3 -1.43  14.8  26.6  29.8
##             38365 38366 38368 38371  38376 38383 38386 38391  38398 38401 38403
## Predicted    64.6  58.2  55.2  71.3 98.915 159.5 140.0 109.8 128.66 140.8 147.1
## cvpred       65.6  57.4  54.4  70.5 98.147 160.5 141.2 109.1 127.98 141.9 148.2
## pm2.5       132.0 198.0 137.0 124.0 99.000  70.0  79.0 147.0 123.00 174.0 215.0
## CV residual  66.4 140.6  82.6  53.5  0.853 -90.5 -62.2  37.9  -4.98  32.1  66.8
##             38407 38408 38416 38417 38419 38420 38430 38438 38443 38444 38445
## Predicted   100.2  77.8 16.26  40.9  43.1  66.0 122.1 79.05  80.5 101.3 101.9
## cvpred      100.8  78.4 16.91  40.1  42.3  65.2 122.7 80.21  79.9 100.7 101.2
## pm2.5       122.0  66.0 16.00  18.0  22.0  22.0  85.0 90.00 130.0 132.0 136.0
## CV residual  21.2 -12.4 -0.91 -22.1 -20.3 -43.2 -37.7  9.79  50.1  31.3  34.8
##             38449 38452 38457 38460 38462 38464 38471 38477 38478  38479 38486
## Predicted   125.4 139.7   130  92.6  56.8  21.2  79.0 115.4  81.4 119.49  23.5
## cvpred      124.7 140.8   130  92.0  56.2  20.5  78.2 114.6  82.6 118.68  22.7
## pm2.5       146.0 178.0   258 224.0 111.0  43.0  65.0  96.0 109.0 110.00  61.0
## CV residual  21.3  37.2   128 132.0  54.8  22.5 -13.2 -18.6  26.4  -8.68  38.3
##             38488 38498 38499 38503 38505 38508 38516 38519 38524 38525 38526
## Predicted    29.2 97.58 80.87   150 153.9 147.6 147.6 152.3 153.9 155.5 155.1
## cvpred       28.5 96.84 81.54   149 153.2 146.9 146.9 151.5 153.2 154.8 156.2
## pm2.5        46.0 92.00 89.00    84 102.0 104.0  79.0  88.0 117.0 140.0 150.0
## CV residual  17.5 -4.84  7.46   -65 -51.2 -42.9 -67.9 -63.5 -36.2 -14.8  -6.2
##             38528 38534 38545 38546 38548 38551 38552 38553 38554 38555 38556
## Predicted   111.4 -12.0   141   138   142   148   127  60.2  49.6  26.4 15.43
## cvpred      112.8 -10.9   140   139   143   149   128  61.1  48.7  25.5 14.54
## pm2.5       132.0  13.0    15    10     9    20    20  18.0  15.0  15.0 16.00
## CV residual  19.2  23.9  -125  -129  -134  -129  -108 -43.1 -33.7 -10.5  1.46
##              38557 38562 38564 38565 38566 38569 38570 38578 38582 38585 38588
## Predicted   18.966 36.91 14.22 -40.0  4.96   121 18.48 -16.8  5.92  31.1 -13.7
## cvpred      18.146 36.21 13.44 -38.8  4.07   122 19.65 -15.5  7.24  32.5 -12.5
## pm2.5       19.000 27.00 23.00  28.0 27.00    26 26.00 100.0 17.00  12.0  14.0
## CV residual  0.854 -9.21  9.56  66.8 22.93   -96  6.35 115.5  9.76 -20.5  26.5
##             38592 38594 38599 38601 38606 38609 38613 38617 38618 38620 38622
## Predicted    65.4  44.6   143  89.4  6.68  5.26  57.8 122.0 119.9 134.1   153
## cvpred       66.5  45.7   144  90.5  5.92  4.56  57.1 121.3 121.1 135.3   154
## pm2.5        13.0  13.0    44  43.0 21.00 34.00  32.0  44.0  38.0  42.0    54
## CV residual -53.5 -32.7  -100 -47.5 15.08 29.44 -25.1 -77.3 -83.1 -93.3  -100
##             38625 38628 38632 38636 38639 38644 38645 38647 38656 38659 38660
## Predicted    94.8  34.1 -69.0 32.61 69.58  76.0  72.5 67.07  52.1  62.8  75.7
## cvpred       96.0  35.3 -67.6 31.97 68.85  77.4  73.8 68.33  51.5  62.1  75.0
## pm2.5        77.0  52.0  19.0 29.00 63.00 102.0 113.0 67.00 107.0 100.0  99.0
## CV residual -19.0  16.7  86.6 -2.97 -5.85  24.6  39.2 -1.33  55.5  37.9  24.0
##             38664 38670 38671 38678 38679 38680 38681 38683 38685 38686 38689
## Predicted    91.6 135.3 133.1  55.2  60.5  54.3  56.2  72.9  89.6  89.6  91.5
## cvpred       90.8 134.5 132.4  54.5  61.7  53.7  55.7  72.3  89.0  89.0  92.8
## pm2.5        76.0 115.0 115.0 119.0 127.0 139.0 134.0 135.0 143.0 140.0  83.0
## CV residual -14.8 -19.5 -17.4  64.5  65.3  85.3  78.3  62.7  54.0  51.0  -9.8
##             38690 38692 38694 38698 38700 38704 38705 38707 38708 38711 38712
## Predicted   139.3  95.3  96.9  56.7 33.73 106.8 106.8 135.6 131.5 103.6 122.5
## cvpred      140.4  96.6  98.2  58.1 35.12 106.2 106.2 134.8 130.7 104.2 121.7
## pm2.5        68.0  52.0  49.0  46.0 32.00  37.0  62.0  62.0  53.0  60.0  59.0
## CV residual -72.4 -44.6 -49.2 -12.1 -3.12 -69.2 -44.2 -72.8 -77.7 -44.2 -62.7
##             38719 38723 38727 38728 38729 38731 38732 38734 38742 38744 38745
## Predicted    89.1  91.6  82.6  88.3  77.5  83.2  89.9  54.3 116.7  70.4  60.0
## cvpred       90.2  92.2  81.7  87.5  78.5  84.2  89.1  55.5 117.2  71.7  61.3
## pm2.5        18.0  18.0  31.0  28.0  31.0  34.0  32.0  46.0  35.0  31.0  29.0
## CV residual -72.2 -74.2 -50.7 -59.5 -47.5 -50.2 -57.1  -9.5 -82.2 -40.7 -32.3
##             38750 38751 38754 38759 38764 38767 38769 38771 38775 38787 38790
## Predicted    55.5  57.1  61.2  93.5 106.0 144.7 109.2 88.81  62.8 129.5   113
## cvpred       54.7  56.4  60.5  92.7 106.6 145.8 110.3 88.08  62.1 128.8   114
## pm2.5        30.0  28.0  43.0  57.0  77.0  88.0  88.0 79.00  42.0  57.0    90
## CV residual -24.7 -28.4 -17.5 -35.7 -29.6 -57.8 -22.3 -9.08 -20.1 -71.8   -24
##             38793 38794 38798 38799 38800 38801 38805 38807 38808 38814  38820
## Predicted   114.9  73.5  55.5  6.87 47.19 55.10  75.9 80.54 109.8 135.8 109.65
## cvpred      116.1  74.2  56.7  8.31 46.56 54.47  75.3 79.92 109.1 135.1 110.89
## pm2.5       102.0  90.0  43.0 45.00 43.00 49.00  60.0 70.00  81.0  96.0 101.00
## CV residual -14.1  15.8 -13.7 36.69 -3.56 -5.47 -15.3 -9.92 -28.1 -39.1  -9.89
##             38824 38825 38829 38830 38835 38837 38841 38843 38845 38850 38855
## Predicted     114   129 108.3   119 121.6 113.4  69.3  41.6  31.2  40.3   129
## cvpred        116   130 109.6   120 122.1 113.9  70.5  42.9  32.5  41.0   128
## pm2.5           6     6  10.0    12  25.0  17.0   6.0   4.0   3.0   6.0    26
## CV residual  -110  -124 -99.6  -108 -97.1 -96.9 -64.5 -38.9 -29.5 -35.0  -102
##             38858 38859 38864 38865 38866 38867 38869 38875 38877 38878 38879
## Predicted   122.6   147 105.3 103.8   116  80.2  88.2   134 122.1   147   157
## cvpred      123.3   148 106.6 104.4   117  81.0  87.5   133 122.7   148   158
## pm2.5        69.0    45  26.0  25.0    45  58.0  48.0    19  30.0    44    38
## CV residual -54.3  -103 -80.6 -79.4   -72 -23.0 -39.5  -114 -92.7  -104  -120
##             38882 38894 38899 38900 38901 38905 38907 38914 38915 38917 38923
## Predicted     164  64.3  77.0  90.1  88.5 127.1 137.1 124.8 124.8   102 120.5
## cvpred        165  65.3  77.7  90.8  89.1 126.3 138.1 125.9 125.9   101 119.8
## pm2.5          35  32.0  15.0  33.0  19.0  52.0  67.0  83.0  99.0    80  94.0
## CV residual  -130 -33.3 -62.7 -57.8 -70.1 -74.3 -71.1 -42.9 -26.9   -21 -25.8
##             38928  38931 38937 38938 38939 38940 38941 38942 38944 38949 38951
## Predicted   144.5 119.46  87.0  70.3  46.7  47.3  44.8  33.9  59.7  84.7  99.8
## cvpred      145.5 120.05  87.5  70.9  47.9  47.9  45.4  34.5  60.8  84.0  99.0
## pm2.5        94.0 114.00  59.0  43.0  13.0  13.0  16.0  13.0  18.0  19.0  44.0
## CV residual -51.5  -6.05 -28.5 -27.9 -34.9 -34.9 -29.4 -21.5 -42.8 -65.0 -55.0
##             38952 38958 38959 38960 38964 38967 38973 38974 38978    38981
## Predicted   105.6  96.6  94.4  71.5  48.2 -5.14  83.6  56.1 119.5 107.3730
## cvpred      106.7  97.9  95.7  72.8  49.3 -3.73  82.9  57.6 120.7 108.0975
## pm2.5        33.0  39.0  28.0  35.0  23.0 12.00  40.0  44.0  99.0 108.0000
## CV residual -73.7 -58.9 -67.7 -37.8 -26.3 15.73 -42.9 -13.6 -21.7  -0.0975
##             38983 38984 38987 38989 38993 38996 38997 39001 39003 39007 39008
## Predicted   138.7  86.2  86.9  71.9  68.8 108.9   118 124.6   151 113.6 101.0
## cvpred      139.9  87.6  86.3  71.2  68.2 110.3   119 125.3   152 114.9 102.3
## pm2.5       126.0 103.0  49.0  25.0  48.0  14.0    24  37.0    39  28.0  18.0
## CV residual -13.9  15.4 -37.3 -46.2 -20.2 -96.3   -95 -88.3  -113 -86.9 -84.3
##             39018 39021 39022 39031 39039 39042 39043 39044 39046 39055 39058
## Predicted    70.4 106.3 110.4 108.4  86.6  92.3  58.2 64.54 147.8 151.4 132.5
## cvpred       69.8 105.7 109.8 109.2  86.0  91.8  59.8 66.07 147.1 150.8 131.9
## pm2.5        50.0  58.0  70.0 161.0 105.0 156.0 100.0 62.00  61.0 162.0 169.0
## CV residual -19.8 -47.7 -39.8  51.8  19.0  64.2  40.2 -4.07 -86.1  11.2  37.1
##             39060 39062 39067 39070 39071 39077 39080 39084 39086 39087  39090
## Predicted   126.2 123.2   118 129.0 129.0   157   155 141.0 130.0 123.7 142.02
## cvpred      125.6 122.6   118 130.3 130.3   159   156 140.4 129.4 123.2 141.47
## pm2.5       178.0 196.0    96 111.0 103.0    13    29  47.0  77.0 103.0 148.00
## CV residual  52.4  73.4   -22 -19.3 -27.3  -146  -127 -93.4 -52.4 -20.2   6.53
##             39093 39096 39100 39103 39106 39108 39110 39115 39117  39120  39123
## Predicted   156.9 160.0 162.1 160.0  82.3  67.9  83.9 104.0 121.2 134.24 153.11
## cvpred      158.1 161.1 163.3 161.1  83.8  68.7  85.1 103.5 120.7 135.48 154.32
## pm2.5        76.0  63.0  71.0  82.0  46.0  24.0  22.0  83.0  80.0 144.00 153.00
## CV residual -82.1 -98.1 -92.3 -79.1 -37.8 -44.7 -63.1 -20.5 -40.7   8.52  -1.32
##             39125  39127 39128 39132  39134 39139 39144 39148 39149 39151 39152
## Predicted   159.4 151.48 137.3 118.9 108.46   123 127.5 148.8   155 126.2 113.6
## cvpred      160.6 152.68 138.5 118.2 107.85   122 128.6 149.9   156 126.9 114.9
## pm2.5       141.0 158.00 119.0 200.0 116.00    65  74.0  59.0    39  41.0  63.0
## CV residual -19.6   5.32 -19.5  81.8   8.15   -57 -54.6 -90.9  -117 -85.9 -51.9
##             39155 39156 39158 39163 39164 39165 39167 39169 39171 39173 39174
## Predicted    94.7  77.5 107.4 102.7 117.8 130.4 135.0   140 146.0 147.6 145.6
## cvpred       96.1  78.9 106.7 102.1 117.1 129.7 134.3   139 145.2 146.9 146.7
## pm2.5        22.0  13.0  12.0  20.0  38.0  61.0  89.0    74  70.0  76.0  72.0
## CV residual -74.1 -65.9 -94.7 -82.1 -79.1 -68.7 -45.3   -65 -75.2 -70.9 -74.7
##             39177 39179 39186 39190 39193 39194 39195 39198 39199 39201 39206
## Predicted   138.1 115.1  98.6 109.5 107.9 110.0   154   114 107.9  85.2 103.6
## cvpred      137.3 114.4  98.0 110.8 109.1 111.3   155   115 109.1  86.5 102.9
## pm2.5        73.0  74.0  57.0  18.0  16.0  18.0    23    15  18.0  38.0  50.0
## CV residual -64.3 -40.4 -41.0 -92.8 -93.1 -93.3  -132  -100 -91.1 -48.5 -52.9
##             39207 39209 39210 39217 39218 39220 39223 39225 39227 39234 39235
## Predicted    94.8  82.0  65.5  97.5   104 110.0  95.8  70.7  43.1  58.3  73.2
## cvpred       94.2  81.3  66.3  98.7   105 111.3  97.1  72.0  44.4  59.4  72.5
## pm2.5        50.0  36.0  41.0  36.0    31  27.0  25.0  18.0  19.0  26.0  24.0
## CV residual -44.2 -45.3 -25.3 -62.7   -74 -84.3 -72.1 -54.0 -25.4 -33.4 -48.5
##             39239 39240 39242 39250 39255 39258 39262 39269 39270 39273 39274
## Predicted   111.2 111.2 134.2 100.1  82.5  86.3 103.5 138.5 138.1 124.3 118.0
## cvpred      110.5 110.5 133.5 101.3  81.9  85.7 102.9 137.9 139.3 123.7 117.4
## pm2.5        28.0  29.0  44.0  68.0  40.0  48.0  57.0  69.0  77.0  86.0  74.0
## CV residual -82.5 -81.5 -89.5 -33.3 -41.9 -37.7 -45.9 -68.9 -62.3 -37.7 -43.4
##             39280 39286 39289 39293 39295 39303 39309 39310 39312 39313 39316
## Predicted   126.2 143.4   148   149 149.2  81.3 123.6  99.4 100.0  97.4  87.3
## cvpred      125.6 142.8   147   150 148.6  80.9 124.9 100.3 100.8  98.8  88.6
## pm2.5       109.0 127.0   159   191 196.0  62.0  62.0  61.0  75.0  62.0  46.0
## CV residual -16.6 -15.8    12    41  47.4 -18.9 -62.9 -39.3 -25.8 -36.8 -42.6
##             39317 39322 39326 39327 39328 39330 39331 39338 39339 39346 39347
## Predicted     127  28.0  4.83 -3.37  2.35  37.9  44.2  50.1  71.2 23.05  8.29
## cvpred        128  29.4  5.54 -2.71  3.05  37.2  43.5  51.5  72.4 24.38  9.68
## pm2.5          17  10.0 12.00  7.00 10.00  13.0  13.0  22.0  35.0 17.00 16.00
## CV residual  -111 -19.4  6.46  9.71  6.95 -24.2 -30.5 -29.5 -37.4 -7.38  6.32
##             39358 39359 39364 39379 39381 39383 39384 39389 39392 39394 39395
## Predicted    83.1  89.4   134  60.1  83.0 102.7  96.5 102.7 75.93 102.6  85.9
## cvpred       84.3  90.6   135  59.4  82.4 102.1  95.8 103.5 76.71 103.8  87.2
## pm2.5        21.0  25.0    32  39.0  62.0  66.0  69.0  84.0 80.00  61.0  64.0
## CV residual -63.3 -65.6  -103 -20.4 -20.4 -36.1 -26.8 -19.5  3.29 -42.8 -23.2
##             39397 39399 39401 39405 39406 39409 39413 39415 39416 39419 39422
## Predicted    68.7  58.2  53.8  62.2  62.8  89.9 123.2 120.6 112.7  88.0  89.0
## cvpred       70.0  57.6  53.2  61.6  62.1  89.2 122.6 121.8 113.9  87.4  88.5
## pm2.5        93.0  95.0  72.0  45.0  51.0  59.0  76.0 100.0 108.0 105.0 116.0
## CV residual  23.0  37.4  18.8 -16.6 -11.1 -30.2 -46.6 -21.8  -5.9  17.6  27.5
##             39433 39435 39445 39446 39447 39448 39449 39450 39451 39456 39460
## Predicted     154 126.7 142.9 136.2 137.8 131.5 131.5   134 143.9   149 152.4
## cvpred        155 127.5 142.3 137.5 139.1 132.8 132.8   133 143.4   150 151.9
## pm2.5          27  34.0  56.0  64.0  66.0  72.0  78.0    78  84.0   111 190.0
## CV residual  -128 -93.5 -86.3 -73.5 -73.1 -60.8 -54.8   -55 -59.4   -39  38.1
##             39464 39474 39475 39479 39480 39481 39483 39488 39491 39493 39495
## Predicted     155   120   120   148   146   146   112   103   110  93.0  86.1
## cvpred        154   120   120   149   147   146   114   104   111  94.4  87.6
## pm2.5         259   167   161   237   250   295   299   226   153 152.0 137.0
## CV residual   105    47    41    88   103   149   185   122    42  57.6  49.4
##             39498 39499 39505 39507 39508  39512  39513 39515 39516 39518 39521
## Predicted   115.8 116.4 134.2 142.2 135.9 138.86 132.57 124.1   112 102.8  95.2
## cvpred      115.4 115.9 133.6 143.5 137.2 138.26 131.99 123.6   111 102.2  96.5
## pm2.5       200.0 213.0 168.0 174.0 169.0 148.00 125.00 105.0   114  80.0  74.0
## CV residual  84.6  97.1  34.4  30.5  31.8   9.74  -6.99 -18.6     3 -22.2 -22.5
##             39523 39524 39526 39527 39528 39530 39532 39533 39534 39535 39537
## Predicted   101.9 112.3 123.2 123.2 133.6 135.3   142 143.7 143.7   146   136
## cvpred      101.4 111.8 122.7 122.7 133.1 134.7   141 143.2 143.2   146   135
## pm2.5        77.0  77.0 107.0 157.0 184.0 207.0   212 209.0 237.0   252   240
## CV residual -24.4 -34.8 -15.7  34.3  50.9  72.3    71  65.8  93.8   106   105
##             39543 39544 39548 39552  39553 39554  39555 39556 39561 39565 39567
## Predicted   111.7 115.8 118.0 129.0 132.78 137.4 133.34 132.9 131.2 113.3 108.7
## cvpred      111.3 115.4 117.5 128.5 132.25 136.9 132.77 134.2 130.6 112.9 108.3
## pm2.5       153.0 153.0 167.0 153.0 139.00 133.0 130.00 116.0  80.0 132.0 165.0
## CV residual  41.7  37.6  49.5  24.5   6.75  -3.9  -2.77 -18.2 -50.6  19.1  56.7
##             39574 39576 39581 39584 39590 39594 39600 39604 39607 39609 39611
## Predicted   125.1   129 147.3 106.7  24.9  25.2 132.6  94.9  95.5  70.9  59.0
## cvpred      124.6   128 148.6 107.7  26.4  26.6 133.8  96.3  96.9  72.3  59.7
## pm2.5       223.0   235 164.0 144.0  16.0  11.0  42.0  37.0  16.0  17.0  11.0
## CV residual  98.4   107  15.4  36.3 -10.4 -15.6 -91.8 -59.3 -80.9 -55.3 -48.7
##             39614 39615 39618 39620 39622 39625 39626 39627 39628 39630 39631
## Predicted    35.1  31.0  84.2  74.0  78.1  96.0 108.6   144   121 112.4 110.2
## cvpred       35.9  31.8  85.4  73.3  77.4  97.5 109.5   145   122 113.8 111.6
## pm2.5         9.0   8.0  14.0  32.0  29.0  34.0  28.0    52    70  39.0  31.0
## CV residual -26.9 -23.8 -71.4 -41.3 -48.4 -63.5 -81.5   -93   -52 -74.8 -80.6
##             39633 39634 39636 39640 39643 39646 39647 39652 39655 39657 39659
## Predicted    62.6 33.08  54.1  21.9  50.6  82.4  88.7 120.4 101.4  56.7  33.7
## cvpred       64.1 34.54  55.4  21.4  50.1  81.8  88.1 121.2 102.9  57.5  34.5
## pm2.5        25.0 28.00  25.0  35.0  18.0  31.0  40.0  58.0  61.0  35.0  11.0
## CV residual -39.1 -6.54 -30.4  13.6 -32.1 -50.8 -48.1 -63.2 -41.9 -22.5 -23.5
##             39661 39662 39669 39670 39672 39675 39680 39683 39692 39694 39701
## Predicted    26.9  51.5 101.7 112.0 120.8  94.7  66.6  37.3  66.8  65.3  92.7
## cvpred       27.7  51.0 102.9 113.3 122.1  95.5  67.3  38.0  66.2  66.5  94.0
## pm2.5        12.0   9.0  28.0  32.0  35.0  21.0  12.0   9.0  17.0  19.0  19.0
## CV residual -15.7 -42.0 -74.9 -81.3 -87.1 -74.5 -55.3 -29.0 -49.2 -47.5 -75.0
##             39704 39709 39710 39716 39718 39723 39726 39729 39730 39731 39735
## Predicted    59.7  4.39  35.5  83.8 121.4 104.5 111.3  74.2  61.6  40.9  46.6
## cvpred       61.0  5.82  36.7  83.2 122.6 105.9 112.7  75.0  62.5  41.7  46.0
## pm2.5        17.0 10.00  10.0  20.0  35.0  44.0  23.0  19.0  22.0  18.0  29.0
## CV residual -44.0  4.18 -26.7 -63.2 -87.6 -61.9 -89.7 -56.0 -40.5 -23.7 -17.0
##             39738 39739 39741 39742 39743 39753 39754 39755 39757 39766 39767
## Predicted    47.7  52.3 101.9 35.56  51.0  72.0  76.7  97.5  80.8 113.6 130.3
## cvpred       47.2  51.8 103.2 37.02  51.7  73.4  77.5  96.9  80.2 113.1 129.8
## pm2.5        36.0  42.0  36.0 30.00  15.0  44.0  49.0  50.0  50.0  62.0  73.0
## CV residual -11.2  -9.8 -67.2 -7.02 -36.7 -29.4 -28.5 -46.9 -30.2 -51.1 -56.8
##             39771 39772 39773 39774 39775 39776 39780 39781 39782 39783 39784
## Predicted   138.8 142.9 142.4 142.9 140.8 105.7   126 120.3 109.2  76.8 110.9
## cvpred      138.2 142.3 143.7 142.3 142.1 106.5   126 121.6 110.2  78.4 110.4
## pm2.5       112.0 113.0  85.0  90.0  85.0 121.0   160 159.0 172.0 142.0 146.0
## CV residual -26.2 -29.3 -58.7 -52.3 -57.1  14.5    34  37.4  61.8  63.6  35.6
##             39785 39788 39792  39796 39797 39798   39800  39801 39802 39805
## Predicted   104.6 126.2 106.2 112.53 141.8   140 133.472 137.57  96.1 112.9
## cvpred      104.1 125.6 107.6 113.34 141.2   141 134.699 138.82  97.0 112.3
## pm2.5       134.0  60.0  74.0 112.00 128.0   126 135.000 142.00 144.0 129.0
## CV residual  29.9 -65.6 -33.6  -1.34 -13.2   -15   0.301   3.18  47.0  16.7
##             39807 39809 39819 39821  39822 39824 39829 39833  39834 39835
## Predicted   118.6 118.6   130 100.8 135.95 128.5 100.1  83.3 80.843  80.8
## cvpred      118.1 118.1   129 101.6 137.19 127.9 101.5  82.9 80.399  80.4
## pm2.5       130.0 162.0   154 131.0 128.00 112.0 125.0  96.0 80.000  96.0
## CV residual  11.9  43.9    25  29.4  -9.19 -15.9  23.5  13.1 -0.399  15.6
##              39837 39839 39842 39849 39852 39854 39855 39856 39858 39863 39865
## Predicted    95.90 117.2   124 107.7  78.5  73.3  67.5  69.1  66.6 103.0 103.0
## cvpred       95.44 116.8   123 107.2  78.0  74.7  67.1  68.7  66.2 102.6 102.6
## pm2.5       103.00  80.0    69  68.0  52.0  57.0  51.0  45.0  45.0  81.0  41.0
## CV residual   7.56 -36.8   -54 -39.2 -26.0 -17.7 -16.1 -23.7 -21.2 -21.6 -61.6
##             39867 39875 39878 39879 39881 39887 39888 39893 39894 39896 39897
## Predicted   117.2  94.3  90.7 90.67 77.24  96.1 104.0 122.3 122.3  87.5  81.2
## cvpred      116.8  93.8  90.3 90.28 76.88  95.7 103.6 121.9 121.9  89.0  82.7
## pm2.5        60.0  60.0  67.0 85.00 79.00  52.0  48.0  59.0  59.0  20.0  20.0
## CV residual -56.8 -33.8 -23.3 -5.28  2.12 -43.7 -55.6 -62.9 -62.9 -69.0 -62.7
##             39902 39905 39907 39908 39909 39911 39915 39916 39920 39921 39931
## Predicted    37.5    40  46.3  81.5  38.7  49.0  64.0  71.0  58.3  60.8  45.7
## cvpred       39.0    41  47.2  82.8  39.5  50.4  65.5  71.7  59.7  62.2  47.2
## pm2.5        15.0    13  14.0  15.0  17.0  11.0  13.0  10.0  18.0  19.0  15.0
## CV residual -24.0   -28 -33.2 -67.8 -22.5 -39.4 -52.5 -61.7 -41.7 -43.2 -32.2
##             39933 39934 39939 39940 39941 39943 39945 39946 39956 39957 39959
## Predicted    52.0  52.0  55.8  66.2   123   133   125  74.4  94.5 100.8 121.7
## cvpred       53.4  53.4  57.2  67.6   124   134   126  75.9  93.9 100.2 122.9
## pm2.5        12.0  19.0  20.0  21.0    23    13    20  16.0  42.0  46.0  42.0
## CV residual -41.4 -34.4 -37.2 -46.6  -101  -121  -106 -59.9 -51.9 -54.2 -80.9
##             39960 39961 39962 39964 39967 39969 39973 39980 39983 39995 39996
## Predicted   132.5 136.2 113.6 142.4   114 128.8  66.8 102.2 130.2 41.37 46.11
## cvpred      131.9 137.5 114.5 143.7   115 130.1  68.3 101.6 131.4 42.85 46.96
## pm2.5        41.0  46.0  55.0  50.0    82  76.0  89.0  24.0  63.0 49.00 40.00
## CV residual -90.9 -91.5 -59.5 -93.7   -33 -54.1  20.7 -77.6 -68.4  6.15 -6.96
##             40005 40006 40007 40008 40013 40014 40015 40017 40018 40022 40023
## Predicted    79.5  88.2  94.5 103.3 101.1 105.7 109.8   110  97.2  63.2  59.6
## cvpred       78.8  87.6  93.8 102.6 101.8 106.5 110.6   111  98.4  64.5  59.0
## pm2.5        55.0  61.0  69.0  69.0 136.0 146.0 149.0   137 113.0  80.0  62.0
## CV residual -23.8 -26.6 -24.8 -33.6  34.2  39.5  38.4    26  14.6  15.5   3.0
##             40025 40027 40028 40030 40034 40036 40037  40039 40042 40046 40047
## Predicted    46.7  53.0 65.57  79.0  92.1  98.4 115.1 118.78  93.6  55.5  40.4
## cvpred       46.1  52.4 64.94  78.3  91.4  97.7 114.4 119.91  94.8  54.9  39.8
## pm2.5        62.0  72.0 63.00  62.0  68.0  86.0  97.0 111.00 113.0 120.0  99.0
## CV residual  15.9  19.6 -1.94 -16.3 -23.4 -11.7 -17.4  -8.91  18.2  65.1  59.2
##             40048 40049 40053 40054 40055 40057 40060  40061  40067 40069 40077
## Predicted    46.1  58.2 93.70 100.0 110.9 116.7 133.3 133.34 101.46  70.2 85.99
## cvpred       45.6  57.6 93.14  99.4 110.3 116.1 132.8 132.77 102.79  69.7 85.49
## pm2.5        87.0  93.0 99.00  88.0  83.0  93.0 121.0 127.00 111.00 110.0 89.00
## CV residual  41.4  35.4  5.86 -11.4 -27.3 -23.1 -11.8  -5.77   8.21  40.3  3.51
##             40078 40080 40082   40086 40091 40094 40098 40101 40105 40114 40115
## Predicted   94.76 113.6 117.7 134.965  95.0  71.8 85.43 108.4 153.3 112.8 131.7
## cvpred      94.26 113.1 117.2 134.408  94.6  71.3 84.97 107.9 152.7 113.7 131.1
## pm2.5       88.00  89.0  90.0 135.000 125.0  97.0 89.00  86.0  78.0 159.0 151.0
## CV residual -6.26 -24.1 -27.2   0.592  30.4  25.7  4.03 -21.9 -74.7  45.3  19.9
##             40117 40122 40124 40125 40128 40129 40138 40146 40149 40150 40152
## Predicted   123.8 114.5 124.9   130 140.0 132.1 130.4 106.0 118.6 123.2   130
## cvpred      123.2 113.9 124.3   129 141.3 133.4 129.8 105.5 118.1 122.7   129
## pm2.5       148.0 130.0 157.0   185 211.0 201.0 227.0 134.0 135.0 167.0   206
## CV residual  24.8  16.1  32.7    56  69.7  67.6  97.2  28.5  16.9  44.3    77
##             40154  40157 40160 40161 40165 40169 40174 40176 40178 40179 40183
## Predicted   127.9 142.11 138.3 132.0  96.0 93.42   121 137.7 139.4 139.4 145.2
## cvpred      127.3 141.54 137.7 131.5  97.4 92.95   122 137.2 138.9 138.9 146.6
## pm2.5       154.0 132.00 159.0 179.0 123.0 94.00   134 101.0  79.0  85.0  69.0
## CV residual  26.7  -9.54  21.3  47.5  25.6  1.05    12 -36.2 -59.9 -53.9 -77.6
##             40184 40185 40187  40189  40194  40202  40203 40204 40205 40206
## Predicted   139.4 133.1 125.8 104.43  95.54 139.56 149.51 145.8 149.5 145.4
## cvpred      138.9 132.6 127.2 105.88  95.19 139.13 150.94 145.4 150.9 146.8
## pm2.5        62.0  57.0  87.0 101.00 104.00 146.00 158.00 184.0 190.0 201.0
## CV residual -76.9 -75.6 -40.2  -4.88   8.81   6.87   7.06  38.6  39.1  54.2
##             40211 40213 40214 40216 40217 40218 40219 40220 40225 40226 40227
## Predicted   107.7  95.1  96.7  56.8  63.1 124.5 130.4 128.2 116.6 145.4 145.8
## cvpred      109.2  96.6  98.2  58.6  64.9 124.1 131.8 129.6 117.5 146.8 145.4
## pm2.5        74.0  82.0  73.0  76.0 102.0  72.0  69.0  52.0  74.0  80.0  92.0
## CV residual -35.2 -14.6 -25.2  17.4  37.1 -52.1 -62.8 -77.6 -43.5 -66.8 -53.4
##             40231 40235 40236 40243 40248 40254 40258 40265 40275 40276 40277
## Predicted   143.8  91.2  85.5  98.0   104 104.8  86.2  75.1 119.7 108.6 106.2
## cvpred      145.2  92.0  86.3  99.3   106 106.1  87.6  74.5 120.5 110.1 107.6
## pm2.5        90.0  10.0   7.0   7.0     4   9.0  14.0  32.0  48.0  49.0  60.0
## CV residual -55.2 -82.0 -79.3 -92.3  -102 -97.1 -73.6 -42.5 -72.5 -61.1 -47.6
##             40280 40284 40285 40286 40288 40293 40294 40295 40299  40306 40308
## Predicted    86.2  26.5 13.59  7.31  7.02 103.0 111.8 118.1 137.1 49.638  64.6
## cvpred       87.6  27.2 14.31  8.03  7.69 102.4 111.2 117.5 138.2 51.012  65.7
## pm2.5        68.0  16.0  8.00  6.00  2.00  25.0  28.0  46.0 105.0 52.000  55.0
## CV residual -19.6 -11.2 -6.31 -2.03 -5.69 -77.4 -83.2 -71.5 -33.2  0.988 -10.7
##             40309 40312 40322 40326 40330 40332 40334 40335 40342 40347 40349
## Predicted   56.31  53.6 126.7 137.6  95.8 89.39 66.14  55.7 107.4 130.4 142.5
## cvpred      55.57  52.9 127.8 138.7  97.0 88.75 65.46  55.1 106.7 129.7 143.6
## pm2.5       48.00  43.0  29.0  51.0  83.0 85.00 56.00  45.0  58.0  90.0 123.0
## CV residual -7.57  -9.9 -98.8 -87.7 -14.0 -3.75 -9.46 -10.1 -48.7 -39.7 -20.6
##             40355 40361 40364 40366 40368 40374 40379 40382 40383 40387 40388
## Predicted   96.87  78.4  97.2 108.5   146 120.1 109.7  82.5  71.1  81.0  89.8
## cvpred      98.07  77.8  96.6 107.8   147 121.4 110.9  81.9  72.4  80.5  89.3
## pm2.5       95.00  54.0  46.0  55.0    18  28.0  39.0  36.0  32.0  28.0  43.0
## CV residual -3.07 -23.8 -50.6 -52.8  -129 -93.4 -71.9 -45.9 -40.4 -52.5 -46.3
##             40393 40394 40399 40403 40405 40409 40412 40415 40418 40420 40427
## Predicted   92.73 103.1 105.9 12.66  19.0  36.5  92.1  79.5 147.9  85.4  50.9
## cvpred      94.19 104.6 107.3 13.98  19.7  35.8  93.4  78.8 149.1  86.6  52.0
## pm2.5       86.00  65.0  12.0  6.00   6.0   9.0  21.0  27.0  57.0  26.0  10.0
## CV residual -8.19 -39.6 -95.3 -7.98 -13.7 -26.8 -72.4 -51.8 -92.1 -60.6 -42.0
##             40428 40430 40431 40432 40433 40436 40439 40442 40444 40451 40452
## Predicted    49.2  44.5  49.8  58.1  54.0 103.9  52.0   114 120.0 116.7   106
## cvpred       48.4  43.8  51.0  57.5  53.4 105.1  53.4   114 120.7 117.4   107
## pm2.5        12.0  21.0  30.0  33.0  28.0  40.0  38.0    13  21.0  55.0    43
## CV residual -36.4 -22.8 -21.0 -24.5 -25.4 -65.1 -15.4  -101 -99.7 -62.4   -64
##             40453 40454 40459 40461 40464 40469 40470 40472 40474 40475 40477
## Predicted     106 112.0  88.4   148   125   118   154 107.9  82.7 114.1 103.6
## cvpred        107 113.3  89.8   147   126   119   155 109.1  84.0 115.3 102.9
## pm2.5          38  26.0  21.0    24    21    16    28  17.0  27.0  26.0  28.0
## CV residual   -69 -87.3 -68.8  -123  -105  -103  -127 -92.1 -57.0 -89.3 -74.9
##             40479 40482 40483 40488 40489 40490 40492 40493 40496 40497 40498
## Predicted    88.5  91.8  94.0   138   140   150 112.7   159 145.0 103.6  91.0
## cvpred       87.9  91.2  93.3   140   140   152 114.1   160 146.1 104.3  91.8
## pm2.5        48.0  26.0  35.0    17    32    26  32.0    23 102.0 121.0 114.0
## CV residual -39.9 -65.2 -58.3  -123  -108  -126 -82.1  -137 -44.1  16.7  22.2
##             40500 40505 40507 40511 40512 40515 40520 40524 40529 40530 40531
## Predicted    59.3  60.6   123   141   134 146.6   137  76.4  60.9  71.3  81.7
## cvpred       60.0  60.0   123   140   134 147.8   138  77.6  60.3  70.7  81.1
## pm2.5        47.0  34.0    22    28    33  71.0    33  68.0  52.0  63.0  56.0
## CV residual -13.0 -26.0  -101  -112  -101 -76.8  -105  -9.6  -8.3  -7.7 -25.1
##             40533 40534 40540 40544 40553 40554 40557 40559 40561 40565 40568
## Predicted   108.9 128.2   135 125.1  74.9  73.3 105.0  92.4 134.3 125.6  84.1
## cvpred      110.1 127.5   134 126.2  74.2  72.6 104.3  93.1 133.5 126.7  85.4
## pm2.5        74.0  80.0    19  33.0  23.0  20.0  44.0  73.0  93.0  56.0  27.0
## CV residual -36.1 -47.5  -115 -93.2 -51.2 -52.6 -60.3 -20.1 -40.5 -70.7 -58.4
##             40569 40571 40574 40580 40581 40584 40586 40587 40589 40590 40591
## Predicted    81.0  95.0  88.6  92.4  98.7  95.2 128.5 136.0   143 134.4 145.2
## cvpred       81.6  96.2  88.0  91.8  98.0  94.4 127.8 137.1   142 135.5 144.5
## pm2.5        26.0  35.0  69.0  71.0  71.0  60.0  61.0  66.0    88  94.0  97.0
## CV residual -55.6 -61.2 -19.0 -20.8 -27.0 -34.4 -66.8 -71.1   -54 -41.5 -47.5
##             40594 40596 40597 40605 40608 40610 40611 40614  40617  40619 40620
## Predicted    59.3 86.00 81.90  98.2 110.7 117.0 129.6 142.2 116.59 106.36 93.35
## cvpred       60.6 87.22 83.09  97.5 110.1 116.3 128.9 141.5 117.75 105.76 94.61
## pm2.5       123.0 93.00 78.00  80.0  70.0  71.0  68.0 104.0 112.00 107.00 99.00
## CV residual  62.4  5.78 -5.09 -17.5 -40.1 -45.3 -60.9 -37.5  -5.75   1.24  4.39
##             40624 40635 40637 40639  40640 40641 40643 40644 40653 40656 40662
## Predicted    60.9 131.8 138.6 109.3 131.85 134.3 115.5  98.8  69.9  78.0 107.3
## cvpred       60.3 133.1 137.9 110.1 133.06 135.5 116.7 100.0  70.8  79.4 108.6
## pm2.5        77.0 112.0 122.0 133.0 140.00 153.0 169.0 163.0 145.0  26.0  24.0
## CV residual  16.7 -21.1 -15.9  22.9   6.94  17.5  52.3  63.0  74.2 -53.4 -84.6
##             40665 40667 40672 40675 40676 40677 40684   40689 40697 40698 40703
## Predicted    95.6 111.9 104.2 116.7 115.0 127.2 143.9 133.472  90.7 88.47 123.2
## cvpred       96.4 113.1 105.5 116.1 114.5 128.4 145.1 134.699  90.1 87.98 122.7
## pm2.5        23.0  22.0  72.0  91.0  97.0 110.0 142.0 134.000 108.0 95.00 171.0
## CV residual -73.4 -91.1 -33.5 -25.1 -17.5 -18.4  -3.1  -0.699  17.9  7.02  48.3
##             40705 40706 40709 40713 40714 40716 40729 40731 40737 40739 40742
## Predicted    89.5 109.0   146  86.2  52.6  15.1   132 108.8  70.3 15.50 -9.94
## cvpred       90.9 109.7   147  87.6  54.0  16.5   131 109.5  70.9 16.72 -8.72
## pm2.5        26.0  20.0    35   3.0   6.0   5.0    25  27.0  17.0 10.00  9.00
## CV residual -64.9 -89.7  -112 -84.6 -48.0 -11.5  -106 -82.5 -53.9 -6.72 17.72
##             40745 40747 40748 40755 40756 40757 40762 40764 40765 40766 40768
## Predicted    29.5  46.2  50.9 135.1  95.4  91.3  28.9  29.2 20.40 -22.9 -11.1
## cvpred       28.7  45.4  50.0 134.2  96.5  92.4  30.1  30.2 21.39 -22.4 -10.1
## pm2.5         6.0   8.0  11.0  35.0  39.0  40.0  19.0  17.0 13.00  10.0   8.0
## CV residual -22.7 -37.4 -39.0 -99.2 -57.5 -52.4 -11.1 -13.2 -8.39  32.4  18.1
##             40771 40772 40775 40777 40778 40779 40782 40788 40791 40801 40811
## Predicted    26.3  33.1  53.9 116.8 126.8   133 137.4 33.27  24.4 110.2 100.3
## cvpred       25.4  32.2  53.0 115.9 127.7   134 138.3 34.28  23.6 109.5 101.3
## pm2.5        13.0  19.0  29.0  57.0  71.0    68  45.0 25.00  48.0  89.0  62.0
## CV residual -12.4 -13.2 -24.0 -58.9 -56.7   -66 -93.3 -9.28  24.4 -20.5 -39.3
##             40815 40820 40821 40823 40825 40827 40830 40836 40838 40839 40844
## Predicted    78.9   127 103.3 100.6 113.3 138.7 102.2  96.5  98.1 102.6 119.3
## cvpred       80.0   126 104.6 101.8 113.8 137.9 103.5  97.5  99.2 101.9 118.6
## pm2.5        73.0    99 129.0  74.0  79.0  80.0  78.0  59.0  62.0  74.0  95.0
## CV residual  -7.0   -27  24.4 -27.8 -34.8 -57.9 -25.5 -38.5 -37.2 -27.9 -23.6
##             40848 40855 40857 40859 40861 40862 40863  40864 40865  40868
## Predicted   134.4 101.0  89.9 117.2  87.8  89.4 120.4 119.92 130.3 138.79
## cvpred      133.6 101.6  91.2 118.3  88.5  90.2 119.7 121.09 131.5 139.92
## pm2.5       111.0 163.0 152.0 160.0 196.0 181.0 183.0 130.00 158.0 141.00
## CV residual -22.6  61.4  60.8  41.7 107.5  90.8  63.3   8.91  26.5   1.08
##              40869  40878 40880   40883 40884 40886 40889 40890 40892 40897
## Predicted   135.12 101.09 141.0 103.645  93.3 110.0 111.6 107.5 109.9 116.8
## cvpred      134.39 102.42 142.1 104.373  94.0 109.3 110.9 108.2 110.7 117.4
## pm2.5       143.00  97.00  85.0 105.000  61.0  55.0  79.0  71.0  75.0 103.0
## CV residual   8.61  -5.42 -57.1   0.627 -33.0 -54.3 -31.9 -37.2 -35.7 -14.4
##             40898 40899 40901 40904 40905 40908 40915 40916 40918 40919 40921
## Predicted   146.1 143.5 143.5 139.4 133.5 114.6 111.0 100.0 104.9   145   146
## cvpred      145.3 144.6 144.6 140.4 132.8 113.9 111.8 101.4 106.2   144   148
## pm2.5        96.0  95.0  96.0 106.0 109.0 139.0 157.0 163.0  84.0    25    36
## CV residual -49.3 -49.6 -48.6 -34.4 -23.8  25.1  45.2  61.6 -22.2  -119  -112
##             40926 40927 40928 40929 40933 40934 40936 40943 40945 40946 40947
## Predicted   120.8 114.4 114.4   148   142 112.9   142 103.0   145   113   113
## cvpred      121.5 115.8 115.8   148   143 113.6   141 104.2   146   114   114
## pm2.5        28.0  27.0  21.0    21    39  36.0    23   6.0    10     9     9
## CV residual -93.5 -88.8 -94.8  -127  -104 -77.6  -118 -98.2  -136  -105  -105
##             40951 40955 40960 40961 40964 40966 40968 40970 40974 40976 40979
## Predicted     115  57.1  46.8  59.3  86.3  97.3   149 132.2 131.3 112.7  94.1
## cvpred        116  58.3  47.9  58.5  85.6  96.5   150 132.9 132.6 114.1  95.2
## pm2.5           6  16.0  12.0  11.0  11.0  21.0    23  51.0  54.0  56.0  44.0
## CV residual  -110 -42.3 -35.9 -47.5 -74.6 -75.5  -127 -81.9 -78.6 -58.1 -51.2
##             40981 40983 40986 40988 40989 40991 40994 41010 41013 41014 41017
## Predicted    66.5 43.09  61.7  99.7   139 121.6 136.4  99.8 125.2 119.5 107.5
## cvpred       67.7 42.44  61.1  99.1   139 120.9 135.6  99.1 124.6 118.8 108.2
## pm2.5        31.0 33.00  27.0  31.0    38  49.0  61.0  68.0 143.0 155.0 148.0
## CV residual -36.7 -9.44 -34.1 -68.1  -101 -71.9 -74.6 -31.1  18.4  36.2  39.8
##             41029 41030 41043  41054  41058  41059  41061 41062 41063 41066
## Predicted   105.3   101 124.9 107.13  99.99 116.66 125.56  90.3 102.9  95.8
## cvpred      104.6   100 124.3 106.54  99.41 116.09 126.78  91.8 104.3  97.1
## pm2.5       138.0   132 143.0 111.00 105.00 110.00 124.00 129.0 140.0   2.0
## CV residual  33.4    32  18.7   4.46   5.59  -6.09  -2.78  37.2  35.7 -95.1
##             41067 41068 41070 41071 41073 41083 41084 41089 41091 41097 41099
## Predicted    77.5  90.1  78.1  72.4  40.9  79.3  81.5   144 127.6  71.5  88.9
## cvpred       78.6  91.2  79.2  73.4  42.0  78.4  80.5   145 128.1  72.7  88.0
## pm2.5         2.0   6.0   5.0   6.0   3.0  15.0  12.0    30  39.0  17.0  19.0
## CV residual -76.6 -85.2 -74.2 -67.4 -39.0 -63.4 -68.5  -115 -89.1 -55.7 -69.0
##             41104 41105 41107 41108 41109 41111 41112 41116 41117 41129 41134
## Predicted    68.9  68.9  85.6  98.1 134.0   118 101.8 139.3   144  72.8 106.7
## cvpred       68.1  68.1  84.8  97.4 133.2   117 100.9 140.3   143  72.0 105.9
## pm2.5        45.0  44.0  41.0  46.0  47.0    80  52.0  54.0    59  38.0  65.0
## CV residual -23.1 -24.1 -43.8 -51.4 -86.2   -37 -48.9 -86.3   -84 -34.0 -40.9
##             41137 41145 41146  41149 41152 41154  41155 41170 41174 41175 41176
## Predicted   119.3 117.2 111.4 101.89  68.4 113.3 120.07 128.3 106.6 108.2 104.5
## cvpred      118.4 118.2 110.5 102.96  69.0 114.5 119.35 127.5 107.6 109.2 103.7
## pm2.5        82.0  91.0  94.0  93.00  91.0  88.0 116.00  59.0  65.0  68.0  45.0
## CV residual -36.4 -27.2 -16.5  -9.96  22.0 -26.5  -3.35 -68.5 -42.6 -41.2 -58.7
##             41178 41184 41186 41189 41190 41199 41200 41203 41205 41207 41213
## Predicted   104.5 131.7 142.5 142.1 142.1  75.0  75.0  89.2  93.8 135.5 110.8
## cvpred      103.7 132.7 141.7 143.1 143.1  74.1  74.1  88.3  93.0 136.5 111.4
## pm2.5        63.0  51.0  50.0  64.0 108.0  39.0  38.0  48.0  67.0  73.0  78.0
## CV residual -40.7 -81.7 -91.7 -79.1 -35.1 -35.1 -36.1 -40.3 -26.0 -63.5 -33.4
##              41219 41222 41224 41241 41249 41250 41256 41257 41258 41260 41263
## Predicted   48.511  30.5 18.89  63.5 -40.2 16.80 116.7 129.7 131.8 142.2 104.5
## cvpred      48.863  30.7 19.83  64.4 -39.3 15.62 117.4 128.6 132.5 142.9 105.4
## pm2.5       49.000  10.0 11.00  15.0   6.0 11.00  26.0  30.0  34.0  53.0  18.0
## CV residual  0.137 -20.7 -8.83 -49.4  45.3 -4.62 -91.4 -98.6 -98.5 -89.9 -87.4
##             41265 41267 41268 41269 41273 41275 41276 41280 41287 41295 41298
## Predicted    61.0  59.5  59.5  98.6 110.4 116.7 123.5 121.8   131  96.8  92.6
## cvpred       61.9  59.8  59.8  97.5 111.3 117.6 122.5 120.8   130  97.6  91.6
## pm2.5        15.0  25.0  19.0  22.0  90.0  93.0  64.0  68.0    19  60.0  38.0
## CV residual -46.9 -34.8 -40.8 -75.5 -21.3 -24.6 -58.5 -52.8  -111 -37.6 -53.6
##             41300 41301 41303 41309 41311 41314 41320 41323 41326 41327 41331
## Predicted   122.4 108.2 137.5   114 107.8    60 33.49  64.4 102.4  89.8 116.0
## cvpred      121.3 107.1 136.4   115 108.7    61 32.45  63.3 101.3  88.8 116.4
## pm2.5        32.0  41.0  49.0   104  97.0   119 41.00  27.0  51.0  61.0  78.0
## CV residual -89.3 -66.1 -87.4   -11 -11.7    58  8.55 -36.3 -50.3 -27.8 -38.4
##             41334 41337 41340  41342 41352  41353 41354 41358 41359 41362
## Predicted   126.1 142.5 120.5 101.19 119.5 148.31 119.5 156.2 114.7  98.3
## cvpred      126.4 141.6 121.5 100.37 120.1 149.32 120.1 157.2 115.9  99.6
## pm2.5       110.0 110.0 150.0  91.00 140.0 144.00 141.0 136.0 128.0 123.0
## CV residual -16.4 -31.6  28.5  -9.37  19.9  -5.32  20.9 -21.2  12.1  23.4
##               41363   41364 41366 41369 41373 41377 41379  41380 41383 41385
## Predicted   125.631 123.443 102.1 86.76 138.2   119 119.8 125.70 125.1 121.3
## cvpred      126.701 124.547 103.2 87.85 139.3   118 118.9 126.62 124.1 120.3
## pm2.5       127.000 124.000 117.0 95.00 159.0   229 146.0 133.00  80.0  59.0
## CV residual   0.299  -0.547  13.8  7.15  19.7   111  27.1   6.38 -44.1 -61.3
##             41387 41389 41401 41402 41403 41409  41410 41419 41425  41426 41427
## Predicted   106.6  96.1 115.3 125.2 125.2   121 124.03  92.7 108.4 108.38  97.3
## cvpred      107.5  95.2 114.4 126.2 126.2   122 123.12  93.9 108.9 108.93  98.5
## pm2.5        64.0  67.0  75.0  77.0  70.0   112 118.00 107.0 123.0 114.00 109.0
## CV residual -43.5 -28.2 -39.4 -49.2 -56.2   -10  -5.12  13.1  14.1   5.07  10.5
##              41428 41431 41437 41439 41443 41447 41448 41455 41456 41457 41462
## Predicted    98.97 103.6  95.4   137   143 145.3 114.4   145 107.4 103.3  92.6
## cvpred      100.18 104.8  96.6   138   144 144.4 114.9   146 108.6 104.5  93.6
## pm2.5        96.00  81.0  36.0    24    42  68.0  88.0     9  11.0  17.0  16.0
## CV residual  -4.18 -23.8 -60.6  -114  -102 -76.4 -26.9  -137 -97.6 -87.5 -77.6
##             41466 41471 41473 41474 41477 41478 41481 41482 41487 41494  41495
## Predicted   100.4 143.7 139.6 143.7 151.7 125.0 116.9 108.9 124.2 140.1 140.06
## cvpred       99.6 142.7 138.6 142.7 152.6 125.5 117.4 109.4 123.4 139.2 139.22
## pm2.5        10.0  64.0 111.0  82.0  91.0  81.0 105.0 121.0 157.0 157.0 145.00
## CV residual -89.6 -78.7 -27.6 -60.7 -61.6 -44.5 -12.4  11.6  33.6  17.8   5.78
##             41497 41502 41504 41507  41508  41510 41512 41517 41518 41523 41527
## Predicted   136.0 151.8 151.8 139.2 134.54 125.21   129   105 155.5   119 115.9
## cvpred      135.1 150.9 150.9 138.4 133.72 124.44   130   106 156.5   120 116.9
## pm2.5        60.0  96.0 111.0 126.0 130.00 129.00   155   219 196.0    61  43.0
## CV residual -75.1 -54.9 -39.9 -12.4  -3.72   4.56    25   113  39.5   -59 -73.9
##             41529 41534 41536 41540 41545 41550 41552 41557 41559 41561 41564
## Predicted    79.0  61.7  59.3 126.3 137.7 116.8 137.8 114.4 111.4 113.0 125.6
## cvpred       80.1  62.6  60.1 127.1 136.6 117.2 138.6 113.5 110.5 112.1 124.7
## pm2.5        28.0   6.0  10.0  32.0  77.0  49.0  61.0  98.0  69.0  45.0  57.0
## CV residual -52.1 -56.6 -50.1 -95.1 -59.6 -68.2 -77.6 -15.5 -41.5 -67.1 -67.7
##             41565 41566 41569 41574 41579 41580 41581 41582 41584 41594 41595
## Predicted   140.6 144.3 127.7   119  50.4  38.4  36.5  32.4  51.9 102.3   106
## cvpred      139.7 145.3 128.2   120  50.8  38.8  36.8  32.7  50.7 100.9   105
## pm2.5        53.0  51.0  75.0   107  85.0  77.0  17.0  13.0  10.0  20.0    24
## CV residual -86.7 -94.3 -53.2   -13  34.2  38.2 -19.8 -19.7 -40.7 -80.9   -81
##             41610 41616 41617 41620 41621 41623 41624 41625 41629 41630 41631
## Predicted    85.0 123.5 133.9 138.8 142.9 140.3 136.2 141.9 102.1   103 119.7
## cvpred       83.6 122.2 132.6 137.5 141.7 140.9 136.8 142.5 102.4   104 120.7
## pm2.5        20.0  60.0  78.0  89.0  80.0  69.0  58.0  62.0  91.0    96  71.0
## CV residual -63.6 -62.2 -54.6 -48.5 -61.7 -71.9 -78.8 -80.5 -11.4    -8 -49.7
##             41640 41642 41646 41647 41651 41652 41653 41654 41655 41656 41658
## Predicted   125.5   123 130.9 131.5  89.3 122.9 72.10 105.7 122.2 111.4 120.6
## cvpred      126.4   124 131.9 132.4  90.4 123.8 73.22 106.6 121.4 112.4 119.7
## pm2.5        86.0    69  73.0  80.0  61.0  75.0 64.00  39.0  31.0  27.0  27.0
## CV residual -40.4   -55 -58.9 -52.4 -29.4 -48.8 -9.22 -67.6 -90.4 -85.4 -92.7
##             41662 41664 41665 41673 41674 41675 41680 41681 41685 41686  41688
## Predicted   147.2 147.8 147.3  98.5 142.5  92.2 126.7 130.8 141.3 139.7 146.42
## cvpred      146.2 146.7 148.1  99.4 143.2  93.1 125.7 129.8 142.2 140.5 145.41
## pm2.5        93.0 132.0 121.0  57.0  53.0  59.0 172.0 182.0 177.0 161.0 152.00
## CV residual -53.2 -14.7 -27.1 -42.4 -90.2 -34.1  46.3  52.2  34.8  20.5   6.59
##             41689 41690 41692 41696 41699 41700 41703 41707 41709 41710 41719
## Predicted   143.9   148   148 148.6 116.1 115.5 140.1 142.7 143.7   142 109.2
## cvpred      142.9   147   147 147.6 116.4 115.9 139.1 143.5 142.7   141 110.1
## pm2.5       130.0    94    81  55.0  61.0  75.0 105.0 109.0 112.0   101  63.0
## CV residual -12.9   -53   -66 -92.6 -55.4 -40.9 -34.1 -34.5 -30.7   -40 -47.1
##             41721 41724 41726 41727 41728 41736 41745 41747 41757 41772
## Predicted    74.2  26.4  28.0  21.7  24.0 102.9  87.9  51.1 129.5 110.2
## cvpred       75.1  27.2  28.8  22.6  24.2 103.4  88.7  51.2 128.3 110.9
## pm2.5        50.0  10.0   7.0  10.0  12.0  34.0  25.0  22.0  61.0  82.0
## CV residual -25.1 -17.2 -21.8 -12.6 -12.2 -69.4 -63.7 -29.2 -67.3 -28.9
##                41773 41775 41776 41783 41784 41787 41789 41791 41792 41795
## Predicted   103.3718  92.4  88.2   149   149   149   111 118.0   103   123
## cvpred      104.0957  93.2  87.1   150   150   150   112 118.2   104   123
## pm2.5       104.0000 140.0 158.0   284   326   269   232 217.0   215   236
## CV residual  -0.0957  46.8  70.9   134   176   119   120  98.8   111   113
##             41796 41804 41807 41809 41810 41813 41820 41823 41834 41835 41836
## Predicted     118   117   147   114   149   151  87.1   104   102   142   144
## cvpred        117   118   147   114   149   150  87.5   105   103   141   145
## pm2.5         256   396   432   388   368   353 337.0   364   396   386   375
## CV residual   139   278   285   274   219   203 249.5   259   293   245   230
##             41837 41840 41842 41849 41850 41851 41853 41860 41861 41862 41874
## Predicted     115   117   134   103   116  99.1   127   141   143   149  80.2
## cvpred        115   118   135   102   115  99.6   126   142   142   148  81.3
## pm2.5         344   319   323   261   243 263.0   331   317   314   269 253.0
## CV residual   229   201   188   159   128 163.4   205   175   172   121 171.7
##             41877 41879 41884 41885 41886 41889 41890 41892 41893 41896 41899
## Predicted    36.8  43.6  87.3  76.2  76.2  17.8  39.5  18.7  5.83 -6.05  6.53
## cvpred       37.6  44.4  87.4  77.0  77.0  18.3  39.4  18.6  5.71 -5.53  7.02
## pm2.5        18.0   6.0   9.0   9.0   9.0   4.0   3.0   6.0  3.00  6.00  6.00
## CV residual -19.6 -38.4 -78.4 -68.0 -68.0 -14.3 -36.4 -12.6 -2.71 11.53 -1.02
##             41900 41901 41908 41910 41911 41923 41924 41926 41930 41933 41934
## Predicted    31.4  37.7  75.7  96.5   108 110.2 122.7   141 126.8 111.4 117.7
## cvpred       31.9  38.2  76.1  96.9   107 108.7 121.3   142 126.8 111.9 118.2
## pm2.5         7.0  13.0   3.0   9.0     7  13.0  24.0    35  47.0  47.0  33.0
## CV residual -24.9 -25.2 -73.1 -87.9  -100 -95.7 -97.3  -107 -79.8 -64.9 -85.2
##             41935 41938 41942 41945 41956 41958 41960 41961 41962 41964 41969
## Predicted     151  67.4 53.47  50.4 173.8 176.0 167.5 104.9  99.3  9.26 -35.6
## cvpred        152  68.0 52.17  49.2 174.4 176.5 168.1 105.8  99.5 10.06 -35.0
## pm2.5          20  17.0 46.00  31.0 125.0 110.0  84.0  95.0  62.0 11.00   8.0
## CV residual  -132 -51.0 -6.17 -18.2 -49.4 -66.5 -84.1 -10.8 -37.5  0.94  43.0
##             41971 41977 41978 41979 41982 41990 41991 41995 41999 42002 42003
## Predicted    4.94 128.3 124.6   145   150  23.4 25.06  80.8 138.6   147 121.4
## cvpred       5.52 128.6 123.1   145   150  22.0 23.64  79.4 139.1   147 122.1
## pm2.5        8.00  40.0  27.0    27    37  27.0 29.00  59.0  70.0    88  91.0
## CV residual  2.48 -88.6 -96.1  -118  -113   5.0  5.36 -20.4 -69.1   -59 -31.1
##             42008 42009 42014 42015 42017 42021 42022 42024 42025 42026  42031
## Predicted   163.2 108.6  61.7  57.5  61.6 126.7 137.6 148.2 114.6   104 118.94
## cvpred      163.7 109.3  62.4  56.4  60.5 125.6 136.5 148.8 115.4   105 119.75
## pm2.5        99.0  95.0  82.0 105.0 103.0 144.0 189.0 225.0 211.0   197 117.00
## CV residual -64.7 -14.3  19.6  48.6  42.5  18.4  52.5  76.2  95.6    92  -2.75
##             42038 42041 42044 42049 42051 42056 42057 42064 42070 42073 42075
## Predicted    74.3  76.4   114   145   120   153   143   115 140.9 139.3 145.6
## cvpred       75.1  75.4   114   146   120   154   142   114 139.9 138.3 144.6
## pm2.5       186.0 215.0   272   406   389   356   344   183 197.0 161.0 171.0
## CV residual 110.9 139.6   158   260   269   202   202    69  57.1  22.7  26.4
##             42081 42086 42091 42095 42100 42101 42110 42112 42113 42114 42120
## Predicted   152.0   136   139 121.9 122.7 110.4  71.6  64.5  68.6  81.2 117.3
## cvpred      152.8   135   139 120.7 121.4 109.1  70.1  63.0  67.1  79.7 117.2
## pm2.5       203.0   285   256 143.0  33.0  31.0  37.0  35.0  33.0  41.0  97.0
## CV residual  50.2   150   117  22.3 -88.4 -78.1 -33.1 -28.0 -34.1 -38.7 -20.2
##             42126 42129 42133 42135  42139  42142 42145 42146 42162 42163 42164
## Predicted   135.2 127.3 126.6 121.3  99.95 132.90   110 144.9 137.8 147.8 152.5
## cvpred      135.6 127.7 125.2 120.1 100.12 133.51   110 145.5 136.8 148.6 153.2
## pm2.5       111.0  84.0 104.0 101.0  97.00 127.00   126 119.0 164.0 170.0 174.0
## CV residual -24.6 -43.7 -21.2 -19.1  -3.12  -6.51    16 -26.5  27.2  21.4  20.8
##             42165 42167 42168 42169 42177 42183 42185 42186 42187 42189 42192
## Predicted   165.0 167.7 138.4 129.0 122.7   132   140   151   129   135   166
## cvpred      165.8 166.5 138.6 129.9 123.6   131   139   150   129   135   167
## pm2.5       191.0 195.0 214.0 227.0 185.0   294   318   323   339   346   363
## CV residual  25.2  28.5  75.4  97.1  61.4   163   179   173   210   211   196
##             42196 42202 42203 42206 42207 42208 42211 42212 42213 42215 42216
## Predicted     144   116   114   135   130   130   153   162   156   165   161
## cvpred        144   117   115   134   129   129   154   161   155   166   162
## pm2.5         310   324   330   346   352   376   440   449   472   413   396
## CV residual   166   207   215   212   223   247   286   288   317   247   234
##             42219 42227 42234 42235 42238 42241 42244 42245 42247 42248 42250
## Predicted     120  12.3 -8.75  2.20  7.43  6.37  21.4  35.9   119 119.2  53.0
## cvpred        121  12.1 -9.03  1.88  7.04  5.92  21.0  35.5   119 119.3  53.1
## pm2.5         341  10.0  8.00  9.00 15.00 10.00   9.0  13.0    12  24.0  31.0
## CV residual   220  -2.1 17.03  7.12  7.96  4.08 -12.0 -22.5  -107 -95.3 -22.1
##             42252 42259 42261 42264 42270 42275 42277 42278 42282 42287 42288
## Predicted    30.1  70.1  84.6 107.2   147 110.4 98.85  94.2  93.8 129.6 140.0
## cvpred       30.1  68.4  82.9 107.1   145 110.7 99.29  94.6  92.4 128.2 138.6
## pm2.5        43.0  40.0  68.0  26.0    78  83.0 90.00  68.0  52.0  59.0  74.0
## CV residual  12.9 -28.4 -14.9 -81.1   -67 -27.7 -9.29 -26.6 -40.4 -69.2 -64.6
##             42293 42296 42298 42299 42303 42304 42309 42315 42318 42322 42324
## Predicted   116.1   110  93.4  76.7  90.6  90.6 134.8 134.8 102.4  97.6 116.0
## cvpred      116.7   111  94.1  77.4  91.1  91.1 133.5 133.5 103.1  97.7 116.6
## pm2.5       129.0    98 106.0 111.0 107.0 113.0 176.0 214.0 198.0 137.0 161.0
## CV residual  12.3   -13  11.9  33.6  15.9  21.9  42.5  80.5  94.9  39.3  44.4
##             42326 42338 42339 42341 42342 42344 42345 42351 42353 42355 42356
## Predicted    88.2 144.1   105   146 105.9   111   113 128.4 124.3 130.2 136.4
## cvpred       88.4 144.8   105   145 106.7   111   113 127.3 123.2 130.8 137.1
## pm2.5       178.0 216.0   232   229 206.0   211   225 143.0 152.0 176.0 209.0
## CV residual  89.6  71.2   127    84  99.3   100   112  15.7  28.8  45.2  71.9
##             42357 42358 42359 42361 42362 42369 42370 42377 42380 42382 42384
## Predicted   140.5 133.1 133.1 100.7 157.5   154   135 11.79  28.8  37.5  29.9
## cvpred      141.2 131.9 131.9 101.6 158.1   154   136 12.31  29.3  38.1  30.4
## pm2.5       224.0 200.0 188.0 180.0 189.0    29    22  9.00  15.0  18.0  16.0
## CV residual  82.8  68.1  56.1  78.4  30.9  -125  -114 -3.31 -14.3 -20.1 -14.4
##             42386 42387 42388 42389 42394  42402  42403 42405 42406 42408 42412
## Predicted    32.6  28.5  30.7  34.8  24.0 -0.712  9.677 15.97  55.9   129 116.4
## cvpred       33.0  28.9  31.1  35.2  24.3 -0.324 10.077 16.35  56.3   129 116.2
## pm2.5         9.0   6.0   8.0   6.0   7.0 10.000 11.000  7.00   8.0    10  28.0
## CV residual -24.0 -22.9 -23.1 -29.2 -17.3 10.324  0.923 -9.35 -48.3  -119 -88.2
##             42416 42419 42420 42422 42423  42427 42429 42433 42440 42441 42453
## Predicted     164 30.18  61.6  39.8  31.1 24.770 128.3 159.4   180 140.9 133.5
## cvpred        164 30.69  61.9  38.3  29.6 23.303 128.8 159.8   180 140.9 133.6
## pm2.5          11 38.00  14.0  18.0   8.0 23.000  40.0  61.0    66  64.0 196.0
## CV residual  -153  7.31 -47.9 -20.3 -21.6 -0.303 -88.8 -98.8  -114 -76.9  62.4
##             42454 42457 42460 42462 42463 42465 42466 42469 42471 42474 42476
## Predicted   168.6   125   127 129.6 123.3 119.8  92.4 -7.64 -16.4 -6.01  26.6
## cvpred      169.1   126   128 130.2 123.9 120.4  93.2 -7.04 -15.8 -5.40  27.2
## pm2.5       208.0   239   184 164.0 147.0 136.0 137.0  8.00  11.0  6.00  10.0
## CV residual  38.9   113    56  33.8  23.1  15.6  43.8 15.04  26.8 11.40 -17.2
##             42478 42482 42485 42488 42490 42498 42500 42502 42503 42505 42507
## Predicted    19.8  71.5  79.3  69.8  41.9  24.7 101.7 119.1 125.5 134.1 120.8
## cvpred       20.3  71.9  79.0  69.4  41.6  24.2 101.7 117.3 125.5 132.4 120.9
## pm2.5         6.0   5.0   8.0   7.0  11.0   6.0  33.0  40.0  48.0  41.0  45.0
## CV residual -14.3 -66.9 -71.0 -62.4 -30.6 -18.2 -68.7 -77.3 -77.5 -91.4 -75.9
##             42510 42511 42512 42515 42516 42519 42524 42528 42533 42536 42543
## Predicted   148.3 103.9  96.0  90.5  85.8  80.6  97.2   147 117.0 108.8 86.69
## cvpred      146.6 104.2  96.3  90.5  85.9  80.7  95.5   146 117.3 109.1 85.17
## pm2.5        79.0  90.0  73.0  59.0  62.0  38.0  51.0    41  76.0  74.0 84.00
## CV residual -67.6 -14.2 -23.3 -31.5 -23.9 -42.7 -44.5  -105 -41.3 -35.1 -1.17
##             42544 42545 42549 42554 42556 42557 42560 42563  42566 42567 42568
## Predicted   82.03 88.32 147.0 124.9 126.5 124.6 114.2 30.54 -0.135 45.91  54.1
## cvpred      80.53 86.81 147.2 125.3 126.9 124.9 114.5 30.94  0.343 44.35  52.6
## pm2.5       87.00 91.00  89.0  98.0 113.0 101.0  50.0 38.00 34.000 40.00  48.0
## CV residual  6.47  4.19 -58.2 -27.3 -13.9 -23.9 -64.5  7.06 33.657 -4.35  -4.6
##             42576 42585 42586 42593 42601 42602 42607 42619 42627 42637 42638
## Predicted   129.8  85.4  62.5  62.8 172.8 168.7   103  53.6  35.7 -5.81 -6.38
## cvpred      129.6  85.9  62.9  61.3 173.2 169.1   104  54.1  35.9 -5.80 -6.32
## pm2.5       101.0  53.0  47.0  68.0 144.0 200.0    12   9.0   2.0  5.00  4.00
## CV residual -28.6 -32.9 -15.9   6.7 -29.2  30.9   -92 -45.1 -33.9 10.80 10.32
##             42646 42647 42649 42651 42654 42658 42663 42667 42670 42672 42673
## Predicted    48.0  53.4  36.0   128   148  92.2 -2.06  60.7  75.7  83.8 100.5
## cvpred       48.2  52.8  36.1   128   148  90.4 -1.78  58.9  74.0  84.1 100.8
## pm2.5        12.0  15.0  12.0    12    13  40.0 25.00  31.0  45.0  44.0  43.0
## CV residual -36.2 -37.8 -24.1  -116  -135 -50.4 26.78 -27.9 -29.0 -40.1 -57.8
##             42675 42677 42680 42681 42682 42689 42691 42692 42693 42694 42695
## Predicted   101.1 107.3 105.7  89.3  59.1  41.6  69.2  93.7 105.1 125.8 115.4
## cvpred      101.3 107.6 105.9  89.6  58.7  39.8  67.4  93.7 103.3 124.1 113.7
## pm2.5        52.0  54.0  49.0  40.0  41.0  21.0  32.0  35.0  50.0  74.0  64.0
## CV residual -49.3 -53.6 -56.9 -49.6 -17.7 -18.8 -35.4 -58.7 -53.3 -50.1 -49.7
##             42701 42703 42705 42708 42712 42716 42717 42719 42721 42723 42729
## Predicted    98.4   105 100.6  87.7  99.5  88.5  82.2  86.9   145   137   114
## cvpred       98.7   105 100.8  87.8  97.9  88.9  82.6  87.3   145   137   114
## pm2.5       152.0    87  52.0  96.0 206.0 239.0 238.0 261.0   273   218   266
## CV residual  53.3   -18 -48.8   8.2 108.1 150.1 155.4 173.7   128    81   152
##             42735 42739 42741 42748 42750 42766 42768 42770 42774 42777 42781
## Predicted    33.2  34.4  41.5  48.9   116 126.3 126.8 107.4 103.3  86.9 61.45
## cvpred       33.7  34.7  41.9  49.2   116 126.3 126.8 107.6 103.5  87.2 61.57
## pm2.5        21.0  17.0  24.0  13.0    11  62.0  72.0 138.0  63.0  40.0 52.00
## CV residual -12.7 -17.7 -17.9 -36.2  -105 -64.3 -54.8  30.4 -40.5 -47.2 -9.57
##             42782  42784 42788 42790 42791 42794 42795 42806 42807 42810 42813
## Predicted   56.79 54.180 116.4 134.0 133.6   148   149   124   130   142   133
## cvpred      56.93 52.518 116.5 132.3 133.7   148   150   123   128   142   132
## pm2.5       61.00 53.000 106.0 158.0 189.0   257   333   311   372   327   362
## CV residual  4.07  0.482 -10.5  25.7  55.3   109   183   188   244   185   230
##             42814 42816 42817 42818 42824 42835 42836 42837 42851 42852 42858
## Predicted     168   171   135   131   183   159   158   164  92.2   122 -3.48
## cvpred        168   172   136   132   183   160   157   164  92.8   122 -3.14
## pm2.5         394   384   393   380   360   342   338   375 177.0   133 16.00
## CV residual   226   212   257   248   177   182   181   211  84.2    11 19.14
##             42859 42862 42869 42873 42877 42888 42891 42893 42894 42895 42902
## Predicted    5.29  50.5 106.0  87.7  12.5   144 157.3 161.2 161.2 167.4 125.3
## cvpred       5.62  50.7 106.3  88.0  12.8   142 157.6 161.4 161.4 167.7 125.7
## pm2.5       19.00  37.0   8.0  29.0  31.0   127 116.0  91.0  91.0  99.0 114.0
## CV residual 13.38 -13.7 -98.3 -59.0  18.2   -15 -41.6 -70.4 -70.4 -68.7 -11.7
##             42908 42910 42911 42915 42920 42922 42923 42924 42928 42930 42931
## Predicted   163.1 162.4 135.3   110 110.7  64.5  52.8 32.02  43.2  89.4  99.8
## cvpred      163.4 160.8 135.1   111 110.9  64.8  52.4 31.63  41.5  87.7  98.1
## pm2.5       174.0 181.0 186.0   282 100.0  41.0  30.0 28.00  22.0  31.0  44.0
## CV residual  10.6  20.2  50.9   171 -10.9 -23.8 -22.4 -3.63 -19.5 -56.7 -54.1
##             42943 42948 42952 42953 42960 42964 42965 42970 42974 42977 42978
## Predicted   138.0 132.7 137.1 138.8   174 186.3 185.9 179.9   144   143   153
## cvpred      137.7 132.9 135.7 137.4   173 184.8 186.2 180.2   143   141   152
## pm2.5       112.0 143.0 192.0 189.0   342 258.0 239.0 201.0   250   330   350
## CV residual -25.7  10.1  56.3  51.6   169  73.2  52.8  20.8   107   189   198
##             42980 42981 42986 42992 42993 42995 42996 42997 43003 43004 43005
## Predicted     160   161   124  29.9  24.2  29.5  35.3 20.13  46.7  54.8  52.6
## cvpred        159   159   124  30.1  24.4  29.0  34.8 20.24  46.3  55.1  52.9
## pm2.5         388   379   439  11.0  11.0  14.0  16.0 13.00  20.0  30.0  24.0
## CV residual   229   220   315 -19.1 -13.4 -15.0 -18.8 -7.24 -26.3 -25.1 -28.9
##             43008 43010 43011 43013 43014 43015 43020 43021 43022 43027 43029
## Predicted    50.5  77.0  80.8  99.1 103.2 113.6  99.6   105 104.2 125.4 146.7
## cvpred       50.7  77.3  81.1  99.4 103.5 113.9  99.8   105 104.5 123.9 145.2
## pm2.5        39.0  39.0  49.0  52.0  70.0  83.0  66.0    77  74.0  99.0 168.0
## CV residual -11.7 -38.3 -32.1 -47.4 -33.5 -30.9 -33.8   -28 -30.5 -24.9  22.8
##             43031 43035 43037 43038 43042 43047 43048 43051 43055 43057 43059
## Predicted   149.2   177   147   149   131   159   160   134   121 162.7 126.9
## cvpred      147.7   175   147   149   131   158   161   134   122 163.1 127.6
## pm2.5       214.0   248   254   252   295   369   380   343   312 242.0 204.0
## CV residual  66.3    73   107   103   164   211   219   209   190  78.9  76.4
##             43060 43067 43068 43069 43070 43071 43072 43074 43076 43081 43085
## Predicted   125.3  72.0  41.1 16.52  6.41  8.59  6.68  7.81  4.84 46.19  68.9
## cvpred      125.9  72.5  41.5 16.72  6.51  8.66  6.69  7.72  4.64 45.97  68.7
## pm2.5       194.0  16.0  24.0 23.00 36.00 43.00 30.00 14.00 27.00 48.00  13.0
## CV residual  68.1 -56.5 -17.5  6.28 29.49 34.34 23.31  6.28 22.36  2.03 -55.7
##             43087 43089 43093 43099 43105 43108 43109 43110 43111 43113 43114
## Predicted    63.2  61.5  34.8  44.9  87.0  90.9  98.8  94.7 107.3  81.5  77.6
## cvpred       63.0  61.3  34.6  44.7  86.8  90.1  98.0  93.8 106.4  81.3  77.5
## pm2.5        12.0  12.0  14.0   9.0  15.0  11.0  13.0  11.0  12.0  11.0  26.0
## CV residual -51.0 -49.3 -20.6 -35.7 -71.8 -79.1 -85.0 -82.8 -94.4 -70.3 -51.5
##             43119 43122 43125  43131 43136 43140    43142 43143 43153 43158
## Predicted    81.3  99.8 122.9 112.27  59.3  38.8 17.14272  22.9  49.7  63.4
## cvpred       81.1  97.8 122.7 112.25  59.1  38.7 17.00655  22.8  49.6  63.3
## pm2.5        66.0  81.0  99.0 111.00   9.0  11.0 17.00000   9.0  11.0   5.0
## CV residual -15.1 -16.8 -23.7  -1.25 -50.1 -27.7 -0.00655 -13.8 -38.6 -58.3
##             43164 43168 43173 43175 43177 43180 43182 43188 43201 43202 43204
## Predicted    48.6 19.05  56.1  39.3  53.8  72.7   117 18.28 152.4 117.2 125.1
## cvpred       48.5 18.98  55.3  39.2  53.7  72.5   116 18.19 152.2 117.2 125.1
## pm2.5         6.0 10.00  17.0  18.0   6.0   8.0     8 17.00 140.0 150.0 109.0
## CV residual -42.5 -8.98 -38.3 -21.2 -47.7 -64.5  -108 -1.19 -12.2  32.8 -16.1
##             43207 43210 43215 43216 43217 43219 43224 43229 43232 43235 43236
## Predicted     109  78.5  68.9  71.1  85.6  88.1 115.0 147.2   170 147.2  45.6
## cvpred        109  77.9  66.9  69.1  83.6  86.1 114.9 147.2   169 147.4  45.7
## pm2.5          38  31.0  19.0  33.0  71.0  61.0  93.0  63.0    59  77.0  96.0
## CV residual   -71 -46.9 -47.9 -36.1 -12.6 -25.1 -21.9 -84.2  -110 -70.4  50.3
##             43248 43253 43255 43258 43259 43272 43286 43294 43296 43298 43308
## Predicted    58.8  96.5 107.5  68.4  51.7 125.8   130   101   101   151  41.8
## cvpred       58.8  96.5 107.4  68.4  51.8 125.6   130   101   101   149  41.9
## pm2.5        17.0  19.0  22.0  32.0  20.0 145.0   355   367   350   319  57.0
## CV residual -41.8 -77.5 -85.4 -36.4 -31.8  19.4   225   266   249   170  15.1
##             43309 43312 43313 43316 43318 43320 43321 43322 43326 43331 43332
## Predicted    28.9 20.69 29.46  49.7  56.3  59.4  59.4  59.4  70.3  68.8  42.7
## cvpred       29.0 20.76 29.53  49.7  56.3  59.3  59.3  59.3  70.3  68.1  42.7
## pm2.5        63.0 19.00 21.00  17.0  13.0  18.0  18.0  20.0  14.0  16.0  14.0
## CV residual  34.0 -1.76 -8.53 -32.7 -43.3 -41.3 -41.3 -39.3 -56.3 -52.1 -28.7
##             43333 43336 43340 43344 43345 43348 43359 43366 43368 43371 43375
## Predicted    29.3  23.7  93.0  49.7  60.1  63.9  25.1 120.4   137   154   160
## cvpred       29.3  23.8  91.1  49.7  60.1  63.9  25.1 118.3   136   152   160
## pm2.5        14.0  12.0  76.0  12.0   8.0   9.0  14.0  47.0    15    15    10
## CV residual -15.3 -11.8 -15.1 -37.7 -52.1 -54.9 -11.1 -71.3  -121  -137  -150
##             43380 43381 43389 43391 43393 43395 43396 43400 43402  43406 43407
## Predicted   106.5  91.0 125.7 136.1 159.0 130.2 121.3 129.8  97.1 60.009 57.53
## cvpred      104.5  90.8 125.5 135.9 158.9 129.6 121.3 129.8  96.6 59.906 57.42
## pm2.5        53.0  58.0  82.0  98.0 126.0 212.0 144.0  95.0  76.0 59.000 49.00
## CV residual -51.5 -32.8 -43.5 -37.9 -32.9  82.4  22.7 -34.8 -20.6 -0.906 -8.42
##             43416 43419 43421 43422 43424 43429 43430 43444 43449 43451 43454
## Predicted     127   114   160   120  59.8  33.6  25.4  73.8  71.6  55.0  41.5
## cvpred        125   114   160   120  59.9  33.7  25.4  73.7  71.6  54.9  41.5
## pm2.5         160   291   307   293  47.0  10.0   9.0   5.0   8.0  15.0  25.0
## CV residual    35   177   147   173 -12.9 -23.7 -16.4 -68.7 -63.6 -39.9 -16.5
##             43456 43459 43461 43465 43472 43475 43476 43478 43479 43480 43482
## Predicted    43.7  58.8  75.5  72.7 143.2  87.8  75.3  84.8    78  67.6  94.8
## cvpred       43.6  58.7  75.4  72.7 142.9  87.2  74.6  82.8    76  65.6  94.6
## pm2.5        13.0  11.0  14.0   9.0  65.0  96.0 121.0 172.0   128  77.0  79.0
## CV residual -30.6 -47.7 -61.4 -63.7 -77.9   8.8  46.4  89.2    52  11.4 -15.6
##             43485 43486 43488 43491 43495 43496 43499 43506 43508 43511 43512
## Predicted   122.4   131 103.9 114.3 108.5 121.1  96.3 151.6 151.6   136 173.7
## cvpred      122.2   131 103.9 114.3 108.5 121.1  95.8 151.7 151.7   136 173.8
## pm2.5       202.0   245 180.0 160.0 138.0 147.0 124.0 189.0 228.0   252 254.0
## CV residual  79.8   114  76.1  45.7  29.5  25.9  28.2  37.3  76.3   116  80.2
##             43515 43516 43517 43519 43520 43526 43530 43533 43535 43541 43542
## Predicted     141 135.2 137.4 135.2  85.7  33.8  35.5  57.7  62.3  73.3  77.1
## cvpred        142 135.4 137.6 135.4  85.9  33.9  35.5  57.6  62.3  73.2  77.0
## pm2.5         248 219.0 199.0 204.0  66.0  15.0   7.0  10.0  12.0  11.0  12.0
## CV residual   106  83.6  61.4  68.6 -19.9 -18.9 -28.5 -47.6 -50.3 -62.2 -65.0
##             43544 43555 43562 43566 43574 43578 43586 43587 43590 43593 43595
## Predicted    74.9  47.3  63.4  75.5  49.9  51.0 140.6 157.3 132.5 139.7  70.4
## cvpred       74.8  47.2  63.3  75.4  50.0  51.1 140.5 157.2 132.5 139.1  70.6
## pm2.5        12.0  14.0   7.0   6.0  12.0  14.0  72.0  85.0 105.0 126.0 136.0
## CV residual -62.8 -33.2 -56.3 -69.4 -38.0 -37.1 -68.5 -72.2 -27.5 -13.1  65.4
##             43598 43603 43604 43608 43610 43612 43616 43620 43621 43625 43628
## Predicted    67.1 85.82 114.6 154.8 136.1 131.4 139.3  67.9  48.7  25.5  68.2
## cvpred       67.1 84.02 114.7 154.8 135.6 131.5 139.4  68.2  49.0  25.8  68.4
## pm2.5        51.0 75.00  87.0 123.0 178.0 162.0 102.0  88.0  95.0  57.0 118.0
## CV residual -16.1 -9.02 -27.7 -31.8  42.4  30.5 -37.4  19.8  46.0  31.2  49.6
##             43629 43635 43640 43641 43642 43647 43648 43649 43650 43662 43665
## Predicted    39.5  62.8  96.5  77.9  72.3  27.4  27.4  27.4  37.7 103.7  93.6
## cvpred       39.7  62.9  96.5  78.0  71.7  27.4  27.4  27.4  37.8 103.6  93.0
## pm2.5       108.0  10.0  12.0  11.0  18.0  14.0  12.0  16.0  16.0  14.0  18.0
## CV residual  68.3 -52.9 -84.5 -67.0 -53.7 -13.4 -15.4 -11.4 -21.8 -89.6 -75.0
##             43666 43667 43670 43675 43677 43679 43681 43686 43687 43688  43690
## Predicted    69.1  56.5 18.87   113 128.1 128.7 132.8 119.2 119.2   113 117.96
## cvpred       68.4  55.9 19.01   113 126.1 126.6 130.8 119.3 119.3   113 117.43
## pm2.5        27.0  38.0 16.00    38  52.0  51.0  93.0 153.0 133.0   127 111.00
## CV residual -41.4 -17.9 -3.01   -75 -74.1 -75.6 -37.8  33.7  13.7    14  -6.43
##             43694 43696 43697 43699 43700 43702 43704 43705 43711 43713 43718
## Predicted   112.3 114.0 114.0   121   144   150 153.9 114.0 128.2   124 102.1
## cvpred      112.3 113.9 113.9   120   144   150 153.8 114.1 128.3   124 102.2
## pm2.5       152.0 171.0 198.0   260   271   242 194.0 163.0 207.0   259 194.0
## CV residual  39.7  57.1  84.1   140   127    92  40.2  48.9  78.7   135  91.8
##             43721 43723 43729 43730 43732 43736 43739 43740 43741 43743 43744
## Predicted     104   108   172   133   117   125  72.0 50.66  59.2 33.13 35.31
## cvpred        102   108   172   132   117   125  72.3 51.01  58.9 33.48 35.64
## pm2.5         224   317   385   393   444   221  92.0 59.00  69.0 32.00 33.00
## CV residual   122   209   213   261   327    96  19.7  7.99  10.1 -1.48 -2.64
##             43745 43750 43754 43755 43759 43762 43763 43768  43772 43776  43778
## Predicted   39.41   125   177   174 146.5 161.0 125.4 27.81 114.76 115.9 105.55
## cvpred      39.76   125   177   174 146.7 161.1 125.6 28.26 114.87 116.2 105.81
## pm2.5       45.00   293   372   373 171.0 141.0 132.0 28.00 109.00 159.0  97.00
## CV residual  5.24   168   195   199  24.3 -20.1   6.4 -0.26  -5.87  42.8  -8.81
##             43779 43789 43793  43794 43797 43802 43808 43809 43813 43814 43816
## Predicted   118.1  76.2  87.8 63.588  60.0  59.3  58.3  58.3  28.5  9.59  7.40
## cvpred      118.4  74.4  87.9 63.223  60.3  59.3  58.1  58.1  28.3  9.34  7.19
## pm2.5        81.0  49.0  60.0 63.000  26.0  11.0   8.0   8.0  17.0 11.00 11.00
## CV residual -37.4 -25.4 -27.9 -0.223 -34.3 -48.3 -50.1 -50.1 -11.3  1.66  3.81
## 
## Sum of squares = 88853291    Mean square = 6384    n = 13919 
## 
## fold 2 
## Observations in test set: 13919 
##                 28    29    33  36  37     39    41    46    47    49   51   52
## Predicted   179.60 179.6 178.5 169 169 166.52 164.9 171.5 172.0 177.8  182  183
## cvpred      179.16 179.2 178.2 169 169 166.41 164.9 171.6 172.2 177.8  181  183
## pm2.5       181.00 138.0 120.0 152 148 158.00 159.0 164.0 156.0  90.0   65   55
## CV residual   1.84 -41.2 -58.2 -17 -21  -8.41  -5.9  -7.6 -16.2 -87.8 -116 -128
##               58   59    60  61   65    69    71    74    75    78    82    88
## Predicted    187  187 188.3 190  192 152.1 146.4 125.9 126.5 123.5 116.7  94.0
## cvpred       186  186 187.5 189  191 150.2 144.6 124.1 124.6 121.7 115.1  92.9
## pm2.5         86   78  98.0 107   86  71.0  76.0  58.0  25.0  26.0  27.0  29.0
## CV residual -100 -108 -89.5 -82 -105 -79.2 -68.6 -66.1 -99.6 -95.7 -88.1 -63.9
##                90    93    97    98   100   103   104   109   119   126   128
## Predicted   107.5  94.1 115.7 122.0 117.9 120.5 118.0 101.0 108.6 111.1 115.8
## cvpred      106.4  93.2 114.4 120.6 116.5 119.8 117.2 100.6 107.6 110.4 115.1
## pm2.5        30.0  31.0  30.0  34.0  25.0  27.0  27.0  27.0  66.0  28.0  25.0
## CV residual -76.4 -62.2 -84.4 -86.6 -91.5 -92.8 -90.2 -73.6 -41.6 -82.4 -90.1
##               130   132   133   143    144    145   146   150   153   154   156
## Predicted   105.7  97.2  92.6 125.8 129.94 129.94 169.8 107.3 103.4  95.0  94.7
## cvpred      105.3  97.0  92.4 124.6 128.76 128.76 168.4 106.1 102.5  94.2  94.2
## pm2.5        29.0  42.0  28.0  93.0 131.00 127.00 130.0  28.0  24.0  27.0  42.0
## CV residual -76.3 -55.0 -64.4 -31.6   2.24  -1.76 -38.4 -78.1 -78.5 -67.2 -52.2
##               157   160   162   165   167 169 171   174  177   178   181   182
## Predicted    85.9  82.3  99.0 147.8 162.1 143 152 185.6  175 173.7 158.1 159.2
## cvpred       85.4  81.6  98.1 146.9 160.6 141 151 183.6  175 173.5 157.9 158.8
## pm2.5        42.0  51.0  50.0 106.0 198.0 210 275 100.0   66  92.0 198.0 250.0
## CV residual -43.4 -30.6 -48.1 -40.9  37.4  69 124 -83.6 -109 -81.5  40.1  91.2
##               190 191   194   196 199   202   204   210   212   213   216   217
## Predicted   142.7 119 140.5 153.0 149 119.0 102.6  87.2  98.2 102.8 147.4 126.3
## cvpred      140.8 118 138.7 151.1 147 118.4 102.4  86.6  97.5 102.2 146.5 125.4
## pm2.5       225.0 168 159.0 196.0 119  84.0  66.0  37.0  44.0  54.0  66.0  75.0
## CV residual  84.2  50  20.3  44.9 -28 -34.4 -36.4 -49.6 -53.5 -48.2 -80.5 -50.4
##               219   221 222   228   239  242   243   248   250   251   253
## Predicted   124.4 130.4 128 101.2  76.6  136 105.1 105.4  86.5  80.2  71.2
## cvpred      123.4 129.1 127 100.7  76.5  135 104.5 104.5  86.0  79.8  70.9
## pm2.5        66.0  62.0  40  70.0  24.0   27  23.0  20.0  18.0  25.0  27.0
## CV residual -57.4 -67.1 -87 -30.7 -52.5 -108 -81.5 -84.5 -68.0 -54.8 -43.9
##               254   255   256   257  266   267   273   274   275   278   279
## Predicted    70.6  72.2  68.1  69.7  131 119.8 105.0  94.9  88.6 104.1 100.0
## cvpred       70.3  71.8  67.7  69.2  130 118.3 103.4  93.6  87.4 102.7  98.6
## pm2.5        28.0  15.0  24.0  13.0   21  37.0  16.0  13.0  15.0  22.0  22.0
## CV residual -42.3 -56.8 -43.7 -56.2 -109 -81.3 -87.4 -80.6 -72.4 -80.7 -76.6
##               281   285   292   294   298   301   315   318   322   323   330
## Predicted    98.4 101.5 102.0  91.6  93.5  86.1 144.0 154.1 143.4 122.4 141.9
## cvpred       97.1 100.3 100.9  90.6  92.6  85.2 141.8 151.6 141.2 120.5 141.8
## pm2.5        19.0  31.0  11.0  11.0  34.0  26.0 174.0 137.0  87.0  84.0  89.0
## CV residual -78.1 -69.3 -89.9 -79.6 -58.6 -59.2  32.2 -14.6 -54.2 -36.5 -52.8
##               332   335   336   339   344   345   348   349   354   362   363
## Predicted    81.7  99.4  93.6 104.5 101.9  94.0  83.9  77.6 124.1 141.0 163.5
## cvpred       80.8  99.4  93.7 103.9 102.2  94.5  84.7  78.5 125.1 140.8 162.7
## pm2.5        69.0  27.0  20.0  30.0  26.0  27.0  26.0  26.0  64.0 211.0 242.0
## CV residual -11.8 -72.4 -73.7 -73.9 -76.2 -67.5 -58.7 -52.5 -61.1  70.2  79.3
##             365   366    368    370   373    375   377   381   386   390   391
## Predicted   140 122.5 124.72 116.25  96.8 131.47 137.2 161.3 172.0 129.0 135.3
## cvpred      140 121.8 123.94 115.65  96.5 130.91 136.5 160.4 170.8 127.9 134.1
## pm2.5       249 200.0 114.00 108.00 148.0 128.00 148.0 235.0 241.0 148.0 208.0
## CV residual 109  78.2  -9.94  -7.65  51.5  -2.91  11.5  74.6  70.2  20.1  73.9
##               399   403 406 408 411 413 414   415    417   420   422 429 436
## Predicted   133.6 159.2 171 147 138 143 155 138.6 138.57 108.8  93.1 162 121
## cvpred      132.8 159.3 170 146 137 141 154 137.1 137.12 108.1  92.5 161 120
## pm2.5       154.0 212.0 317 313 303 407 361 234.0 147.00 137.0 144.0 435 274
## CV residual  21.2  52.7 147 167 166 266 207  96.9   9.88  28.9  51.5 274 154
##             444 447 448 451 453 454 455 456 457 460   461   462   465   468
## Predicted   111 131 158 164 121 126 126 121 130 133 116.3 121.0  85.8  65.4
## cvpred      110 131 157 163 120 125 125 120 129 132 115.5 120.2  85.4  65.5
## pm2.5       339 305 313 485 403 374 333 343 364 267  71.0  81.0  44.0  29.0
## CV residual 229 174 156 322 283 249 208 223 235 135 -44.5 -39.2 -41.4 -36.5
##               470   471   488   491   492   493   494   496   498   499   502
## Predicted    82.7  73.3  64.6  62.7  75.4  53.4  71.8  64.9  49.2 47.62 107.1
## cvpred       83.3  73.2  64.4  62.8  75.9  53.5  72.2  65.4  49.1 47.62 107.2
## pm2.5        29.0  16.0  18.0  26.0  26.0  25.0  24.0  17.0  21.0 40.00  61.0
## CV residual -54.3 -57.2 -46.4 -36.8 -49.9 -28.5 -48.2 -48.4 -28.1 -7.62 -46.2
##               509   511   513   515   517   521   522   524   528   535   538
## Predicted    75.8  77.4  79.9  61.1  56.4  59.1  59.1  80.4  94.6  92.1  60.7
## cvpred       75.6  77.1  79.7  61.1  56.4  58.9  58.9  80.1  94.0  91.4  60.4
## pm2.5        15.0  22.0  19.0  25.0  26.0  30.0  32.0  49.0  48.0  22.0  41.0
## CV residual -60.6 -55.1 -60.7 -36.1 -30.4 -28.9 -26.9 -31.1 -46.0 -69.4 -19.4
##               539   542   614    615   616   617   619   620 621   631   632
## Predicted    58.5  33.8  99.8 90.600  92.1 102.5 144.0 143.6 137 134.2 127.9
## cvpred       58.3  33.4 100.0 89.461  92.1 102.4 143.6 141.9 136 131.9 125.7
## pm2.5        23.0  19.0  85.0 90.000 127.0 144.0 199.0 231.0 274 153.0 140.0
## CV residual -35.3 -14.4 -15.0  0.539  34.9  41.6  55.4  89.1 138  21.1  14.3
##               635   636  638   639   640   643   648   650   651   654   658
## Predicted   115.7  92.1 76.5 49.15 43.43  61.5  79.1  90.7  89.1 100.1  69.7
## cvpred      114.6  90.6 75.0 47.69 42.07  60.2  78.0  90.2  88.7  99.6  69.0
## pm2.5       153.0 154.0 90.0 55.00 52.00  37.0  28.0  22.0  27.0  32.0  17.0
## CV residual  38.4  63.4 15.0  7.31  9.93 -23.2 -50.0 -68.2 -61.7 -67.6 -52.0
##               660   661   667   668   672   674  677  679   682   686   693
## Predicted    55.2  36.0  38.2  52.7  50.8  67.5  134  162 26.97  6.68  38.9
## cvpred       54.6  35.5  37.6  52.0  50.0  66.5  132  160 26.21  5.96  37.8
## pm2.5        18.0  16.0  14.0  23.0  25.0  24.0   24   10 20.00 12.00  24.0
## CV residual -36.6 -19.5 -23.6 -29.0 -25.0 -42.5 -108 -150 -6.21  6.04 -13.8
##               695   697   698   701   704  705   707  708   710  717  718  719
## Predicted   41.39 65.98 65.98  80.5 105.6  154 45.49 22.2  7.18 38.3 30.4 49.3
## cvpred      40.41 64.62 64.62  79.0 103.8  152 44.52 21.3  6.32 37.2 29.5 48.1
## pm2.5       43.00 61.00 66.00  36.0  24.0   29 35.00 33.0 25.00 71.0 67.0 69.0
## CV residual  2.59 -3.62  1.38 -43.0 -79.8 -123 -9.52 11.7 18.68 33.8 37.5 20.9
##               722   723   726   727   728   730   732   736   739   740   741
## Predicted    58.1  89.8  58.9  73.4  57.9  47.8  27.0  61.6  68.3  87.5 124.5
## cvpred       56.9  88.4  58.0  72.4  57.1  47.3  26.7  61.1  68.1  87.2 123.5
## pm2.5        35.0  26.0  16.0  18.0  19.0  17.0  11.0  17.0  24.0  54.0  71.0
## CV residual -21.9 -62.4 -42.0 -54.4 -38.1 -30.3 -15.7 -44.1 -44.1 -33.2 -52.5
##             744   747   748   751   753   754   757   758   760   763   766
## Predicted   153 127.7 156.6 152.9 134.6 149.1 127.7 121.2 114.6 146.0 159.2
## cvpred      153 127.4 155.5 153.1 134.2 149.5 128.3 121.6 114.9 146.3 159.3
## pm2.5       101  67.0  76.0  73.0  64.0  53.0  72.0  56.0  40.0  66.0  65.0
## CV residual -52 -60.4 -79.5 -80.1 -70.2 -96.5 -56.3 -65.6 -74.9 -80.3 -94.3
##              768   772   775  788   790  791   795   796   800    801   806
## Predicted    168 155.6 178.2 57.9 114.6 68.9 123.7 156.6 154.7 158.80  27.8
## cvpred       168 154.8 176.7 57.3 114.2 68.2 123.1 155.3 153.2 157.34  27.3
## pm2.5         64  72.0  96.0 83.0  70.0 80.0  62.0  73.0 132.0 161.00  14.0
## CV residual -104 -82.8 -80.7 25.7 -44.2 11.8 -61.1 -82.3 -21.2   3.66 -13.3
##                808   809  814   815   820  822  824   828  829   830   831
## Predicted   14.954 27.26 76.2  78.4 151.7  164  139  68.4 38.2 35.17  46.2
## cvpred      14.392 26.72 75.3  77.4 150.1  162  137  68.3 37.6 34.43  46.0
## pm2.5       15.000 23.00 95.0 105.0 104.0   33   27  29.0 31.0 28.00  28.0
## CV residual  0.608 -3.72 19.7  27.6 -46.1 -129 -110 -39.3 -6.6 -6.43 -18.0
##               837   840   841   844   847   848   851   854   856   857   858
## Predicted    69.7  86.7  86.7  91.4 155.8 158.2 129.6 116.9 118.5 122.6 127.2
## cvpred       69.3  86.3  86.3  91.0 154.6 157.2 128.9 117.6 119.1 123.2 127.9
## pm2.5        48.0  63.0  48.0  47.0  90.0 101.0 103.0  72.0  72.0  71.0  80.0
## CV residual -21.3 -23.3 -38.3 -44.0 -64.6 -56.2 -25.9 -45.6 -47.1 -52.2 -47.9
##               860  867   874   883 884   886  889  890  892   896   899   900
## Predicted   134.1  164 147.5 145.0 147 174.0  176  173  174 143.9 135.5 175.3
## cvpred      134.7  165 148.2 145.4 148 174.2  176  173  173 142.5 134.2 173.9
## pm2.5        63.0   54  65.0  82.0 100  99.0   64   68   65  88.0  88.0  80.0
## CV residual -71.7 -111 -83.2 -63.4 -48 -75.2 -112 -105 -108 -54.5 -46.2 -93.9
##               901   908   909   910   912   916   920   927   932   935   936
## Predicted   169.1 181.2 181.2 177.4 153.6 155.7 140.3 138.9 163.7 174.2 180.5
## cvpred      167.7 180.7 180.7 177.1 152.4 154.5 138.7 137.5 163.5 172.7 178.9
## pm2.5       100.0 147.0 162.0 157.0 160.0 185.0 166.0 184.0 196.0 233.0 258.0
## CV residual -67.7 -33.7 -18.7 -20.1   7.6  30.5  27.3  46.5  32.5  60.3  79.1
##             937 938   942   951 957   964   965   967   968   969   970   984
## Predicted   137 175 143.4  85.9 147  56.4  58.6  63.2  61.6  62.2  60.6  59.2
## cvpred      135 175 141.9  85.2 146  56.5  58.6  63.3  61.7  62.3  60.8  59.8
## pm2.5       247 230 241.0  50.0 181   6.0   8.0   8.0  10.0   9.0  20.0  10.0
## CV residual 112  55  99.1 -35.2  35 -50.5 -50.6 -55.3 -51.7 -53.3 -40.8 -49.8
##               989   993   998  1002  1003  1004  1005  1007  1008  1011  1021
## Predicted    58.9  53.4 27.98  44.7  55.1  57.6  59.1  61.6  66.9  69.1  79.9
## cvpred       59.3  53.5 28.16  45.4  55.7  58.3  59.1  61.7  67.7  69.7  79.7
## pm2.5        12.0   9.0 21.00  17.0  19.0  22.0  20.0  19.0  13.0  16.0  19.0
## CV residual -47.3 -44.5 -7.16 -28.4 -36.7 -36.3 -39.1 -42.7 -54.7 -53.7 -60.7
##              1023 1029  1031  1033  1036  1038  1040 1042  1046  1054 1060
## Predicted    30.7  114 144.9  98.4 114.8 114.8 114.8  136  78.8 132.0  104
## cvpred       30.6  113 143.9  97.6 113.6 113.6 113.6  135  79.5 130.8  103
## pm2.5        13.0   50  60.0 108.0  38.0  23.0  28.0   26  49.0 213.0  599
## CV residual -17.6  -63 -83.9  10.4 -75.6 -90.6 -85.6 -109 -30.5  82.2  496
##              1064  1076  1079  1081  1082  1084  1089  1092  1094  1095  1100
## Predicted    71.6  99.8 71.72  82.8  77.0 112.2  82.7  43.0  27.4  35.4  93.9
## cvpred       71.3  99.2 71.47  83.1  77.5 111.7  82.4  43.2  27.6  36.0  94.7
## pm2.5         7.0  21.0 67.00  45.0  27.0  18.0  16.0  17.0  11.0  14.0  26.0
## CV residual -64.3 -78.2 -4.47 -38.1 -50.5 -93.7 -66.4 -26.2 -16.6 -22.0 -68.7
##              1103  1105  1106  1107  1108  1113  1115  1122  1123  1124   1134
## Predicted   125.2 116.5 102.0 108.3 110.5 114.0 103.3 102.6 123.3 125.8 106.77
## cvpred      124.5 115.7 101.3 107.5 109.6 113.1 102.7 103.1 123.7 126.3 105.86
## pm2.5        96.0 146.0 113.0  91.0  70.0  26.0  24.0 140.0 159.0 161.0 113.00
## CV residual -28.5  30.3  11.7 -16.5 -39.6 -87.1 -78.7  36.9  35.3  34.7   7.14
##              1135  1136  1137   1144  1146  1148 1151  1157  1160  1161  1163
## Predicted    76.4  81.1  69.4 10.854  21.2  92.7  112 140.0 165.3 150.5 100.2
## cvpred       75.6  80.3  68.5 10.283  20.6  92.9  112 138.8 163.4 148.9  99.3
## pm2.5        46.0  18.0  13.0 11.000   9.0  27.0   49  80.0  77.0  87.0  54.0
## CV residual -29.6 -62.3 -55.5  0.717 -11.6 -65.9  -63 -58.8 -86.4 -61.9 -45.3
##             1168  1171 1176  1178   1181  1182  1184 1185   1186 1189  1195
## Predicted   14.3  73.1  131 155.9 171.72 171.7 138.1  138 109.23 74.9  67.9
## cvpred      13.6  71.9  130 153.8 169.23 169.2 135.7  137 108.07 73.7  67.6
## pm2.5       27.0  41.0  296 119.0 177.00 191.0 157.0  114 117.00 96.0  44.0
## CV residual 13.4 -30.9  166 -34.8   7.77  21.8  21.3  -23   8.93 22.3 -23.6
##              1197  1199  1202  1204   1206  1212  1214  1216  1223  1228  1230
## Predicted   115.9 147.1 136.7 131.8 138.05 113.3 105.9 106.9 172.4 142.4 140.5
## cvpred      113.9 144.8 134.5 129.3 135.53 112.9 105.5 106.5 169.9 139.9 137.9
## pm2.5        65.0 146.0 191.0 190.0 144.00 184.0 185.0 165.0 213.0 235.0 205.0
## CV residual -48.9   1.2  56.5  60.7   8.47  71.1  79.5  58.5  43.1  95.1  67.1
##              1233  1234  1235  1243  1245  1246  1247  1258  1260  1261  1264
## Predicted   132.8 106.1  79.0  71.3 107.7 110.6 158.5 154.4 127.4 120.2 112.5
## cvpred      130.7 104.4  77.6  69.9 106.1 110.4 158.3 154.4 127.6 120.3 112.4
## pm2.5       191.0 189.0 109.0  20.0  69.0  99.0 117.0  92.0  56.0  60.0  79.0
## CV residual  60.3  84.6  31.4 -49.9 -37.1 -11.4 -41.3 -62.4 -71.6 -60.3 -33.4
##              1265  1267  1269  1270 1272  1277  1279 1282  1283  1289 1293 1296
## Predicted   120.4 142.8 167.0 161.1  173 197.0 165.0  182 133.0 139.1  130  187
## cvpred      120.1 142.3 164.8 160.3  171 194.1 162.1  179 130.6 137.6  127  184
## pm2.5        84.0 100.0  81.0  95.0   86 117.0 112.0  136 142.0 191.0  246  282
## CV residual -36.1 -42.3 -83.8 -65.3  -85 -77.1 -50.1  -43  11.4  53.4  119   98
##             1297 1298  1303 1306 1308 1309  1311 1313 1314  1322  1328  1330
## Predicted    149  143 159.5  126  112  105  91.6  134  145 179.5 149.8 176.5
## cvpred       146  140 156.1  124  109  103  89.4  132  144 177.4 147.7 176.2
## pm2.5        283  242 237.0  296  302  311 312.0  292  299 153.0 218.0 266.0
## CV residual  137  102  80.9  172  193  208 222.6  160  155 -24.4  70.3  89.8
##              1331  1332 1333  1336  1337  1341 1345 1346  1354 1356  1360  1364
## Predicted   153.5 140.9  137 144.8 144.8 143.7  145  151 145.5  133 124.1 130.9
## cvpred      153.5 141.1  137 144.7 144.7 143.8  145  151 144.4  132 124.3 131.1
## pm2.5       241.0 235.0  237 176.0 165.0 130.0   52   46  75.0   82  90.0  70.0
## CV residual  87.5  93.9  100  31.3  20.3 -13.8  -93 -105 -69.4  -50 -34.3 -61.1
##              1365  1367 1369 1371 1375  1382 1386 1387  1390  1398  1402  1406
## Predicted   133.1 125.5  140  131  183 171.6  164  164 162.8 131.9 104.7  47.0
## cvpred      133.2 125.5  139  131  183 171.2  164  164 162.4 130.4 104.5  46.9
## pm2.5        84.0  95.0   38   30   31  88.0  102  103 124.0 145.0  78.0  20.0
## CV residual -49.2 -30.5 -101 -101 -152 -83.2  -62  -61 -38.4  14.6 -26.5 -26.9
##              1410  1412  1416 1423 1424 1426  1441  1445 1446  1451  1452  1458
## Predicted   110.3 131.9 175.3  175  177  169 173.8 189.8  152  93.6 74.48  38.6
## cvpred      109.4 131.1 175.6  175  177  169 173.3 187.6  150  92.9 73.79  38.2
## pm2.5        15.0  72.0 161.0   25   23   25 101.0 115.0  111 169.0 82.00  27.0
## CV residual -94.4 -59.1 -14.6 -150 -154 -144 -72.3 -72.6  -39  76.1  8.21 -11.2
##              1461  1469  1474  1476  1478 1480   1485   1488  1489  1492  1495
## Predicted    92.5 147.1 137.1 130.7 129.6  122 140.73 142.92 148.6 158.2 178.1
## cvpred       91.9 147.2 136.3 131.3 130.1  123 140.83 142.92 148.5 157.8 177.3
## pm2.5        44.0 178.0 126.0 146.0 202.0  247 150.00 134.00  98.0 126.0 123.0
## CV residual -47.9  30.8 -10.3  14.7  71.9  124   9.17  -8.92 -50.5 -31.8 -54.3
##              1496  1497  1498  1500  1504 1505 1507 1509 1512 1514 1518  1520
## Predicted   178.1 174.3 163.9 153.0 129.4  107  164  121  122 79.9   74  73.5
## cvpred      177.3 173.7 163.4 152.5 129.2  106  162  119  121 78.9   73  72.6
## pm2.5       126.0 131.0 126.0 187.0 226.0  231  246  256  269 89.0   13  19.0
## CV residual -51.3 -42.7 -37.4  34.5  96.8  125   84  137  148 10.1  -60 -53.6
##              1528  1530  1532  1536  1537  1539  1542  1545  1546  1547  1549
## Predicted   22.74 21.12 36.17  52.1  52.1  60.8  65.2  67.7  53.5  43.1  67.2
## cvpred      22.97 21.45 36.44  52.5  52.5  61.3  65.5  68.1  54.2  43.9  68.4
## pm2.5       16.00 18.00 30.00  14.0  19.0  12.0  11.0  27.0  23.0  29.0  39.0
## CV residual -6.97 -3.45 -6.44 -38.5 -33.5 -49.3 -54.5 -41.1 -31.2 -14.9 -29.4
##             1556  1559  1564  1570  1572  1576 1579   1581 1585 1586  1593 1595
## Predicted    130 145.6 152.5 130.4 119.4 112.3  114 118.98  156  156 154.5  147
## cvpred       131 146.6 153.4 131.8 120.9 113.6  114 119.17  157  157 156.1  148
## pm2.5        103  69.0  68.0  67.0  69.0 108.0  134 124.00   76   68  65.0   29
## CV residual  -28 -77.6 -85.4 -64.8 -51.9  -5.6   20   4.83  -81  -89 -91.1 -119
##             1596  1599 1600  1601  1603  1611  1613  1618  1620  1623   1625
## Predicted    140 128.6  133  92.8  95.0  72.1  73.4  62.5  61.3  42.4 21.327
## cvpred       142 129.1  133  93.5  95.6  72.6  73.6  62.8  61.6  42.4 21.244
## pm2.5         28  32.0   33  43.0  56.0   8.0  13.0  18.0  20.0  20.0 21.000
## CV residual -114 -97.1 -100 -50.5 -39.6 -64.6 -60.6 -44.8 -41.6 -22.4 -0.244
##              1627  1629  1630 1632 1633  1637  1638 1643  1646  1647  1648 1654
## Predicted    41.5  66.4 102.2  112  153 122.9 118.3 59.2  56.0  48.8  50.5  131
## cvpred       41.3  66.0 101.6  113  154 121.6 116.9 58.5  56.4  49.2  50.7  131
## pm2.5        16.0  26.0  22.0   51   46  58.0  85.0 70.0  44.0  33.0  37.0   62
## CV residual -25.3 -40.0 -79.6  -62 -108 -63.6 -31.9 11.5 -12.4 -16.2 -13.7  -69
##              1655   1660 1668  1669  1674  1684  1685  1689  1691  1694  1700
## Predicted   114.7 141.87  122 117.6 116.8  75.7  68.0  56.4 28.24 11.00  83.6
## cvpred      114.5 139.57  122 116.8 114.4  73.9  66.3  55.2 27.44 10.36  83.8
## pm2.5        68.0 142.00  224 193.0 154.0  38.0  29.0  19.0 19.00 12.00  32.0
## CV residual -46.5   2.43  102  76.2  39.6 -35.9 -37.3 -36.2 -8.44  1.64 -51.8
##              1701  1704  1705  1713  1714  1717  1720  1722  1723 1725  1726
## Predicted   108.9 145.2 149.9 116.3 105.9 86.47  88.6  90.2  90.8  107 112.1
## cvpred      107.9 145.7 150.3 117.1 106.7 87.58  89.5  91.0  91.5  108 112.7
## pm2.5        53.0  91.0  79.0  69.0  82.0 78.00  68.0  61.0  58.0   78  64.0
## CV residual -54.9 -54.7 -71.3 -48.1 -24.7 -9.58 -21.5 -30.0 -33.5  -30 -48.7
##              1730  1736 1741 1743 1745  1747 1749   1754  1756  1757  1760
## Predicted   118.4 130.5  134  137  137 150.0  137 135.68 161.5  94.4  87.3
## cvpred      118.9 129.4  133  136  136 149.1  136 134.47 161.4  93.3  86.2
## pm2.5        44.0 105.0   68   78   86 112.0  116 129.00 220.0 175.0  60.0
## CV residual -74.9 -24.4  -65  -58  -50 -37.1  -20  -5.47  58.6  81.7 -26.2
##              1762  1768  1769  1778 1781  1784  1786  1787 1792 1793   1794
## Predicted    73.7  69.3  63.0 153.5  176 147.3 101.1 77.79 47.1 36.7 44.933
## cvpred       72.9  68.7  62.5 152.3  176 146.4 100.2 77.03 46.5 36.2 44.385
## pm2.5        43.0  22.0  22.0  63.0   55  71.0  72.0 73.00 64.0 53.0 45.000
## CV residual -29.9 -46.7 -40.5 -89.3 -121 -75.4 -28.2 -4.03 17.5 16.8  0.615
##              1797  1798   1801  1802    1804  1806  1808  1809  1815  1816
## Predicted    93.6  96.5 75.895 129.1 85.0150  79.3  71.7  70.0  62.9 28.97
## cvpred       92.9  96.3 75.448 129.7 85.0271  79.4  71.8  70.3  63.9 29.39
## pm2.5        63.0  67.0 76.000  41.0 85.0000  18.0  33.0  34.0  20.0 21.00
## CV residual -29.9 -29.3  0.552 -88.7 -0.0271 -61.4 -38.8 -36.3 -43.9 -8.39
##              1820  1822  1824  1827  1833  1834  1838 1840  1841 1844  1847
## Predicted   103.5 118.5 150.4 162.4 163.5 163.5 148.9  119 138.2  129 143.0
## cvpred      102.8 117.8 150.9 162.7 163.7 163.7 149.1  118 137.1  127 141.7
## pm2.5        39.0  67.0  76.0  96.0 110.0 135.0 201.0  219 208.0  206 222.0
## CV residual -63.8 -50.8 -74.9 -66.7 -53.7 -28.7  51.9  101  70.9   79  80.3
##              1848  1850  1852 1860  1861  1862  1865  1866  1867  1868  1869
## Predicted   173.5 174.6 190.5  196 160.9 191.4 174.7 174.7 174.7 181.4 179.8
## cvpred      171.3 172.2 189.3  193 158.7 188.3 171.8 171.8 171.8 179.7 178.2
## pm2.5       239.0 249.0 247.0  249 245.0 250.0 239.0 234.0 240.0 224.0 206.0
## CV residual  67.7  76.8  57.7   56  86.3  61.7  67.2  62.2  68.2  44.3  27.8
##             1873  1875  1883 1887  1890  1891  1894  1900 1901 1902 1904  1907
## Predicted    196 198.1  98.0 12.0 31.42  44.3  59.6 147.8  162  160  164  82.7
## cvpred       193 196.2  95.8 10.6 30.25  43.2  58.7 147.5  161  159  162  83.0
## pm2.5        183 216.0 381.0 51.0 26.00  22.0  21.0  60.0   47   50   41  55.0
## CV residual  -10  19.8 285.2 40.4 -4.25 -21.2 -37.7 -87.5 -114 -109 -121 -28.0
##              1908  1909  1910    1916   1917   1918  1924 1925  1927  1928
## Predicted    68.2 58.59 53.49 112.946 119.23 123.90 150.5  148 165.2 161.4
## cvpred       68.5 58.67 52.28 112.581 118.78 123.46 148.6  146 164.2 160.6
## pm2.5        56.0 52.00 49.00 113.000 121.00 116.00  90.0  100  96.0 102.0
## CV residual -12.5 -6.67 -3.28   0.419   2.22  -7.46 -58.6  -46 -68.2 -58.6
##              1931  1935   1936 1939  1940  1941  1950  1960  1963  1966  1967
## Predicted    49.2  26.8   4.07 21.6 24.65  35.6 123.0  68.8  81.4  84.4 111.5
## cvpred       48.1  26.0   3.38 21.0 24.14  35.0 122.5  69.6  82.0  85.1 111.9
## pm2.5       784.0 158.0 226.00 47.0 27.00  25.0  46.0  55.0  64.0  57.0  63.0
## CV residual 735.9 132.0 222.62 26.0  2.86 -10.0 -76.5 -14.6 -18.0 -28.1 -48.9
##              1972  1975 1980  1985  1986  1988  1989 1993 1994 1997  2004  2007
## Predicted   101.1  92.5 19.4 82.79  99.8 123.6  88.2  156  161  154  5.43  3.45
## cvpred      100.7  91.7 20.0 83.62 100.6 124.4  88.2  157  162  155  5.61  3.38
## pm2.5        73.0  68.0 44.0 92.00 134.0  64.0  52.0   48   52   51 12.00 16.00
## CV residual -27.7 -23.7 24.0  8.38  33.4 -60.4 -36.2 -109 -110 -104  6.39 12.62
##              2009  2014  2020  2025 2030 2032  2036 2037 2038 2042  2044  2047
## Predicted    6.13  96.1 137.6 130.5 46.4 36.5 85.80 63.2 77.2 65.8  56.8 137.0
## cvpred       5.83  95.5 136.2 129.4 47.0 37.1 84.79 62.2 77.0 65.7  57.1 137.4
## pm2.5       20.00  33.0  72.0  38.0 64.0 72.0 84.00 85.0 98.0 89.0  46.0  99.0
## CV residual 14.17 -62.5 -64.2 -91.4 17.0 34.9 -0.79 22.8 21.0 23.3 -11.1 -38.4
##              2051  2052  2057  2058  2060  2061  2063  2070    2074 2077 2082
## Predicted    92.5 75.80  69.7  73.8  99.3 110.2 117.1 125.8 73.7902 76.7 29.5
## cvpred       93.7 77.21  70.9  75.0 100.3 111.1 117.9 125.8 74.0166 76.9 31.1
## pm2.5        81.0 74.00  50.0  54.0  59.0  62.0  57.0  67.0 74.0000 96.0 57.0
## CV residual -12.7 -3.21 -20.9 -21.0 -41.3 -49.1 -60.9 -58.8 -0.0166 19.1 25.9
##              2088  2089  2096 2107 2109 2112 2113  2115  2117   2144  2155 2159
## Predicted    99.3 117.8 111.5  119  151  151  159 160.7 163.9 123.81  28.1 39.1
## cvpred      100.3 118.8 111.7  120  152  150  160 161.2 164.3 122.73  27.5 38.5
## pm2.5        82.0  92.0 169.0  275  296  297  288 254.0 248.0 124.00 187.0 71.0
## CV residual -18.3 -26.8  57.3  155  144  147  128  92.8  83.7   1.27 159.5 32.5
##              2161  2162   2171  2177    2178  2180  2183  2187  2191  2192
## Predicted   24.15 30.44 -0.159 -2.14  0.0458  2.23 111.0  81.0  54.7  50.9
## cvpred      23.77 29.97 -0.370 -2.61 -0.5177  1.57 109.8  79.8  53.7  50.1
## pm2.5       31.00 39.00 21.000 16.00 18.0000 17.00  54.0  41.0  40.0  27.0
## CV residual  7.23  9.03 21.370 18.61 18.5177 15.43 -55.8 -38.8 -13.7 -23.1
##              2200  2203  2205  2206  2208  2209  2219 2221 2222  2223  2225
## Predicted   -17.7 -15.5  97.8 110.7 117.0 103.7 70.49 52.4 59.7  73.7  72.0
## cvpred      -18.0 -15.9  98.2 111.1 117.3 102.7 71.29 53.1 60.3  74.1  72.4
## pm2.5        16.0  12.0  30.0  69.0  49.0  48.0 67.00 82.0 89.0 110.0 132.0
## CV residual  34.0  27.9 -68.2 -42.1 -68.3 -54.7 -4.29 28.9 28.7  35.9  59.6
##              2228  2238  2243 2247 2248  2252  2253 2254  2258  2259  2262
## Predicted   104.5 154.1  52.5 12.2 22.4 53.86 77.11 74.9 129.6 129.6 138.1
## cvpred      104.3 152.1  52.3 11.4 22.8 53.77 76.98 74.9 129.5 129.5 137.8
## pm2.5       119.0 180.0 167.0 41.0 34.0 61.00 70.00 87.0 177.0 169.0 161.0
## CV residual  14.7  27.9 114.7 29.6 11.2  7.23 -6.98 12.1  47.5  39.5  23.2
##              2263  2266  2267  2270  2271 2276 2280  2282  2283  2293  2294
## Predicted   153.2  73.5 103.0  98.2  98.2  149  142  77.0  58.9  30.8 -6.85
## cvpred      152.8  72.7 102.1  98.5  98.5  150  143  76.8  58.9  31.1 -5.77
## pm2.5       169.0 185.0 166.0 186.0 142.0   47   18  14.0  12.0  15.0 16.00
## CV residual  16.2 112.3  63.9  87.5  43.5 -103 -125 -62.8 -46.9 -16.1 21.77
##              2296  2298  2300  2301  2303  2309  2312   2314  2317  2319 2321
## Predicted   -37.0 -30.7 21.71 -11.6  88.4 119.3 111.5  90.22  55.2  28.9 33.7
## cvpred      -36.5 -30.3 21.81 -11.2  88.3 118.7 111.7  91.41  56.7  30.3 34.8
## pm2.5        15.0  12.0 17.00  23.0  24.0 102.0  68.0 101.00 140.0 108.0 94.0
## CV residual  51.5  42.3 -4.81  34.2 -64.3 -16.7 -43.7   9.59  83.3  77.7 59.2
##             2324  2328 2335  2336  2344  2347  2349  2350  2354  2362   2364
## Predicted   43.8  92.0  144 138.1  82.8  86.0 109.4  78.3  92.4  71.7 134.59
## cvpred      44.6  92.6  144 137.8  82.8  85.9 107.9  77.0  91.8  71.4 134.72
## pm2.5       80.0 104.0   69  75.0 122.0 127.0 158.0 141.0 137.0  58.0 131.00
## CV residual 35.4  11.4  -75 -62.8  39.2  41.1  50.1  64.0  45.2 -13.4  -3.72
##              2368  2371  2372 2374  2375  2376  2377  2385  2387  2389  2395
## Predicted   150.4 152.6 151.0  147 116.8 105.8 104.2  49.7  57.2  7.97  42.8
## cvpred      150.1 152.2 150.7  146 116.4 104.8 103.3  49.8  56.7  7.63  43.3
## pm2.5        67.0  71.0  94.0   85  75.0  79.0  91.0  22.0  16.0 19.00  24.0
## CV residual -83.1 -81.2 -56.7  -61 -41.4 -25.8 -12.3 -27.8 -40.7 11.37 -19.3
##              2399  2401  2409  2410  2413  2415 2416  2420 2423  2424  2431
## Predicted   106.8 118.8 154.4 154.4 154.4 144.6  146 116.2  112 122.5 126.6
## cvpred      107.3 119.1 154.6 154.6 154.6 143.5  145 115.1  111 121.3 125.4
## pm2.5        53.0  39.0  84.0  91.0  75.0  63.0   57  78.0   86  86.0  95.0
## CV residual -54.3 -80.1 -70.6 -63.6 -79.6 -80.5  -88 -37.1  -25 -35.3 -30.4
##              2432  2434  2435 2437  2439  2443  2450   2458  2459  2460  2465
## Predicted   124.9  92.4  82.0 41.0  37.2  40.3  51.6  0.766 -9.62 -20.0 -15.4
## cvpred      123.9  91.5  81.2 40.1  36.5  39.7  51.3  0.928 -9.38 -19.7 -15.2
## pm2.5        44.0  23.0  22.0 88.0  25.0  14.0  11.0 12.000 13.00  15.0  13.0
## CV residual -79.9 -68.5 -59.2 47.9 -11.5 -25.7 -40.3 11.072 22.38  34.7  28.2
##              2466  2469   2471  2473  2475  2480  2481  2482 2484 2487 2488
## Predicted   -9.13  93.8 66.252 126.0 136.4  77.6  62.1  55.8 14.0 20.1 30.1
## cvpred      -9.02  94.7 67.545 125.6 135.9  77.6  63.0  56.8 15.1 20.3 31.2
## pm2.5       13.00  31.0 68.000 100.0  55.0  24.0  25.0  30.0 42.0 41.0 54.0
## CV residual 22.02 -63.7  0.455 -25.6 -80.9 -53.6 -38.0 -26.8 26.9 20.7 22.8
##             2489  2495  2497  2501  2502  2504  2507  2508  2510 2516 2518 2519
## Predicted   29.1 110.4 127.1 151.7 151.7 155.8 143.2 143.2 140.2  103  119  125
## cvpred      28.9 111.4 127.9 152.2 152.2 156.3 143.9 143.9 140.7  102  119  125
## pm2.5       50.0  70.0  79.0 106.0 121.0 142.0 198.0 206.0 204.0  206  220  237
## CV residual 21.1 -41.4 -48.9 -46.2 -31.2 -14.3  54.1  62.1  63.3  104  101  112
##              2521 2527 2528 2529 2530  2537  2541  2544  2546  2548  2549  2551
## Predicted   161.9  130  126  118  110 104.6 137.7 145.4 147.6 149.8 152.0 150.4
## cvpred      160.6  129  125  117  109 105.4 138.5 146.4 148.5 150.6 152.7 151.2
## pm2.5       235.0  242  244  235  249 185.0 123.0  92.0 107.0 129.0 130.0 128.0
## CV residual  74.4  113  119  118  140  79.6 -15.5 -54.4 -41.5 -21.6 -22.7 -23.2
##               2554  2559  2562   2564 2568  2571  2572  2573  2574  2575  2576
## Predicted   142.45 115.3 134.7 134.67  101 114.3 118.4 120.0 122.2 138.9 159.9
## cvpred      143.44 116.4 135.4 135.37  100 113.5 117.6 119.1 121.2 138.4 158.8
## pm2.5       151.00 143.0 161.0 134.00  212 209.0 198.0 192.0 184.0 177.0 183.0
## CV residual   7.56  26.6  25.6  -1.37  112  95.5  80.4  72.9  62.8  38.6  24.2
##              2578  2579  2583  2585  2586 2588 2590 2591 2592 2594  2604  2605
## Predicted   144.8  92.4  99.4  96.8  96.8  116  134  144  139  110  87.6  82.9
## cvpred      143.8  91.8  98.8  97.3  97.3  115  134  144  140  110  87.9  83.2
## pm2.5       195.0 209.0 229.0 255.0 268.0  257  309  331  351  385  36.0  22.0
## CV residual  51.2 117.2 130.2 157.7 170.7  142  175  187  211  275 -51.9 -61.2
##              2607  2610  2616  2617  2623  2626   2629  2633   2635  2638  2639
## Predicted    78.2 126.1 147.0 147.0 160.1 131.2 82.581 69.15 78.916 75.95  74.3
## cvpred       78.6 126.9 147.7 147.7 160.7 132.3 82.649 69.17 80.246 77.29  75.8
## pm2.5        17.0 175.0 152.0 110.0  82.0  92.0 83.000 66.00 80.000 71.00  55.0
## CV residual -61.6  48.1   4.3 -37.7 -78.7 -40.3  0.351 -3.17 -0.246 -6.29 -20.8
##              2640  2643  2646  2648  2652  2653  2656  2657  2660  2665  2667
## Predicted    76.5 105.5  52.9  67.6  88.7  73.7  75.6  64.6  81.9 104.5 121.9
## cvpred       77.9 106.7  53.0  67.9  89.0  74.0  76.3  64.7  82.5 104.4 122.2
## pm2.5        53.0  46.0  26.0  47.0  51.0  49.0  23.0  16.0  35.0  34.0  49.0
## CV residual -24.9 -60.7 -27.0 -20.9 -38.0 -25.0 -53.3 -48.7 -47.5 -70.4 -73.2
##              2669  2672 2673  2676  2677  2679  2683 2684  2687  2690  2696
## Predicted   112.5 112.5  106  99.9 104.0  95.2  80.7  127  85.9 117.4 108.9
## cvpred      112.1 112.1  106  99.8 103.9  95.1  80.7  128  85.9 116.9 108.6
## pm2.5        27.0  44.0   53  46.0  42.0  38.0  35.0   26  41.0  41.0  65.0
## CV residual -85.1 -68.1  -53 -53.8 -61.9 -57.1 -45.7 -102 -44.9 -75.9 -43.6
##              2701  2704  2705  2706  2710  2714 2717  2719  2723  2728  2732
## Predicted   -22.3 -38.2 -42.3 -19.6  42.0  85.8  119 131.4  64.4  57.5 86.19
## cvpred      -21.8 -37.8 -41.9 -19.3  43.3  86.6  119 131.9  65.8  58.8 87.17
## pm2.5        19.0  10.0  16.0  23.0  32.0  53.0   65  70.0 107.0 111.0 79.00
## CV residual  40.8  47.8  57.9  42.3 -11.3 -33.6  -54 -61.9  41.2  52.2 -8.17
##             2737  2738  2742  2746  2747  2751  2752 2759 2760 2762  2765  2769
## Predicted    112 124.8 137.4 128.9 122.6  81.5  91.9  119  111  113  81.8  56.3
## cvpred       113 125.4 137.8 129.5 123.3  82.5  92.8  118  110  112  80.7  55.4
## pm2.5         98  93.0  98.0 140.0 142.0 110.0 120.0    7    7    8  20.0  16.0
## CV residual  -15 -32.4 -39.8  10.5  18.7  27.5  27.2 -111 -103 -104 -60.7 -39.4
##              2770  2771  2780  2781  2782  2784  2786  2787  2790  2792  2796
## Predicted    52.2  39.3  86.1  82.0  63.9  62.0  53.5  65.5  87.9  69.1 53.18
## cvpred       51.3  38.4  84.7  80.6  62.6  60.6  51.9  63.7  85.8  67.2 51.59
## pm2.5        10.0  11.0  10.0  14.0  11.0  16.0  16.0  15.0  22.0  22.0 46.00
## CV residual -41.3 -27.4 -74.7 -66.6 -51.6 -44.6 -35.9 -48.7 -63.8 -45.2 -5.59
##              2801  2802  2803  2805  2811  2814  2815  2818  2827  2835  2842
## Predicted    43.9  48.5  40.3  52.1  92.1  75.7  74.0  41.5 23.72  88.2  38.5
## cvpred       42.2  46.9  38.7  50.6  90.4  73.9  72.4  40.5 22.84  86.8  37.8
## pm2.5        31.0  16.0  14.0  15.0  15.0  11.0  13.0  15.0 14.00  19.0  19.0
## CV residual -11.2 -30.9 -24.7 -35.6 -75.4 -62.9 -59.4 -25.5 -8.84 -67.8 -18.8
##              2845  2847  2850  2858  2862   2864  2868  2874  2885  2887 2888
## Predicted    7.33 -3.62 -1.14  46.5  56.6 32.008 -18.6 -29.9 111.4 115.5 84.1
## cvpred       6.84 -4.04 -1.44  46.1  55.9 31.711 -18.4 -30.0 109.8 113.9 82.9
## pm2.5       15.00 22.00 18.00  21.0  36.0 32.000  19.0  20.0  82.0  86.0 94.0
## CV residual  8.16 26.04 19.44 -25.1 -19.9  0.289  37.4  50.0 -27.8 -27.9 11.1
##             2893  2894    2902  2903  2904  2906  2916 2917  2923  2926  2929
## Predicted   20.6  5.40 60.8699 79.17 83.27  97.5  43.6 16.1 -52.5 20.72  81.0
## cvpred      20.3  6.45 61.0672 79.08 83.19  97.1  43.5 15.5 -53.0 21.06  79.7
## pm2.5       79.0 80.00 61.0000 74.00 74.00  68.0 115.0 59.0  39.0 31.00  36.0
## CV residual 58.7 73.55 -0.0672 -5.08 -9.19 -29.1  71.5 43.5  92.0  9.94 -43.7
##              2930  2932  2938  2939  2940  2941  2942  2946  2952  2959   2961
## Predicted   112.7 112.7  63.6  70.3  68.1  77.9  79.5  88.1  90.8 163.7 117.33
## cvpred      111.2 111.2  63.2  71.1  69.0  78.7  80.2  87.2  89.8 163.2 116.08
## pm2.5        56.0  69.0 102.0 133.0 151.0 149.0 141.0 151.0 160.0 133.0 119.00
## CV residual -55.2 -42.2  38.8  61.9  82.0  70.3  60.8  63.8  70.2 -30.2   2.92
##              2963  2966   2969   2970  2973  2974  2979 2987 2988 2989  2992
## Predicted   109.3  97.2 124.77 131.06 168.5 162.8 178.3  170  161  144  43.9
## cvpred      109.5  97.5 124.64 130.84 167.9 162.3 177.2  169  161  142  42.5
## pm2.5       132.0 123.0 121.00 136.00 228.0 201.0 158.0  283  282  260  13.0
## CV residual  22.5  25.5  -3.64   5.16  60.1  38.7 -19.2  114  121  118 -29.5
##              2996  2998  3000  3005  3010  3011  3013  3014  3020  3029  3032
## Predicted    59.1  56.4  67.3  83.8  46.4  35.4  9.39  4.73 -10.1 127.0 133.2
## cvpred       57.3  54.8  65.7  82.4  45.7  34.8  8.95  4.26 -10.7 126.5 131.5
## pm2.5        14.0  14.0  10.0  11.0  19.0  20.0 20.00 17.00  25.0  64.0  72.0
## CV residual -43.3 -40.8 -55.7 -71.4 -26.7 -14.8 11.05 12.74  35.7 -62.5 -59.5
##               3040  3041  3045  3049  3051  3053  3054  3056  3057  3061  3062
## Predicted    -4.89 -11.2 38.36 43.59 137.3 134.0 146.1 133.8  85.4  65.1  68.6
## cvpred       -5.62 -11.8 37.33 42.59 135.8 133.9 144.6 132.7  84.8  65.8  69.4
## pm2.5       173.00 126.0 45.00 50.00  49.0  59.0  78.0 159.0 191.0 163.0 135.0
## CV residual 178.62 137.8  7.67  7.41 -86.8 -74.9 -66.6  26.3 106.2  97.2  65.6
##              3063  3064  3071   3076  3077 3087  3088 3089  3090  3091  3092
## Predicted    74.3  80.0 109.6 119.01 104.5 14.3  54.3 16.5 -8.08 -1.79  2.87
## cvpred       75.0  80.6 109.6 117.62 103.2 13.7  54.1 15.8 -8.87 -2.67  2.01
## pm2.5       119.0 107.0 144.0 120.00 129.0 31.0  39.0 28.0 56.00 53.00 59.00
## CV residual  44.0  26.4  34.4   2.38  25.8 17.3 -15.1 12.2 64.87 55.67 56.99
##              3096  3099 3103  3108  3109  3111   3114  3117  3122  3125  3130
## Predicted   111.5 126.9  178 -10.1 -1.86  6.90 22.246  42.5  63.1  67.8  35.6
## cvpred      111.4 125.1  176 -11.1 -2.89  5.91 21.405  41.7  62.4  67.1  35.7
## pm2.5       126.0  96.0   58  43.0 63.00 58.00 21.000   8.0   8.0   5.0  13.0
## CV residual  14.6 -29.1 -118  54.1 65.89 52.09 -0.405 -33.7 -54.4 -62.1 -22.7
##              3132  3133  3135  3136  3142  3146 3150 3151  3154  3155  3156
## Predicted    22.4  28.8 13.08  28.2  76.8 118.3  143  140 105.6  95.6  80.1
## cvpred       22.7  29.6 13.35  29.1  76.8 119.4  144  141 105.8  97.2  80.5
## pm2.5        12.0  16.0 18.00  16.0  39.0  43.0   33   31  55.0  49.0  42.0
## CV residual -10.7 -13.6  4.65 -13.1 -37.8 -76.4 -111 -110 -50.8 -48.2 -38.5
##              3161  3162  3164  3168  3169  3170  3174 3180  3181  3182  3188
## Predicted    57.8  64.1  72.6 113.6 119.9 121.7 126.8 67.5 60.69 48.25 78.57
## cvpred       59.4  65.6  73.8 114.7 120.9 121.3 127.7 68.1 61.33 50.13 79.97
## pm2.5        45.0  41.0  38.0  54.0  52.0  54.0  73.0 74.0 60.00 43.00 83.00
## CV residual -14.4 -24.6 -35.8 -60.7 -68.9 -67.3 -54.7  5.9 -1.33 -7.13  3.03
##              3189  3194  3203  3204  3206  3207  3212 3215 3218 3224  3225
## Predicted   75.03  90.1  93.6  97.7  90.9  96.6  89.4  107  142  106  93.7
## cvpred      76.43  90.5  95.0  99.1  92.3  97.9  89.7  107  141  106  93.6
## pm2.5       68.00  65.0 130.0 138.0 157.0 140.0 173.0  209  224  221 223.0
## CV residual -8.43 -25.5  35.0  38.9  64.7  42.1  83.3  102   83  115 129.4
##              3236   3241  3243  3244  3246 3250 3254  3258 3264 3266 3267 3269
## Predicted    84.8 102.88 117.6 121.7 128.0  116  101 121.2  155  158  158  160
## cvpred       85.9 104.11 118.6 122.7 128.9  117  102 122.1  155  159  157  160
## pm2.5       117.0 107.00  98.0 115.0 144.0  185  136  33.0   47   49   36   41
## CV residual  31.1   2.89 -20.6  -7.7  15.1   68   34 -89.1 -108 -110 -121 -119
##             3271 3275  3276  3279 3280  3284  3286  3289  3290  3292  3294 3295
## Predicted    160  151 145.2 140.0  131 141.3 146.0 155.5 157.1 158.8 120.6  125
## cvpred       159  152 145.8 140.5  130 141.5 146.2 155.4 156.9 158.4 119.1  124
## pm2.5         51   74  82.0  79.0   84  90.0  96.0  86.0  86.0 105.0  79.0   13
## CV residual -108  -78 -63.8 -61.5  -46 -51.5 -50.2 -69.4 -70.9 -53.4 -40.1 -111
##             3296  3299  3310 3314 3318  3321  3323  3329     3335  3341   3344
## Predicted    123  91.1  86.1  166  178  79.6  67.4 -44.9  0.83129 160.8 107.23
## cvpred       121  89.7  84.5  163  176  78.3  67.6 -45.5  0.00471 158.9 106.28
## pm2.5         12  16.0  31.0   38   23  43.0  47.0  30.0 33.00000 103.0 103.00
## CV residual -109 -73.7 -53.5 -125 -153 -35.3 -20.6  75.5 32.99529 -55.9  -3.28
##              3347 3349  3353  3354 3356  3359  3360   3363  3372 3374  3380
## Predicted   63.21 19.6 -22.2 -11.8 11.7 66.11 74.31 103.86  83.1 74.9  86.6
## cvpred      62.91 20.8 -20.9 -10.6 12.6 66.77 74.99 104.39  84.2 76.0  87.3
## pm2.5       67.00 51.0  36.0  34.0 40.0 68.00 78.00  96.00 134.0 78.0  65.0
## CV residual  4.09 30.2  56.9  44.6 27.4  1.23  3.01  -8.39  49.8  2.0 -22.3
##              3381  3382  3391  3398  3405  3408 3416  3420  3422  3431 3433
## Predicted   107.4 119.5 105.4  62.6  90.4 133.7  101  39.6  45.3 125.6  138
## cvpred      107.9 118.6 104.3  62.3  90.9 132.5  100  39.0  44.6 125.3  136
## pm2.5        93.0 148.0 124.0 167.0 115.0 118.0  138 135.0 100.0 139.0  100
## CV residual -14.9  29.4  19.7 104.7  24.1 -14.5   38  96.0  55.4  13.7  -36
##              3436  3439 3446  3448  3451 3454  3456  3457  3459  3464  3465
## Predicted   127.8  88.7 10.5  7.99  7.99 30.2  39.2  73.4  50.7  46.5 22.91
## cvpred      126.5  87.9 10.3  7.73  7.73 29.6  38.4  72.5  49.9  47.1 23.08
## pm2.5        73.0  47.0 42.0 23.00 23.00 45.0  18.0  20.0  18.0  24.0 29.00
## CV residual -53.5 -40.9 31.7 15.27 15.27 15.4 -20.4 -52.5 -31.9 -23.1  5.92
##             3466 3474  3478  3479  3481  3484  3487  3488  3489  3490 3496 3498
## Predicted   16.6 25.1  55.2  61.5 109.9  63.3 80.30  95.6  87.7  69.2 45.4 47.6
## cvpred      16.9 26.6  56.5  62.7 110.7  63.1 80.16  95.6  87.9  71.0 47.3 49.3
## pm2.5       45.0 48.0  35.0  37.0  47.0 139.0 81.00  65.0 131.0 137.0 58.0 72.0
## CV residual 28.1 21.4 -21.5 -25.7 -63.7  75.9  0.84 -30.6  43.1  66.0 10.7 22.7
##               3499  3503 3504 3505   3506 3507  3509  3515 3532  3533 3536
## Predicted   58.007  86.5 50.3  107 88.681 95.0 109.0 64.76  150 118.4  153
## cvpred      59.649  88.1 50.8  107 90.204 96.4 109.1 65.25  151 118.6  154
## pm2.5       59.000  59.0 78.0   90 91.000 98.0  81.0 71.00   86  83.0  133
## CV residual -0.649 -29.1 27.2  -17  0.796  1.6 -28.1  5.75  -65 -35.6  -21
##                3540  3541  3542  3553  3554 3562  3563 3564  3565  3568  3571
## Predicted   141.890  91.2 114.3 129.0 157.8  110 127.5  115 93.54  9.04 10.67
## cvpred      142.521  90.8 115.1 128.7 156.8  110 126.8  114 93.18  8.66 10.18
## pm2.5       142.000 127.0 132.0 175.0 181.0  234 187.0  220 92.00 16.00 17.00
## CV residual  -0.521  36.2  16.9  46.3  24.2  124  60.2  106 -1.18  7.34  6.82
##              3572  3573  3578  3579  3582  3584  3586  3594 3595  3597 3604
## Predicted    90.9 117.6  91.4  81.0  64.9  63.0  44.7  64.5 45.5  85.5  134
## cvpred       91.3 116.4  90.2  79.9  64.0  62.4  44.4  64.8 45.5  85.2  135
## pm2.5        22.0  34.0  26.0  30.0  17.0  29.0  19.0  29.0 59.0  30.0   75
## CV residual -69.3 -82.4 -64.2 -49.9 -47.0 -33.4 -25.4 -35.8 13.5 -55.2  -60
##              3606  3609 3613  3615  3619  3625  3629  3632   3636  3638  3642
## Predicted   138.7  93.0 69.4 54.33 83.45 129.2 135.5 124.6  99.36  88.4  97.4
## cvpred      139.7  93.9 69.9 54.92 84.94 130.5 136.7 124.7 101.02  90.1  98.8
## pm2.5        91.0 105.0 85.0 50.00 92.00 189.0  87.0  87.0 107.00 120.0 178.0
## CV residual -48.7  11.1 15.1 -4.92  7.06  58.5 -49.7 -37.7   5.98  29.9  79.2
##              3643   3645  3667  3669  3673  3675  3678   3679  3680  3683  3684
## Predicted    99.6 120.34 88.97 115.6 137.9 137.9 136.0 115.51 119.2  85.9  85.3
## cvpred      100.9 121.48 90.71 115.8 139.3 139.3 137.3 116.27 119.6  86.6  86.0
## pm2.5        80.0 115.00 97.00 128.0 190.0 156.0  94.0 109.00 140.0 114.0 121.0
## CV residual -20.9  -6.48  6.29  12.2  50.7  16.7 -43.3  -7.27  20.4  27.4  35.0
##              3686  3687 3692 3693 3696  3700  3706  3781  3786  3788  3790
## Predicted    64.4  68.0 72.0 91.2  113 131.4 93.20  78.8  53.1  86.4  91.7
## cvpred       66.5  68.9 73.7 92.8  114 132.6 93.69  80.7  54.9  87.9  93.2
## pm2.5       113.0 104.0 83.0 85.0   86  63.0 85.00 151.0 113.0 172.0 142.0
## CV residual  46.5  35.1  9.3 -7.8  -28 -69.6 -8.69  70.3  58.1  84.1  48.8
##              3792  3796  3835  3838  3842  3846  3847  3850  3854  3856  3858
## Predicted    92.2  92.2 64.02  77.7 102.3  83.1  87.7  87.7  74.3 105.9  99.6
## cvpred       93.7  92.8 65.78  79.3 103.5  83.3  87.9  87.9  74.5 107.1 100.9
## pm2.5       131.0 191.0 60.00  32.0  38.0  62.0  60.0  42.0  47.0  40.0  38.0
## CV residual  37.3  98.2 -5.78 -47.3 -65.5 -21.3 -27.9 -45.9 -27.5 -67.1 -62.9
##              3861  3863  3864  3867  3868  3871   3890    3892   3899   3901
## Predicted   127.2 133.5 139.8 143.4 143.4 143.4 135.60 141.890 105.91  94.96
## cvpred      128.3 134.5 140.6 143.1 143.1 143.1 136.32 142.521 105.72  94.84
## pm2.5        53.0  78.0  80.0  77.0  72.0  97.0 144.00 142.000 104.00 100.00
## CV residual -75.3 -56.5 -60.6 -66.1 -71.1 -46.1   7.68  -0.521  -1.72   5.16
##              3909  3911  3912 3914  3916    3918   3919   3921    3922  3927
## Predicted   109.0  64.9  86.0  132 134.2 140.472 138.85 142.95 136.660 107.9
## cvpred      109.9  64.9  85.6  133 134.7 140.861 139.35 143.46 137.261 108.7
## pm2.5       129.0 127.0 104.0   19 153.0 140.000 131.00 149.00 137.000 151.0
## CV residual  19.1  62.1  18.4 -114  18.3  -0.861  -8.35   5.54  -0.261  42.3
##              3928  3931  3935  3937  3940  3942  3943  3944  3945  3953   3958
## Predicted    99.1 117.4 106.4 123.8 122.3 158.0 158.3 152.5 144.1  94.5 134.11
## cvpred       99.9 117.9 105.7 123.5 121.1 156.7 157.2 152.7 143.3  95.2 134.45
## pm2.5       165.0 157.0  42.0  57.0  80.0  74.0  77.0  67.0  78.0  82.0 142.00
## CV residual  65.1  39.1 -63.7 -66.5 -41.1 -82.7 -80.2 -85.7 -65.3 -13.2   7.55
##               3961  3962 3964  3969  3976  3978 3979 3983  3984  3987  3989
## Predicted   142.88 152.5  126 128.0  87.3 67.74 84.3  118 107.4 149.5 109.6
## cvpred      143.24 151.3  125 127.1  88.0 67.16 84.8  118 106.4 148.2 108.5
## pm2.5       151.00 191.0  229 199.0 108.0 66.00 89.0   99  91.0 129.0 139.0
## CV residual   7.76  39.7  104  71.9  20.0 -1.16  4.2  -19 -15.4 -19.2  30.5
##              3992 3993  3997  4009  4010  4011  4016 4017 4024 4025  4026 4028
## Predicted   137.5  125  68.4 129.7 117.0 129.7 109.1  156  121  163 114.6  147
## cvpred      136.3  124  68.5 128.9 115.8 128.9 108.1  156  119  162 113.2  147
## pm2.5        67.0   62 109.0  33.0  37.0  45.0  51.0   44   16   26  36.0   40
## CV residual -69.3  -62  40.5 -95.9 -78.8 -83.9 -57.1 -112 -103 -136 -77.2 -107
##             4029 4030 4031  4033  4045  4046  4049  4052  4053  4055 4065  4066
## Predicted    153  151  156 109.7 118.1 107.2 111.7 139.1 135.0 149.6  134  93.9
## cvpred       151  150  155 108.7 117.4 106.5 112.3 139.2 135.1 148.4  133  94.0
## pm2.5         37   39   50  41.0  96.0  81.0  63.0 100.0 100.0  65.0   99 106.0
## CV residual -114 -111 -105 -67.7 -21.4 -25.5 -49.3 -39.2 -35.1 -83.4  -34  12.0
##              4070 4071  4073  4078 4083 4084  4086  4093  4095  4100  4102
## Predicted   82.45 78.4  92.3 139.2  106  105 106.7 -8.89 -11.9  85.5  94.5
## cvpred      83.43 79.3  93.2 138.5  106  104 106.2 -8.19 -11.4  86.6  95.5
## pm2.5       87.00 93.0  82.0 104.0  227  240  77.0 15.00  11.0  41.0  62.0
## CV residual  3.57 13.7 -11.2 -34.5  121  136 -29.2 23.19  22.4 -45.6 -33.5
##              4103 4109  4111  4112  4113  4118  4120  4121  4122 4123  4125
## Predicted   100.8  134  98.2 111.1 105.2 88.31 85.83  92.0  73.4 37.2 104.1
## cvpred      101.7  133  97.5 110.3 105.8 87.92 85.33  92.7  74.1 36.9 103.3
## pm2.5        48.0   55  48.0  52.0  59.0 91.00 89.00  78.0  64.0 69.0  89.0
## CV residual -53.7  -78 -49.5 -58.3 -46.8  3.08  3.67 -14.7 -10.1 32.1 -14.3
##              4126   4129   4133  4136  4137  4138  4164  4170  4173  4180  4184
## Predicted   114.5 119.19 127.53 119.5 111.6 105.3 49.24  57.6  86.5 129.6 112.8
## cvpred      113.6 118.33 127.75 118.8 111.1 104.9 50.86  58.9  86.1 130.2 112.5
## pm2.5        79.0 124.00 135.00 131.0 135.0 136.0 48.00  48.0  61.0  69.0 109.0
## CV residual -34.6   5.67   7.25  12.2  23.9  31.1 -2.86 -10.9 -25.1 -61.2  -3.5
##              4186 4189  4193  4196  4197  4209  4210  4212  4219  4222 4223
## Predicted    87.3 53.8 44.50  69.7 65.56 114.7 104.7  82.9  75.7 111.5  112
## cvpred       87.2 55.3 45.96  70.7 66.64 114.5 105.9  83.0  76.9 112.5  113
## pm2.5       104.0 96.0 38.00  60.0 64.00 140.0 149.0 159.0 170.0 195.0  215
## CV residual  16.8 40.7 -7.96 -10.7 -2.64  25.5  43.1  76.0  93.1  82.5  102
##             4224  4232  4239  4243  4246  4261   4268  4269 4273  4288  4289
## Predicted    118 128.3  78.8  78.9  98.4  85.2 123.72  93.8  142  87.6  93.9
## cvpred       119 127.8  78.7  79.9  99.1  86.1 124.15  93.1  141  88.5  94.7
## pm2.5        227 211.0 160.0 115.0 124.0 131.0 131.00 118.0  111 174.0 159.0
## CV residual  108  83.2  81.3  35.1  24.9  44.9   6.85  24.9  -30  85.5  64.3
##              4293  4302  4304  4308  4315  4326  4327  4331  4333  4334  4335
## Predicted   115.2 147.3 143.0  99.0  96.4 138.3 138.8 124.6 119.5 109.5 115.2
## cvpred      115.9 147.4 142.1  98.7  97.3 137.4 139.1 125.2 118.8 110.2 115.9
## pm2.5       184.0 247.0 198.0 184.0 175.0 175.0 172.0 164.0 156.0 162.0 152.0
## CV residual  68.1  99.6  55.9  85.3  77.7  37.6  32.9  38.8  37.2  51.8  36.1
##              4338  4340 4342  4345  4351  4352   4355  4356  4358  4359  4363
## Predicted   110.6 116.9  132 138.2 151.8 149.8 156.08 116.2 111.5 111.5 109.6
## cvpred      111.2 117.4  132 138.6 151.9 148.7 154.87 115.2 110.5 110.5 108.5
## pm2.5       154.0 184.0  235 209.0 204.0 163.0 150.00 126.0 124.0 121.0  46.0
## CV residual  42.8  66.6  103  70.4  52.1  14.3  -4.87  10.8  13.5  10.5 -62.5
##              4364  4372 4374  4378  4379  4381  4383  4385  4390 4391  4397
## Predicted   103.3 115.6  120  89.8  97.3  63.9  44.8  31.9  99.9  110 153.6
## cvpred      102.3 114.2  119  89.7  96.6  63.6  44.5  31.6 100.4  109 152.3
## pm2.5        32.0  40.0   17  29.0  34.0  23.0  14.0  13.0  35.0   33  94.0
## CV residual -70.3 -74.2 -102 -60.7 -62.6 -40.6 -30.5 -18.6 -65.4  -76 -58.3
##              4402  4403  4405 4406  4411  4413  4416  4417   4424  4427  4428
## Predicted   114.7 97.57  74.0 64.1 52.84  78.0 110.0 120.4 120.53  64.0 118.3
## cvpred      115.3 97.08  73.8 65.2 53.81  78.6 110.6 120.9 119.78  63.6 117.7
## pm2.5        77.0 89.00 100.0 95.0 57.00  37.0  59.0  79.0 127.00 100.0  78.0
## CV residual -38.3 -8.08  26.2 29.8  3.19 -41.6 -51.6 -41.9   7.22  36.4 -39.7
##              4429  4433  4443  4450  4451  4453  4454  4460  4463  4465  4466
## Predicted   82.51 56.94 110.5  6.58 -4.37 -44.3 -49.0 -12.4  82.2  72.5  51.4
## cvpred      82.09 57.92 110.3  6.51 -4.37 -44.1 -48.8 -12.7  81.1  72.2  50.3
## pm2.5       77.00 66.00 122.0 31.00 15.00  13.0  11.0  21.0  32.0  62.0  34.0
## CV residual -5.09  8.08  11.7 24.49 19.37  57.1  59.8  33.7 -49.1 -10.2 -16.3
##              4467 4468  4469  4472  4477  4480  4487  4493  4495  4499  4500
## Predicted   28.97 33.1  45.6 21.35 -7.96 -19.0  96.1  84.2 109.9  95.6  89.3
## cvpred      28.19 32.3  44.7 20.99 -7.93 -17.7  96.8  83.4 109.2  96.4  90.2
## pm2.5       24.00 25.0  28.0 22.00  2.00   7.0  44.0  45.0  46.0  54.0  57.0
## CV residual -4.19 -7.3 -16.7  1.01  9.93  24.7 -52.8 -38.4 -63.2 -42.4 -33.2
##              4501 4502  4503  4504  4505  4506  4509  4510  4514  4528  4530
## Predicted    89.3   83 86.69 87.12 57.83  90.8 76.99 105.2 113.7 25.97 21.87
## cvpred       90.2   84 86.41 88.12 58.33  90.5 77.43 106.3 114.6 26.09 21.98
## pm2.5        59.0   69 79.00 79.00 61.00  65.0 79.00  80.0  55.0 21.00 23.00
## CV residual -31.2  -15 -7.41 -9.12  2.67 -25.5  1.57 -26.3 -59.6 -5.09  1.02
##              4533  4534  4536  4537  4541  4545   4548  4551  4555 4557  4559
## Predicted    49.9  81.4  94.8 107.4  81.9 101.1 88.538  93.7 137.7  146 152.8
## cvpred       51.1  82.5  96.0 108.4  81.5 102.2 89.776  94.8 138.2  147 153.2
## pm2.5        32.0  33.0  73.0  69.0  69.0  79.0 90.000 112.0  70.0   91  74.0
## CV residual -19.1 -49.5 -23.0 -39.4 -12.5 -23.2  0.224  17.2 -68.2  -56 -79.2
##              4565  4567  4568  4582  4583  4584  4586  4588  4589 4590  4591
## Predicted   154.4 155.0 155.0 142.4 148.1 144.0 144.0 151.9 145.6  150 148.1
## cvpred      154.7 155.3 155.3 142.9 148.5 144.4 144.4 152.1 145.9  150 148.5
## pm2.5        73.0 108.0 106.0  80.0  71.0  72.0  99.0 107.0 110.0  110 130.0
## CV residual -81.7 -47.3 -49.3 -62.9 -77.5 -72.4 -45.4 -45.1 -35.9  -40 -18.5
##               4597  4599  4601  4602  4605  4606  4609  4612 4614  4622 4623
## Predicted   145.92 118.3 116.1 146.5 141.3 139.6 146.2 119.4  152 138.0  113
## cvpred      146.42 118.1 116.1 145.6 141.7 140.2 146.5 119.3  151 138.7  113
## pm2.5       154.00 193.0 192.0 223.0 231.0 219.0 164.0  45.0   49 104.0  188
## CV residual   7.58  74.9  75.9  77.4  89.3  78.8  17.5 -74.3 -102 -34.7   75
##              4627 4628  4632   4634  4638  4645 4647  4649  4651 4656   4658
## Predicted   108.7  138 144.7 138.99 145.7 118.5 78.6  80.2  80.2  131 131.08
## cvpred      108.9  137 144.3 138.66 146.6 118.6 78.9  80.4  80.4  131 130.95
## pm2.5       181.0  211 173.0 148.00  62.0  84.0 99.0 107.0 114.0  112 139.00
## CV residual  72.1   74  28.7   9.34 -84.6 -34.6 20.1  26.6  33.6  -19   8.05
##               4660  4664   4667  4668   4673   4675  4682  4683  4690  4694
## Predicted   101.58  93.7 127.14 116.3 112.65 120.56 138.4 138.4 140.5 142.1
## cvpred      101.57  93.9 128.48 116.5 114.07 121.78 138.1 138.1 141.3 142.8
## pm2.5       111.00 118.0 134.00 143.0 105.00 118.00 176.0 152.0 208.0 193.0
## CV residual   9.43  24.1   5.52  26.5  -9.07  -3.78  37.9  13.9  66.7  50.2
##              4699  4701 4702  4705  4706  4707  4708 4713  4721  4722  4725
## Predicted   143.7 143.7  144 143.7 150.0 149.6 149.6  148 107.1 108.7 124.3
## cvpred      144.3 144.3  144 144.3 150.5 148.8 148.8  148 108.1 109.6 125.2
## pm2.5       220.0 235.0  286 213.0 196.0 185.0 199.0  259 188.0 169.0 139.0
## CV residual  75.7  90.7  142  68.7  45.5  36.2  50.2  111  79.9  59.4  13.8
##              4729  4731  4732  4738  4743  4747 4754  4756  4758  4760 4766
## Predicted   103.5 137.0 103.4 125.7 106.3 95.61  134 139.9 104.5 136.4  102
## cvpred      103.7 136.4 102.9 126.8 107.7 96.84  135 140.7 104.1 137.2  103
## pm2.5        50.0  55.0  47.0 196.0 177.0 91.00  245 203.0 164.0  98.0  140
## CV residual -53.7 -81.4 -55.9  69.2  69.3 -5.84  110  62.3  59.9 -39.2   37
##              4769  4771  4772  4774  4776  4779 4790  4792  4794  4798  4801
## Predicted    82.5 103.2 109.5 120.5 126.8 129.0  130 132.1  97.7 102.1 149.3
## cvpred       83.9 104.5 110.7 121.6 127.8 129.8  131 131.9  97.3 101.5 148.3
## pm2.5       113.0 177.0 165.0 142.0 141.0 188.0  286  75.0  76.0  63.0  63.0
## CV residual  29.1  72.5  54.3  20.4  13.2  58.2  155 -56.9 -21.3 -38.5 -85.3
##             4802 4804 4805 4806 4807  4808  4810  4813  4817  4819 4820 4822
## Predicted    107  107  107  107  107  99.0  81.8  56.6 105.1 117.7  118  133
## cvpred       106  106  106  106  106  98.3  81.2  56.5 106.1 118.5  119  134
## pm2.5         60   54   58   46   49  35.0  35.0  34.0  45.0  40.0   31   44
## CV residual  -46  -52  -48  -60  -57 -63.3 -46.2 -22.5 -61.1 -78.5  -88  -90
##              4826  4828  4832  4833   4834  4836  4837  4839  4840  4843  4847
## Predicted   144.3 144.3 100.2 127.5 81.299 102.3  98.1  87.7  93.4 106.0 127.5
## cvpred      144.9 144.9  99.9 127.2 81.325 102.4  99.4  89.1  94.8 107.1 127.2
## pm2.5        77.0 109.0  88.0  96.0 81.000  59.0  60.0  47.0  54.0  51.0  79.0
## CV residual -67.9 -35.9 -11.9 -31.2 -0.325 -43.4 -39.4 -42.1 -40.8 -56.1 -48.2
##              4848   4853  4858  4872  4875 4877 4880  4884  4885  4890  4893
## Predicted   132.6 138.86 122.0 126.0 134.5  107  132  94.7  90.5  77.6 105.2
## cvpred      133.6 139.79 122.1 127.3 135.6  108  132  95.2  92.2  79.3 106.7
## pm2.5        64.0 147.00 202.0 169.0 202.0  247  255 239.0 201.0 114.0 117.0
## CV residual -69.6   7.21  79.9  41.7  66.4  139  123 143.8 108.8  34.7  10.3
##              4897  4900   4904  4905  4909  4910 4913   4918  4920  4922  4924
## Predicted   109.9 127.1 123.32 114.8 81.49 80.93 70.2 100.36 117.0 124.9 120.8
## cvpred      111.4 128.5 124.88 116.6 83.59 83.02 72.2 102.18 118.7 126.4 122.3
## pm2.5        84.0 101.0 118.00 114.0 88.00 82.00 77.0  96.00 145.0 196.0 204.0
## CV residual -27.4 -27.5  -6.88  -2.6  4.41 -1.02  4.8  -6.18  26.3  69.6  81.7
##              4925 4929  4931  4935  4946  4951  4955 4958  4961  4964  4967
## Predicted   127.1  117 102.3  72.2 116.2 132.4  80.9  106  96.8 104.2 121.3
## cvpred      128.5  117 104.2  74.2 117.6 132.4  82.1  107  98.4 104.4 122.6
## pm2.5       201.0  228 199.0 106.0 159.0 225.0 251.0  234 240.0 202.0 195.0
## CV residual  72.5  111  94.8  31.8  41.4  92.6 168.9  127 141.6  97.6  72.4
##              4971  4979  4980    4996  4998  4999  5003  5006  5007  5010  5012
## Predicted   131.4 116.1  99.4 145.848 144.2 144.2 124.8  94.2  83.7  93.3 114.6
## cvpred      132.4 117.4 100.9 146.202 144.7 144.7 125.5  93.8  84.7  93.9 115.1
## pm2.5       196.0 201.0 199.0 147.000 185.0 189.0 180.0 177.0 165.0 183.0 184.0
## CV residual  63.6  83.6  98.1   0.798  40.3  44.3  54.5  83.2  80.3  89.1  68.9
##              5018   5020   5022  5026 5027  5029  5032  5035 5036 5037  5043
## Predicted   139.2 145.49 151.78 130.9  131 124.4 123.9  99.2  133  145 144.4
## cvpred      139.3 145.48 151.68 129.9  131 124.8 124.2  99.1  134  145 144.5
## pm2.5       151.0 151.00 142.00 169.0  171 215.0 197.0 278.0  257  277 224.0
## CV residual  11.7   5.52  -9.68  39.1   40  90.2  72.8 178.9  123  132  79.5
##              5044  5047  5048 5053 5057  5064  5066  5067  5078  5079  5080
## Predicted   144.4 118.2 147.5  114  134 109.1 145.9 106.0  86.7  74.4  64.1
## cvpred      144.5 117.9 147.7  114  134 109.1 144.9 105.2  86.9  74.6  64.3
## pm2.5       210.0 179.0 190.0  219  280 155.0 201.0 197.0  22.0  22.0  20.0
## CV residual  65.5  61.1  42.3  105  146  45.9  56.1  91.8 -64.9 -52.6 -44.3
##              5084  5086  5087  5088  5089  5093  5099  5100  5103  5105  5106
## Predicted    57.5  97.6 118.9 127.1 135.8 142.1 61.94  89.2  56.3  57.9  57.9
## cvpred       57.8  97.3 119.6 127.8 136.6 142.8 62.37  89.7  57.9  59.4  59.4
## pm2.5        13.0  13.0  30.0  34.0  44.0  46.0 66.00  45.0  27.0  26.0  22.0
## CV residual -44.8 -84.3 -89.6 -93.8 -92.6 -96.8  3.63 -44.7 -30.9 -33.4 -37.4
##              5110  5112  5113  5117  5119  5120   5122  5130  5131  5133 5134
## Predicted   110.4 119.2 125.5 102.5 125.1 125.1 106.76  66.9  69.1  96.2  111
## cvpred      111.5 120.3 126.5 102.9 124.8 124.8 106.81  68.1  70.2  97.0  112
## pm2.5        37.0  70.0  85.0  38.0  91.0  90.0 114.00  29.0  38.0  48.0   50
## CV residual -74.5 -50.3 -41.5 -64.9 -33.8 -34.8   7.19 -39.1 -32.2 -49.0  -62
##              5136  5143  5146  5150  5155  5156  5157  5160  5161  5164  5166
## Predicted   119.1 113.9 128.5 111.1 121.0 121.0 125.2 131.5 102.6 110.5 113.0
## cvpred      119.7 113.5 127.7 111.8 121.5 121.5 124.5 130.7 102.6 110.3 112.9
## pm2.5        64.0 154.0 179.0 144.0 195.0 176.0 171.0 198.0 198.0 202.0 203.0
## CV residual -55.7  40.5  51.3  32.2  73.5  54.5  46.5  67.3  95.4  91.7  90.1
##               5168  5170  5172  5174  5176  5178  5185  5190  5192  5197   5203
## Predicted   148.17 111.4  92.5 111.3 111.3 102.6 107.9 103.1  93.6  9.98  0.157
## cvpred      147.16 111.4  92.1 110.6 110.6 101.9 107.8 102.4  93.2 10.40  0.674
## pm2.5       155.00 170.0 202.0  86.0  35.0  41.0  45.0  35.0  28.0 13.00 20.000
## CV residual   7.84  58.6 109.9 -24.6 -75.6 -60.9 -62.8 -67.4 -65.2  2.60 19.326
##             5204  5205  5208  5209  5210  5212  5214  5217  5219  5220  5221
## Predicted   4.82 15.78  25.1  35.5  41.8  83.9  99.0  53.3  35.1  24.7  49.3
## cvpred      5.36 16.24  25.6  35.9  42.1  83.9  98.9  54.0  36.7  26.4  51.5
## pm2.5       9.00 18.00  11.0  11.0  12.0  15.0  14.0  21.0  16.0  12.0  10.0
## CV residual 3.64  1.76 -14.6 -24.9 -30.1 -68.9 -84.9 -33.0 -20.7 -14.4 -41.5
##              5222  5225 5229  5230  5234  5235   5246  5247  5248   5249  5250
## Predicted    53.4  40.0  102 102.9 119.1 120.8 102.26  97.6 109.6 105.50 109.3
## cvpred       55.6  42.1  104 104.6 119.3 120.9 103.76  99.1 110.9 106.79 110.4
## pm2.5        11.0  16.0   27  46.0  65.0  78.0 107.00 119.0 108.0 101.00  91.0
## CV residual -44.6 -26.1  -77 -58.6 -54.3 -42.9   3.24  19.9  -2.9  -5.79 -19.4
##             5256  5259  5262  5263  5273   5275   5277  5279  5282 5283  5284
## Predicted    135 108.4 149.9 149.9  94.2 117.16 134.40 136.9 137.0  116 146.5
## cvpred       134 107.7 148.9 148.9  95.2 117.88 134.96 137.6 136.4  115 145.6
## pm2.5         38  44.0  62.0  63.0 119.0 115.00 141.00 187.0 221.0  218 231.0
## CV residual  -96 -63.7 -86.9 -85.9  23.8  -2.88   6.04  49.4  84.6  103  85.4
##             5307  5310  5312  5328  5329   5331   5332  5337  5339  5343  5344
## Predicted    137  81.3 67.36 133.6 137.9 139.92 146.21 139.9 133.6 131.2 126.5
## cvpred       137  80.9 67.04 134.5 137.5 140.73 146.92 140.7 134.5 131.9 127.3
## pm2.5        263 145.0 65.00 183.0 182.0 132.00 141.00  94.0 166.0 117.0  97.0
## CV residual  126  64.1 -2.04  48.5  44.5  -8.73  -5.92 -46.7  31.5 -14.9 -30.3
##              5347  5348  5351 5355  5358 5363   5365  5367  5369   5370  5372
## Predicted   128.7 135.0 137.2  157 157.6 74.9 105.77  90.7 98.50 100.68 126.1
## cvpred      129.3 135.5 137.6  156 157.7 74.5 105.29  90.3 99.14 101.23 126.5
## pm2.5        61.0  66.0  81.0   74  94.0 96.0 113.00 115.0 94.00  99.00  53.0
## CV residual -68.3 -69.5 -56.6  -82 -63.7 21.5   7.71  24.7 -5.14  -2.23 -73.5
##              5374 5377 5378  5381  5384 5473  5474 5478  5480  5483  5486  5488
## Predicted   135.5  140  140 147.5 116.6  110 126.6  135 128.6 101.7  61.8  59.3
## cvpred      135.9  140  140 147.7 116.4  111 127.5  134 128.4 103.2  63.5  60.9
## pm2.5        83.0  100   84  75.0  96.0   76  81.0  158 182.0 194.0 121.0 122.0
## CV residual -52.9  -40  -56 -72.7 -20.4  -35 -46.5   24  53.6  90.8  57.5  61.1
##              5490  5491  5493  5497 5504 5506 5507  5517   5520   5521   5528
## Predicted    67.2  77.6  97.3 130.9  133  119  119 137.7  98.05  98.05  95.86
## cvpred       68.6  78.9  98.6 132.1  135  121  121 137.7  98.04  98.04  95.95
## pm2.5       123.0 127.0 144.0 199.0  337  311  291 173.0 103.00 104.00 102.00
## CV residual  54.4  48.1  45.4  66.9  202  190  170  35.3   4.96   5.96   6.05
##              5529  5532 5533   5536   5541  5543  5548 5555  5556  5568  5569
## Predicted   98.34  75.4 62.8 113.50 125.64 130.7  88.8   62  89.3 133.2 125.0
## cvpred      98.55  75.9 63.5 115.15 125.84 132.2  89.3   63  90.3 134.8 126.6
## pm2.5       93.00 100.0 78.0 123.00 134.00 154.0 164.0   79  65.0  64.0  45.0
## CV residual -5.55  24.1 14.5   7.85   8.16  21.8  74.7   16 -25.3 -70.8 -81.6
##              5571  5572  5573  5574  5580  5582  5583  5587  5588  5589  5593
## Predicted   132.9 132.9 134.1 140.4  96.4 100.2 102.4 100.2 102.4 100.8 108.3
## cvpred      134.3 134.3 134.1 140.3  96.5 100.1 102.2 100.1 102.2 100.7 108.8
## pm2.5        60.0  39.0  47.0  45.0  46.0  38.0  34.0  12.0  26.0  46.0   9.0
## CV residual -74.3 -95.3 -87.1 -95.3 -50.5 -62.1 -68.2 -88.1 -76.2 -54.7 -99.8
##              5594  5598  5599  5602  5603  5608  5614  5615  5617  5618  5623
## Predicted    97.3 105.2 103.6  85.6  64.2  78.5 125.3 125.3 135.8 137.4  99.7
## cvpred       97.2 104.9 103.4  86.6  64.7  80.2 126.7 126.7 135.8 137.4  99.8
## pm2.5         9.0  15.0  23.0  32.0  30.0  21.0  44.0  48.0  49.0  61.0  83.0
## CV residual -88.2 -89.9 -80.4 -54.6 -34.7 -59.2 -82.7 -78.7 -86.8 -76.4 -16.8
##              5624  5626  5629  5633  5634  5638  5642  5646  5651  5654  5659
## Predicted    95.9  83.4  93.4 88.62  99.0 125.0 133.5 135.1 112.4 101.5 101.8
## cvpred       96.2  83.8  94.0 90.43 100.7 126.6 134.9 136.4 114.2 103.3 103.4
## pm2.5        82.0  61.0  70.0 84.00  76.0 149.0 166.0 211.0 169.0 186.0  60.0
## CV residual -14.2 -22.8 -24.0 -6.43 -24.7  22.4  31.1  74.6  54.8  82.7 -43.4
##              5662  5663  5664  5667 5669 5673  5677 5680  5683  5685   5686
## Predicted   113.3 125.4 132.1 138.4  140 83.4  91.8 75.0  95.5 122.7 127.34
## cvpred      114.9 125.5 133.4 139.6  140 83.8  92.5 77.1  97.2 122.9 127.57
## pm2.5        47.0  45.0  39.0  73.0   69 97.0  77.0 97.0  70.0  90.0 132.00
## CV residual -67.9 -80.5 -94.4 -66.6  -71 13.2 -15.5 19.9 -27.2 -32.9   4.43
##              5688  5691  5694  5696  5702  5704  5705  5706  5712  5713  5716
## Predicted   130.0  95.9  94.0 85.54  68.3 32.83  63.6  82.3  60.1  66.4  74.3
## cvpred      131.4  96.2  94.1 85.86  69.2 34.41  64.5  84.2  60.6  66.8  74.5
## pm2.5       115.0 133.0  62.0 81.00  31.0 27.00  33.0  35.0  25.0  33.0  33.0
## CV residual -16.4  36.8 -32.1 -4.86 -38.2 -7.41 -31.5 -49.2 -35.6 -33.8 -41.5
##              5717  5721  5724  5725  5726  5729  5731 5735  5741  5743  5744
## Predicted    97.3  80.9 45.98 37.21  41.3  65.2  82.3 50.8 104.6 106.8  90.4
## cvpred       97.2  81.2 47.38 38.59  42.7  65.6  83.8 51.2 104.3 106.4  90.4
## pm2.5        43.0  64.0 46.00 35.00  26.0  17.0  30.0 54.0  69.0  51.0  33.0
## CV residual -54.2 -17.2 -1.38 -3.59 -16.7 -48.6 -53.8  2.8 -35.3 -55.4 -57.4
##              5747  5748  5749  5758  5759  5765  5768  5770   5771  5778  5779
## Predicted    52.7  48.0 32.96 125.5 123.3 141.6 103.5  78.3 107.69  79.2  85.5
## cvpred       53.2  48.5 33.54 126.5 124.4 142.5 103.2  78.4 108.87  80.4  86.6
## pm2.5        37.0  20.0 24.00  49.0  65.0 157.0 195.0 121.0 102.00  54.0  62.0
## CV residual -16.2 -28.5 -9.54 -77.5 -59.4  14.5  91.8  42.6  -6.87 -26.4 -24.6
##              5782  5784   5786   5790  5792  5794  5797  5807  5808  5809  5810
## Predicted   121.9 111.5 140.33 107.30 143.4  83.1  84.3 122.2 122.2  78.3 139.0
## cvpred      122.8 111.6 139.66 106.75 142.8  83.8  84.5 123.3 123.3  78.4 138.7
## pm2.5        93.0  95.0 145.00 114.00 111.0  67.0  54.0 176.0 165.0 116.0  73.0
## CV residual -29.8 -16.6   5.34   7.25 -31.8 -16.8 -30.5  52.7  41.7  37.6 -65.7
##             5817  5818  5819  5827  5828  5831  5835  5836  5839  5841  5848
## Predicted    133 117.0 115.4 85.55  96.5 102.8  96.4 139.2 136.9  93.2  59.3
## cvpred       133 118.2 116.7 86.37  97.2 103.4  96.5 140.5 136.8  93.5  59.9
## pm2.5        105  93.0  81.0 95.00  85.0 115.0 108.0 116.0  82.0  78.0  44.0
## CV residual  -28 -25.2 -35.7  8.63 -12.2  11.6  11.5 -24.5 -54.8 -15.5 -15.9
##              5852  5856  5858  5860  5865  5869  5871  5872  5873  5874   5875
## Predicted    78.1 129.5 131.1  91.3  75.4  50.3  84.9 80.84  85.4  95.8 102.05
## cvpred       78.5 129.7 131.2  91.5  76.1  51.3  85.7 81.59  87.4  97.7 103.91
## pm2.5        59.0  81.0  81.0 105.0  46.0  39.0  46.0 77.00 104.0  80.0 112.00
## CV residual -19.5 -48.7 -50.2  13.5 -30.1 -12.3 -39.7 -4.59  16.6 -17.7   8.09
##              5880  5886  5888  5891  5894  5895  5898  5899 5900  5904  5906
## Predicted    91.6 133.1 91.55  83.4  67.7  82.9 103.0 84.49  130 133.2 139.5
## cvpred       92.0 133.2 91.99  83.8  68.2  83.9 103.2 85.43  130 134.4 140.6
## pm2.5       249.0 101.0 97.00  56.0  51.0  46.0  79.0 90.00  103 157.0 159.0
## CV residual 157.0 -32.2  5.01 -27.8 -17.2 -37.9 -24.2  4.57  -27  22.6  18.4
##              5907  5909  5913  5914  5917  5921  5925   5927   5928  5929  5932
## Predicted   118.1 141.7 82.50  68.3  90.9 84.23 118.2 128.11 134.40 132.6 115.9
## cvpred      118.5 142.7 82.69  68.8  91.4 85.81 119.4 127.99 134.19 133.8 116.4
## pm2.5        82.0 105.0 81.00  58.0  81.0 78.00  93.0 135.00 125.00 112.0  91.0
## CV residual -36.5 -37.7 -1.69 -10.8 -10.4 -7.81 -26.4   7.01  -9.19 -21.8 -25.4
##              5937  5941  5942  5943  5947   5950  5957  5966   5970  5971  5972
## Predicted   130.6 106.5  96.5  95.5 107.7 117.02 121.4  81.0  95.40 112.1 120.6
## cvpred      130.6 106.7  98.1  95.9 108.9 118.24 121.5  81.4  96.99 113.5 121.8
## pm2.5       185.0 125.0 131.0 123.0  95.0 128.00 152.0 103.0 104.00 128.0 182.0
## CV residual  54.4  18.3  32.9  27.1 -13.9   9.76  30.5  21.6   7.01  14.5  60.2
##              5975  5982  5983  5985  5986  5988  5990  5991  5996 6003   6009
## Predicted    98.4 127.8 134.6 130.3 118.3  58.8 46.54  50.4 121.2  140  99.62
## cvpred       99.3 127.9 135.8 130.5 118.7  60.3 47.96  51.6 122.6  140 100.63
## pm2.5       216.0 161.0 203.0 226.0 197.0 148.0 52.00  38.0  70.0   61  96.00
## CV residual 116.7  33.1  67.2  95.5  78.3  87.7  4.04 -13.6 -52.6  -79  -4.63
##              6012 6016  6019  6021 6025   6026  6041  6044   6046 6056 6058
## Predicted   70.38 64.6  87.6 112.6  136 135.96  93.8 123.0 133.98  121 39.8
## cvpred      72.19 66.4  89.1 112.6  137 137.05  95.0 123.9 134.81  121 39.9
## pm2.5       63.00 97.0 102.0 123.0  115 140.00 121.0 152.0 144.00   73 57.0
## CV residual -9.19 30.6  12.9  10.4  -22   2.95  26.0  28.1   9.19  -48 17.1
##             6059  6061  6069  6071  6072  6073  6075  6076  6097  6099   6104
## Predicted   24.7  9.69  86.9  80.5  81.1  81.1  93.6  99.9 109.1  98.0 102.99
## cvpred      24.9  9.90  86.9  80.0  80.6  80.6  93.0  99.2 109.2  97.6 102.79
## pm2.5       45.0 62.00 111.0 181.0 212.0 174.0 133.0  50.0  72.0 240.0  96.00
## CV residual 20.1 52.10  24.1 101.0 131.4  93.4  40.0 -49.2 -37.2 142.4  -6.79
##              6106  6107 6109 6112  6115 6118   6121  6123 6124 6125  6129  6131
## Predicted    64.0  51.4 52.6 43.7  87.5  107 138.21 136.6  103  103  76.2  90.9
## cvpred       64.9  52.5 53.2 45.5  88.8  108 137.79 136.3  103  103  76.5  91.4
## pm2.5       110.0 107.0 71.0 87.0 123.0  120 142.00 218.0  261  269 114.0 134.0
## CV residual  45.1  54.5 17.8 41.5  34.2   12   4.21  81.7  158  166  37.5  42.6
##              6132  6135  6137  6141  6143 6150  6152  6153  6155  6159  6161
## Predicted    68.0  52.4  54.4  90.5 122.3  104  93.5  78.7  41.5  47.1  45.2
## cvpred       68.7  53.1  56.3  92.0 123.5  103  93.6  79.1  42.5  49.2  47.2
## pm2.5       131.0 159.0 150.0 139.0 167.0  206 166.0 175.0 179.0 153.0 165.0
## CV residual  62.3 105.9  93.7  47.0  43.5  103  72.4  95.9 136.5 103.8 117.8
##              6163 6166  6167 6170 6172 6173 6179 6180  6182  6184 6189 6191
## Predicted    76.3  121 126.9  137  106  106  110  105  85.6  87.2  119  119
## cvpred       78.1  122 128.2  137  106  106  112  107  87.3  88.8  120  120
## pm2.5       152.0  225 227.0  358  411  374  455  440 215.0 236.0  281  293
## CV residual  73.9  103  98.8  221  305  268  343  333 127.7 147.2  161  173
##              6201 6203 6205 6210   6216  6220  6221  6223  6227  6228 6229 6231
## Predicted   129.9  124  120  125 140.27 148.7 155.0 124.1 120.9 123.1  123  125
## cvpred      131.1  126  121  126 141.01 149.3 155.5 124.2 121.2 123.3  123  125
## pm2.5       219.0  238  225  262 136.00  71.0  89.0  70.0  26.0  43.0   21   24
## CV residual  87.9  112  104  136  -5.01 -78.3 -66.5 -54.2 -95.2 -80.3 -102 -101
##             6234 6239 6246 6247 6248 6250 6256 6257 6259  6260 6264 6265  6268
## Predicted    149  124  128  128  126  120  130  128  136 140.5  143  145 152.9
## cvpred       150  124  128  128  126  120  131  129  137 140.1  144  146 153.6
## pm2.5         26    6   14   12    5    5    6   27   35  48.0   24   34  55.0
## CV residual -124 -118 -114 -116 -121 -115 -125 -102 -102 -92.1 -120 -112 -98.6
##              6270  6274 6291  6293   6305  6306  6307  6311  6313 6316  6550
## Predicted   112.6  89.9  153 148.9 109.92 112.1 110.5 121.4 119.8  124 141.9
## cvpred      112.2  90.0  154 148.2 110.28 112.4 110.9 121.7 120.2  124 141.8
## pm2.5        55.0  73.0   82 129.0 101.00  57.0  48.0  56.0  28.0    1 209.0
## CV residual -57.2 -17.0  -72 -19.2  -9.28 -55.4 -62.9 -65.7 -92.2 -123  67.2
##             6552 6553  6559 6564 6565  6567 6569 6573  6578  6580  6583  6588
## Predicted    119  128 124.3  109  109 101.8  107  124 119.8 150.3 110.4  60.1
## cvpred       120  128 124.6  109  110 103.6  108  126 120.2 149.8 110.1  60.1
## pm2.5        222  231 156.0  266  225 203.0  234  237  74.0  80.0  47.0   9.0
## CV residual  102  103  31.4  157  115  99.4  126  111 -46.2 -69.8 -63.1 -51.1
##              6592  6593  6597  6599  6601  6604  6609  6610  6611 6617  6623
## Predicted    55.7  62.0  80.1  96.8  94.8  80.4  47.6  31.5  31.5 3.26  54.7
## cvpred       55.5  61.7  79.9  96.4  94.3  79.9  47.5  31.6  31.6 3.62  54.8
## pm2.5         7.0   3.0  10.0  16.0  12.0  12.0  10.0  12.0  13.0 6.00   8.0
## CV residual -48.5 -58.7 -69.9 -80.4 -82.3 -67.9 -37.5 -19.6 -18.6 2.38 -46.8
##              6634  6635  6643 6645 6648  6653  6656  6659  6662  6667 6674
## Predicted    64.4  76.6  95.2  144  146 120.3 120.3  67.8  70.7 120.6  157
## cvpred       65.4  77.0  96.5  144  147 119.6 119.6  68.0  70.9 121.5  156
## pm2.5        14.0  19.0  25.0   38   42  57.0  52.0  38.0  43.0  80.0  260
## CV residual -51.4 -58.0 -71.5 -106 -105 -62.6 -67.6 -30.0 -27.9 -41.5  104
##              6675  6680  6685  6686  6687 6694 6695 6696 6700 6701 6702 6703
## Predicted   134.3 125.5  99.7  97.9  93.3  153  128  128  128  163  155  133
## cvpred      134.2 124.7  99.7  99.4  94.7  154  128  128  128  162  155  133
## pm2.5       217.0 144.0 243.0 217.0 256.0  503  534  506  449  418  405  374
## CV residual  82.8  19.3 143.3 117.6 161.3  349  406  378  321  256  250  241
##             6705 6709 6714 6716 6724 6729 6734  6736 6738 6739  6740 6742 6745
## Predicted    149  107  107  141  160  127  107  89.7  109  131 143.7  156  157
## cvpred       149  108  109  141  159  128  109  91.1  110  131 143.1  156  157
## pm2.5        384  369  279  287  436  332  406 310.0  253  263 223.0  470  290
## CV residual  235  261  170  146  277  204  297 218.9  143  132  79.9  314  133
##             6747 6748 6750 6754 6755 6757 6762 6771 6772 6774 6775 6781 6784
## Predicted    161  166  162  154  141  128  135  122  134  139  168  143  144
## cvpred       161  165  161  153  141  128  136  121  134  139  169  144  143
## pm2.5        287  283  337  335  324  323  412  416  417  380  376  428  391
## CV residual  126  118  176  182  183  195  276  295  283  241  207  284  248
##             6785 6786 6787 6789  6792  6794  6799  6803  6807  6808  6812  6813
## Predicted    155  153  130  153 110.1 117.0 107.4  82.1  55.1  55.1  60.2  82.2
## cvpred       154  154  130  152 109.6 116.4 106.7  82.8  56.0  56.0  60.6  83.0
## pm2.5        393  415  395  414  74.0  17.0   8.0   7.0   7.0   7.0  17.0   9.0
## CV residual  239  261  265  262 -35.6 -99.4 -98.7 -75.8 -49.0 -49.0 -43.6 -74.0
##              6814 6822  6827  6829  6830  6833  6834   6843  6844 6853  6854
## Predicted    86.9  160  61.6  82.1  81.2  81.1  99.4 157.49 163.8 53.9  87.3
## cvpred       87.7  160  62.2  82.7  81.6  82.8 100.8 156.88 163.1 54.1  88.8
## pm2.5        11.0   51  29.0  22.0  24.0  40.0  32.0 163.00 143.0 67.0  70.0
## CV residual -76.7 -109 -33.2 -60.7 -57.6 -42.8 -68.8   6.12 -20.1 12.9 -18.8
##              6855   6860  6866  6870  6876  6877  6878  6880  6892  6894  6895
## Predicted   82.67 140.18  94.1  70.6  6.37 12.09 11.53 14.78  60.2  78.5  68.1
## cvpred      84.07 139.58  93.9  70.4  7.00 12.63 12.05 15.07  60.1  78.1  67.8
## pm2.5       91.00 148.00  17.0   5.0 11.00 16.00 18.00 17.00  18.0  38.0  18.0
## CV residual  6.93   8.42 -76.9 -65.4  4.00  3.37  5.95  1.93 -42.1 -40.1 -49.8
##              6897  6898  6901  6904  6905  6906  6907  6911  6912  6914   6915
## Predicted    51.5  49.3  58.9  67.3  68.9  79.3  85.6 115.0 121.3 165.9 130.67
## cvpred       51.3  49.2  60.1  68.1  69.6  80.0  86.1 113.9 120.1 164.5 129.51
## pm2.5        37.0  19.0  23.0  31.0  46.0  67.0  73.0  77.0  71.0 125.0 133.00
## CV residual -14.3 -30.2 -37.1 -37.1 -23.6 -13.0 -13.1 -36.9 -49.1 -39.5   3.49
##              6917  6918  6921  6923  6928  6929  6931 6933  6935  6936  6937
## Predicted   132.9 126.6  94.4 101.6  98.9  98.9 116.1  120 115.1 111.0 105.3
## cvpred      131.6 125.4  94.0 102.9 100.2 100.2 117.3  121 116.6 112.5 106.8
## pm2.5       143.0 123.0  37.0  63.0  46.0  45.0  49.0   49  32.0  32.0  23.0
## CV residual  11.4  -2.4 -57.0 -39.9 -54.2 -55.2 -68.3  -72 -84.6 -80.5 -83.8
##              6938  6941  6943  6946  6947  6949  6951  6953  6958  6963  6965
## Predicted   105.8  97.9  92.2  97.2  97.2  86.8  94.1  94.1 114.7 120.5 124.6
## cvpred      107.4  99.3  93.6  98.8  98.8  88.5  95.7  95.7 115.1 120.7 124.8
## pm2.5        31.0  20.0  34.0  41.0  39.0  40.0  47.0  51.0  73.0  92.0  90.0
## CV residual -76.4 -79.3 -59.6 -57.8 -59.8 -48.5 -48.7 -44.7 -42.1 -28.7 -34.8
##              6966  6968  6970  6971  6972  6979 6989  6999  7002 7004  7005
## Predicted   124.6 120.5 115.2 124.6  90.4 118.5  153 129.5 127.8  108 137.0
## cvpred      124.8 120.7 116.8 124.8  90.7 118.5  154 129.8 128.3  109 138.8
## pm2.5        80.0  83.0  69.0  64.0  66.0  50.0   52  93.0  84.0   89  88.0
## CV residual -44.8 -37.7 -47.8 -60.8 -24.7 -68.5 -102 -36.8 -44.3  -20 -50.8
##              7006  7007  7008  7009  7010  7011  7017  7018  7019  7031  7032
## Predicted   137.6 137.6 133.5 135.1 138.8 145.1 110.5 137.2 104.2 142.0 142.0
## cvpred      139.3 139.3 135.2 136.8 139.2 145.4 111.6 137.6 105.5 142.2 142.2
## pm2.5        82.0  92.0  91.0  83.0  80.0  82.0  84.0  75.0  82.0  86.0  84.0
## CV residual -57.3 -47.3 -44.2 -53.8 -59.2 -63.4 -27.6 -62.6 -23.5 -56.2 -58.2
##              7033  7034  7036  7038  7039  7051  7055  7057  7058  7061  7064
## Predicted   147.8 118.9 109.5 122.1 151.0 137.4 116.9 116.9 116.9 107.5 112.2
## cvpred      147.8 119.7 109.6 122.7 150.8 138.5 117.5 117.5 117.5 107.4 112.1
## pm2.5        88.0  92.0  98.0 102.0  95.0  96.0 179.0 184.0 176.0 143.0 145.0
## CV residual -59.8 -27.7 -11.6 -20.7 -55.8 -42.5  61.5  66.5  58.5  35.6  32.9
##              7065  7071  7072  7079  7082 7083  7084  7086  7088  7089 7090
## Predicted   116.9 111.7 140.5 103.7 105.3  145 153.1 106.9 117.3 149.3  120
## cvpred      117.5 112.2 140.3 103.8 105.3  145 152.7 106.8 117.1 149.1  121
## pm2.5       146.0 162.0 182.0 174.0 164.0  158 158.0 160.0 167.0 173.0  179
## CV residual  28.5  49.8  41.7  70.2  58.7   13   5.3  53.2  49.9  23.9   58
##              7092 7094 7095 7100  7112 7120  7124  7125  7126  7129  7130  7133
## Predicted   104.8  131  133  148 125.6  111  86.9  91.5  93.7  71.9  94.9  47.3
## cvpred      104.7  131  133  148 126.1  112  87.2  91.9  94.0  72.4  95.1  47.8
## pm2.5       194.0  252  257  273 212.0    9  17.0  11.0  12.0  12.0  10.0   6.0
## CV residual  89.3  121  124  125  85.9 -103 -70.2 -80.9 -82.0 -60.4 -85.1 -41.8
##              7145  7152  7153  7154  7159  7160  7167  7169  7171  7175 7177
## Predicted   10.33  54.9  59.5  37.4  63.1  81.7  42.7  46.5  88.0 123.2  143
## cvpred      11.03  56.5  61.2  39.1  64.2  82.7  43.9  47.5  89.9 124.9  145
## pm2.5        6.00  11.0   8.0   9.0   4.0   5.0   9.0  11.0  19.0  29.0   41
## CV residual -5.03 -45.5 -53.2 -30.1 -60.2 -77.7 -34.9 -36.5 -70.9 -95.9 -104
##             7178 7180  7181 7184  7189  7196 7198   7200  7202 7211  7217  7218
## Predicted    153  153 125.9  154  86.3 141.5  110 154.67 114.8 56.6  59.4  69.7
## cvpred       153  153 126.5  154  86.8 141.4  110 154.35 114.7 57.4  61.4  71.7
## pm2.5         42   68  80.0   88  71.0 101.0  124 164.00 189.0 83.0  38.0  59.0
## CV residual -111  -85 -46.5  -66 -15.8 -40.4   14   9.65  74.3 25.6 -23.4 -12.7
##              7219  7220  7221  7224  7226  7231  7233  7234 7236  7237   7239
## Predicted    82.3  87.0  87.0 137.1 109.8 154.1 95.64  76.8 24.6  5.40 -1.746
## cvpred       84.1  88.8  88.8 137.2 109.9 153.8 96.01  77.4 25.8  6.72 -0.557
## pm2.5        34.0  48.0  48.0  50.0  67.0  72.0 93.00  66.0 60.0 40.00 21.000
## CV residual -50.1 -40.8 -40.8 -87.2 -42.9 -81.8 -3.01 -11.4 34.2 33.28 21.557
##               7241  7243  7244  7247  7250  7256  7257  7259 7260  7261 7263
## Predicted   -0.123  57.4  67.8  82.2 109.8 114.2  89.4 37.13 18.0  7.02 19.5
## cvpred       0.955  59.4  69.7  82.5 109.9 114.1  89.8 38.22 19.1  8.24 20.6
## pm2.5       20.000  31.0  31.0  44.0  69.0  48.0  45.0 34.00 39.0 38.00 12.0
## CV residual 19.045 -28.4 -38.7 -38.5 -40.9 -66.1 -44.8 -4.22 19.9 29.76 -8.6
##               7269    7273  7275  7276  7281 7283 7287  7296  7297  7300  7304
## Predicted   105.28 100.509 102.7 112.8  94.2 42.0 11.3 103.8 105.9 106.5  91.3
## cvpred      106.84 100.543 102.6 112.4  94.3 42.8 12.2 103.6 105.7 106.2  91.4
## pm2.5       101.00 101.000 129.0 123.0  47.0 53.0 42.0  92.0  84.0  64.0  60.0
## CV residual  -5.84   0.457  26.4  10.6 -47.3 10.2 29.8 -11.6 -21.7 -42.2 -31.4
##              7361  7369  7370  7371  7373  7376  7380  7382  7383  7384  7388
## Predicted    54.6 111.4 121.8 116.0 113.6  95.3 39.31  46.3 48.31 52.41 109.3
## cvpred       56.1 110.8 121.1 115.5 112.9  94.8 40.37  46.7 49.91 54.01 110.3
## pm2.5        42.0 127.0  94.0  86.0  95.0  56.0 39.00  34.0 43.00 52.00  53.0
## CV residual -14.1  16.2 -27.1 -29.5 -17.9 -38.8 -1.37 -12.7 -6.91 -2.01 -57.3
##             7390  7397  7398  7401  7403  7406 7408  7410  7411  7412 7414 7417
## Predicted    112 119.3 119.3  92.5  65.2 55.95 52.9 75.87 125.9 143.2  143  124
## cvpred       112 118.5 118.5  92.2  65.3 57.55 54.4 77.07 126.6 143.7  142  123
## pm2.5         91  70.0  95.0  52.0  53.0 52.00 83.0 86.00  95.0 129.0  172  238
## CV residual  -21 -48.5 -23.5 -40.2 -12.3 -5.55 28.6  8.93 -31.6 -14.7   30  115
##              7418  7424   7426 7429 7431  7432 7435 7436 7440 7441  7447  7451
## Predicted   170.1 180.2 113.22  108  103  97.1  156  160  128  131 118.1  48.1
## cvpred      168.8 178.6 112.58  108  104  98.0  156  159  127  130 117.1  47.6
## pm2.5       227.0 124.0 122.00  272  314 307.0  366  381  481  466  20.0  13.0
## CV residual  58.2 -54.6   9.42  164  210 209.0  210  222  354  336 -97.1 -34.6
##              7460  7466  7467  7468  7469  7473  7478  7480  7482  7487 7491
## Predicted    47.1  76.4  63.8  63.8  70.1  81.6  17.4 13.28  21.8  70.8  117
## cvpred       46.9  75.8  63.4  63.4  69.6  81.5  17.7 13.55  21.8  71.1  117
## pm2.5        10.0  15.0  14.0  13.0  12.0   7.0   6.0  8.00  10.0  23.0   16
## CV residual -36.9 -60.8 -49.4 -50.4 -57.6 -74.5 -11.7 -5.55 -11.8 -48.1 -101
##             7493 7498 7499 7501  7504  7505   7511  7512   7514  7515 7521
## Predicted    134  135  131  114 101.4 101.4 144.80 131.3 133.77 129.7  135
## cvpred       133  135  132  114 100.4 100.4 144.05 129.9 132.45 128.3  134
## pm2.5         12   25   31   75  62.0  57.0 146.00 140.0 142.00 143.0   89
## CV residual -121 -110 -101  -39 -38.4 -43.4   1.95  10.1   9.55  14.7  -45
##              7525   7526 7531 7532  7535 7536    7540  7543  7548  7551 7561
## Predicted   111.5 110.97  154  163 134.5  128 154.502 166.1  91.2  91.2  128
## cvpred      110.6 110.02  154  161 132.7  126 153.803 163.9  89.7  89.7  126
## pm2.5        97.0 116.00  142  184 201.0  227 154.000 177.0  16.0  16.0    8
## CV residual -13.6   5.98  -12   23  68.3  101   0.197  13.1 -73.7 -73.7 -118
##             7562 7563  7570  7571  7572  7573  7575  7576  7579  7582 7584
## Predicted    128  128 132.1 132.1 132.1 132.1 132.1 132.1  33.5  33.5 33.5
## cvpred       126  126 130.3 130.3 130.3 130.3 130.3 130.3  33.1  33.1 33.1
## pm2.5         11   10  35.0  48.0  81.0  92.0  77.0  88.0 114.0 121.0 85.0
## CV residual -115 -116 -95.3 -82.3 -49.3 -38.3 -53.3 -42.3  80.9  87.9 51.9
##              7585  7588  7591  7592  7593  7597  7599  7602  7604  7609  7610
## Predicted   33.49  39.8  49.1  53.8  45.9  52.1  52.1  52.1  74.7  82.6  82.6
## cvpred      33.14  39.3  48.7  53.4  45.7  51.9  51.9  51.9  74.7  83.0  83.0
## pm2.5       42.00  10.0   3.0   5.0  10.0  11.0  17.0  10.0  26.0  17.0  26.0
## CV residual  8.86 -29.3 -45.7 -48.4 -35.7 -40.9 -34.9 -41.9 -48.7 -66.0 -57.0
##              7611  7612  7615  7618  7619  7623  7625  7626  7629  7630  7631
## Predicted    82.6  82.6  82.6  82.6  82.6  82.6  82.6  82.6  82.6  82.6  82.6
## cvpred       83.0  83.0  83.0  83.0  83.0  83.0  83.0  83.0  83.0  83.0  83.0
## pm2.5        23.0  25.0  27.0  34.0  35.0  22.0  19.0  11.0  12.0  10.0  11.0
## CV residual -60.0 -58.0 -56.0 -49.0 -48.0 -61.0 -64.0 -72.0 -71.0 -73.0 -72.0
##              7637  7638  7639  7643  7649  7653  7670  7675 7680 7681 7694 7697
## Predicted    82.6  82.6  82.6  82.6 103.8 124.8 124.8 124.8  125  125  114  113
## cvpred       83.0  83.0  83.0  83.0 103.3 123.8 123.8 123.8  124  124  115  113
## pm2.5        10.0   9.0   9.0  32.0  60.0 107.0  78.0 142.0  227  264  288  472
## CV residual -73.0 -74.0 -74.0 -51.0 -43.3 -16.8 -45.8  18.2  103  140  173  359
##             7698 7701 7702 7704 7706 7710 7711 7713 7715 7722 7723 7730 7732
## Predicted    110  122  120  168  130  151  134  134  111  147  154  128  145
## cvpred       109  121  120  167  129  150  132  133  110  146  154  127  143
## pm2.5        467  525  504  504  446  354  353  339  336  361  438  569  485
## CV residual  358  404  384  337  317  204  221  206  226  215  284  442  342
##              7744  7748   7749 7755 7756 7759  7762 7770 7772 7776 7782  7786
## Predicted   104.8 140.8 155.36  142  150  145 126.0  141  169  179  144 35.52
## cvpred      104.8 139.6 154.89  140  148  142 124.4  141  167  176  142 34.36
## pm2.5       185.0 123.0 159.00  389  328  286 224.0  241  306  438  316 31.00
## CV residual  80.2 -16.6   4.11  249  180  144  99.6  100  139  262  174 -3.36
##              7788  7791  7799 7803 7806  7808  7809  7818  7819  7820  7821
## Predicted    46.2  35.8  93.1  143  179 132.7 116.3  99.5 104.1 129.0 134.9
## cvpred       45.2  34.9  91.9  142  177 131.1 115.1  99.7 104.4 129.1 133.6
## pm2.5        19.0  10.0  11.0   23   68  73.0  69.0  73.0  69.0  74.0  91.0
## CV residual -26.2 -24.9 -80.9 -119 -109 -58.1 -46.1 -26.7 -35.4 -55.1 -42.6
##             7822  7823  7826  7830  7832  7835 7836 7839  7840  7841  7845 7846
## Predicted    149 125.2 153.7 164.1 157.8 126.4  114  100 106.0 110.2  85.4  104
## cvpred       148 124.6 152.2 162.5 156.3 125.3  114  101 106.2 109.1  84.5  103
## pm2.5        123 181.0 249.0 238.0 244.0 213.0  241  214 201.0 208.0 235.0  240
## CV residual  -25  56.4  96.8  75.5  87.7  87.7  127  113  94.8  98.9 150.5  137
##              7847 7849 7851  7853  7854  7857  7858  7864  7866  7871 7875
## Predicted    96.3  121  123 115.2 155.1  46.1  32.4  24.2  33.0  70.6  149
## cvpred       95.3  120  122 113.9 153.6  45.5  32.2  24.0  32.8  70.8  148
## pm2.5       253.0  256  223 194.0 181.0  19.0  17.0  12.0  16.0  22.0   24
## CV residual 157.7  136  101  80.1  27.4 -26.5 -15.2 -12.0 -16.8 -48.8 -124
##              7876  7877  7881  7882  7887  7888  7891 7896  7897  7898  7899
## Predicted   107.4  96.5 106.8  98.4  73.8  75.4  94.6  111 109.0 131.6 127.0
## cvpred      106.6  95.8 106.1  97.8  74.5  76.0  94.2  110 107.9 130.1 125.4
## pm2.5        20.0  28.0  62.0  63.0  57.0  54.0 105.0  168 142.0 120.0  94.0
## CV residual -86.6 -67.8 -44.1 -34.8 -17.5 -22.0  10.8   58  34.1 -10.1 -31.4
##              7903  7905  7908  7913  7916    7918  7919 7924  7928  7933  7934
## Predicted   134.9 180.5 93.26  78.4  93.5 175.470 175.5 32.3  62.7  22.6  17.9
## cvpred      133.2 178.5 91.72  76.6  91.6 173.056 173.1 31.1  61.6  22.0  17.3
## pm2.5        70.0  94.0 96.00 135.0 159.0 174.000 156.0 49.0  20.0   8.0   7.0
## CV residual -63.2 -84.5  4.28  58.4  67.4   0.944 -17.1 17.9 -41.6 -14.0 -10.3
##              7937  7939  7941  7944 7945  7947  7950  7952 7953  7959  7960
## Predicted    32.4 103.9 117.3 141.8  157 139.7 148.8 165.4  136  88.3  71.8
## cvpred       31.8 104.1 117.5 140.6  157 139.7 147.2 164.8  135  87.2  71.4
## pm2.5        12.0  32.0  41.0  46.0   47  83.0  74.0  79.0   97 148.0 184.0
## CV residual -19.8 -72.1 -76.5 -94.6 -110 -56.7 -73.2 -85.8  -38  60.8 112.6
##             7963 7964 7968  7976  7978  7982  7985 7994  7995  7997  8000  8002
## Predicted    131  143  156 129.9 157.0 109.7 155.3  142 143.9 146.1 192.2 151.1
## cvpred       131  142  154 128.4 155.6 108.6 153.9  141 142.2 144.3 190.2 150.2
## pm2.5        268  281  379 159.0 124.0 130.0 111.0  267 237.0 198.0 170.0 170.0
## CV residual  137  139  225  30.6 -31.6  21.4 -42.9  126  94.8  53.7 -20.2  19.8
##               8003  8007  8009  8011  8013  8016  8017  8022  8025  8032  8036
## Predicted   180.23 166.1 174.0 172.4 170.3 172.4 178.2 177.4 183.7 185.5 183.9
## cvpred      178.84 165.9 173.6 172.1 168.9 172.1 176.6 175.5 181.7 183.1 181.6
## pm2.5       182.00 247.0 237.0 247.0 245.0 249.0 259.0 238.0 235.0 268.0 271.0
## CV residual   3.16  81.1  63.4  74.9  76.1  76.9  82.4  62.5  53.3  84.9  89.4
##             8037 8042  8044 8048 8049 8050  8053  8059  8060  8064  8066 8067
## Predicted    142  145 142.9 46.5 38.6 38.6  44.9  51.6  81.8  81.7  87.4  134
## cvpred       140  142 140.9 45.2 37.5 37.5  43.9  50.9  81.6  80.8  86.5  132
## pm2.5        264  259 218.0 85.0 71.0 61.0  26.0  13.0  17.0  23.0  23.0   22
## CV residual  124  117  77.1 39.8 33.5 23.5 -17.9 -37.9 -64.6 -57.8 -63.5 -110
##             8068  8072  8075   8092  8105  8106  8107  8109 8110 8111 8114
## Predicted    104 116.7 129.1 127.39 118.8 135.5 159.4 171.9  178  143  129
## cvpred       103 116.1 129.3 125.16 116.6 133.1 158.1 169.3  176  141  127
## pm2.5         16  36.0  72.0 128.00 127.0 173.0 216.0 248.0  281  273  271
## CV residual  -87 -80.1 -57.3   2.84  10.4  39.9  57.9  78.7  105  132  144
##              8115  8119  8122  8126   8128  8129  8131  8132  8134  8136  8137
## Predicted   128.7 133.4  82.9 25.23 22.255  37.3  45.6  46.1  41.0  39.9  46.2
## cvpred      126.6 131.3  81.9 25.15 22.195  37.2  45.6  46.2  41.1  40.2  46.4
## pm2.5       204.0 153.0  35.0 27.00 22.000  11.0  10.0  10.0  11.0   9.0  11.0
## CV residual  77.4  21.7 -46.9  1.85 -0.195 -26.2 -35.6 -36.2 -30.1 -31.2 -35.4
##              8138  8144  8147  8149  8151  8152   8153  8158  8167  8169 8171
## Predicted    52.5  59.4  35.3 21.90 14.76 16.38 13.908  82.4 144.0 153.9 36.2
## cvpred       52.6  59.4  35.7 22.26 14.98 16.49 13.897  83.0 143.6 153.4 35.1
## pm2.5         9.0  17.0  19.0 15.00 16.00 14.00 13.000  40.0  76.0 127.0 74.0
## CV residual -43.6 -42.4 -16.7 -7.26  1.02 -2.49 -0.897 -43.0 -67.6 -26.4 38.9
##              8173 8174  8179  8181  8185  8189  8192  8195  8199  8201  8202
## Predicted   20.25 67.9 102.3  91.9 154.3 104.1 116.3  64.0  54.7  42.4  42.9
## cvpred      19.08 67.6 101.5  91.2 153.1 102.4 115.1  62.8  53.5  41.1  41.7
## pm2.5       23.00 83.0  41.0  49.0  93.0  40.0  28.0  38.0  16.0   9.0  18.0
## CV residual  3.92 15.4 -60.5 -42.2 -60.1 -62.4 -87.1 -24.8 -37.5 -32.1 -23.7
##             8207  8208  8211  8212  8213  8214  8216  8217  8225  8228 8230
## Predicted    161 151.9 163.9 174.3 169.6 175.9 175.9 175.9 139.1 163.3  128
## cvpred       160 151.1 162.9 173.2 168.6 174.8 174.8 174.8 137.9 160.4  125
## pm2.5         52  77.0 132.0 151.0 158.0 152.0 155.0 185.0 220.0 257.0  254
## CV residual -108 -74.1 -30.9 -22.2 -10.6 -22.8 -19.8  10.2  82.1  96.6  129
##             8231  8235  8242  8243  8244  8246  8249  8252  8253  8254  8272
## Predicted    135 151.3  90.6  83.2  78.1  53.7  63.1  72.3  66.5  76.9 101.1
## cvpred       133 147.9  88.0  80.9  75.9  51.7  61.3  70.8  65.2  75.5 100.7
## pm2.5        246 215.0 180.0  38.0  29.0  28.0  19.0  10.0  11.0  14.0  47.0
## CV residual  113  67.1  92.0 -42.9 -46.9 -23.7 -42.3 -60.8 -54.2 -61.5 -53.7
##              8274  8277  8279  8281  8290  8293  8294  8298  8299  8309  8310
## Predicted   128.1 144.8 159.3 171.3 122.5 90.78  88.6 101.0 109.2  85.1  95.5
## cvpred      127.6 144.1 158.5 170.3 120.6 89.13  87.0 100.3 107.8  84.8  95.1
## pm2.5        34.0  82.0 122.0 109.0  94.0 95.00 101.0 113.0 109.0   6.0   7.0
## CV residual -93.6 -62.1 -36.5 -61.3 -26.6  5.87  14.0  12.7   1.2 -78.8 -88.1
##              8313  8314  8318  8320  8324  8325  8326  8328  8330  8331  8333
## Predicted    82.1  70.1  62.9  56.7  74.8  78.9  78.9  83.5  90.4  89.7  97.6
## cvpred       81.8  70.0  62.7  56.5  74.7  78.8  78.8  83.5  90.3  89.0  96.7
## pm2.5        13.0  19.0  20.0  18.0  19.0  22.0  27.0  15.0  24.0  17.0  20.0
## CV residual -68.8 -51.0 -42.7 -38.5 -55.7 -56.8 -51.8 -68.5 -66.3 -72.0 -76.7
##              8334  8337  8339  8343  8344  8347  8348  8351  8353  8355  8357
## Predicted    93.5  98.5  57.2  49.5  51.1  60.5  56.4  60.0  70.4  64.4  72.8
## cvpred       92.6  97.8  57.1  49.2  50.7  60.1  56.0  59.7  70.0  63.9  72.2
## pm2.5        17.0  23.0  20.0  16.0  15.0  17.0  15.0   8.0  11.0  14.0  13.0
## CV residual -75.6 -74.8 -37.1 -33.2 -35.7 -43.1 -41.0 -51.7 -59.0 -49.9 -59.2
##              8358  8360  8361  8363  8365  8366  8368  8371  8374  8378  8379
## Predicted    72.8  82.7  82.7  63.8  60.8  61.8  56.6  57.6 116.3  98.1 108.4
## cvpred       72.2  81.9  81.9  63.3  60.2  61.1  55.8  56.8 116.2  96.4 106.7
## pm2.5        15.0  13.0  18.0  23.0  22.0  25.0  21.0  15.0  50.0  28.0  30.0
## CV residual -57.2 -68.9 -63.9 -40.3 -38.2 -36.1 -34.8 -41.8 -66.2 -68.4 -76.7
##              8380  8383  8394  8395  8398  8402  8405  8406 8407  8410  8414
## Predicted    64.1 130.7 107.0 119.3 143.4  66.7 108.8 108.8  159 155.0 67.06
## cvpred       62.8 129.9 105.8 118.1 140.6  64.4 106.2 106.2  156 152.5 66.51
## pm2.5        22.0  40.0  74.0  55.0  82.0  41.0  34.0  34.0   42  69.0 73.00
## CV residual -40.8 -89.9 -31.8 -63.1 -58.6 -23.4 -72.2 -72.2 -114 -83.5  6.49
##             8415 8423 8426 8427 8428  8429  8431 8432  8437  8439 8440 8442
## Predicted   64.9  155  134  147  159 177.6 135.6  163  80.6  67.2  111  133
## cvpred      64.4  153  131  145  157 174.7 132.9  161  78.7  65.2  109  132
## pm2.5       79.0  325  363  319  265 247.0 215.0  210 206.0 230.0  246  269
## CV residual 14.6  172  232  174  108  72.3  82.1   49 127.3 164.8  137  137
##             8452 8453 8459  8463  8465  8466  8467 8469  8470  8473  8480 8482
## Predicted    140  160 32.8 27.89  34.2  30.6 26.55 24.9  81.9 104.8 181.8  159
## cvpred       138  158 31.9 27.16  33.4  29.8 25.71 24.2  82.1 103.2 179.5  157
## pm2.5        404  299 52.0 35.00  16.0  10.0 34.00 59.0 104.0 161.0 230.0  311
## CV residual  266  141 20.1  7.84 -17.4 -19.8  8.29 34.8  21.9  57.8  50.5  154
##              8492   8493 8496 8498 8500 8501 8504  8505 8515 8516 8517 8520
## Predicted   116.0 139.01  159  149  167  186  135 181.9  180  178  181  190
## cvpred      115.5 138.22  157  148  165  183  133 180.4  178  176  178  187
## pm2.5       138.0 147.00  311  405  397  396  340 266.0  548  584  607  587
## CV residual  22.5   8.78  154  257  232  213  207  85.6  370  408  429  400
##             8521 8523 8526 8527  8528  8531  8534  8536  8544  8547  8551  8555
## Predicted    194  148  125  130 128.2  60.8  40.0  42.2  61.5  89.8  51.7  35.1
## cvpred       191  146  123  128 126.2  59.8  39.2  41.3  61.5  89.9  51.3  35.0
## pm2.5        570  513  295  263  87.0  38.0  24.0  17.0  11.0  10.0  11.0  18.0
## CV residual  379  367  172  135 -39.2 -21.8 -15.2 -24.3 -50.5 -79.9 -40.3 -17.0
##              8558  8563  8564  8565  8568  8569  8570  8579  8582  8583  8588
## Predicted    38.6 102.5 121.2 114.9  78.7  78.7  80.9  57.3  38.6  34.0 102.4
## cvpred       38.5 103.2 120.6 114.4  79.2  79.2  81.3  57.3  38.5  33.9 102.1
## pm2.5        25.0  21.0  42.0  46.0  42.0  32.0  35.0  34.0  20.0  20.0  71.0
## CV residual -13.5 -82.2 -78.6 -68.4 -37.2 -47.2 -46.3 -23.3 -18.5 -13.9 -31.1
##              8589   8592  8595  8598  8599  8600  8602  8606  8609  8611  8612
## Predicted   80.97 110.22  72.2  69.7  81.7 103.1 101.0  56.2  80.9 145.7 145.3
## cvpred      80.19 109.08  71.4  68.8  80.6 101.8 100.4  55.1  80.0 144.9 143.2
## pm2.5       76.00 111.00  35.0  18.0  17.0  19.0  21.0  19.0  20.0  93.0 104.0
## CV residual -4.19   1.92 -36.4 -50.8 -63.6 -82.8 -79.4 -36.1 -60.0 -51.9 -39.2
##             8615 8619  8624  8629 8631 8640  8647  8650  8654  8655  8656  8658
## Predicted    157  173 111.1  63.7 60.7  163 142.9 180.9 62.50  60.0  60.0  71.0
## cvpred       155  170 108.9  61.9 58.7  160 139.6 177.7 60.51  57.9  57.9  68.8
## pm2.5        111   41  25.0  30.0 51.0   60 108.0 106.0 62.00  47.0  38.0  28.0
## CV residual  -44 -129 -83.9 -31.9 -7.7 -100 -31.6 -71.7  1.49 -10.9 -19.9 -40.8
##              8660  8664  8665  8670  8676  8680  8684  8689  8690 8692  8701
## Predicted    54.1  87.2  89.4 100.4  69.8  49.0 129.8 102.1 116.3  148  89.7
## cvpred       52.0  85.2  87.2  98.1  68.2  47.6 129.3 100.3 114.2  146  88.2
## pm2.5        16.0  21.0  16.0  15.0  21.0  21.0  31.0  73.0  65.0   31  69.0
## CV residual -36.0 -64.2 -71.2 -83.1 -47.2 -26.6 -98.3 -27.3 -49.2 -115 -19.2
##              8702  8705  8708  8709  8710  8720  8724  8727  8728  8730  8731
## Predicted    79.6  75.3  78.9  81.1  83.6  87.7  77.3  76.1  69.9  75.1  73.5
## cvpred       78.0  74.0  77.7  79.8  82.4  86.1  75.8  74.6  68.4  73.7  72.2
## pm2.5        40.0  20.0  18.0  22.0  14.0  12.0  18.0  27.0  28.0  15.0  17.0
## CV residual -38.0 -54.0 -59.7 -57.8 -68.4 -74.1 -57.8 -47.6 -40.4 -58.7 -55.2
##              8738  8742  8746  8747  8748  8750  8755  8758  8787  8791  8793
## Predicted    89.1  93.7  79.5  73.3  72.7  65.8  73.0  73.5  97.5  90.3  93.4
## cvpred       87.7  92.4  78.5  72.3  71.8  65.0  72.3  72.8  98.0  90.0  93.9
## pm2.5        21.0  13.0  15.0  19.0  14.0  21.0  28.0  19.0  20.0  14.0  22.0
## CV residual -66.7 -79.4 -63.5 -53.3 -57.8 -44.0 -44.3 -53.8 -78.0 -76.0 -71.9
##              8794  8797  8799  8800 8803  8807  8817   8818  8819  8823 8832
## Predicted    85.5  74.0  93.5  95.1  108 134.8 115.4 126.71 138.9 109.8  120
## cvpred       86.2  74.7  93.4  94.9  109 134.1 114.6 126.68 138.3 109.2  119
## pm2.5        22.0  31.0  35.0  32.0   52  76.0 155.0 124.00 105.0 164.0  226
## CV residual -64.2 -43.7 -58.4 -62.9  -57 -58.1  40.4  -2.68 -33.3  54.8  107
##              8838  8839  8844 8849  8857  8859  8864  8874  8882  8883  8884
## Predicted   130.4 128.2 134.4 55.1  78.7  80.9  86.1  61.3  74.2  72.6  72.6
## cvpred      128.9 126.8 133.4 54.4  77.9  80.0  85.2  61.0  74.1  72.6  72.6
## pm2.5        64.0  67.0  96.0 61.0  28.0  24.0  21.0  16.0  17.0  10.0  12.0
## CV residual -64.9 -59.8 -37.4  6.6 -49.9 -56.0 -64.2 -45.0 -57.1 -62.6 -60.6
##              8886  8888  8890  8892  8894  8896  8897  8901 8902  8905  8907
## Predicted    78.9  79.4  61.4  54.6  45.2  44.7  51.0  63.5   72  76.1  79.9
## cvpred       78.8  79.3  61.8  55.1  45.7  45.1  51.3  63.7   72  76.1  79.7
## pm2.5        13.0   6.0  14.0  13.0  15.0  13.0  13.0  27.0   21  18.0  16.0
## CV residual -65.8 -73.3 -47.8 -42.1 -30.7 -32.1 -38.3 -36.7  -51 -58.1 -63.7
##             8912  8916  8918  8920  8924  8930  8933  8935  8936  8938  8939
## Predicted    107  63.7 100.0  88.6 114.9 149.8 115.8 101.6  97.5  81.7  76.0
## cvpred       106  63.6  99.5  89.2 114.9 149.5 114.3 100.4  96.3  80.8  75.2
## pm2.5         27  40.0  51.0  56.0  79.0 126.0 173.0 118.0  79.0  19.0  16.0
## CV residual  -79 -23.6 -48.5 -33.2 -35.9 -23.5  58.7  17.6 -17.3 -61.8 -59.2
##              8940  8941  8943  8944   8993  8996  9004  9010  9021  9027 9028
## Predicted    69.7  65.0  63.4  59.3 43.080 122.5 104.3  76.4 108.7  98.1  159
## cvpred       69.0  64.3  62.8  58.7 42.136 122.1 102.4  75.1 107.2  96.4  157
## pm2.5        21.0  20.0  26.0  17.0 43.000  69.0  29.0  15.0  20.0  35.0   30
## CV residual -48.0 -44.3 -36.8 -41.7  0.864 -53.1 -73.4 -60.1 -87.2 -61.4 -127
##              9031 9033  9034 9036  9037  9039  9043 9044  9046 9050 9051  9057
## Predicted   123.2  170 108.7 73.2  97.5  90.7 113.7  134 147.6  116  124 157.6
## cvpred      121.2  169 107.2 72.1  96.2  90.7 113.4  134 146.9  115  122 155.5
## pm2.5        49.0   59  74.0 86.0  71.0  79.0  55.0   49  96.0  252  244 168.0
## CV residual -72.2 -110 -33.2 13.9 -25.2 -11.7 -58.4  -85 -50.9  137  122  12.5
##              9058   9060 9063 9064 9067  9068   9069  9073  9076  9078  9079
## Predicted   109.2 117.67 34.8 34.8 52.3 73.68 105.65  71.3  76.5  81.7  80.1
## cvpred      107.6 116.27 33.7 33.7 51.3 72.48 104.45  70.5  75.8  81.1  79.5
## pm2.5       165.0 125.00 51.0 69.0 62.0 74.00  95.00  27.0  18.0  17.0  14.0
## CV residual  57.4   8.73 17.3 35.3 10.7  1.52  -9.45 -43.5 -57.8 -64.1 -65.5
##              9080  9082  9083  9084  9085  9092  9093  9097  9102  9104  9109
## Predicted    87.0  71.2  58.6  52.3  47.6  45.2  52.1  61.4  65.8  64.2  42.5
## cvpred       86.3  70.9  58.5  52.3  47.6  45.2  52.0  61.4  65.6  64.0  42.8
## pm2.5        15.0  19.0  20.0  21.0  20.0  20.0  13.0  11.0   9.0  11.0  12.0
## CV residual -71.3 -51.9 -38.5 -31.3 -27.6 -25.2 -39.0 -50.4 -56.6 -53.0 -30.8
##              9112  9119  9123  9127  9129  9130  9131  9134  9137  9138   9145
## Predicted    37.3  82.0  92.4  83.0  87.6  72.8  73.8  88.1  53.9 105.2 100.98
## cvpred       37.5  82.2  92.5  82.4  87.1  72.6  74.4  87.9  53.8 106.1 100.37
## pm2.5        17.0  29.0  16.0  13.0  11.0  17.0  26.0  37.0  39.0  56.0 107.00
## CV residual -20.5 -53.2 -76.5 -69.4 -76.1 -55.6 -48.4 -50.9 -14.8 -50.1   6.63
##              9153  9154  9156  9161  9162  9165  9173  9175  9176  9178  9179
## Predicted    95.3  76.4  55.3  55.5  55.5  62.4  96.6 109.2 102.9  84.0  75.5
## cvpred       94.7  76.2  55.5  55.3  55.3  62.1  95.8 108.1 101.9  83.4  75.1
## pm2.5        30.0  36.0  26.0  18.0  17.0  26.0  13.0  18.0  17.0  31.0  31.0
## CV residual -64.7 -40.2 -29.5 -37.3 -38.3 -36.1 -82.8 -90.1 -84.9 -52.4 -44.1
##              9181  9182  9188  9191  9194  9196  9198 9200  9205  9211  9212
## Predicted    56.1  57.7  59.3  81.0  91.9  96.0  93.5  143  46.8  44.3  63.7
## cvpred       55.9  57.4  58.9  80.2  91.1  95.2  92.6  143  46.5  43.9  63.1
## pm2.5        31.0  23.0  21.0  21.0  24.0  26.0  17.0   23  21.0  16.0  18.0
## CV residual -24.9 -34.4 -37.9 -59.2 -67.1 -69.2 -75.6 -120 -25.5 -27.9 -45.1
##              9213  9216  9219  9225  9226  9232  9246  9248  9250 9258  9261
## Predicted    82.6  87.6  96.0 101.7  93.9 28.39 109.9 108.2  68.9 41.7  63.4
## cvpred       81.7  87.6  95.2 100.8  93.8 27.87 108.4 106.8  68.2 41.1  62.8
## pm2.5        24.0  24.0  20.0  15.0  26.0 25.00  39.0  20.0  32.0 67.0 144.0
## CV residual -57.7 -63.6 -75.2 -85.8 -67.8 -2.87 -69.4 -86.8 -36.2 25.9  81.2
##              9274  9275  9277  9278  9281  9282  9284  9304  9305  9307  9308
## Predicted   105.8  91.7  73.8  69.1 56.23  65.0  59.8  54.1  52.5  57.2  57.2
## cvpred      104.7  91.5  73.1  68.4 55.55  64.3  59.3  53.7  52.2  56.8  56.8
## pm2.5        91.0  54.0  50.0  48.0 48.00  45.0  23.0  18.0  16.0  16.0  21.0
## CV residual -13.7 -37.5 -23.1 -20.4 -7.55 -19.3 -36.3 -35.7 -36.2 -40.8 -35.8
##              9309 9317 9322  9329  9334  9336   9337  9338  9340  9342  9344
## Predicted    61.8  127  124  84.3  92.8 115.7 113.84 106.9  92.7 107.5  99.6
## cvpred       61.5  127  123  85.3  92.7 115.4 113.33 105.8  91.9 106.4  98.7
## pm2.5        16.0   21   33  63.0  78.0  95.0 109.00  95.0  69.0  47.0  16.0
## CV residual -45.5 -106  -90 -22.3 -14.7 -20.4  -4.33 -10.8 -22.9 -59.4 -82.7
##              9346  9349  9354  9362  9366  9367  9372  9374 9376  9380  9381
## Predicted    56.7  48.2  41.9  81.6  90.4  98.9 54.56  85.1 78.7  87.7 119.0
## cvpred       56.5  48.2  42.0  81.4  90.2  98.5 55.05  85.4 80.3  88.3 118.9
## pm2.5        12.0  23.0  17.0  37.0  21.0  26.0 61.00  46.0 71.0 103.0 132.0
## CV residual -44.5 -25.2 -25.0 -44.4 -69.2 -72.5  5.95 -39.4 -9.3  14.7  13.1
##              9384  9386  9389  9390  9398  9401  9402  9404  9410  9416  9418
## Predicted    84.4  78.1  89.0  82.8  40.9  51.1  51.1  51.7  69.9  79.4  58.4
## cvpred       84.5  78.3  89.2  83.0  41.7  52.2  52.2  52.8  70.1  79.3  58.7
## pm2.5       117.0 161.0  24.0  20.0  17.0  13.0  12.0  11.0  18.0  31.0  19.0
## CV residual  32.5  82.7 -65.2 -63.0 -24.7 -39.2 -40.2 -41.8 -52.1 -48.3 -39.7
##              9419  9422  9424  9427  9432  9433  9438  9439  9440  9447  9451
## Predicted    52.1  42.8  37.2  52.6  63.8  61.9  80.5  84.6  89.2 37.80  54.8
## cvpred       52.5  43.1  37.3  52.4  63.8  61.7  79.8  83.9  88.6 37.89  54.5
## pm2.5        21.0  16.0  14.0  13.0  15.0   3.0   2.0   7.0  11.0 42.00   9.0
## CV residual -31.5 -27.1 -23.3 -39.4 -48.8 -58.7 -77.8 -76.9 -77.6  4.11 -45.5
##              9459  9462  9463  9467  9468  9474 9477  9481  9482  9484  9486
## Predicted    65.4  67.6  71.7  50.7  38.1 18.57 33.6  65.4  73.3  79.6 102.2
## cvpred       65.3  67.4  71.5  50.8  38.4 18.58 33.6  65.1  72.8  79.0 101.2
## pm2.5        10.0   8.0   8.0  21.0  24.0 13.00 46.0  21.0  15.0  12.0  13.0
## CV residual -55.3 -59.4 -63.5 -29.8 -14.4 -5.58 12.4 -44.1 -57.8 -67.0 -88.2
##              9497 9499 9501 9502  9504  9510  9511  9512  9514  9516  9518 9524
## Predicted    3.45 11.9 20.4 37.1  76.7  88.7  90.4  93.5  80.9 37.16  2.31 16.5
## cvpred       3.38 11.7 19.9 36.4  75.6  87.5  89.0  92.9  80.5 37.17  1.78 15.7
## pm2.5       18.00 24.0 61.0 69.0  55.0  37.0  34.0  27.0  37.0 43.00 20.00 30.0
## CV residual 14.62 12.3 41.1 32.6 -20.6 -50.5 -55.0 -65.9 -43.5  5.83 18.22 14.3
##             9525 9526 9527  9531  9534  9539 9542  9544  9547  9552  9558  9560
## Predicted   29.1 22.8 29.1  98.0  87.0 48.24 15.4 29.87  49.6  88.2 109.2 120.2
## cvpred      28.1 21.9 28.1  96.2  85.3 47.18 14.5 28.95  48.6  86.9 107.6 118.4
## pm2.5       42.0 49.0 49.0  70.0  47.0 45.00 55.0 33.00  18.0  61.0  29.0  24.0
## CV residual 13.9 27.1 20.9 -26.2 -38.3 -2.18 40.5  4.05 -30.6 -25.9 -78.6 -94.4
##              9568  9572  9573 9574 9577 9578 9581   9583  9585  9587 9588  9593
## Predicted    59.8  89.1  95.3  135  129  120  105  94.67 76.65  54.3 56.5  85.3
## cvpred       60.0  88.9  95.1  133  127  118  103  92.94 75.43  53.3 55.8  85.8
## pm2.5        47.0 143.0 167.0  250  299  378  234 100.00 77.00 102.0 77.0  32.0
## CV residual -13.0  54.1  71.9  117  172  260  131   7.06  1.57  48.7 21.2 -53.8
##             9599  9600 9601 9602 9603 9607  9608  9614  9621   9622 9625 9632
## Predicted    152 145.7  161  164  166  179 177.4 143.4 125.8 169.75  120  138
## cvpred       152 145.8  160  163  164  177 176.6 142.8 123.6 167.43  119  137
## pm2.5         99  64.0   43   53   46   82  87.0 109.0 155.0 158.00  220   34
## CV residual  -53 -81.8 -117 -110 -118  -95 -89.6 -33.8  31.4  -9.43  101 -103
##              9633  9637  9638  9639  9644  9650  9651  9652  9660   9662  9668
## Predicted   100.2  45.2  42.2  77.4 101.1 151.1 157.0 163.3 118.2 121.21 151.6
## cvpred       99.2  44.9  41.7  76.7 101.2 150.7 155.2 161.4 117.2 120.57 149.3
## pm2.5        31.0  25.0  27.0  21.0  20.0 106.0 110.0 110.0 131.0 129.00 101.0
## CV residual -68.2 -19.9 -14.7 -55.7 -81.2 -44.7 -45.2 -51.4  13.8   8.43 -48.3
##             9671  9672  9673   9680  9686  9689 9697  9698  9699  9700  9704
## Predicted    175 175.2 189.4 141.59  68.2  83.5  118 155.8 157.9 135.6 180.0
## cvpred       173 172.5 186.5 139.06  67.7  83.6  117 155.6 156.5 135.1 179.9
## pm2.5        295 263.0 208.0 148.00  43.0  27.0   84  78.0 132.0 163.0 209.0
## CV residual  122  90.5  21.5   8.94 -24.7 -56.6  -33 -77.6 -24.5  27.9  29.1
##              9708  9709  9714 9718 9720 9722 9728 9731 9734 9735  9738  9745
## Predicted   152.9 135.7 137.0  146  157  173  176  170  175  169 171.2 136.2
## cvpred      153.5 136.4 137.4  147  158  174  176  171  176  169 171.5 136.1
## pm2.5       212.0 225.0  79.0   38   35   30   41   70   68   62  79.0 107.0
## CV residual  58.5  88.6 -58.4 -109 -123 -144 -135 -101 -108 -107 -92.5 -29.1
##              9746  9748  9749 9753 9756  9757  9760  9762  9763  9764  9766
## Predicted   171.3 133.6 139.4  170 73.0  77.1  64.2  64.8  69.5  91.4  85.6
## cvpred      170.4 132.8 138.4  169 72.7  76.8  63.9  64.5  69.2  91.7  85.3
## pm2.5       100.0 103.0  96.0   82 66.0  41.0   8.0  12.0   7.0   7.0   8.0
## CV residual -70.4 -29.8 -42.4  -87 -6.7 -35.8 -55.9 -52.5 -62.2 -84.7 -77.3
##              9771  9774  9777  9778  9783  9790 9795 9802 9803  9805  9809
## Predicted   109.8 101.1 105.2  92.6 105.1 135.7  181  142  171 133.5 139.1
## cvpred      109.9 101.1 105.2  92.8 105.9 136.2  181  142  170 133.7 138.6
## pm2.5        11.0  10.0  16.0  21.0  34.0  41.0   59   69   82  87.0  82.0
## CV residual -98.9 -91.1 -89.2 -71.8 -71.9 -95.2 -122  -73  -88 -46.7 -56.6
##              9810  9812  9828  9829  9832  9837  9839  9840  9841  9850  9851
## Predicted   143.6 154.6  79.4  97.3  78.0 119.0 154.6 165.0 167.2 168.6 162.2
## cvpred      144.4 155.2  79.8  97.0  79.1 119.7 154.8 165.1 167.2 167.5 162.4
## pm2.5        92.0 108.0  30.0  26.0  46.0  46.0  77.0  89.0 102.0 152.0 181.0
## CV residual -52.4 -47.2 -49.8 -71.0 -33.1 -73.7 -77.8 -76.1 -65.2 -15.5  18.6
##              9852  9859 9860 9863 9865 9868 9871 9873 9884 9889 9892  9903
## Predicted   153.3 122.5  127  148  135  186  160  153  160  146  139  94.7
## cvpred      152.5 122.1  126  147  133  184  158  152  160  146  138  94.5
## pm2.5       214.0 213.0  254  331  335  294  267  258  211  294  316  53.0
## CV residual  61.5  90.9  128  184  202  110  109  106   51  148  178 -41.5
##              9904  9906  9908  9909 9913 9914 9915 9918  9920  9921  9922  9923
## Predicted   48.26  94.9 114.0 118.7  157  163  141  136 109.0 109.3  76.0 55.19
## cvpred      48.07  95.7 114.7 119.4  158  162  140  134 108.2 108.7  75.7 55.05
## pm2.5       50.00  42.0  80.0 188.0  411  345  353  282  41.0  51.0  46.0 48.00
## CV residual  1.93 -53.7 -34.7  68.6  253  183  213  148 -67.2 -57.7 -29.7 -7.05
##             9926  9928  9929  9932  9949 9950 9957 9959 9961 9963  9966  9969
## Predicted   34.9  80.7  88.6 111.8  44.2 69.0  121  149  166  138 126.5 125.4
## cvpred      34.8  81.7  89.5 112.7  44.0 68.6  122  149  166  137 125.5 124.6
## pm2.5       50.0 127.0 140.0 203.0 113.0 92.0  264  273  288  300 202.0 113.0
## CV residual 15.2  45.3  50.5  90.3  69.0 23.4  142  124  122  163  76.5 -11.6
##             9972 9975  9976 9983 9987 9990 9991 9992 9998 10002 10005 10006
## Predicted    111  104  93.3  158  168  164  170  131  134   118   152   157
## cvpred       111  105  94.6  157  167  163  169  130  135   118   151   156
## pm2.5        282  477 510.0  477  493  563  563  528  430   425   492   492
## CV residual  171  372 415.4  320  326  400  394  398  295   307   341   336
##             10011 10014 10018 10021 10022 10027 10031 10032 10037 10039 10041
## Predicted     135   139   136   122   123  92.7   165   162   154   143   135
## cvpred        134   138   135   121   122  91.6   163   161   153   141   133
## pm2.5         494   431   391   343   322 335.0   401   406   455   406   420
## CV residual   360   293   256   222   200 243.4   238   245   302   265   287
##             10042 10043 10044 10048 10051 10052 10053 10054 10055 10062 10064
## Predicted     128   127   105   123 101.1   116   114   113   117   141 123.7
## cvpred        127   126   103   122  99.7   114   113   111   115   140 122.2
## pm2.5         393   389   401   409 396.0   436   470   451   436   285 136.0
## CV residual   266   263   298   287 296.3   322   357   340   321   145  13.8
##             10068 10070 10071 10073 10075 10082 10084 10085 10090 10091 10095
## Predicted   20.91 19.07 -2.35 -10.5  61.1   158   164 164.0 128.2 116.1  83.5
## cvpred      20.75 19.45 -2.46 -10.7  60.5   159   165 163.3 128.3 117.6  85.1
## pm2.5       13.00 23.00 29.00  28.0  21.0    53    72  77.0 100.0  98.0  75.0
## CV residual -7.75  3.55 31.46  38.7 -39.5  -106   -93 -86.3 -28.3 -19.6 -10.1
##             10101 10103 10106 10109 10111 10114 10116 10123  10128 10130
## Predicted    97.7 106.2 117.1 106.9   174   175   171 163.5 117.74 168.6
## cvpred       99.0 107.3 118.1 106.5   174   176   171 163.7 117.18 167.7
## pm2.5        78.0  62.0  42.0  36.0    44    71    77 122.0 116.00 127.0
## CV residual -21.0 -45.3 -76.1 -70.5  -130  -105   -94 -41.7  -1.18 -40.7
##               10132 10139 10140 10143 10144 10147 10150 10157 10160 10161 10163
## Predicted   124.029 124.5   135   117 112.7   102 106.6 100.0 106.3 100.8  69.1
## cvpred      123.376 124.8   135   117 112.9   102 106.7  99.3 105.5 100.4  68.9
## pm2.5       123.000  35.0    35    31  34.0    28  29.0  25.0  32.0  37.0  18.0
## CV residual  -0.376 -89.8  -100   -86 -78.9   -74 -77.7 -74.3 -73.5 -63.4 -50.9
##             10166 10167 10177 10178 10182 10184 10186 10193 10196 10197 10198
## Predicted    49.4  39.0  88.0 101.2  98.6  90.4  65.3 22.81  43.6  54.5  75.9
## cvpred       49.2  38.9  87.5 101.2  97.9  89.6  64.8 22.33  42.9  53.8  75.0
## pm2.5        12.0  12.0  12.0   9.0   9.0  12.0  20.0 17.00  28.0  80.0  87.0
## CV residual -37.2 -26.9 -75.5 -92.2 -88.9 -77.6 -44.8 -5.33 -14.9  26.2  12.0
##             10199 10200 10201 10203 10208 10213 10216 10218 10226 10232 10239
## Predicted    74.3  68.5  49.9  77.0   155  33.0 10.79  22.8  61.2  75.7 10.02
## cvpred       73.5  67.9  49.3  76.2   154  32.8 10.51  22.3  60.7  75.2 10.08
## pm2.5        51.0  37.0   9.0  14.0    44  18.0 16.00  49.0   8.0  10.0 16.00
## CV residual -22.5 -30.9 -40.3 -62.2  -110 -14.8  5.49  26.7 -52.7 -65.2  5.92
##             10240 10243 10245 10246 10251 10254 10256 10257 10259 10260 10264
## Predicted    5.36  21.5  36.5  34.9 141.5 109.5 149.8 112.1 51.02  72.0 47.23
## cvpred       5.40  21.3  36.3  34.8 140.5 108.5 149.9 111.8 50.73  71.8 48.08
## pm2.5       15.00   9.0  11.0  37.0  46.0  52.0 105.0  83.0 43.00  57.0 46.00
## CV residual  9.60 -12.3 -25.3   2.2 -94.5 -56.5 -44.9 -28.8 -7.73 -14.8 -2.08
##             10265 10269 10272 10273 10274 10281 10283 10292  10293 10298 10302
## Predicted    55.1 101.4 113.4 112.8 112.8 143.4 120.0  96.9 126.30  44.9  57.8
## cvpred       55.8 101.7 113.5 112.9 112.9 143.3 118.9  96.4 125.08  44.4  57.3
## pm2.5        42.0  91.0  66.0  69.0  56.0  79.0  96.0 108.0 122.00  20.0  12.0
## CV residual -13.8 -10.7 -47.5 -43.9 -56.9 -64.3 -22.9  11.6  -3.08 -24.4 -45.3
##              10311 10328 10334 10336 10339 10341 10344 10348 10350 10355 10357
## Predicted    0.129  51.9 16.24 19.49 13.48  34.3  45.2  39.2  62.5  51.4  54.8
## cvpred       0.138  51.4 16.06 19.09 12.96  33.6  44.5  38.3  61.5  51.5  54.3
## pm2.5       11.000  16.0 15.00 22.00  9.00  23.0  33.0  11.0  14.0  20.0  17.0
## CV residual 10.862 -35.4 -1.06  2.91 -3.96 -10.6 -11.5 -27.3 -47.5 -31.5 -37.3
##             10363 10375 10376 10377  10381 10383 10387 10395 10397 10399 10402
## Predicted    43.7  78.7  77.5  63.0 -1.134 -15.1 -10.3  80.0  94.5  90.4  49.5
## cvpred       43.7  78.3  78.0  63.6 -0.651 -14.7 -10.2  79.1  93.5  89.4  49.9
## pm2.5        16.0  19.0  31.0  35.0 15.000  16.0  12.0  58.0  80.0  72.0  61.0
## CV residual -27.7 -59.3 -47.0 -28.6 15.651  30.7  22.2 -21.1 -13.5 -17.4  11.1
##             10404 10408 10409 10410 10411 10417 10418 10424 10425 10426 10432
## Predicted   36.20 -16.6 -16.6 -19.1 -1.85  33.2 106.4  84.9  70.1 91.11  58.3
## cvpred      36.22 -16.6 -16.6 -19.2 -2.10  32.6 105.3  83.7  69.2 90.26  58.6
## pm2.5       46.00  26.0  22.0  14.0  9.00  48.0  47.0  30.0  85.0 92.00  95.0
## CV residual  9.78  42.6  38.6  33.2 11.10  15.4 -58.3 -53.7  15.8  1.74  36.4
##             10436 10437 10444 10445 10446 10452 10454 10455 10457 10458 10460
## Predicted     114 126.2 160.6 168.5 178.9   108  99.2  88.3    82  88.3   122
## cvpred        112 124.4 158.4 166.1 176.4   106  99.0  88.2    82  88.2   122
## pm2.5         132 156.0 258.0 263.0 266.0   243 241.0 236.0   225 228.0   272
## CV residual    20  31.6  99.6  96.9  89.6   137 142.0 147.8   143 139.8   150
##             10464 10467 10468 10469 10473 10474 10477 10482 10487 10492 10496
## Predicted     152   124   126   168   110  89.6  19.1  40.0  26.1  32.2  35.3
## cvpred        150   122   124   165   108  88.2  18.6  40.1  26.0  32.4  35.5
## pm2.5         360   400   368   351   332 318.0  42.0  20.0  11.0   9.0   8.0
## CV residual   210   278   244   186   224 229.8  23.4 -20.1 -15.0 -23.4 -27.5
##             10497 10504 10510 10512 10514 10522 10524 10525 10526  10528 10529
## Predicted    29.0 -6.09  7.34 12.57  28.7 25.15  7.05 12.78  4.01  0.406 -4.26
## cvpred       29.3 -5.84  7.63 12.89  28.8 25.29  7.12 12.75  3.95  0.205 -4.48
## pm2.5        12.0 23.00 17.00 14.00  17.0 16.00 18.00 21.00 22.00 16.000 21.00
## CV residual -17.3 28.84  9.37  1.11 -11.8 -9.29 10.88  8.25 18.05 15.795 25.48
##             10531 10535 10537 10540 10542 10544 10546 10547 10550 10551 10552
## Predicted    6.13  37.1  39.3  72.1 102.3   138  63.2  75.2  59.6  60.7  56.0
## cvpred       5.83  36.9  39.0  71.4 102.1   138  63.5  76.2  60.6  61.6  56.9
## pm2.5       19.00  23.0  18.0   7.0  15.0    24  33.0  32.0  45.0  40.0  37.0
## CV residual 13.17 -13.9 -21.0 -64.4 -87.1  -114 -30.5 -44.2 -15.6 -21.6 -19.9
##             10554 10555 10556 10557 10560  10565 10570 10574 10579 10580 10675
## Predicted    63.9  70.2 85.25 101.9 110.5 107.54 122.4  81.1    62 97.96 -8.85
## cvpred       64.6  70.8 85.77 102.3 109.4 106.28 122.8  81.9    61 97.81 -8.95
## pm2.5        27.0  44.0 79.00 117.0  90.0 110.00 101.0 135.0    90 99.00 28.00
## CV residual -37.6 -26.8 -6.77  14.7 -19.4   3.72 -21.8  53.1    29  1.19 36.95
##             10676 10677 10679 10682 10684 10687 10691 10694 10695 10698 10699
## Predicted   -1.71  2.95 -1.64 10.94 10.94  89.0 -2.48 -10.8 -9.13 -13.8 -7.51
## cvpred      -1.67  3.02 -1.45 10.94 10.94  89.9 -2.10 -10.5 -9.02 -13.7 -7.50
## pm2.5       33.00 14.00 23.00 12.00  9.00  15.0 13.00  18.0 11.00  14.0 12.00
## CV residual 34.67 10.98 24.45  1.06 -1.94 -74.9 15.10  28.5 20.02  27.7 19.50
##             10700 10701 10704 10707 10709 10719 10721 10736 10737 10741 10742
## Predicted   13.55  9.74  33.3  52.4 33.27  3.38  47.5  27.5  23.7 -1.99 -12.9
## cvpred      13.17  9.57  32.8  51.9 32.85  3.16  48.2  27.2  23.6 -1.74 -12.6
## pm2.5       17.00 24.00  21.0  20.0 24.00 16.00  22.0  10.0  12.0 12.00  11.0
## CV residual  3.83 14.43 -11.8 -31.9 -8.85 12.84 -26.2 -17.2 -11.6 13.74  23.6
##             10747 10748 10749 10753 10759 10761 10765 10768 10770 10771 10777
## Predicted   -19.5 -4.46 -1.42  3.24  40.7 18.02  33.8  1.35  36.9  36.9 103.8
## cvpred      -19.3 -4.33 -1.16  3.52  40.6 18.45  34.3  2.45  38.4  38.4 103.3
## pm2.5         6.0  7.00  6.00  8.00  27.0 25.00  22.0 13.00  18.0  17.0  36.0
## CV residual  25.3 11.33  7.16  4.48 -13.6  6.55 -12.3 10.55 -20.4 -21.4 -67.3
##             10778 10780 10781  10784 10787 10788 10790 10792 10797 10800 10803
## Predicted    97.9  99.5 112.1 122.92  70.7  11.7  15.8 29.64 13.28 -4.18  18.2
## cvpred       98.8  99.4 112.7 122.41  70.8  12.0  16.9 29.96 13.55 -3.82  18.3
## pm2.5        46.0  66.0  78.0 126.00 157.0 130.0  38.0 36.00 16.00 11.00  20.0
## CV residual -52.8 -33.4 -34.7   3.59  86.2 118.0  21.1  6.04  2.45 14.82   1.7
##             10804 10806 10807 10808 10809 10818 10822 10826 10827 10828 10829
## Predicted    18.2  22.0 20.41  14.1  1.55  26.2 29.11  89.4  95.7  67.0  73.3
## cvpred       18.3  21.9 20.39  14.2  1.80  27.4 28.97  90.5  96.7  67.5  73.7
## pm2.5        13.0  12.0 17.00  27.0 21.00  13.0 22.00  40.0  38.0  37.0  39.0
## CV residual  -5.3  -9.9 -3.39  12.8 19.20 -14.4 -6.97 -50.5 -58.7 -30.5 -34.7
##             10830 10831 10832 10833 10835  10837 10842 10846 10847 10848 10849
## Predicted    78.9  77.3  73.5  38.0  17.5 42.167 38.84 106.1 110.8 117.1 123.4
## cvpred       78.6  77.1  73.5  38.4  18.3 44.137 40.46 107.5 112.2 118.4 124.6
## pm2.5        45.0  50.0  44.0  58.0  48.0 44.000 35.00  65.0  61.0  56.0  69.0
## CV residual -33.6 -27.1 -29.5  19.6  29.7 -0.137 -5.46 -42.5 -51.2 -62.4 -55.6
##             10862 10863 10864 10865 10868 10872 10873 10876 10877 10878 10879
## Predicted    37.3  3.35  3.79  5.41  24.3  45.6   102 132.4  96.6   101 97.17
## cvpred       38.0  4.02  5.73  7.24  25.8  46.1   101 131.4  95.8   100 96.42
## pm2.5        94.0 70.00 49.00 59.00  55.0  64.0    75 103.0 115.0   112 95.00
## CV residual  56.0 65.98 43.27 51.76  29.2  17.9   -26 -28.4  19.2    12 -1.42
##             10884 10906 10924 10926 10932 10933 10934 10935 10936 10937 10938
## Predicted    59.4 113.2  48.0  51.6  15.3  7.14  3.04  4.67 18.24  35.2  49.7
## cvpred       59.7 112.5  48.5  52.3  16.5  8.28  4.18  5.69 18.74  35.8  50.2
## pm2.5       143.0 204.0  51.0  19.0  18.0 20.00 17.00 15.00 16.00  23.0  34.0
## CV residual  83.3  91.5   2.5 -33.3   1.5 11.72 12.82  9.31 -2.74 -12.8 -16.2
##             10940 10941 10946 10947 10952 10955 10956 10961 10962 10964 10966
## Predicted    89.9   141 103.3 109.1 103.3  72.7 68.03  32.7  42.9  74.1   106
## cvpred       90.4   142 103.9 109.5 103.9  73.5 68.81  33.1  44.6  75.5   107
## pm2.5        25.0    33  30.0  48.0  54.0  45.0 68.00  92.0 127.0   5.0     5
## CV residual -65.4  -109 -73.9 -61.5 -49.9 -28.5 -0.81  58.9  82.4 -70.5  -102
##             10974 10982 10983 10987 10992 10994 10996 10999 11000 11002  11003
## Predicted   107.6  13.0 -33.2  18.3  64.8 114.4  83.0  93.9  69.3  50.7  -3.38
## cvpred      107.4  13.5 -32.4  19.7  66.1 113.9  82.5  93.4  69.2  51.1  -2.51
## pm2.5       184.0  50.0 167.0 108.0  86.0  88.0 125.0 174.0 241.0 159.0 138.00
## CV residual  76.6  36.5 199.4  88.3  19.9 -25.9  42.5  80.6 171.8 107.9 140.51
##             11005 11006  11010  11014 11016 11019 11024 11026 11027 11028 11031
## Predicted    15.0  12.6   9.22 51.908  67.0  96.2   138  67.5  44.6  48.7  35.0
## cvpred       17.1  14.5  10.84 53.211  68.2  97.1   139  69.2  46.5  50.6  36.6
## pm2.5       149.0 192.0 170.00 54.000 150.0 166.0   254 254.0 277.0 207.0 227.0
## CV residual 131.9 177.5 159.16  0.789  81.8  68.9   115 184.8 230.5 156.4 190.4
##             11033 11036 11038 11039 11041 11044  11047 11048 11104    11127
## Predicted    52.1  68.5  71.0  77.3  94.0  81.4 125.75 130.3  17.3   0.0249
## cvpred       53.5  69.5  72.1  78.3  94.8  82.4 124.94 130.8  18.4   1.1081
## pm2.5       253.0 143.0 246.0 279.0 220.0  96.0 120.00  77.0  27.0 107.0000
## CV residual 199.5  73.5 173.9 200.7 125.2  13.6  -4.94 -53.8   8.6 105.8919
##             11130 11131 11141 11147 11148 11149 11156 11159 11163 11167 11168
## Predicted    15.8  26.2 32.43 -15.1  7.51 -26.0 -42.8 -10.5  13.0  79.9  44.7
## cvpred       16.5  26.8 32.71 -14.0  7.90 -24.9 -42.7 -10.7  12.6  79.5  44.5
## pm2.5       102.0 100.0 28.00   8.0 10.00  12.0  11.0  22.0   8.0  14.0  29.0
## CV residual  85.5  73.2 -4.71  22.0  2.10  36.9  53.7  32.7  -4.6 -65.5 -15.5
##             11174 11178 11179 11180 11181 11189 11190 11191  11193 11196 11198
## Predicted   -3.08  1.23  7.51 28.86 28.86  71.4 100.6 127.9  94.29  45.6  21.7
## cvpred      -1.49  2.47  8.67 29.86 29.86  70.4  99.3 126.6  93.52  45.5  22.8
## pm2.5       12.00 13.00 18.00 26.00 27.00  85.0  91.0  88.0 103.00  91.0  94.0
## CV residual 13.49 10.53  9.33 -3.86 -2.86  14.6  -8.3 -38.6   9.48  45.5  71.2
##             11200 11204 11205 11207 11208 11211 11216 11218 11220 11224 11226
## Predicted    16.4  64.5  72.7 104.5 110.8 127.0  98.4   105  79.9  77.9  77.9
## cvpred       17.5  65.0  73.2 104.7 110.9 125.7  97.4   104  81.0  78.7  78.7
## pm2.5        91.0 104.0 145.0 184.0 202.0 184.0 225.0   163 136.0 138.0 145.0
## CV residual  73.5  39.0  71.8  79.3  91.1  58.3 127.6    59  55.0  59.3  66.3
##             11229 11232 11235 11236 11237 11238 11239 11243 11245 11246 11247
## Predicted    98.7 119.3 102.1 102.1 137.3 141.4 120.4  23.9 -34.9 -39.6 -32.2
## cvpred       99.3 118.3 100.8 100.8 135.8 139.9 118.8  23.4 -35.4 -40.1 -32.9
## pm2.5       170.0 168.0 137.0 133.0 158.0 162.0 158.0 159.0  27.0  21.0  21.0
## CV residual  70.7  49.7  36.2  32.2  22.2  22.1  39.2 135.6  62.4  61.1  53.9
##             11257 11281 11297 11298 11300 11301 11303 11307 11310 11311 11312
## Predicted   49.52   100  38.8  50.8  83.6  75.4  81.7  37.3  42.2  51.0  43.1
## cvpred      48.07   101  39.7  51.5  83.9  75.7  81.9  36.4  41.1  49.9  42.2
## pm2.5       53.00    36  87.0 146.0 121.0  79.0  53.0  65.0  20.0  12.0  13.0
## CV residual  4.93   -65  47.3  94.5  37.1   3.3 -28.9  28.6 -21.1 -37.9 -29.2
##             11319 11320 11324  11327 11333 11336 11349 11351 11352 11354 11365
## Predicted    29.5  19.3  14.8 -0.795  89.1  22.5  67.7  86.9  83.6 127.6  45.3
## cvpred       28.9  18.7  14.2 -1.160  88.0  22.0  68.4  86.4  84.5 128.3  46.7
## pm2.5        90.0  74.0 120.0 15.000   7.0   6.0  32.0  65.0  54.0  63.0  73.0
## CV residual  61.1  55.3 105.8 16.160 -81.0 -16.0 -36.4 -21.4 -30.5 -65.3  26.3
##             11366 11380 11383 11385 11389 11390 11391 11394 11398 11399 11400
## Predicted    23.6 133.3 147.5 124.7  92.7  81.7  87.5  94.8 119.2  96.2  92.1
## cvpred       25.0 131.9 145.8 124.8  93.2  82.3  88.0  95.1 119.4  95.9  91.7
## pm2.5        52.0  97.0  97.0 136.0 153.0 165.0 135.0 137.0 189.0 165.0 195.0
## CV residual  27.0 -34.9 -48.8  11.2  59.8  82.7  47.0  41.9  69.6  69.1 103.3
##             11402 11406  11410 11411 11412 11425 11439 11464 11467 11469 11475
## Predicted   116.8 103.0 114.08 120.4 120.9 161.9  80.7    61  45.9  38.2  65.9
## cvpred      115.7 102.6 114.16 120.4 120.9 161.1  81.6    61  45.3  37.7  65.1
## pm2.5       157.0 160.0 113.00  69.0  44.0  74.0  70.0    16  12.0  14.0   8.0
## CV residual  41.3  57.4  -1.16 -51.4 -76.9 -87.1 -11.6   -45 -33.3 -23.7 -57.1
##             11487  11489 11496 11503 11505 11510 11511  11512 11514 11515 11518
## Predicted    8.89 -0.444   136 145.1 136.2 122.9 118.3 118.25 124.5 137.4 148.4
## cvpred       8.14 -1.227   135 144.2 134.2 122.4 117.7 117.71 123.9 136.8 147.7
## pm2.5       15.00 23.000    41  91.0 122.0 167.0 155.0 126.00  97.0  95.0 100.0
## CV residual  6.86 24.227   -94 -53.2 -12.2  44.6  37.3   8.29 -26.9 -41.8 -47.7
##             11519 11521 11522 11529 11531 11532 11540 11549 11550 11553 11554
## Predicted   165.0 165.6 167.2 138.0 110.5 47.33  78.9 138.5 126.5 115.7  45.2
## cvpred      164.2 164.8 166.3 137.4 108.9 45.98  77.6 136.6 124.7 116.1  45.2
## pm2.5        83.0 103.0 138.0 151.0  86.0 51.00  18.0  54.0  43.0  29.0  29.0
## CV residual -81.2 -61.8 -28.3  13.6 -22.9  5.02 -59.6 -82.6 -81.7 -87.1 -16.2
##             11556 11557 11558 11560 11566 11568 11569 11572 11575 11580 11593
## Predicted    38.3  60.7 27.35  51.4 114.3 135.6 135.6 136.7 151.5 93.59 141.1
## cvpred       38.4  61.4 27.53  52.1 114.5 135.7 135.7 136.6 151.1 92.51 139.2
## pm2.5        20.0  19.0 25.00  27.0  73.0  60.0  61.0  63.0  75.0 84.00 165.0
## CV residual -18.4 -42.4 -2.53 -25.1 -41.5 -75.7 -74.7 -73.6 -76.1 -8.51  25.8
##             11608 11611   11612  11614 11615  11621  11622 11623 11625 11626
## Predicted   131.0 174.8 173.167 172.11 150.7 181.64 181.64 181.6 181.6 173.7
## cvpred      130.4 173.7 172.192 171.26 149.2 180.48 180.48 180.5 180.5 172.8
## pm2.5       152.0 171.0 172.000 168.00 172.0 176.00 183.00 194.0 200.0 218.0
## CV residual  21.6  -2.7  -0.192  -3.26  22.8  -4.48   2.52  13.5  19.5  45.2
##             11628 11630 11638 11642 11643 11645 11647 11649 11654 11656 11662
## Predicted    92.6  42.9  49.9  40.1  46.3  38.4  39.3  24.5 -19.8 -20.4  50.1
## cvpred       90.8  41.4  48.8  39.1  45.3  37.5  38.6  24.1 -19.7 -20.3  51.1
## pm2.5       187.0  76.0 238.0 136.0 108.0  65.0  96.0  99.0  38.0  42.0  40.0
## CV residual  96.2  34.6 189.2  96.9  62.7  27.5  57.4  74.9  57.7  62.3 -11.1
##             11664 11667 11671 11676 11677 11680 11682 11683 11685 11694 11700
## Predicted   28.62 33.56  98.1 -37.3 -41.9 -44.4 -40.6 -33.7  2.38  24.9  35.5
## cvpred      28.26 33.01  96.9 -37.1 -41.8 -44.4 -40.8 -34.0  1.65  24.4  35.7
## pm2.5       33.00 26.00  15.0  14.0  12.0  24.0  31.0  23.0 34.00   7.0  14.0
## CV residual  4.74 -7.01 -81.9  51.1  53.8  68.4  71.8  57.0 32.35 -17.4 -21.7
##             11701 11702 11703 11714 11717 11718 11719 11722 11728 11729 11731
## Predicted    33.8  28.7  30.7 107.2 119.3   130 123.4 119.5   138   144   154
## cvpred       35.3  28.9  32.1 107.8 119.7   130 123.8 120.2   138   144   154
## pm2.5        13.0  15.0  16.0  79.0  79.0    81  93.0  63.0    53    43    58
## CV residual -22.3 -13.9 -16.1 -28.8 -40.7   -49 -30.8 -57.2   -85  -101   -96
##             11732 11733 11734 11736 11743 11745 11751  11753 11755 11756 11757
## Predicted   157.8 172.0   154   171 176.5 178.0  13.7  1.384  3.57  75.0 111.2
## cvpred      156.4 170.3   154   170 175.4 175.7  12.5  0.138  2.23  74.1 110.6
## pm2.5        63.0  80.0    95    94 130.0 147.0 118.0 59.000 39.00  35.0  63.0
## CV residual -93.4 -90.3   -59   -76 -45.4 -28.7 105.5 58.862 36.77 -39.1 -47.6
##              11763 11764 11765 11769 11770 11772 11776 11780 11781 11783 11798
## Predicted   116.79 156.7   129  41.6 46.35  6.34 -13.4 32.28  97.6  71.1  51.8
## cvpred      114.65 154.3   127  40.4 45.76  5.33 -14.3 30.99  96.0  69.8  51.2
## pm2.5       111.00  98.0    97  55.0 39.00 34.00  32.0 28.00  37.0  30.0  16.0
## CV residual  -3.65 -56.3   -30  14.6 -6.76 28.67  46.3 -2.99 -59.0 -39.8 -35.2
##             11799 11806 11813 11814 11815 11817 11820 11823 11824 11826 11827
## Predicted    51.2  92.7 129.2 128.0 128.0 107.0  76.9  96.8   141   162 122.6
## cvpred       50.6  93.2 128.3 128.5 128.5 107.8  77.8  97.3   141   161 121.4
## pm2.5        20.0  53.0  54.0  66.0  64.0  82.0  54.0  39.0    40    46  44.0
## CV residual -30.6 -40.2 -74.3 -62.5 -64.5 -25.8 -23.8 -58.3  -101  -115 -77.4
##             11830 11831 11837 11840 11841 11843 11844 11845 11850 11860 11863
## Predicted     175   175 135.4   132 121.5 83.75  60.8  88.8 19.78   142  98.3
## cvpred        173   173 133.6   130 120.2 83.04  60.3  89.4 19.25   140  97.2
## pm2.5          63    65  83.0    82  84.0 75.00  40.0  33.0 18.00    16  33.0
## CV residual  -110  -108 -50.6   -48 -36.2 -8.04 -20.3 -56.4 -1.25  -124 -64.2
##             11864 11866 11868 11872 11873 11875 11876 11877 11879 11882 11883
## Predicted    84.1  42.0  40.3 63.92  59.8  80.6  93.2   108 141.3 161.8 157.7
## cvpred       83.3  41.5  40.0 64.68  60.6  81.2  93.6   108 141.5 161.6 157.5
## pm2.5        32.0  76.0  24.0 70.00  41.0  23.0  24.0    27  46.0  83.0  86.0
## CV residual -51.3  34.5 -16.0  5.32 -19.6 -58.2 -69.6   -81 -95.5 -78.6 -71.5
##             11884 11885 11888 11889  11890 11897 11901 11909 11910  11917 11918
## Predicted   170.3 170.3 163.8 145.0 111.46 -26.7 -24.8  8.38  18.8 22.041 21.48
## cvpred      169.9 169.9 162.5 143.9 111.14 -27.2 -25.4  7.34  17.6 21.552 20.98
## pm2.5        92.0  98.0 106.0 111.0 117.00 183.0  44.0 72.00  69.0 22.000 17.00
## CV residual -77.9 -71.9 -56.5 -32.9   5.86 210.2  69.4 64.66  51.4  0.448 -3.98
##             11919 11923 11924 11925 11930 11931 11932 11939 11941 11942 11944
## Predicted   19.29  6.42  11.1  6.99 28.33  34.6  32.1 -7.21 -22.3 -22.3 -20.6
## cvpred      18.89  5.99  10.7  6.56 27.75  33.9  31.3 -7.34 -22.3 -22.3 -20.8
## pm2.5       12.00 32.00  34.0 32.00 22.00  20.0  18.0 27.00  27.0  31.0  25.0
## CV residual -6.89 26.01  23.3 25.44 -5.75 -13.9 -13.3 34.34  49.3  53.3  45.8
##             11946 11951 11953 11954 11959 11960 11961 11964  11970 11971  11973
## Predicted   -20.1 -14.3  -3.9  -3.9 13.84  49.8  45.4 -41.1 25.891 36.28 57.058
## cvpred      -20.2 -14.4  -4.1  -4.1 13.33  50.5  46.4 -40.9 26.551 36.86 57.467
## pm2.5        32.0  72.0  44.0  27.0 21.00  27.0  32.0  25.0 27.000 40.00 58.000
## CV residual  52.2  86.4  48.1  31.1  7.67 -23.5 -14.4  65.9  0.449  3.14  0.533
##             11974 11976 11978 11979 11980 11983 11990 11992 11994 11996 11998
## Predicted    61.7  69.6 123.9  72.0 145.2 38.80 18.47  4.11 37.49 58.84  76.9
## cvpred       62.2  69.9 122.3  70.8 143.5 38.77 18.43  4.77 38.66 59.85  78.0
## pm2.5        50.0  46.0  55.0  50.0  58.0 34.00 16.00 18.00 48.00 50.00  44.0
## CV residual -12.2 -23.9 -67.3 -20.8 -85.5 -4.77 -2.43 13.23  9.34 -9.85 -34.0
##             11999 12001 12003 12006 12009 12014 12016 12021 12024 12025 12028
## Predicted    99.9 111.4 132.2   146  55.8  21.1   9.3  65.3  93.5  99.7 127.1
## cvpred      100.7 112.2 132.8   145  55.7  22.7  10.7  65.9  93.6  99.8 125.4
## pm2.5        40.0  68.0  37.0    40  66.0 156.0  24.0  45.0  42.0  45.0  62.0
## CV residual -60.7 -44.2 -95.8  -105  10.3 133.3  13.3 -20.9 -51.6 -54.8 -63.4
##              12030 12031 12038 12041 12042 12043 12049 12052 12053 12055 12056
## Predicted   141.51 149.3   122 127.5 127.5 133.3   159 155.4 167.5 170.0   154
## cvpred      140.91 147.4   122 127.1 127.1 131.6   157 154.5 165.2 167.8   153
## pm2.5       134.00 107.0   160 155.0 174.0 184.0   264 206.0 204.0 219.0   227
## CV residual  -6.91 -40.4    38  27.9  46.9  52.4   107  51.5  38.8  51.2    74
##             12058 12059 12066 12067 12074 12081 12083 12084 12089 12091 12100
## Predicted     137 124.3   122    41  70.7  35.8  31.7  29.5  69.2  73.8  74.6
## cvpred        137 122.9   122    40  69.8  35.5  32.1  30.1  69.9  74.6  74.1
## pm2.5         205 209.0   222   205   6.0  11.0   8.0   7.0  15.0  11.0  26.0
## CV residual    68  86.1   100   165 -63.8 -24.5 -24.1 -23.1 -54.9 -63.6 -48.1
##             12101 12104 12114 12120 12122 12124 12125 12126 12127 12132 12135
## Predicted   16.88 13.91  63.8  85.7 122.6    97  99.5  82.8  66.1 -11.5 -35.3
## cvpred      16.51 13.55  64.6  86.4 122.9    96  98.6  82.1  65.6 -11.3 -35.1
## pm2.5       20.00 17.00  69.0  27.0  34.0    44  56.0  52.0  47.0  53.0  15.0
## CV residual  3.49  3.45   4.4 -59.4 -88.9   -52 -42.6 -30.1 -18.6  64.3  50.1
##             12137 12138 12140 12142 12147 12148 12150 12151 12154 12157 12158
## Predicted    10.3   -28  52.3  67.3 125.7   147 154.9 117.6  83.6  10.1  1.38
## cvpred       10.2   -28  53.1  68.1 124.7   147 153.6 117.3  83.4  11.8  3.00
## pm2.5        43.0    16  30.0  55.0  55.0    47  58.0  74.0  67.0  76.0 55.00
## CV residual  32.8    44 -23.1 -13.1 -69.7  -100 -95.6 -43.3 -16.4  64.2 52.00
##             12160 12164 12166 12167 12174 12176 12177 12184 12186 12187 12188
## Predicted   -11.8  40.2  65.6  82.9 140.0 125.6 115.0  59.6  55.5  57.7  51.7
## cvpred      -10.4  41.1  66.4  83.5 140.3 126.3 114.8  61.2  57.1  59.1  53.0
## pm2.5        24.0 116.0  89.0  49.0  81.0 123.0 149.0 114.0 109.0  90.0  70.0
## CV residual  34.4  74.9  22.6 -34.5 -59.3  -3.3  34.2  52.8  51.9  30.9  17.0
##             12192 12195 12197 12199 12212 12214 12216 12217 12218 12220 12222
## Predicted    81.8 113.0 134.3   132  58.8  88.4  90.9  98.8 105.1 121.7   132
## cvpred       83.0 113.9 135.1   133  60.3  89.7  92.3 100.0 106.2 122.7   133
## pm2.5        41.0  58.0  59.0    71  35.0  53.0  53.0  78.0  46.0  51.0    58
## CV residual -42.0 -55.9 -76.1   -62 -25.3 -36.7 -39.3 -22.0 -60.2 -71.7   -75
##             12224 12226 12234 12235 12242 12245 12246  12286 12288 12292 12293
## Predicted   113.3 88.12 51.14 55.24   117 114.6 119.3 111.01 129.9 144.1 149.9
## cvpred      114.4 89.63 52.44 56.54   118 115.4 120.1 112.11 130.7 144.6 149.1
## pm2.5        66.0 80.00 55.00 55.00    96 100.0 100.0 122.00 132.0 190.0 186.0
## CV residual -48.4 -9.63  2.56 -1.54   -22 -15.4 -20.1   9.89   1.3  45.4  36.9
##             12295 12299 12301  12309  12310  12312 12313 12316 12321   12324
## Predicted   146.1   103  65.1 101.12  99.49 103.59   110   135   127 109.447
## cvpred      145.5   104  66.7 102.17 100.66 104.77   111   134   128 109.257
## pm2.5       153.0   253 113.0 109.00 110.00 100.00    99    99    99 109.000
## CV residual   7.5   149  46.3   6.83   9.34  -4.77   -12   -35   -29  -0.257
##             12327  12328  12329 12331 12333 12337 12338 12356 12357 12361 12368
## Predicted    98.9 106.84 106.40 100.1  90.1  81.0  81.0  92.5   105  97.3  53.1
## cvpred      100.1 107.79 106.08  99.9  90.4  80.4  80.4  92.8   104  95.9  52.0
## pm2.5       112.0 104.00 112.00 139.0 150.0  96.0 107.0  39.0    49  29.0   9.0
## CV residual  11.9  -3.79   5.92  39.1  59.6  15.6  26.6 -53.8   -55 -66.9 -43.0
##             12373 12377 12378 12383 12384 12387 12391 12397 12403 12405 12409
## Predicted    31.4  56.9  61.6  58.6  62.7  57.0  69.8  34.5  38.8  66.4  98.1
## cvpred       30.8  56.1  60.8  57.8  61.9  56.3  69.2  34.6  39.9  67.3  98.8
## pm2.5         9.0  12.0  16.0  20.0  10.0  12.0  17.0  20.0  28.0  28.0  33.0
## CV residual -21.8 -44.1 -44.8 -37.8 -51.9 -44.3 -52.2 -14.6 -11.9 -39.3 -65.8
##             12410 12411 12414 12436  12444 12449 12451 12458 12459 12462 12464
## Predicted   120.1   123 137.2  59.1  -9.76  39.5 -23.5  91.0  97.2 122.3  97.7
## cvpred      119.2   123 137.4  58.2 -10.15  40.3 -23.7  90.6  96.8 121.3  97.1
## pm2.5        33.0    31  48.0  37.0  28.00   8.0  15.0  53.0  70.0  68.0  44.0
## CV residual -86.2   -92 -89.4 -21.2  38.15 -32.3  38.7 -37.6 -26.8 -53.3 -53.1
##             12472 12473 12482 12484 12485 12486 12492 12495 12501 12502 12503
## Predicted   40.12  27.8 130.5 135.2 135.2 146.1  60.1  37.9 66.62 72.91  97.9
## cvpred      41.34  29.0 129.5 134.2 134.2 145.1  61.5  39.3 67.57 73.77  97.4
## pm2.5       37.00  40.0  40.0  78.0 100.0 109.0 142.0  57.0 59.00 64.00  69.0
## CV residual -4.34  11.0 -89.5 -56.2 -34.2 -36.1  80.5  17.7 -8.57 -9.77 -28.4
##             12505 12508 12509 12511 12518 12519 12520 12524 12525  12529  12530
## Predicted   106.3 103.2 104.8 142.4  43.2 124.5  52.4 125.7   137 157.56 159.31
## cvpred      106.8 102.7 104.2 141.1  42.5 124.6  51.7 124.4   137 157.07 157.45
## pm2.5        75.0  41.0  44.0  92.0 100.0 100.0  93.0 114.0   123 163.00 166.00
## CV residual -31.8 -61.7 -60.2 -49.1  57.5 -24.6  41.3 -10.4   -14   5.93   8.55
##              12531 12534 12535 12537 12539 12540 12541 12543 12545 12547 12548
## Predicted   165.60 171.9 129.8   138  98.5  81.4  70.9  67.8  54.9 91.52   160
## cvpred      163.65 169.8 128.1   137  98.7  80.5  71.3  68.1  55.2 90.32   160
## pm2.5       167.00 204.0 217.0   241 231.0 177.0 160.0 102.0  69.0 82.00    37
## CV residual   3.35  34.2  88.9   104 132.3  96.5  88.7  33.9  13.8 -8.32  -123
##             12549 12551 12554 12555 12557 12559 12561 12562 12564 12567 12569
## Predicted     160 129.3  97.3   126   125   166 103.0    76  42.6  74.5  69.8
## cvpred        160 128.2  96.2   124   123   164 101.8    75  42.0  75.1  70.4
## pm2.5          47  58.0  61.0    35     7     7  20.0    13  24.0  33.0  26.0
## CV residual  -113 -70.2 -35.2   -89  -116  -157 -81.8   -62 -18.0 -42.1 -44.4
##             12570 12577 12578  12579 12582 12584 12585 12592 12595 12596 12597
## Predicted    82.4 142.6 153.5 159.40   120 137.3 131.0  56.7  70.9  91.7  91.7
## cvpred       82.8 142.7 153.6 158.11   119 136.5 130.3  57.6  71.5  92.1  92.1
## pm2.5        22.0  53.0  86.0 151.00   176 190.0 196.0 106.0  92.0  62.0  75.0
## CV residual -60.8 -89.7 -67.6  -7.11    57  53.5  65.7  48.4  20.5 -30.1 -17.1
##             12598  12599 12602 12604 12605 12608 12610 12611 12614 12615 12617
## Predicted   112.5 127.53 139.5 147.6   152 129.3 122.4 110.3  59.4  50.6  52.3
## cvpred      112.8 127.75 139.6 146.1   152 128.1 121.4 110.7  60.1  51.3  52.8
## pm2.5        96.0 123.00 121.0 108.0   117 185.0 172.0 141.0 117.0  91.0  71.0
## CV residual -16.8  -4.75 -18.6 -38.1   -35  56.9  50.6  30.3  56.9  39.7  18.2
##             12623 12629 12630 12632 12634 12637 12639 12641 12643 12649 12650
## Predicted   113.9 151.2 161.6 143.3 126.9 111.7  93.7   132 130.4  82.1  88.4
## cvpred      113.5 149.9 160.2 142.2 126.2 112.3  93.0   132 129.3  81.5  87.7
## pm2.5        74.0  57.0  87.0 109.0  91.0  81.0  74.0    29  39.0  20.0  16.0
## CV residual -39.5 -92.9 -73.2 -33.2 -35.2 -31.3 -19.0  -103 -90.3 -61.5 -71.7
##             12653 12654 12655 12656 12657 12665 12669 12673 12674 12676 12687
## Predicted    96.3   155   114  67.9  61.6  24.6  71.3 123.8 123.8 144.7  64.3
## cvpred       95.4   154   114  67.6  61.4  24.6  72.3 124.4 124.4 143.8  64.3
## pm2.5        12.0    18    10  19.0  15.0  14.0  49.0  52.0  63.0  85.0  88.0
## CV residual -83.4  -136  -104 -48.6 -46.4 -10.6 -23.3 -72.4 -61.4 -58.8  23.7
##             12688 12689 12690 12694 12703 12704 12707 12708 12710 12714 12716
## Predicted    49.7  49.7  47.2 107.9 133.3 120.8  82.6  78.4  71.5  66.5  85.3
## cvpred       51.0  51.0  48.4 108.7 133.6 121.2  82.3  79.3  72.6  67.4  84.8
## pm2.5        83.0  69.0  65.0  63.0  94.0  94.0 187.0 195.0 234.0 175.0 151.0
## CV residual  32.0  18.0  16.6 -45.7 -39.6 -27.2 104.7 115.7 161.4 107.6  66.2
##             12720 12721 12722 12723 12725 12729 12734 12738 12739 12740 12742
## Predicted   100.6 123.7   153 154.7 155.2   135  96.4   102  96.4 122.6   137
## cvpred       99.8 123.3   153 153.4 155.1   135  97.3   103  96.8 122.3   136
## pm2.5        78.0  54.0    71 106.0 124.0   171 164.0   144 142.0 135.0   198
## CV residual -21.8 -69.3   -82 -47.4 -31.1    36  66.7    41  45.2  12.7    62
##             12748 12750 12753 12755 12759  12764 12766 12767 12776 12782 12784
## Predicted    97.7 158.9 144.7 134.7 133.6 137.85 132.6 130.5  93.1  95.1  86.4
## cvpred       96.9 157.7 143.8 135.2 134.1 137.07 133.2 129.9  92.8  96.5  87.7
## pm2.5       120.0  80.0  69.0  80.0 124.0 135.00 113.0 117.0 115.0  85.0  67.0
## CV residual  23.1 -77.7 -74.8 -55.2 -10.1  -2.07 -20.2 -12.9  22.2 -11.5 -20.7
##             12786 12787 12788  12791 12794 12795 12796 12797 12800 12803 12807
## Predicted    88.0  98.4 110.9 126.56 145.0 145.4 146.6 151.3   137 106.7  74.4
## cvpred       89.2  99.5 111.9 127.46 144.3 146.1 145.9 150.5   136 106.6  74.5
## pm2.5        69.0  79.0  89.0 135.00 179.0 190.0 194.0 212.0   257 180.0  95.0
## CV residual -20.2 -20.5 -22.9   7.54  34.7  43.9  48.1  61.5   121  73.4  20.5
##             12809 12816 12817 12819 12824 12837 12838 12839 12840 12842 12847
## Predicted    58.4 136.9   143 145.4 147.5 106.3   113 119.4 121.6   128 148.2
## cvpred       59.8 137.8   144 146.1 146.9 107.2   114 120.2 122.3   128 147.4
## pm2.5       110.0 237.0   221 201.0 209.0 203.0   209 206.0 217.0   236 214.0
## CV residual  50.2  99.2    77  54.9  62.1  95.8    95  85.8  94.7   108  66.6
##             12850 12851 12852 12856 12857 12860 12861 12863 12866 12868 12879
## Predicted   127.2 121.3 103.7  77.5  50.7  65.5  86.3 111.7 107.6 118.0  52.3
## cvpred      126.7 122.2 103.4  78.7  51.9  66.4  87.0 112.3 108.2 118.5  53.5
## pm2.5       184.0 174.0 185.0 134.0 104.0 139.0 173.0 181.0 183.0 160.0 120.0
## CV residual  57.3  51.8  81.6  55.3  52.1  72.6  86.0  68.7  74.8  41.5  66.5
##             12881 12889 12893 12895 12898 12900 12904 12906 12912 12916 12917
## Predicted    58.1 116.6 128.6 134.4 132.7 132.7   132   134 154.7   167 163.0
## cvpred       59.1 116.9 128.7 133.2 132.8 132.8   132   134 153.2   165 162.6
## pm2.5       106.0 166.0 145.0 204.0 187.0 204.0   432   459 136.0   150 152.0
## CV residual  46.9  49.1  16.3  70.8  54.2  71.2   300   325 -17.2   -15 -10.6
##              12919 12922  12923 12926 12929 12935 12937 12939 12940 12945 12950
## Predicted   161.38 155.1 155.10 148.8 144.7   158   127   132   115 107.9  99.6
## cvpred      161.11 154.9 154.91 148.7 144.6   158   127   131   114 107.3  99.5
## pm2.5       166.00 166.0 160.00 184.0 179.0    36    49    22    25   8.0  25.0
## CV residual   4.89  11.1   5.09  35.3  34.4  -122   -78  -109   -89 -99.3 -74.5
##             12953 12955 12956 12959 12964 12965 12967 12968 12975 12978 12982
## Predicted    85.0  89.2  55.6 104.9 103.0   143  96.7  72.1  58.9  58.5  99.9
## cvpred       86.2  89.2  55.7 104.8 102.8   142  96.6  72.4  59.4  60.0  99.6
## pm2.5        25.0  34.0  36.0  48.0  31.0    34  22.0  20.0  18.0  25.0  43.0
## CV residual -61.2 -55.2 -19.7 -56.8 -71.8  -108 -74.6 -52.4 -41.4 -35.0 -56.6
##             12983 12984 12990 12993 12995 12999 13003 13005  13010 13015 13016
## Predicted   117.3 117.3 102.9  71.5  46.0  54.5  47.4  66.2 75.684 137.0 153.3
## cvpred      118.3 118.3 102.1  71.2  45.9  54.6  47.4  66.0 74.459 136.1 151.8
## pm2.5        62.0  77.0  87.0  52.0  29.0  16.0  24.0  27.0 74.000  81.0 125.0
## CV residual -56.3 -41.3 -15.1 -19.2 -16.9 -38.6 -23.4 -39.0 -0.459 -55.1 -26.8
##              13017 13018 13020 13023 13024 13027 13044 13048 13052 13053
## Predicted   134.45 116.1 34.42  78.3  76.4  82.9  84.3  91.7  96.1  98.6
## cvpred      133.17 115.2 33.75  78.7  76.6  83.4  84.6  92.6  96.8  99.4
## pm2.5       127.00  79.0 36.00  16.0  31.0  51.0 149.0 185.0 156.0 132.0
## CV residual  -6.17 -36.2  2.25 -62.7 -45.6 -32.4  64.4  92.4  59.2  32.6
##               13054  13055 13057 13062 13064 13066 13067 13071 13072 13076
## Predicted   115.810 114.19 132.6 149.3   139   137   131 109.2 109.2 129.7
## cvpred      116.436 114.92 131.8 148.3   139   138   132 110.2 110.2 130.3
## pm2.5       116.000 113.00 177.0 244.0   266   274   275 204.0 190.0 229.0
## CV residual  -0.436  -1.92  45.2  95.7   127   136   143  93.8  79.8  98.7
##             13083 13084 13085 13089 13090 13094 13097 13099 13100 13103 13105
## Predicted     153   126 154.5   155   149 129.3 120.8  98.3 127.5 130.6   139
## cvpred        154   125 153.4   154   148 128.6 120.3  98.4 128.2 131.4   139
## pm2.5         255   238 229.0    35    38  48.0  58.0 113.0 150.0 218.0   245
## CV residual   101   113  75.6  -119  -110 -80.6 -62.3  14.6  21.8  86.6   106
##             13107 13108 13111 13114 13115 13121 13127 13130  13131 13133  13138
## Predicted   144.4 152.3 151.1 149.5   151 141.3 150.1 154.3 153.89 126.7 151.70
## cvpred      143.6 151.3 151.5 149.9   150 140.4 149.2 154.5 152.78 126.2 150.69
## pm2.5       232.0 220.0 226.0  82.0    29  94.0 108.0 141.0 150.00 165.0 160.00
## CV residual  88.4  68.7  74.5 -67.9  -121 -46.4 -41.2 -13.5  -2.78  38.8   9.31
##             13139  13142 13146 13147 13149 13151 13155 13161 13167 13175  13179
## Predicted   105.5 134.89 136.1 136.1 143.4 147.6 153.9  94.1  58.2  94.5 114.16
## cvpred      104.8 135.32 135.1 135.1 143.6 146.6 152.8  93.6  57.9  95.2 114.03
## pm2.5       176.0 128.00 164.0 155.0 164.0 187.0 195.0 238.0  25.0  46.0 108.00
## CV residual  71.2  -7.32  28.9  19.9  20.4  40.4  42.2 144.4 -32.9 -49.2  -6.03
##             13183 13187 13190 13192 13193 13194  13195 13198 13204 13206 13208
## Predicted     104  74.7  61.7 46.19 61.11  81.6 87.902  86.6 115.0 117.1 122.9
## cvpred        103  74.6  62.8 46.13 62.25  82.8 88.986  87.5 115.4 117.4 123.1
## pm2.5          55  36.0  37.0 52.00 71.00  63.0 88.000  63.0  89.0  79.0 112.0
## CV residual   -48 -38.6 -25.8  5.87  8.75 -19.8 -0.986 -24.5 -26.4 -38.4 -11.1
##             13213 13216 13219  13223 13229  13233 13236 13237 13240 13242 13245
## Predicted   108.1  83.9  92.5 144.71 123.9 137.98 114.9   102 109.7   114 128.5
## cvpred      108.6  83.1  92.1 144.61 123.1 136.71 115.1   101 109.9   114 128.5
## pm2.5       144.0 142.0 152.0 141.00 193.0 145.00 173.0   164 172.0   167 171.0
## CV residual  35.4  58.9  59.9  -3.61  69.9   8.29  57.9    63  62.1    53  42.5
##             13248 13249 13250 13251 13253 13257 13260 13261 13268 13272 13273
## Predicted    91.2 110.2 107.3 122.5   131 104.7  46.7  42.0  94.4  74.1 120.1
## cvpred       89.8 109.1 105.7 121.4   129 103.3  45.6  40.9  94.2  72.9 119.1
## pm2.5       121.0  66.0  54.0  56.0    48  12.0  11.0  16.0  20.0  28.0  21.0
## CV residual  31.2 -43.1 -51.7 -65.4   -81 -91.3 -34.6 -24.9 -74.2 -44.9 -98.1
##             13278 13279 13282 13284 13286 13290 13291 13294 13295 13302 13306
## Predicted     172 123.5 115.7  38.0 29.19  32.2  28.1  65.1 103.4 106.2  69.4
## cvpred        170 121.9 115.8  37.3 28.49  31.7  27.5  64.3 102.5 105.2  69.8
## pm2.5          32  27.0  32.0  25.0 23.00   7.0   9.0  17.0  17.0  28.0  23.0
## CV residual  -138 -94.9 -83.8 -12.3 -5.49 -24.7 -18.5 -47.3 -85.5 -77.2 -46.8
##             13307 13308 13309 13310 13313 13324 13329 13330 13331 13332 13333
## Predicted    41.6  64.8  62.1  57.9  49.1 129.8 114.0 107.7  98.8 95.12  94.1
## cvpred       41.7  64.9  62.2  59.2  50.4 130.5 115.1 108.9  98.9 96.48  94.2
## pm2.5        18.0  18.0  12.0  17.0  18.0  62.0  79.0  83.0  75.0 88.00  90.0
## CV residual -23.7 -46.9 -50.2 -42.2 -32.4 -68.5 -36.1 -25.9 -23.9 -8.48  -4.2
##             13339 13342 13343 13345 13350 13352 13355 13356 13357 13361 13363
## Predicted    92.1 123.4 122.2 132.6   145   138   122   118   105  87.7  98.1
## cvpred       93.3 123.1 123.3 133.6   146   138   124   119   105  89.1  99.4
## pm2.5        73.0 117.0 111.0 146.0   288   274   249   239   218 122.0 118.0
## CV residual -20.3  -6.1 -12.3  12.4   142   136   125   120   113  32.9  18.6
##             13364 13366  13367 13370 13372 13374  13377    13385 13387  13389
## Predicted   102.8 105.5 107.69   127 136.8 136.8 130.95  98.6511 96.17 119.14
## cvpred      104.1 106.8 108.87   128 136.6 136.6 132.08 100.0145 97.42 120.12
## pm2.5       153.0  91.0 102.00    96 118.0 104.0 128.00 100.0000 99.00 113.00
## CV residual  48.9 -15.8  -6.87   -32 -18.6 -32.6  -4.08  -0.0145  1.58  -7.12
##             13392 13394 13402  13406  13407 13409 13411 13414 13417 13421 13424
## Predicted   130.4 135.8 129.5 107.75  95.61 95.04  98.9 122.7 137.4 116.6 135.8
## cvpred      131.5 136.6 130.4 107.53  96.84 96.27  99.9 123.7 138.1 116.6 136.6
## pm2.5       112.0 116.0  92.0 102.00 103.00 89.00  84.0  97.0  80.0  85.0  86.0
## CV residual -19.5 -20.6 -38.4  -5.53   6.16 -7.27 -15.9 -26.7 -58.1 -31.6 -50.6
##             13426 13429 13432 13434 13437 13439 13440 13442 13445 13452 13453
## Predicted   133.6  79.2 105.0  96.2 124.9 138.6   143   143 108.6 117.1 112.9
## cvpred      134.5  80.0 104.9  96.1 125.7 139.3   144   144 108.2 116.9 113.9
## pm2.5        95.0 135.0 133.0 137.0  94.0  71.0    62    39  59.0  66.0  70.0
## CV residual -39.5  55.0  28.1  40.9 -31.7 -68.3   -82  -105 -49.2 -50.9 -43.9
##             13454 13460 13465 13471 13472 13473 13474 13475 13479 13484 13485
## Predicted   110.7 122.4 118.9 147.7   138 127.2 114.6 100.1 105.1 113.1 117.7
## cvpred      111.8 123.1 119.6 146.8   137 126.7 114.3  99.9 106.1 113.8 118.5
## pm2.5        83.0  97.0  72.0  90.0    73  71.0  54.0  52.0  87.0  92.0  96.0
## CV residual -28.8 -26.1 -47.6 -56.8   -64 -55.7 -60.3 -47.9 -19.1 -21.8 -22.5
##             13487 13491 13495 13497  13499 13501 13504 13508 13510 13514 13515
## Predicted   135.5 153.4 111.9 99.31 129.53   124 132.2 137.2 139.2 107.8 107.8
## cvpred      136.1 152.4 111.2 98.83 130.42   124 132.9 137.6 138.5 107.1 107.1
## pm2.5        37.0  67.0  82.0 97.00 137.00   166 200.0  61.0  87.0  77.0  61.0
## CV residual -99.1 -85.4 -29.2 -1.83   6.58    42  67.1 -76.6 -51.5 -30.1 -46.1
##             13516 13522   13526 13533 13535 13537 13540 13543  13544 13545
## Predicted   107.8 139.8 118.576  79.6 140.3  92.5   115 112.9 140.25  98.2
## cvpred      107.1 139.1 119.541  79.2 139.5  92.1   115 112.2 139.45  97.7
## pm2.5        58.0  74.0 119.000 149.0 160.0 165.0   140 130.0 131.00 140.0
## CV residual -49.1 -65.1  -0.541  69.8  20.5  72.9    25  17.8  -8.45  42.3
##             13554 13561 13565 13568 13571 13572 13573 13575 13581 13583 13585
## Predicted   114.7 150.4   163   115   113   107   140   153 124.0 124.0 153.3
## cvpred      115.3 149.2   163   114   112   106   139   153 123.8 123.8 153.5
## pm2.5        72.0  51.0    21    10    11    26    24    14  63.0  84.0 100.0
## CV residual -43.3 -98.2  -142  -104  -101   -80  -115  -139 -60.8 -39.8 -53.5
##              13586 13593 13594 13598 13599 13600 13605 13614 13615 13616 13621
## Predicted   112.95 151.1 151.1 123.3 127.5 127.5 146.4 153.3   152 155.7   136
## cvpred      112.16 151.5 151.5 122.9 128.2 128.2 146.8 153.5   152 156.1   137
## pm2.5       107.00  83.0 103.0 111.0 112.0  87.0  75.0 118.0    65  59.0   161
## CV residual  -5.16 -68.5 -48.5 -11.9 -16.2 -41.2 -71.8 -35.5   -87 -97.1    24
##             13622 13624 13627 13629 13632 13636 13645 13648 13649 13650 13656
## Predicted   129.6 129.5 137.4   142   147   148   126   119   114 124.1   136
## cvpred      129.1 130.2 137.9   141   147   147   127   120   115 123.8   137
## pm2.5       170.0 196.0 230.0   271   273   290   302   293   269 206.0   300
## CV residual  40.9  65.8  92.1   130   126   143   175   173   154  82.2   163
##             13659 13664 13678 13686 13694 13696 13697 13698 13702 13706 13709
## Predicted     146   144 125.0   157   115 108.9 106.7 100.4 154.9 133.0 117.8
## cvpred        147   143 124.7   156   114 108.6 106.5 100.3 153.7 132.4 116.7
## pm2.5         330   354  51.0    38    41  34.0  29.0  34.0 111.0 100.0  73.0
## CV residual   183   211 -73.7  -118   -73 -74.6 -77.5 -66.3 -42.7 -32.4 -43.7
##             13713 13715 13716 13717 13722 13724 13725 13729 13730 13731 13734
## Predicted   101.4  78.5  75.0  92.9 102.6   126 130.2 123.4   159 131.3 116.2
## cvpred      100.7  78.0  75.2  92.4 103.3   126 130.6 123.2   159 130.9 115.2
## pm2.5        25.0  22.0  24.0  23.0  33.0    55  60.0  32.0    37  39.0  48.0
## CV residual -75.7 -56.0 -51.2 -69.4 -70.3   -71 -70.6 -91.2  -122 -91.9 -67.2
##             13737 13742 13745 13754 13756 13758 13761 13762 13765 13768 13773
## Predicted     144 125.4 125.4 136.9 147.3 147.3 139.4 136.7 120.3   118 132.8
## cvpred        144 126.1 126.1 137.6 147.9 147.9 140.2 136.4 120.4   119 133.9
## pm2.5          42  72.0  55.0 151.0 179.0 190.0 226.0 220.0 201.0   233 209.0
## CV residual  -102 -54.1 -71.1  13.4  31.1  42.1  85.8  83.6  80.6   114  75.1
##             13776 13784 13789 13794 13797 13799 13804 13805 13808 13813 13814
## Predicted     142   143   104 102.8 105.9 109.7   132 121.4 115.1  78.5 116.2
## cvpred        142   144   104 102.4 105.5 109.1   132 120.4 114.2  78.0 115.6
## pm2.5         269   273    42  50.0  56.0  37.0    35  40.0  32.0  18.0  33.0
## CV residual   127   129   -62 -52.4 -49.5 -72.1   -97 -80.4 -82.2 -60.0 -82.6
##             13821 13826 13827 13828 13831 13832 13835 13837 13839 13913 13916
## Predicted   137.1 151.1 125.9 121.8 117.0 104.5  77.7  59.2  57.0   101 126.2
## cvpred      137.4 151.5 125.8 121.7 116.3 103.9  77.6  59.8  57.7   102 126.7
## pm2.5        56.0  77.0  78.0  86.0  72.0  73.0  51.0  38.0  37.0    49  68.0
## CV residual -81.4 -74.5 -47.8 -35.7 -44.3 -30.9 -26.6 -21.8 -20.7   -53 -58.7
##             13917 13919 13921 13923 13924 13926 13927  13930  13935  13938
## Predicted   126.2 130.9 135.0 147.5 147.5 153.4 153.8 124.43  99.14 107.62
## cvpred      126.7 131.4 135.5 147.9 147.9 152.4 154.1 124.03 100.38 108.66
## pm2.5        74.0  81.0  85.0  86.0 101.0  91.0 108.0 119.00 109.00 100.00
## CV residual -52.7 -50.4 -50.5 -61.9 -46.9 -61.4 -46.1  -5.03   8.62  -8.66
##             13944  13946 13951 13953 13960 13966 13969 13970 13993  14023 14028
## Predicted   145.8 146.21 144.6 135.7 110.1 129.5 140.5 142.1 138.9 112.38  70.0
## cvpred      145.2 146.92 145.4 135.4 111.3 130.4 141.3 142.8 139.8 111.59  69.7
## pm2.5       107.0 138.00 166.0 205.0 140.0 142.0 114.0 112.0 105.0 115.00  90.0
## CV residual -38.2  -8.92  20.6  69.6  28.7  11.6 -27.3 -30.8 -34.8   3.41  20.3
##             14029  14034 14039 14047 14050 14052 14054 14088 14091  14094 14096
## Predicted    59.6  98.50 133.3 147.9   127 118.9 106.3 135.7 113.1 121.59 102.1
## cvpred       59.4  99.14 133.8 147.1   127 118.7 106.3 135.4 113.5 121.82 101.9
## pm2.5        91.0 104.00  98.0 226.0   227 212.0 202.0  70.0  82.0 121.00  51.0
## CV residual  31.6   4.86 -35.8  78.9   100  93.3  95.7 -65.4 -31.5  -0.82 -50.9
##             14100  14108 14109  14111  14113 14120 14122 14124 14126 14127
## Predicted    99.6 115.82 122.1 138.79 126.49 141.0 125.8 114.8 106.5 106.5
## cvpred       99.8 116.88 123.1 139.58 127.25 141.7 125.5 114.6 107.5 107.5
## pm2.5        80.0 108.00 113.0 133.00 123.00 125.0 141.0 118.0 153.0 159.0
## CV residual -19.8  -8.88 -10.1  -6.58  -4.25 -16.7  15.5   3.4  45.5  51.5
##             14131 14139 14141 14143 14146 14152  14153  14157 14159  14160
## Predicted   120.7 145.8 152.1 152.1   140 121.8 123.94 138.99   141 137.37
## cvpred      121.4 146.2 152.4 152.4   140 122.4 124.44 139.43   142 137.92
## pm2.5       138.0  98.0  86.0  92.0   110 134.0 134.00 130.00   131 135.00
## CV residual  16.6 -48.2 -66.4 -60.4   -30  11.6   9.56  -9.43   -11  -2.92
##             14163 14165 14166 14167 14170 14171 14174 14175 14178  14181  14186
## Predicted   116.2 114.0 114.0 123.4 140.0   138 135.7 139.8 147.3 154.61 156.80
## cvpred      115.2 113.1 113.1 123.2 139.4   139 136.4 140.5 146.5 154.99 157.08
## pm2.5       153.0  47.0  56.0  46.0  41.0    65  93.0 107.0 120.0 158.00 160.00
## CV residual  37.8 -66.1 -57.1 -77.2 -98.4   -74 -43.4 -33.5 -26.5   3.01   2.92
##             14193 14194 14201 14202 14204  14206 14208 14211 14213 14214 14217
## Predicted   150.5 156.8 114.9   144 150.5 119.60 107.3   124   109   109  94.6
## cvpred      150.9 157.1 114.9   143 150.9 119.58 107.3   124   108   108  94.1
## pm2.5       109.0 107.0 109.0    87 117.0 110.00  38.0     6     8     8  16.0
## CV residual -41.9 -50.1  -5.9   -56 -33.9  -9.58 -69.3  -118  -100  -100 -78.1
##             14218 14220 14228 14229 14231 14232 14233 14236 14237 14245 14247
## Predicted    86.2  55.0   103 122.4 119.1 129.5 141.7 125.4 125.4 90.06  81.3
## cvpred       85.9  54.9   104 123.1 120.1 130.4 141.1 125.4 125.4 90.12  81.3
## pm2.5        17.0   7.0    24  35.0  37.0  45.0  45.0  68.0  66.0 88.00  48.0
## CV residual -68.9 -47.9   -80 -88.1 -83.1 -85.4 -96.1 -57.4 -59.4 -2.12 -33.3
##             14253 14256 14262 14266 14268 14271 14281 14284 14285 14286 14291
## Predicted    90.9  86.8   148  60.6  83.8  67.0   141 142.6 143.0 142.6  82.6
## cvpred       90.8  86.7   148  60.9  84.1  68.7   142 142.4 144.1 142.4  83.9
## pm2.5        31.0  17.0     2  11.0   8.0  22.0    48  56.0  51.0  62.0  67.0
## CV residual -59.8 -69.7  -146 -49.9 -76.1 -46.7   -94 -86.4 -93.1 -80.4 -16.9
##             14294 14295 14296 14298 14307 14313 14314 14319 14320 14321 14325
## Predicted    88.6  86.4  79.9  79.9 143.6 138.8  97.4  75.5 87.49  83.4 119.5
## cvpred       90.4  88.3  81.6  81.6 144.7 138.8  98.3  77.5 89.28  85.2 120.8
## pm2.5        59.0  48.0  54.0  42.0  85.0 120.0 124.0  99.0 97.00  74.0  44.0
## CV residual -31.4 -40.3 -27.6 -39.6 -59.7 -18.8  25.7  21.5  7.72 -11.2 -76.8
##             14326 14327 14330 14331 14332 14335 14339 14341 14343 14345 14348
## Predicted   119.5 134.1 144.7 113.7 113.7 120.0 108.4 97.45  89.1  82.5 106.1
## cvpred      120.8 134.1 145.6 114.3 114.3 120.5 108.8 97.88  90.8  84.1 107.4
## pm2.5        54.0  45.0  61.0  73.0  90.0 102.0  92.0 91.00  79.0  52.0  72.0
## CV residual -66.8 -89.1 -84.6 -41.3 -24.3 -18.5 -16.8 -6.88 -11.8 -32.1 -35.4
##             14350 14360 14361 14363 14401 14413  14415 14417 14418 14422 14425
## Predicted   129.5 104.3 123.7 104.9 136.7 103.1 104.73 94.06  98.2  98.9 103.3
## cvpred      129.4 104.2 123.8 105.2 137.9 104.8 106.36 95.54  99.7  99.1 103.3
## pm2.5        92.0  81.0  53.0  94.0  92.0 134.0 109.00 87.00  88.0 113.0  87.0
## CV residual -37.4 -23.2 -70.8 -11.2 -45.9  29.2   2.64 -8.54 -11.7  13.9 -16.3
##             14428 14429 14430 14431 14432 14434 14439 14440 14441 14442 14443
## Predicted   147.7 141.4 141.4 139.8 137.2 117.1  93.2 97.28 90.99 86.89 97.92
## cvpred      148.8 142.6 142.6 141.1 137.3 118.9  93.5 97.61 91.42 87.31 98.91
## pm2.5        97.0  97.0 103.0 111.0 110.0 125.0  98.0 92.00 93.00 85.00 95.00
## CV residual -51.8 -45.6 -39.6 -30.1 -27.3   6.1   4.5 -5.61  1.58 -2.31 -3.91
##             14444 14447 14449  14452 14453 14462 14466 14469 14476 14479  14480
## Predicted   133.1 137.7  96.2 135.54 135.5 72.98 72.12  83.1 139.8 145.6 103.57
## cvpred      133.2 137.9  96.7 135.78 135.8 73.91 72.83  83.7 141.1 145.6 103.81
## pm2.5        93.0 109.0 121.0 126.00 114.0 70.00 71.00 108.0 103.0 124.0 112.00
## CV residual -40.2 -28.9  24.3  -9.78 -21.8 -3.91 -1.83  24.3 -38.1 -21.6   8.19
##             14483  14485 14486 14488 14491 14494 14496 14497 14498 14500 14501
## Predicted   117.1 108.34  95.5 111.6 113.5 134.8 147.0 147.0 113.4 154.9 117.2
## cvpred      118.9 110.11  97.2 113.1 114.7 135.9 146.6 146.6 113.1 154.3 116.7
## pm2.5        95.0 109.00  71.0  64.0  69.0  52.0  78.0  78.0  86.0  98.0 122.0
## CV residual -23.9  -1.11 -26.2 -49.1 -45.7 -83.9 -68.6 -68.6 -27.1 -56.3   5.3
##             14502 14503  14505 14506 14511 14516 14523  14528 14529 14532
## Predicted   115.0 110.9 104.34  85.5  53.2 120.3 153.8 145.84   133 112.2
## cvpred      114.6 110.5 104.24  85.6  53.6 121.3 153.1 145.43   133 112.4
## pm2.5       100.0 103.0 101.00  98.0  89.0  72.0  98.0 150.00   151 129.0
## CV residual -14.6  -7.5  -3.24  12.4  35.4 -49.3 -55.1   4.57    18  16.6
##              14534 14538 14545 14550 14553 14555 14557 14562 14565 14566 14569
## Predicted   107.98 96.74 114.8 103.2 135.2 126.7  86.9 108.5 130.4 126.3 146.8
## cvpred      109.38 97.99 115.3 103.1 135.1 126.8  87.8 109.7 131.5 127.4 147.5
## pm2.5       102.00 93.00 202.0 178.0 166.0 169.0 152.0 141.0 152.0 148.0 193.0
## CV residual  -7.38 -4.99  86.7  74.9  30.9  42.2  64.2  31.3  20.5  20.6  45.5
##             14572 14574 14579 14589 14594 14602 14606 14608 14613 14620 14622
## Predicted     153 154.7  91.1   138 113.4   125  82.6  73.6 115.4   152 154.6
## cvpred        152 155.2  91.1   138 113.6   125  84.3  75.0 116.3   152 153.8
## pm2.5         211 201.0 210.0   316  96.0    16  23.0  22.0  31.0    36  58.0
## CV residual    59  45.8 118.9   178 -17.6  -109 -61.3 -53.0 -85.3  -116 -95.8
##             14629 14632 14636 14640 14649 14654 14656 14659 14660  14664 14665
## Predicted    89.5  80.2 122.5 135.9 130.6 103.7  91.4 112.2 124.7 134.06 142.0
## cvpred       89.7  80.4 123.4 136.8 130.6 105.4  93.1 113.7 126.1 135.47 143.2
## pm2.5        40.0  31.0  57.0  50.0  96.0  69.0  61.0  81.0 105.0 137.00 169.0
## CV residual -49.7 -49.4 -66.4 -86.8 -34.6 -36.4 -32.1 -32.7 -21.1   1.53  25.8
##             14669 14672 14673 14674 14675 14676 14677 14679 14684 14692 14693
## Predicted   143.7 146.2  93.7  74.9  75.5  58.2 83.03  74.1  95.2 147.5 153.8
## cvpred      143.6 146.2  94.1  75.5  76.8  59.0 83.68  76.0  96.7 147.2 153.4
## pm2.5       160.0 111.0  83.0  65.0  66.0  76.0 79.00  58.0  35.0  81.0  93.0
## CV residual  16.4 -35.2 -11.1 -10.5 -10.8  17.0 -4.68 -18.0 -61.7 -66.2 -60.4
##             14697 14698 14703 14705 14708 14710 14711 14712 14714 14715 14719
## Predicted   127.3 115.2  74.7  86.7   104 114.6 137.1   141   137 138.8 145.1
## cvpred      127.6 116.9  76.6  88.4   105 115.9 136.9   141   138 138.4 144.6
## pm2.5        96.0 146.0 101.0 118.0    38  55.0  41.0    36    50  51.0 157.0
## CV residual -31.6  29.1  24.4  29.6   -67 -60.9 -95.9  -105   -88 -87.4  12.4
##              14720 14722  14723 14724 14726  14727 14728 14737 14739 14741
## Predicted   102.99  84.8 103.23  92.7  95.7  97.30 86.35 140.8 152.8 152.8
## cvpred      102.79  85.5 103.27  94.1  97.1  98.57 87.69 141.4 153.2 153.2
## pm2.5       100.00 117.0  95.00  85.0 127.0 108.00 85.00 195.0 221.0 218.0
## CV residual  -2.79  31.5  -8.27  -9.1  29.9   9.43 -2.69  53.6  67.8  64.8
##             14743 14746 14750 14753 14756 14763 14765 14767 14772 14773 14778
## Predicted   155.0   140 116.7  81.1   107  95.3 104.0   149 122.7   129 137.6
## cvpred      155.3   139 117.5  82.0   107  94.9 103.7   148 122.4   129 138.6
## pm2.5       228.0   264 202.0  35.0    46  64.0  14.0    11  26.0    23  57.0
## CV residual  72.7   125  84.5 -47.0   -61 -30.9 -89.7  -137 -96.4  -106 -81.6
##             14783 14790 14793  14797 14798 14800 14803 14806 14809 14817 14818
## Predicted     145 102.3  70.1 -0.470  1.15 -5.14  89.2  98.4  73.1  96.9  91.2
## cvpred        145 102.6  70.7  0.674  2.19 -4.01  89.8 100.3  73.9  97.7  92.1
## pm2.5          43  26.0  11.0 16.000  9.00  7.00  14.0  32.0  48.0  11.0  12.0
## CV residual  -102 -76.6 -59.7 15.326  6.81 11.01 -75.8 -68.3 -25.9 -86.7 -80.1
##             14820 14821 14835 14837 14839 14840 14841 14845 14851 14854 14855
## Predicted    91.2  96.9 101.2 109.1   151  97.1  96.6 109.1 120.7 131.7 137.5
## cvpred       92.1  97.7 101.6 109.4   151  97.5  97.0 109.8 122.2 133.1 137.6
## pm2.5        22.0   8.0  28.0  30.0    28  27.0  39.0  33.0  47.0  51.0  56.0
## CV residual -70.1 -89.7 -73.6 -79.4  -123 -70.5 -58.0 -76.8 -75.2 -82.1 -81.6
##             14856 14857 14860 14862 14867 14873 14877  14878 14879 14882 14886
## Predicted   146.0 152.7   122 129.4 147.3 129.7 142.3 142.25 146.4 144.2 153.7
## cvpred      145.9 153.8   122 129.7 147.3 130.9 143.2 143.24 147.4 145.3 154.5
## pm2.5        54.0  68.0    83  77.0 128.0 163.0 179.0 135.00  85.0 113.0 117.0
## CV residual -91.9 -85.8   -39 -52.7 -19.3  32.1  35.8  -8.24 -62.4 -32.3 -37.5
##             14890 14892 14895 14897 14900  14908 14911 14913 14915 14918 14920
## Predicted   139.5 133.2 128.5 126.1 142.7 154.89 121.4   146 129.7 119.2 114.5
## cvpred      140.6 134.4 129.7 127.1 143.6 154.29 121.5   146 129.5 120.3 115.6
## pm2.5       124.0 120.0 117.0 118.0 128.0 163.00 170.0   188 188.0 155.0 145.0
## CV residual -16.6 -14.4 -12.7  -9.1 -15.6   8.71  48.5    42  58.5  34.7  29.4
##             14921  14922 14924 14928 14930 14933 14934 14938 14939  14946 14949
## Predicted   110.0 120.84 143.8 152.4 152.4 160.3 121.0 140.1  98.7 120.27 140.0
## cvpred      109.8 121.84 144.5 151.7 151.7 159.4 120.3 139.8  99.3 121.27 140.9
## pm2.5       147.0 113.00  96.0 172.0 188.0 182.0 187.0 195.0 174.0 123.00 124.0
## CV residual  37.2  -8.84 -48.5  20.3  36.3  22.6  66.7  55.2  74.7   1.73 -16.9
##             14951 14955 14957 14959 14967 14974 14980 14981 14983 14984 14985
## Predicted   109.4 120.3 111.5   148  65.4  78.7 104.8  71.7  70.4  57.8  53.7
## cvpred      109.7 120.6 111.1   147  66.1  78.9 105.5  71.8  71.1  58.0  53.8
## pm2.5        70.0  24.0  25.0    26  19.0  28.0  10.0  21.0   8.0   9.0  10.0
## CV residual -39.7 -96.6 -86.1  -121 -47.1 -50.9 -95.5 -50.8 -63.1 -49.0 -43.8
##             14986 14990 14992 14998 15005 15006 15008 15009 15011 15014 15016
## Predicted    47.7  16.3  55.9  56.4 100.3 123.4  69.4  59.9 13.60 10.56  43.6
## cvpred       48.2  17.5  57.5  57.0 101.2 123.7  70.1  61.6 14.94 11.77  44.7
## pm2.5        18.0   6.0   7.0  35.0  29.0  32.0  44.0  17.0  9.00  8.00   8.0
## CV residual -30.2 -11.5 -50.5 -22.0 -72.2 -91.7 -26.1 -44.6 -5.94 -3.77 -36.7
##             15017 15018 15020 15023 15024 15025 15026 15029 15035  15037  15038
## Predicted    43.7  54.1  64.5 116.6   137 112.6  97.5 106.0  43.1 11.337 -1.817
## cvpred       45.9  56.2  66.5 116.9   137 113.5  97.8 106.1  44.1 12.639 -0.771
## pm2.5         8.0   9.0  21.0  24.0    27  48.0  48.0  21.0  23.0 12.000 10.000
## CV residual -37.9 -47.2 -45.5 -92.9  -110 -65.5 -49.8 -85.1 -21.1 -0.639 10.771
##             15042 15044 15048 15054 15058 15060 15061 15067 15068 15077 15078
## Predicted    45.4   104 141.7 110.8  54.2  16.2  7.44  66.8  83.5 112.1 114.3
## cvpred       46.0   106 141.5 110.6  54.9  17.2  8.38  68.2  84.7 111.4 113.5
## pm2.5        12.0    55  43.0  23.0  38.0  42.0 24.00  32.0  26.0  37.0  45.0
## CV residual -34.0   -51 -98.5 -87.6 -16.9  24.8 15.62 -36.2 -58.7 -74.4 -68.5
##             15081 15082 15088 15093 15097 15102 15104 15105 15106 15109 15111
## Predicted    83.1  56.7 -3.52  67.9   126 109.6 103.6  68.1  34.7 -3.02 -15.5
## cvpred       83.0  57.5 -2.43  69.2   126 108.8 103.1  68.0  35.0 -2.14 -14.3
## pm2.5        45.0  30.0 21.00  36.0    92  42.0  32.0  32.0  46.0 33.00  15.0
## CV residual -38.0 -27.5 23.43 -33.2   -34 -66.8 -71.1 -36.0  11.0 35.14  29.3
##             15116 15117 15118  15120 15123 15124  15125  15129 15130 15133
## Predicted    74.2 128.2   134 118.75 111.8 106.1 108.28 93.802 104.4  75.0
## cvpred       75.3 127.8   134 118.85 111.4 105.7 107.82 93.852 104.6  76.9
## pm2.5        56.0  74.0    60 125.00 138.0 137.0 114.00 94.000  74.0 106.0
## CV residual -19.3 -53.8   -74   6.15  26.6  31.3   6.18  0.148 -30.6  29.1
##             15134 15136 15143 15144 15147 15150 15151 15157 15158 15161 15163
## Predicted    61.6  59.1 140.3 146.6   155 117.0 123.3  79.2  62.7  62.1  85.6
## cvpred       63.4  60.8 141.2 147.4   154 116.4 122.6  79.6  64.3  63.8  87.0
## pm2.5       104.0 100.0 208.0 225.0   162 125.0 119.0 134.0 125.0 153.0 139.0
## CV residual  40.6  39.2  66.8  77.6     8   8.6  -3.6  54.4  60.7  89.2  52.0
##             15170 15171 15175 15177 15178 15179 15181 15183 15184 15187 15189
## Predicted   146.8   147   127   117   133   112   106  95.0  92.5   113   131
## cvpred      146.3   146   127   117   133   113   108  96.8  94.2   114   133
## pm2.5       209.0   252   231   273   275   274   284 277.0 260.0   269   255
## CV residual  62.7   106   104   156   142   161   176 180.2 165.8   155   122
##             15190 15195 15196 15197 15200 15202 15203 15208 15212  15215 15217
## Predicted     144   150   150   146   118   122   103  53.7 120.4 135.47 137.7
## cvpred        145   150   150   146   118   122   104  55.7 121.7 136.69 138.8
## pm2.5         289   299   295   298   247   290   282 108.0 112.0 139.00 159.0
## CV residual   144   149   145   152   129   168   178  52.3  -9.7   2.31  20.2
##             15218 15219 15223 15224 15226 15234 15237 15241 15244 15245 15246
## Predicted   141.8   144   148   126   132  86.5 118.2 145.0 148.7 150.7 150.3
## cvpred      142.9   145   148   126   133  88.1 119.6 145.9 148.3 151.5 149.8
## pm2.5       200.0   219   250   253   290 140.0 167.0 177.0 239.0 246.0 244.0
## CV residual  57.1    74   102   127   157  51.9  47.4  31.1  90.7  94.5  94.2
##             15247 15249 15257 15263 15264 15265 15267 15268 15275  15281  15283
## Predicted     120   146   129   146   107   109   112 111.0 17.82 -10.38  0.576
## cvpred        120   146   130   146   107   109   111 110.7 18.25  -9.71  1.169
## pm2.5         280   278   300   386   350   339   241  80.0 14.00  18.00 13.000
## CV residual   160   132   170   240   243   230   130 -30.7 -4.25  27.71 11.831
##             15288 15291 15293 15296 15298 15299 15300 15302 15304 15308 15313
## Predicted    57.3  54.4  61.2  60.2  35.0 26.53  57.0  41.4  47.1  78.7 117.0
## cvpred       57.6  55.4  62.1  61.2  36.4 28.12  57.7  42.2  47.8  80.4 117.7
## pm2.5        27.0  19.0  26.0  20.0  18.0 20.00  21.0  13.0  21.0  26.0  62.0
## CV residual -30.6 -36.4 -36.1 -41.2 -18.4 -8.12 -36.7 -29.2 -26.8 -54.4 -55.7
##             15315 15317 15320 15321 15333 15338 15339 15342 15343 15346 15350
## Predicted   129.2 101.3 100.2 64.69 54.94  69.1  98.8  86.7  88.9 24.35  29.5
## cvpred      129.3 101.4 100.5 65.38 56.37  69.8  99.9  87.4  89.4 25.97  31.0
## pm2.5        85.0  59.0  59.0 60.00 53.00  24.0  20.0  36.0  22.0 23.00  13.0
## CV residual -44.3 -42.4 -41.5 -5.38 -3.37 -45.8 -79.9 -51.4 -67.4 -2.97 -18.0
##              15351 15356 15357 15359 15361 15363 15364 15369 15373 15475 15481
## Predicted   -1.873  77.4  98.2  65.4 125.4  85.5 106.6  62.6 19.84 129.5 146.8
## cvpred       0.309  79.6 100.2  67.8 125.9  86.2 106.9  63.5 21.11 130.6 146.5
## pm2.5       11.000  23.0  29.0  53.0  63.0  61.0  32.0  40.0 14.00 104.0 164.0
## CV residual 10.691 -56.6 -71.2 -14.8 -62.9 -25.2 -74.9 -23.5 -7.11 -26.6  17.5
##             15484 15486 15487 15488 15490 15494 15496 15497 15499 15502 15504
## Predicted   115.4   113 106.9 109.1  86.5 105.8 111.5   118   124   146   146
## cvpred      115.1   113 106.8 108.9  86.7 106.1 111.7   120   124   147   147
## pm2.5       103.0   138 144.0 150.0 113.0 150.0 181.0   230   258   324   347
## CV residual -12.1    25  37.2  41.1  26.3  43.9  69.3   110   134   177   200
##             15505 15511 15512 15515 15517 15520 15530 15533 15537 15538 15541
## Predicted     148   148   112  79.6  56.4  91.4 117.7  99.2 64.14  42.7  16.6
## cvpred        149   147   112  80.4  57.9  93.3 118.3 100.5 65.25  44.5  17.9
## pm2.5         351   274   269 360.0 378.0 271.0 153.0  71.0 69.00  75.0  49.0
## CV residual   202   127   157 279.6 320.1 177.7  34.7 -29.5  3.75  30.5  31.1
##             15542 15544 15547 15553 15558 15560 15561 15562 15563 15565 15568
## Predicted   60.42 51.93  89.7 111.9  97.6  84.9  74.5  98.3 87.34 83.74  85.2
## cvpred      62.82 54.09  91.7 112.6  99.0  85.9  75.6  99.3 88.43 84.68  87.3
## pm2.5       69.00 56.00  62.0  42.0  64.0 102.0  86.0  89.0 81.00 93.00 139.0
## CV residual  6.18  1.91 -29.7 -70.6 -35.0  16.1  10.4 -10.3 -7.43  8.32  51.7
##             15571 15576 15577 15579 15585 15587 15591 15595 15601 15605 15606
## Predicted     108   142   142   116   111 125.5  84.3 113.3 148.8   155   160
## cvpred        110   143   143   117   112 125.8  85.1 114.4 149.5   155   159
## pm2.5         155   199   212   221   216 220.0 313.0 149.0 225.0   279   280
## CV residual    45    56    69   104   104  94.2 227.9  34.6  75.5   124   121
##             15607 15611 15623 15635 15640 15647 15651 15653 15657 15659 15661
## Predicted     114  99.2  74.6  33.3  30.5  78.7  80.8 107.6  92.9  56.7  45.8
## cvpred        113  98.8  74.1  32.9  29.8  77.8  79.9 106.2  91.7  56.0  45.1
## pm2.5         258  11.0  30.0   6.0  11.0  10.0  14.0  15.0  32.0  15.0   8.0
## CV residual   145 -87.8 -44.1 -26.9 -18.8 -67.8 -65.9 -91.2 -59.7 -41.0 -37.1
##             15665 15667 15668 15670 15673 15677 15680 15682 15683 15684 15686
## Predicted    58.4  63.0  63.0  71.8  95.4 105.8   119  55.6  34.1  21.6 14.42
## cvpred       57.5  62.2  62.2  71.0  95.9 105.3   119  55.9  34.0  21.6 14.35
## pm2.5         9.0   7.0   8.0  13.0  16.0  35.0    16  12.0  10.0   8.0  8.00
## CV residual -48.5 -55.2 -54.2 -58.0 -79.9 -70.3  -103 -43.9 -24.0 -13.6 -6.35
##             15689 15692 15693 15695 15697 15698 15705 15706 15707 15715 15721
## Predicted    6.78  49.5  47.3  61.4   128   143  47.7  66.8  62.7  90.7 114.5
## cvpred       6.71  49.1  47.0  61.8   128   143  48.4  67.4  63.3  92.2 115.1
## pm2.5        4.00  10.0  33.0  26.0    23    20  22.0  12.0  11.0  30.0  83.0
## CV residual -2.71 -39.1 -14.0 -35.8  -105  -123 -26.4 -55.4 -52.3 -62.2 -32.1
##             15724 15727 15729 15731 15734 15736 15744 15745 15750 15751  15753
## Predicted   145.8 112.8 103.1  83.6 86.49  71.6 148.8 118.0 113.3 113.3 104.83
## cvpred      145.8 112.9 104.3  85.1 87.35  73.6 148.7 118.6 113.2 113.2 104.95
## pm2.5        96.0  93.0  72.0  69.0 86.00  86.0 129.0 141.0 103.0 100.0  96.00
## CV residual -49.8 -19.9 -32.3 -16.1 -1.35  12.4 -19.7  22.4 -10.2 -13.2  -8.95
##             15755 15759 15760 15763 15764 15765 15766 15767 15769 15771 15776
## Predicted   77.48 116.1 120.2   141   145   145   148   152   154   154   148
## cvpred      78.07 117.7 121.8   143   145   145   148   152   154   154   149
## pm2.5       88.00 170.0 187.0   253   254   275   292   315   280   255   258
## CV residual  9.93  52.3  65.2   110   109   130   144   163   126   101   109
##             15778 15780 15782 15784 15792 15794 15800 15803 15807 15810 15813
## Predicted     144   138   129   124   154   152   121 137.0   113 129.7   149
## cvpred        144   139   130   125   154   152   120 137.2   115 131.1   150
## pm2.5         278   339   304   284   302   266   227 202.0   224 222.0   285
## CV residual   134   200   174   159   148   114   107  64.8   109  90.9   135
##             15814 15816 15820 15823 15824 15828 15829 15830 15831 15835 15836
## Predicted     128   124   117 123.3 117.0  79.0  74.9  76.6   122   145   151
## cvpred        129   125   117 122.8 116.6  79.4  75.3  76.8   122   145   151
## pm2.5         298   313   261 212.0 215.0 285.0 287.0 297.0   318   416   399
## CV residual   169   188   144  89.2  98.4 205.6 211.7 220.2   196   271   248
##             15837 15843 15845 15851 15858 15859 15860 15861 15862 15864 15871
## Predicted     152   152   160    93  94.3  88.6  84.5  78.8  93.8   146 114.8
## cvpred        153   152   159    93  95.1  89.4  85.3  79.7  94.7   145 114.7
## pm2.5         389   418   414   291  12.0  13.0  13.0  18.0  17.0     9  15.0
## CV residual   236   266   255   198 -83.1 -76.4 -72.3 -61.7 -77.7  -136 -99.7
##             15874 15876 15879 15880 15882 15883 15889 15892 15897 15898 15900
## Predicted    35.8 14.71  48.8  51.4  71.8 126.8  72.2   135  74.4  56.1  55.5
## cvpred       36.8 15.65  49.5  53.3  72.2 126.9  72.5   135  75.0  57.0  56.4
## pm2.5        18.0  8.00  16.0   9.0  24.0  35.0   8.0    19  27.0  15.0  21.0
## CV residual -18.8 -7.65 -33.5 -44.3 -48.2 -91.9 -64.5  -116 -48.0 -42.0 -35.4
##             15901 15903 15913 15915 15918 15922  15925 15926  15928 15951 15954
## Predicted    55.3  48.2 141.0 146.7 156.2 138.2 116.86 127.1 118.36  92.1   120
## cvpred       57.5  50.3 140.8 146.4 155.6 138.1 116.95 128.4 119.59  93.7   121
## pm2.5        27.0  27.0 127.0 158.0 114.0  80.0 110.00 110.0 110.00 237.0   145
## CV residual -30.5 -23.3 -13.8  11.6 -41.6 -58.1  -6.95 -18.4  -9.59 143.3    24
##             15956 15957 15958 15959 15970 15971 15972 15974 15976 15989 15999
## Predicted   149.5 143.2 147.5 153.8  73.8 83.79  92.0  82.7  80.6 127.8   119
## cvpred      150.5 144.3 147.3 153.5  75.0 84.46  92.7  83.3  82.4 127.2   120
## pm2.5       184.0 208.0 224.0 235.0 109.0 92.00  82.0 118.0 106.0 218.0   282
## CV residual  33.5  63.7  76.7  81.5  34.0  7.54 -10.7  34.7  23.6  90.8   162
##             16002  16004 16005 16006 16010 16012 16013 16017 16018 16020 16027
## Predicted   132.8 156.31   154 156.9   164   136   171 159.6 163.3   157 138.3
## cvpred      133.8 157.07   155 157.6   164   136   170 160.3 162.7   156 139.6
## pm2.5       216.0 167.00   193 220.0   329   302   297 257.0 248.0   354 206.0
## CV residual  82.2   9.93    38  62.4   165   166   127  96.7  85.3   198  66.4
##             16030 16031 16035 16036 16037 16039 16040 16042 16048 16052 16062
## Predicted   143.0 147.1   143   147   144   118   147   143 131.3   136   151
## cvpred      144.2 148.4   143   148   144   119   147   143 131.6   136   152
## pm2.5       207.0 233.0   255   258   257   257   256   264 202.0   245   259
## CV residual  62.8  84.6   112   110   113   138   109   121  70.4   109   107
##             16063 16064 16065 16070 16073 16074 16075 16076 16080 16082 16086
## Predicted     146   146   142   130  89.8  83.8  92.5  95.0 104.3 104.9   116
## cvpred        146   146   142   130  90.4  84.3  93.1  95.7 104.6 105.2   116
## pm2.5         252   256   283   312 288.0 102.0  48.0  43.0  38.0  44.0    33
## CV residual   106   110   141   182 197.6  17.7 -45.1 -52.7 -66.6 -61.2   -83
##             16088 16089 16090 16093 16094 16097 16098 16099 16101 16103 16105
## Predicted   101.4  70.5  56.0  35.3 22.07  48.6 58.97 71.83 114.2 114.6   127
## cvpred      101.6  71.2  56.8  36.9 23.23  49.5 59.76 72.67 114.9 116.7   128
## pm2.5        44.0  32.0  17.0  20.0 27.00  33.0 55.00 66.00  70.0  67.0    27
## CV residual -57.6 -39.2 -39.8 -16.9  3.77 -16.5 -4.76 -6.67 -44.9 -49.7  -101
##             16107 16108 16109 16112 16120  16129 16132 16134 16135 16136 16137
## Predicted   126.2 126.6 128.4 134.1  98.2  96.91 102.6 144.1 102.6 113.7 109.9
## cvpred      126.8 128.5 128.9 134.5 100.0  97.24 102.9 144.1 102.9 114.5 110.9
## pm2.5        27.0  46.0  34.0  60.0  54.0 102.00  76.0 107.0  91.0  90.0  87.0
## CV residual -99.8 -82.5 -94.9 -74.5 -46.0   4.76 -26.9 -37.1 -11.9 -24.5 -23.9
##             16138 16139 16145  16147 16149 16150 16151 16152 16157 16161 16165
## Predicted    99.5 82.15  62.1 117.08  79.7  84.3  69.8  76.1  58.1  78.1 118.0
## cvpred      100.6 82.76  62.6 117.25  80.2  84.8  70.4  76.6  58.7  78.9 118.5
## pm2.5        90.0 85.00 106.0 121.00 143.0 123.0 102.0  55.0  18.0  27.0  33.0
## CV residual -10.6  2.24  43.4   3.75  62.8  38.2  31.6 -21.6 -40.7 -51.9 -85.5
##             16166 16177 16178 16179 16187 16190 16193 16195 16201 16203 16210
## Predicted    78.1 137.0 138.2 134.1  77.4 38.19  98.6 130.3 147.5 105.7  64.8
## cvpred       78.9 138.8 138.6 134.5  78.7 39.15  98.9 130.4 147.5 105.8  65.6
## pm2.5        32.0  85.0  77.0  66.0  39.0 45.00  46.0  60.0 111.0  87.0  27.0
## CV residual -46.9 -53.8 -61.6 -68.5 -39.7  5.85 -52.9 -70.4 -36.5 -18.8 -38.6
##             16211 16212 16214 16221 16222 16223 16232 16235 16240 16245 16246
## Predicted    53.8  53.9  74.0 124.0 103.9 133.2  57.6  61.4  69.7  60.6  73.2
## cvpred       54.7  55.4  74.7 124.2 104.9 134.7  58.3  62.4  71.7  61.3  73.7
## pm2.5        31.0  36.0  36.0  71.0  79.0  90.0  42.0  27.0  11.0  45.0  56.0
## CV residual -23.7 -19.4 -38.7 -53.2 -25.9 -44.7 -16.3 -35.4 -60.7 -16.3 -17.7
##             16248 16263 16271 16273  16274 16276 16279 16286 16287 16289 16301
## Predicted   113.7  53.7 143.4 109.5 123.96 130.0 128.0  64.0  65.6  76.4   176
## cvpred      113.5  54.0 142.7 108.7 123.16 128.8 126.8  63.7  65.2  77.2   174
## pm2.5        77.0  23.0  69.0  84.0 115.00  91.0  29.0  42.0  48.0  59.0   139
## CV residual -36.5 -31.0 -73.7 -24.7  -8.16 -37.8 -97.8 -21.7 -17.2 -18.2   -35
##             16304 16308 16311 16320 16323 16326 16331 16333 16335 16337 16339
## Predicted     176 119.2   110 168.1 114.6  96.5  27.1  9.61 -1.07  5.22  9.88
## cvpred        174 118.2   110 166.6 113.6  95.6  27.2  9.59 -1.23  4.97  9.65
## pm2.5         115  90.0   114 252.0  73.0  16.0  39.0 34.00 41.00 41.00 50.00
## CV residual   -59 -28.2     4  85.4 -40.6 -79.6  11.8 24.41 42.23 36.03 40.35
##             16341 16344 16352 16353 16360 16363 16365 16366 16368  16374 16375
## Predicted    31.2  28.3  51.6  37.4  49.2 109.9 132.7 145.8   139 134.65 105.2
## cvpred       30.8  27.9  51.3  37.4  50.3 110.6 132.1 146.2   140 133.72 104.3
## pm2.5        65.0  17.0   9.0  10.0  19.0  34.0  74.0  89.0    78 127.00 124.0
## CV residual  34.2 -10.9 -42.3 -27.4 -31.3 -76.6 -58.1 -57.2   -62  -6.72  19.7
##             16376 16378 16388 16390 16391 16393 16403 16404 16405 16406 16409
## Predicted   164.2 78.66 140.4   116   117   139  79.2  74.3 109.5 113.6 133.5
## cvpred      163.1 78.55 139.8   116   117   139  79.6  74.8 109.8 113.9 133.5
## pm2.5       134.0 84.00 178.0   242   235   314 185.0 185.0 194.0 195.0 165.0
## CV residual -29.1  5.45  38.2   126   118   175 105.4 110.2  84.2  81.1  31.5
##             16413 16416 16419 16422 16423 16424 16431 16436 16438  16445  16446
## Predicted     152 154.9 106.8 159.3 121.6   128 125.8   134 131.0 120.72 116.06
## cvpred        152 154.6 106.7 158.8 121.2   128 127.4   134 132.6 120.58 115.89
## pm2.5         205 206.0 195.0 186.0 177.0   193 224.0   380 166.0 113.00 111.00
## CV residual    53  51.4  88.3  27.2  55.8    65  96.6   246  33.4  -7.58  -4.89
##              16449 16450 16453 16454 16462  16463 16465 16467 16474 16479 16481
## Predicted   121.78 134.4   124 130.8 123.0 127.71 133.1 135.3   106  94.5 134.3
## cvpred      121.52 134.6   124 130.9 122.3 126.99 132.1 134.2   106  93.8 134.7
## pm2.5       126.00 121.0    99 107.0 144.0 136.00 139.0 157.0    78  53.0  43.0
## CV residual   4.48 -13.6   -25 -23.9  21.7   9.01   6.9  22.8   -28 -40.8 -91.7
##             16485 16486 16488 16491 16492 16495 16496 16500 16502 16504 16506
## Predicted   155.2   154 164.5 163.1   172  90.6  80.8  44.2  35.4  41.7  48.8
## cvpred      155.5   154 164.8 163.4   172  89.7  80.0  44.0  35.2  41.4  48.6
## pm2.5        77.0    91  99.0  72.0    71   7.0   3.0   9.0  13.0  10.0   7.0
## CV residual -78.5   -63 -65.8 -91.4  -101 -82.7 -77.0 -35.0 -22.2 -31.4 -41.6
##             16507 16510 16513 16517 16518 16523 16526 16529 16534 16535 16539
## Predicted    55.7  83.3  67.8 103.7  94.8  56.3  80.5  97.1 122.6 120.9   120
## cvpred       55.4  82.8  67.4 103.8  94.3  56.6  81.9  98.4 122.8 121.3   120
## pm2.5         8.0  12.0   9.0  17.0  25.0  30.0  53.0  47.0 113.0 172.0   154
## CV residual -47.4 -70.8 -58.4 -86.8 -69.3 -26.6 -28.9 -51.4  -9.8  50.7    34
##             16545 16547 16549 16554 16557 16562 16564 16566 16568 16569 16571
## Predicted   151.7  85.0 90.14 130.7 152.1   152   159   128 161.4 165.9 147.0
## cvpred      151.4  85.4 90.43 131.7 152.9   152   159   127 160.2 166.1 147.5
## pm2.5        91.0  73.0 99.00 165.0 190.0   358   363   315 227.0 197.0 198.0
## CV residual -60.4 -12.4  8.57  33.3  37.1   206   204   188  66.8  30.9  50.5
##             16577 16580 16583 16587 16593 16596 16597  16600 16601 16602 16603
## Predicted    46.8  53.8  59.0  57.9  58.0  31.0  23.8 15.050  27.1  43.7   117
## cvpred       46.4  53.4  58.7  57.7  58.4  31.6  24.3 15.489  27.3  43.8   118
## pm2.5        17.0   9.0   9.0   9.0  12.0  14.0  14.0 15.000  13.0  13.0    18
## CV residual -29.4 -44.4 -49.7 -48.7 -46.4 -17.6 -10.3 -0.489 -14.3 -30.8  -100
##             16608 16611  16613  16615 16618  16621 16622 16624 16626 16631
## Predicted   128.7 131.3 121.90 129.81 148.9 131.27 130.8   101   123   119
## cvpred      128.2 131.1 121.06 128.77 148.3 131.83 130.1   101   123   119
## pm2.5        72.0  99.0 118.00 134.00  90.0 135.00 151.0   211   278   323
## CV residual -56.2 -32.1  -3.06   5.23 -58.3   3.17  20.9   110   155   204
##              16639 16646 16649 16650 16658 16660 16662 16665 16666 16667 16673
## Predicted   122.19 121.5 130.6 143.0   136   125   126   131   116 103.7 123.1
## cvpred      121.57 122.5 130.1 143.6   135   124   125   129   115 103.1 122.1
## pm2.5       128.00 206.0 193.0 229.0   311   227   229   234   223 203.0 210.0
## CV residual   6.43  83.5  62.9  85.4   176   103   104   105   108  99.9  87.9
##             16675 16683 16684 16687 16689  16693 16694 16701 16702 16704 16706
## Predicted     144   174   132 130.2 124.2  98.75  96.7   131   170   122   122
## cvpred        143   173   131 128.9 123.2  98.35  97.5   130   169   121   121
## pm2.5         250   306   295 176.0 135.0 106.00  86.0   313   350   391   289
## CV residual   107   133   164  47.1  11.8   7.65 -11.5   183   181   270   168
##             16711 16713 16714 16715 16717 16718 16723 16727 16728 16729 16732
## Predicted   120.4  90.4  71.5  61.8  36.9  86.4 135.7 124.4 115.0 121.3 127.7
## cvpred      119.6  90.3  71.7  62.7  38.0  87.8 136.9 124.5 116.5 122.7 127.8
## pm2.5       148.0 124.0 127.0 143.0  96.0  34.0  93.0  48.0  39.0  40.0  50.0
## CV residual  28.4  33.7  55.3  80.3  58.0 -53.8 -43.9 -76.5 -77.5 -82.7 -77.8
##             16733 16734 16736 16737 16741 16742 16745 16747  16750 16751 16752
## Predicted     130   130 132.2  97.1  90.9  88.4  90.9 111.6 120.76   125 125.0
## cvpred        131   131 133.6  97.4  92.4  89.8  92.4 111.8 122.32   127 125.3
## pm2.5          49    50  45.0  40.0  45.0  39.0  63.0  78.0 115.00   145 155.0
## CV residual   -82   -81 -88.6 -57.4 -47.4 -50.8 -29.4 -33.8  -7.32    18  29.7
##             16758 16762 16766 16768 16773 16775 16776 16783 16784 16785 16789
## Predicted     115 48.36  12.9 14.57  80.3 124.1 134.0 122.5 120.4 113.5 112.3
## cvpred        115 50.02  14.1 15.57  82.3 125.6 134.2 122.3 120.2 113.4 112.3
## pm2.5         229 43.00  32.0 25.00  97.0 111.0  99.0 107.0  73.0  87.0  75.0
## CV residual   114 -7.02  17.9  9.43  14.7 -14.6 -35.2 -15.3 -47.2 -26.4 -37.3
##             16791 16795 16805 16816 16817 16819 16821 16822 16824 16832 16842
## Predicted    94.8 154.1   174   173   173   173   171   171   169   133 112.7
## cvpred       94.7 153.3   174   173   173   173   170   171   168   133 113.3
## pm2.5       116.0 238.0   284   278   281   307   431   494   473    37  42.0
## CV residual  21.3  84.7   110   105   108   134   261   323   305   -96 -71.3
##              16844 16847 16848 16856 16857 16860 16861 16862 16865 16867 16874
## Predicted   137.85 166.7 167.1 175.7 132.0 138.3 139.9 139.3   161   172   131
## cvpred      138.53 165.7 167.4 174.6 131.3 137.9 139.4 138.8   162   173   130
## pm2.5       137.00 184.0 195.0 203.0 222.0  63.0  65.0 100.0   406   498   392
## CV residual  -1.53  18.3  27.6  28.4  90.7 -74.9 -74.4 -38.8   244   325   262
##             16879 16880 16884 16885 16886 16888 16890 16893 16894 16897 16899
## Predicted     127   132   159   164   164   158   158   127   156   116   122
## cvpred        127   132   160   164   164   158   159   128   156   116   122
## pm2.5         395   370   270   283   269   268   270   324   318   226   247
## CV residual   268   238   110   119   105   110   111   196   162   110   125
##             16900 16902 16903 16905 16908 16911 16912 16914 16920 16924 16925
## Predicted     118   119   118 120.3 151.7 150.3 144.6 157.6   165   134   158
## cvpred        118   119   118 120.4 151.8 150.2 144.5 158.6   164   134   158
## pm2.5         247   229   225 211.0 211.0 215.0 201.0 189.0   420   284   287
## CV residual   129   110   107  90.6  59.2  64.8  56.5  30.4   256   150   129
##             16927 16928 16936 16938 16940 16952 16958 16961 16963 16965 16976
## Predicted     160   131  54.7  52.8  47.6  92.7  49.6  47.7  52.4  57.0 103.0
## cvpred        160   132  55.1  53.1  48.1  93.5  50.3  48.3  53.0  57.6 103.8
## pm2.5         265   232  17.0  15.0  13.0  16.0  17.0  12.0  15.0   9.0  12.0
## CV residual   105   100 -38.1 -38.1 -35.1 -77.5 -33.3 -36.3 -38.0 -48.6 -91.8
##             16977 16978 16983 16985 16988 16990 16991 16993 16995 16997 17001
## Predicted   100.9  73.2  43.2  44.9  59.4  64.0  71.9  78.2  79.8  94.1  73.0
## cvpred      101.7  73.6  43.4  45.0  59.4  64.1  71.8  78.0  79.5  93.4  72.7
## pm2.5        22.0  32.0  18.0  17.0  20.0  17.0  19.0  18.0  16.0  14.0  15.0
## CV residual -79.7 -41.6 -25.4 -28.0 -39.4 -47.1 -52.8 -60.0 -63.5 -79.4 -57.7
##             17004 17005 17010 17014 17015 17016 17018 17019 17021 17022  17024
## Predicted    43.2  42.6  54.1 129.4   136   125 151.9   156 164.5 172.9 150.38
## cvpred       43.2  42.7  53.9 129.8   136   124 150.8   155 163.2 171.5 149.59
## pm2.5        27.0  23.0  63.0  85.0    77    76  82.0    87 113.0 135.0 153.00
## CV residual -16.2 -19.7   9.1 -44.8   -59   -48 -68.8   -68 -50.2 -36.5   3.41
##             17033 17036 17037  17039 17052 17055 17057 17059 17061 17064 17065
## Predicted   34.06 45.02 49.68 79.580  83.5  80.5  93.0 122.3 147.5 147.5 155.4
## cvpred      34.16 45.04 49.73 79.915  85.1  81.9  94.3 123.2 148.4 148.4 156.1
## pm2.5       30.00 47.00 55.00 79.000  26.0  38.0  65.0  82.0  79.0  71.0  82.0
## CV residual -4.16  1.96  5.27 -0.915 -59.1 -43.9 -29.3 -41.2 -69.4 -77.4 -74.1
##             17069 17071 17072 17073 17076 17077 17081 17085 17086 17089 17092
## Predicted   133.4 155.9 155.9   157 156.9 158.1 160.2   177   179  68.0  75.2
## cvpred      133.5 156.5 156.5   158 157.4 157.2 160.4   176   178  67.3  74.8
## pm2.5        88.0  87.0  90.0    83 147.0 175.0 223.0   304   320  16.0  14.0
## CV residual -45.5 -69.5 -66.5   -75 -10.4  17.8  62.6   128   142 -51.3 -60.8
##             17101 17102 17104 17106 17107 17112 17115 17117 17118 17119 17120
## Predicted    44.9  34.5  30.4  49.5  54.2  61.9  76.1   124  84.0  84.0  84.0
## cvpred       45.0  34.7  30.5  49.6  54.3  62.2  76.1   123  83.8  83.8  83.8
## pm2.5        19.0  13.0  14.0  10.0  16.0  23.0  15.0    22  21.0  19.0  28.0
## CV residual -26.0 -21.7 -16.5 -39.6 -38.3 -39.2 -61.1  -101 -62.8 -64.8 -55.8
##             17121 17122 17126 17130 17131 17133 17134 17135 17138 17142 17143
## Predicted    73.9  63.5  39.1  40.3  51.2  54.3  60.6  62.7  67.4  63.3  67.4
## cvpred       74.0  63.7  39.3  40.5  51.4  54.5  60.7  62.8  67.5  63.4  67.5
## pm2.5        11.0  13.0  12.0  11.0  11.0   9.0  10.0  11.0  11.0   8.0   7.0
## CV residual -63.0 -50.7 -27.3 -29.5 -40.4 -45.5 -50.7 -51.8 -56.5 -55.4 -60.5
##             17149 17150 17151 17154 17159  17166 17167 17173 17176 17177  17179
## Predicted    33.5  28.8 24.16  99.0 116.1 118.71 106.1  38.6    65  75.4  99.08
## cvpred       33.9  29.2 24.56  98.8 116.1 117.81 105.4  38.8    65  75.3  99.29
## pm2.5        15.0  16.0 20.00  18.0  74.0 109.00  92.0  75.0   129 107.0 108.00
## CV residual -18.9 -13.2 -4.56 -80.8 -42.1  -8.81 -13.4  36.2    64  31.7   8.71
##              17181 17188 17189 17192 17195 17199 17200 17201 17203 17207 17208
## Predicted   134.79  87.6  83.5  90.4  65.2  60.9  21.1  59.1 101.0  83.9  73.6
## cvpred      134.15  87.3  83.9  90.7  65.9  60.9  21.2  59.6 100.9  83.6  73.3
## pm2.5       128.00  28.0  14.0  19.0  33.0  40.0  44.0  45.0  88.0 116.0 105.0
## CV residual  -6.15 -59.3 -69.9 -71.7 -32.9 -20.9  22.8 -14.6 -12.9  32.4  31.7
##             17210 17212 17215 17216 17218 17222 17225 17227 17228 17229 17232
## Predicted    69.5  73.3  86.5  90.5  68.5  21.4  68.6 112.6  92.5 138.0  96.5
## cvpred       69.2  72.8  86.5  89.8  69.0  22.0  68.1 111.9  92.6 137.2  96.0
## pm2.5        31.0  26.0  13.0  21.0  30.0  39.0  42.0  58.0 150.0 152.0 142.0
## CV residual -38.2 -46.8 -73.5 -68.8 -39.0  17.0 -26.1 -53.9  57.4  14.8  46.0
##             17234 17235 17236 17238 17242 17243 17244 17245 17248  17251 17255
## Predicted   102.8 110.7 110.7 118.6  75.2 53.84  49.2  38.2  43.4  96.28 144.8
## cvpred      102.2 109.9 109.9 117.6  74.8 53.61  48.9  38.0  43.1  96.87 143.7
## pm2.5       191.0 188.0 123.0  69.0  42.0 48.00  66.0  66.0  85.0 105.00 100.0
## CV residual  88.8  78.1  13.1 -48.6 -32.8 -5.61  17.1  28.0  41.9   8.13 -43.7
##             17261 17263 17264 17273 17277 17278 17281 17285 17293 17299 17301
## Predicted    96.7   157  86.3 20.76  43.0  64.0  62.1  66.2 23.53  85.4  86.9
## cvpred       95.8   156  85.5 20.67  42.9  63.6  62.0  66.1 23.77  86.2  86.1
## pm2.5        21.0    13  13.0 14.00  12.0  18.0  19.0  13.0 19.00  38.0  51.0
## CV residual -74.8  -143 -72.5 -6.67 -30.9 -45.6 -43.0 -53.1 -4.77 -48.2 -35.1
##             17302 17304 17307 17310 17311 17313  17314 17320 17321 17322 17326
## Predicted   114.6 120.9 166.3 125.1 133.6 161.2 104.37  42.5  47.2  43.1  56.5
## cvpred      114.2 120.4 166.1 123.6 131.9 159.7 103.47  42.0  46.7  42.6  56.1
## pm2.5        64.0  70.0 117.0  98.0  73.0  87.0  98.00  18.0  16.0  18.0  15.0
## CV residual -50.2 -50.4 -49.1 -25.6 -58.9 -72.7  -5.47 -24.0 -30.7 -24.6 -41.1
##             17330 17331 17335 17338 17339 17340 17342  17343 17344 17348 17355
## Predicted    67.5  67.5   124 109.8  49.2  38.2 35.18 39.280 35.18 95.19 156.3
## cvpred       66.9  66.9   123 109.2  48.9  38.0 34.87 38.978 34.87 95.04 155.2
## pm2.5        10.0  11.0    13  19.0  21.0  27.0 27.00 38.000 30.00 90.00  99.0
## CV residual -56.9 -55.9  -110 -90.2 -27.9 -11.0 -7.87 -0.978 -4.87 -5.04 -56.2
##             17357 17363 17371 17372 17374 17377 17379   17380 17381  17382
## Predicted   122.7 57.17 93.65 122.5 133.5 120.2 151.4 146.884 128.1 121.77
## cvpred      121.7 57.29 94.18 122.3 133.1 120.6 152.4 146.623 127.6 121.42
## pm2.5        64.0 48.00 90.00 136.0 193.0  77.0  79.0 146.000 139.0 124.00
## CV residual -57.7 -9.29 -4.18  13.7  59.9 -43.6 -73.4  -0.623  11.4   2.58
##             17388 17390  17392 17396 17397 17405 17406  17408 17410 17411 17419
## Predicted    80.9  91.6  99.97   114   110 119.8 121.4 123.59 102.8  91.9 151.6
## cvpred       81.9  91.9 101.27   115   111 119.2 120.7 122.79 102.6  91.7 152.1
## pm2.5        60.0  57.0  92.00   221   268 146.0 150.0 116.00 122.0 132.0 204.0
## CV residual -21.9 -34.9  -9.27   106   157  26.8  29.3  -6.79  19.4  40.3  51.9
##             17421 17423 17425 17426 17428 17430 17432 17433 17437 17441 17445
## Predicted     158   124   127   127 128.8 128.8 118.4 120.8  82.8 119.1 151.6
## cvpred        159   124   126   126 127.8 127.8 117.5 120.1  82.8 120.2 152.7
## pm2.5         271   324   333   262 169.0 145.0 184.0 187.0 115.0 137.0 228.0
## CV residual   112   200   207   136  41.2  17.2  66.5  66.9  32.2  16.8  75.3
##             17447 17450 17452 17453 17462 17463 17469 17470 17471 17472 17480
## Predicted   150.6 159.2 149.1 135.0 122.2 132.6 135.0 135.0 135.0 135.0 149.9
## cvpred      151.8 158.9 149.2 136.4 123.5 133.8 136.4 136.4 136.4 136.4 149.6
## pm2.5        87.0  61.0  52.0  50.0  68.0  72.0  91.0  79.0  64.0  69.0  80.0
## CV residual -64.8 -97.9 -97.2 -86.4 -55.5 -61.8 -45.4 -57.4 -72.4 -67.4 -69.6
##             17483 17485 17487 17497 17500  17501 17504 17509 17511 17512 17517
## Predicted   137.7 140.5 112.7 126.6 128.8 140.77 134.5  65.7  50.6 56.89 124.7
## cvpred      138.9 140.2 113.1 125.7 127.8 139.65 133.5  66.1  51.1 57.28 124.4
## pm2.5       101.0 123.0 150.0 163.0 144.0 137.00 157.0  98.0  71.0 66.00 217.0
## CV residual -37.9 -17.2  36.9  37.3  16.2  -2.65  23.5  31.9  19.9  8.72  92.6
##             17519 17521 17526 17527 17530 17531 17534 17539 17540 17542 17543
## Predicted     123   136  95.8  95.8  78.1  71.8  49.6 111.3 127.9 136.4 132.5
## cvpred        123   135  96.3  96.3  78.8  72.6  50.4 110.9 127.4 135.7 133.2
## pm2.5         251   275  38.0  23.0  16.0  21.0  17.0  55.0  55.0  81.0  80.0
## CV residual   128   140 -58.3 -73.3 -62.8 -51.6 -33.4 -55.9 -72.4 -54.7 -53.2
##             17551 17553 17555 17556 17559 17560 17561 17564 17565 17569 17570
## Predicted   161.7   170 151.1 140.2  47.8  39.6  44.2  62.3  67.0  67.5  73.8
## cvpred      161.9   169 150.4 139.5  47.3  39.0  43.7  61.9  66.6  67.2  73.3
## pm2.5        99.0   104 134.0 169.0  12.0  19.0  14.0  16.0   8.0  14.0  16.0
## CV residual -62.9   -65 -16.4  29.5 -35.3 -20.0 -29.7 -45.9 -58.6 -53.2 -57.3
##             17571 17572 17575 17576 17578 17579 17580 17582 17583 17587 17590
## Predicted    73.8  80.1  80.1  80.1  65.9  65.9  50.3  51.9  43.7  55.5  64.9
## cvpred       73.3  79.5  79.5  79.5  65.6  65.6  50.1  51.6  43.4  55.3  64.7
## pm2.5        17.0  11.0  15.0  17.0  16.0  18.0  24.0  18.0  13.0   8.0  12.0
## CV residual -56.3 -68.5 -64.5 -62.5 -49.6 -47.6 -26.1 -33.6 -30.4 -47.3 -52.7
##             17591 17592 17593 17597 17599 17600 17602 17606 17608 17609 17613
## Predicted    71.2  71.2  71.2  94.7 109.8   133  59.4 22.18 23.80 23.80  91.2
## cvpred       70.9  70.9  70.9  94.2 109.9   133  59.6 22.33 23.84 23.84  91.1
## pm2.5        10.0  16.0  14.0  18.0  13.0    15  19.0 25.00 15.00 21.00  74.0
## CV residual -60.9 -54.9 -56.9 -76.2 -96.9  -118 -40.6  2.67 -8.84 -2.84 -17.1
##             17615 17621 17625 17630 17631 17633 17642 17643 17656 17659 17660
## Predicted   111.9 133.7   129 77.82  73.2  84.5 151.2 143.3 110.2 123.0 123.0
## cvpred      111.8 132.1   128 77.21  72.5  85.1 150.1 142.4 111.7 124.6 124.6
## pm2.5        86.0 150.0    96 69.00  53.0  65.0 161.0 161.0  67.0  56.0  58.0
## CV residual -25.8  17.9   -32 -8.21 -19.5 -20.1  10.9  18.6 -44.7 -68.6 -66.6
##             17661 17671 17672 17674 17675  17677  17679 17680 17682 17689 17691
## Predicted   118.9 143.8 143.8 156.7 154.5 128.43 158.78   159   159 155.9 133.3
## cvpred      120.5 145.2 145.2 158.1 156.1 129.29 160.01   160   160 155.7 133.8
## pm2.5        54.0  49.0  60.0  66.0  68.0 132.00 170.00   172   176 171.0 191.0
## CV residual -66.5 -96.2 -85.2 -92.1 -88.1   2.71   9.99    12    16  15.3  57.2
##             17694 17699 17705 17711 17714 17718 17730  17731 17734 17735 17738
## Predicted   125.5 105.6 124.9 169.5   134 127.7 118.8 141.29   153   136   166
## cvpred      125.2 105.7 124.6 168.6   134 126.9 119.6 140.64   153   136   166
## pm2.5       151.0 124.0 144.0 235.0   284  79.0 175.0 149.00   314   350   358
## CV residual  25.8  18.3  19.4  66.4   150 -47.9  55.4   8.36   161   214   192
##             17743 17749 17750 17756 17759 17760 17766 17768 17772 17778 17781
## Predicted     179  41.6  37.5  46.3  66.6  78.2   136 109.0  98.0   106   124
## cvpred        178  41.7  37.6  46.6  66.9  79.0   136 108.7  98.3   107   125
## pm2.5         501 155.0  21.0  11.0  10.0  18.0    24  32.0  33.0    71    93
## CV residual   323 113.3 -16.6 -35.6 -56.9 -61.0  -112 -76.7 -65.3   -36   -32
##             17787 17788 17789 17792 17799 17803  17804 17810 17814 17816 17820
## Predicted   144.4 146.1 137.2 132.0  88.6 138.7 137.11 113.4 113.4 109.3 44.80
## cvpred      143.7 145.2 135.7 130.4  89.0 137.4 135.88 112.3 112.3 108.2 44.75
## pm2.5       156.0 169.0 156.0 146.0 196.0 174.0 144.00  60.0  41.0  44.0 43.00
## CV residual  12.3  23.8  20.3  15.6 107.0  36.6   8.12 -52.3 -71.3 -64.2 -1.75
##             17823 17824 17825 17827 17829 17832 17838 17840 17841 17917 17920
## Predicted    81.1  87.8  91.9  94.1 123.3 120.8   157 123.5 117.2   104   143
## cvpred       80.7  88.6  92.7  94.8 123.7 119.5   155 122.1 115.9   103   142
## pm2.5        61.0  69.0  66.0  57.0  73.0 101.0    98  42.0  39.0   254   285
## CV residual -19.7 -19.6 -26.7 -37.8 -50.7 -18.5   -57 -80.1 -76.9   151   143
##             17925 17929 17931 17932 17940 17947 17949 17950 17954 17955 17956
## Predicted     147   172   172   126   110   161   167   161   161   161   121
## cvpred        146   172   171   125   109   161   167   161   160   160   120
## pm2.5         416   332   344   353   370   450   469   450   460   503   558
## CV residual   270   160   173   228   261   289   302   289   300   343   438
##             17961 17965 17969 17972 17975 17980 17981 17983 17985 17988 17989
## Predicted     115   138   143   162   127  76.1  76.7  77.2  65.8  57.9  55.4
## cvpred        115   137   143   162   126  76.6  77.2  77.7  66.5  58.8  56.2
## pm2.5         348   373   399   436   494  49.0  52.0  29.0  15.0  21.0  20.0
## CV residual   233   236   256   274   368 -27.6 -25.2 -48.7 -51.5 -37.8 -36.2
##             17997 18003 18006 18008 18010 18013 18015 18016 18019 18023 18024
## Predicted    64.5  80.3  84.2  80.1  64.2  41.7  51.3  55.4  70.2  75.1  79.5
## cvpred       65.1  80.7  84.3  80.2  64.8  41.7  51.6  55.8  70.2  75.4  79.6
## pm2.5        22.0  10.0   9.0  10.0  16.0  18.0  20.0  17.0  15.0  20.0  13.0
## CV residual -43.1 -70.7 -75.3 -70.2 -48.8 -23.7 -31.6 -38.8 -55.2 -55.4 -66.6
##             18025 18026 18028 18033 18036 18037 18038 18039 18041 18042 18044
## Predicted    89.9  85.1  83.5  90.4  66.4  48.5  43.8  36.7  89.0  99.4  84.8
## cvpred       89.9  84.5  83.0  90.5  66.6  48.3  43.6  36.3  89.5  99.8  83.8
## pm2.5        21.0  29.0  14.0  19.0  21.0  22.0  20.0  18.0  35.0  51.0  68.0
## CV residual -68.9 -55.5 -69.0 -71.5 -45.6 -26.3 -23.6 -18.3 -54.5 -48.8 -15.8
##             18045 18046 18051 18052 18053 18055 18056 18058 18067 18070  18073
## Predicted    91.1 124.7  97.4   112   154   126 167.6 131.7  58.7  97.0 80.607
## cvpred       90.0 123.5  96.2   110   152   124 165.7 130.5  57.7  95.5 79.463
## pm2.5       108.0 193.0 972.0   430   296   285 223.0  66.0  24.0 200.0 79.000
## CV residual  18.0  69.5 875.8   320   144   161  57.3 -64.5 -33.7 104.5 -0.463
##             18074 18075 18077 18081 18082 18083 18085 18086 18091 18093 18094
## Predicted    93.2  84.7  80.6  83.1  64.8  58.5  49.2  46.7  65.3 107.6 134.7
## cvpred       91.9  83.6  79.5  82.1  64.0  57.8  48.5  45.9  64.0 106.2 133.1
## pm2.5        14.0  12.0   8.0   9.0   7.0  10.0  13.0  13.0   9.0  25.0  37.0
## CV residual -77.9 -71.6 -71.5 -73.1 -57.0 -47.8 -35.5 -32.9 -55.0 -81.2 -96.1
##             18095 18101 18109 18111 18116 18117 18118 18119  18123 18124 18128
## Predicted   134.7 123.2 104.8  37.0 104.7 108.8 113.4 108.9 165.50 127.8 180.3
## cvpred      133.1 121.2 103.4  35.8 104.5 108.6 113.3 107.1 163.25 125.7 177.7
## pm2.5        85.0  50.0  51.0  51.0  69.0  93.0 127.0 122.0 166.00 151.0  80.0
## CV residual -48.1 -71.2 -52.4  15.2 -35.5 -15.6  13.7  14.9   2.75  25.3 -97.7
##             18130 18133 18134 18136 18138 18143 18146 18149 18152 18155 18156
## Predicted     155  89.2  85.0 86.57 117.7   117  84.7 118.9 98.91  95.6  87.1
## cvpred        153  87.8  84.8 86.34 117.3   115  84.1 117.7 97.48  94.9  86.6
## pm2.5          47  79.0  66.0 77.00  87.0   227  51.0  40.0 95.00  20.0  29.0
## CV residual  -106  -8.8 -18.8 -9.34 -30.3   112 -33.1 -77.7 -2.48 -74.9 -57.6
##             18157 18161  18166 18167 18168 18170 18173 18180 18181 18182 18183
## Predicted    83.0  96.6 151.54 158.1 162.2   162 152.4 141.3 145.8 140.7 140.7
## cvpred       82.5  96.9 151.63 158.3 162.4   161 152.7 140.6 146.5 140.1 140.1
## pm2.5        24.0  84.0 158.00 124.0 122.0    51  69.0  79.0  82.0  79.0  76.0
## CV residual -58.5 -12.9   6.37 -34.3 -40.4  -110 -83.7 -61.6 -64.5 -61.1 -64.1
##             18185 18192 18193 18197 18209 18213 18214 18215 18217 18220 18221
## Predicted   140.7 145.6   137  90.1  88.6 115.0 112.8 116.9 144.6   154   154
## cvpred      140.1 145.3   137  90.2  88.2 115.8 113.7 117.8 145.2   155   155
## pm2.5        91.0 164.0   170  25.0  35.0  47.0  69.0  76.0  91.0   109    81
## CV residual -49.1  18.7    33 -65.2 -53.2 -68.8 -44.7 -41.8 -54.2   -46   -74
##             18224 18225 18238  18240 18241  18242 18243 18244  18245 18248
## Predicted   158.0 151.8 139.7 141.34 171.8 131.93 131.9 133.6 143.65 139.6
## cvpred      157.4 151.2 139.2 140.73 170.3 130.64 130.6 132.2 141.95 137.8
## pm2.5        91.0  84.0 151.0 142.00 132.0 139.00 150.0 150.0 143.00 152.0
## CV residual -66.4 -67.2  11.8   1.27 -38.3   8.36  19.4  17.8   1.05  14.2
##             18251 18252 18253 18258 18259 18261 18263 18264 18268 18269 18271
## Predicted    93.5  85.3  70.8  53.3  60.2  65.4  68.5  66.8  86.6  86.6  99.1
## cvpred       92.9  84.7  70.2  52.9  59.6  64.9  68.1  66.6  86.2  86.2  98.6
## pm2.5       135.0  58.0  14.0  17.0  14.0  13.0   8.0   9.0   9.0  11.0  11.0
## CV residual  42.1 -26.7 -56.2 -35.9 -45.6 -51.9 -60.1 -57.6 -77.2 -75.2 -87.6
##             18273 18274 18276 18280 18283 18290 18294 18296 18299 18305 18306
## Predicted    72.3  51.8  43.3  55.4 106.0  63.9  66.1  72.4  48.8  46.1  93.2
## cvpred       71.6  51.5  43.2  55.8 106.7  64.0  66.1  72.3  49.0  46.4  92.5
## pm2.5        13.0  13.0  14.0  16.0  23.0  30.0   7.0   9.0  13.0  18.0  24.0
## CV residual -58.6 -38.5 -29.2 -39.8 -83.7 -34.0 -59.1 -63.3 -36.0 -28.4 -68.5
##             18307 18312 18313 18318 18320 18327 18330 18331  18332 18336 18338
## Predicted    93.2 143.0 104.7 111.8   132  18.7  16.8  63.6 107.99 56.79  61.5
## cvpred       92.5 141.5 103.3 109.9   130  17.8  15.8  63.0 107.74 55.68  60.4
## pm2.5        39.0  92.0  64.0  68.0    63  50.0  72.0  82.0 100.00 50.00  16.0
## CV residual -53.5 -49.5 -39.3 -41.9   -67  32.2  56.2  19.0  -7.74 -5.68 -44.4
##             18342 18345 18347 18350 18354 18355 18356 18366 18367 18368  18370
## Predicted    95.4  85.9  71.1  61.1  89.1  95.4   100 149.5 155.3 115.4 103.43
## cvpred       93.9  85.4  71.0  60.3  89.1  95.3   100 148.7 153.2 113.6 101.73
## pm2.5         9.0  17.0  19.0  22.0  70.0  62.0    60 100.0  92.0  90.0 103.00
## CV residual -84.9 -68.4 -52.0 -38.3 -19.1 -33.3   -40 -48.7 -61.2 -23.6   1.27
##             18373 18380 18383 18384 18387 18388 18389 18390 18395 18398 18400
## Predicted   125.8 146.7   136 161.3   128   128   124  81.0  54.9  32.2 32.76
## cvpred      124.3 146.1   135 159.4   126   126   122  79.6  54.1  31.5 32.04
## pm2.5       100.0 128.0   265 252.0   251   278   263 183.0  11.0  19.0 23.00
## CV residual -24.3 -18.1   130  92.6   125   152   141 103.4 -43.1 -12.5 -9.04
##             18402 18405 18406 18418 18420 18421 18428 18429 18435 18438 18443
## Predicted    46.5  58.3  62.4  64.9  59.6  50.9  60.4  68.6  71.3  79.3  57.1
## cvpred       45.6  57.6  61.7  64.3  59.0  50.2  59.4  67.6  70.3  78.0  56.2
## pm2.5        12.0  32.0  42.0  13.0  15.0  13.0  12.0  12.0  10.0  10.0  11.0
## CV residual -33.6 -25.6 -19.7 -51.3 -44.0 -37.2 -47.4 -55.6 -60.3 -68.0 -45.2
##             18444 18445 18446 18449 18451 18453 18455 18456 18457 18460 18461
## Predicted    52.4  41.5  34.9 23.93  77.1  86.4   126  86.3  90.4   161 125.7
## cvpred       51.5  40.6  33.9 23.04  76.4  85.8   124  85.1  89.2   159 123.8
## pm2.5        27.0  21.0  16.0 17.00  12.0  21.0    18  22.0  18.0    28  28.0
## CV residual -24.5 -19.6 -17.9 -6.04 -64.4 -64.8  -106 -63.1 -71.2  -131 -95.8
##             18462 18463 18465 18466 18467 18474 18476 18477 18480 18481 18482
## Predicted   128.2 117.2 109.0 86.05 116.3  76.5  91.6 57.86  42.9  49.2  53.8
## cvpred      126.4 115.5 107.7 85.02 116.6  76.8  91.7 57.06  42.3  48.5  53.2
## pm2.5        33.0  33.0  77.0 84.00  84.0  51.0  66.0 64.00  21.0   6.0   4.0
## CV residual -93.4 -82.5 -30.7 -1.02 -32.6 -25.8 -25.7  6.94 -21.3 -42.5 -49.2
##             18483 18484 18485 18487 18488 18492 18494 18497 18498 18502 18505
## Predicted    51.6  60.4  62.6  69.4   136  57.4  56.0  59.7  66.0  90.8 111.3
## cvpred       51.1  59.9  62.0  68.7   135  57.3  55.7  60.4  66.6  91.3 111.4
## pm2.5         6.0   8.0   7.0  11.0    13  36.0  23.0  27.0  36.0  54.0  74.0
## CV residual -45.1 -51.9 -55.0 -57.7  -122 -21.3 -32.7 -33.4 -30.6 -37.3 -37.4
##              18512  18513 18514 18519 18521 18524 18527  18528 18532 18535
## Predicted   127.89 124.08  78.4  19.4  15.3  93.0 110.8 152.12 160.2 149.9
## cvpred      126.31 122.71  77.8  19.7  15.6  93.4 111.5 152.65 159.2 149.2
## pm2.5       123.00 126.00 129.0  40.0  40.0  44.0 106.0 147.00  86.0  75.0
## CV residual  -3.31   3.29  51.2  20.3  24.4 -49.4  -5.5  -5.65 -73.2 -74.2
##             18538 18539 18541 18542  18543 18546 18553  18555 18561 18563 18564
## Predicted     103 94.56 125.1 139.2 105.23 136.3 132.2 174.28 119.9 112.1  86.0
## cvpred        103 94.19 124.5 139.5 105.06 135.2 130.7 172.48 118.8 111.8  85.2
## pm2.5          77 90.00  97.0 111.0 104.00 105.0 170.0 175.00 170.0 138.0 149.0
## CV residual   -26 -4.19 -27.5 -28.5  -1.06 -30.2  39.3   2.52  51.2  26.2  63.8
##             18570 18574 18578 18579 18580 18581 18582 18592 18595 18599 18600
## Predicted   128.6   150   172   136   132   128   119  20.0  93.6  73.6 129.7
## cvpred      127.4   149   170   134   130   127   118  20.3  94.0  73.6 130.1
## pm2.5       224.0   295   380   327   306   248   235  26.0  25.0  41.0  71.0
## CV residual  96.6   146   210   193   176   121   117   5.7 -69.0 -32.6 -59.1
##             18601 18610 18611 18615 18616  18617 18623 18624 18627 18628 18629
## Predicted   159.0 123.4 143.8 118.0 118.4 115.93  58.2  54.1  66.7  66.7  66.7
## cvpred      159.4 123.4 143.2 117.2 118.9 116.33  57.8  53.7  66.1  66.1  66.1
## pm2.5        80.0  92.0  87.0 167.0 134.0 112.00 163.0  16.0   8.0  12.0  11.0
## CV residual -79.4 -31.4 -56.2  49.8  15.1  -4.33 105.2 -37.7 -58.1 -54.1 -55.1
##             18633 18636 18637 18641 18645 18650 18653 18655 18659 18662 18667
## Predicted    56.6 29.53 20.76  30.3  60.4  87.7  79.8  68.4  44.1 30.09  46.8
## cvpred       56.3 29.46 20.67  29.9  59.9  86.7  79.0  67.8  44.1 30.04  46.5
## pm2.5        12.0 24.00 17.00  18.0  13.0   8.0  12.0   9.0  15.0 26.00   9.0
## CV residual -44.3 -5.46 -3.67 -11.9 -46.9 -78.7 -67.0 -58.8 -29.1 -4.04 -37.5
##             18670 18675 18676 18681 18688 18689 18692   18693 18695 18696 18702
## Predicted    66.5 109.1  73.1  77.4  11.4  13.1  72.2 52.6990 120.2 111.7 111.5
## cvpred       66.2 108.6  72.5  77.1  11.3  12.8  72.8 52.0133 119.1 110.8 109.9
## pm2.5        10.0  12.0   9.0  17.0  45.0  40.0  53.0 52.0000  74.0  90.0  98.0
## CV residual -56.2 -96.6 -63.5 -60.1  33.7  27.2 -19.8 -0.0133 -45.1 -20.8 -11.9
##             18709 18711 18715 18720 18721 18725 18733 18738 18747 18749 18750
## Predicted    14.1  52.6  59.0 134.1 129.4   125  56.3  77.8 150.7 125.1 164.9
## cvpred       13.7  51.8  59.2 132.3 127.6   123  56.5  78.0 149.2 123.4 163.1
## pm2.5        73.0  38.0  32.0  56.0  65.0   162 139.0 145.0  73.0  69.0  82.0
## CV residual  59.3 -13.8 -27.2 -76.3 -62.6    39  82.5  67.0 -76.2 -54.4 -81.1
##              18753  18756 18760 18764 18766  18770 18772 18774 18780 18784
## Predicted   110.30 112.16 114.7 141.9 165.3 152.43 178.2 140.3 130.9 151.1
## cvpred      108.95 110.94 114.5 140.2 164.6 151.25 176.2 138.5 129.1 149.1
## pm2.5       117.00 103.00 151.0 134.0 155.0 153.00 158.0 164.0 203.0 219.0
## CV residual   8.05  -7.94  36.5  -6.2  -9.6   1.75 -18.2  25.5  73.9  69.9
##             18788 18792 18797 18800 18801 18807 18810 18811 18815 18816 18817
## Predicted    97.7  90.1  97.8  95.2  87.3  62.2  60.2  83.1 133.4 131.3 147.9
## cvpred       97.1  88.9  96.8  95.0  87.3  61.6  60.8  83.5 133.5 131.4 147.9
## pm2.5       248.0  18.0   8.0  14.0  16.0  19.0  18.0  18.0  70.0  81.0  84.0
## CV residual 150.9 -70.9 -88.8 -81.0 -71.3 -42.6 -42.8 -65.5 -63.5 -50.4 -63.9
##             18819 18820 18826 18827 18828 18838 18839 18840 18841 18848 18851
## Predicted   153.7 153.7 159.2 147.2 142.6  66.9  70.0  72.1  76.2  88.9  51.2
## cvpred      153.5 153.5 157.9 146.1 141.4  66.4  69.5  71.6  75.7  88.3  51.2
## pm2.5        74.0  79.0  98.0 102.0 125.0  11.0  15.0  10.0   9.0  16.0  21.0
## CV residual -79.5 -74.5 -59.9 -44.1 -16.4 -55.4 -54.5 -61.6 -66.7 -72.3 -30.2
##             18853 18855 18859 18862 18865 18867 18870 18873 18874 18875 18876
## Predicted    27.9 18.57  78.9  95.8 100.4  89.4 102.0  73.0  63.2  50.7  70.8
## cvpred       27.9 18.58  78.4  96.5 101.2  88.7 101.1  72.7  63.7  51.3  70.6
## pm2.5        14.0 25.00  30.0  36.0  62.0  78.0  73.0  35.0  37.0  46.0  30.0
## CV residual -13.9  6.42 -48.4 -60.5 -39.2 -10.7 -28.1 -37.7 -26.7  -5.3 -40.6
##             18887 18888 18891 18893 18894 18902 18905 18908 18917 18922 18923
## Predicted    97.4 128.6 140.9 159.2 162.8   115  95.6 131.2   148   148   136
## cvpred       98.0 128.9 141.3 159.3 161.7   115  96.1 131.2   146   146   136
## pm2.5       111.0 140.0 153.0 127.0 134.0   230 193.0 179.0   276   264   299
## CV residual  13.0  11.1  11.7 -32.3 -27.7   115  96.9  47.8   130   118   163
##             18926 18927 18932 18933 18936 18940 18944 18953 18958 18962 18965
## Predicted   109.6 109.0 130.6 147.3 136.9 141.5 143.1   105   133   168   131
## cvpred      109.9 109.3 130.6 147.1 136.8 140.6 141.4   105   132   167   129
## pm2.5       192.0 154.0 106.0 109.0 161.0 190.0 184.0   229   286   293   249
## CV residual  82.1  44.7 -24.6 -38.1  24.2  49.4  42.6   124   154   126   120
##             18966 18968 18970 18972 18973 18974 18979 18981 18985 18988 18994
## Predicted     129 131.4 117.5   130   130   125 161.0 164.7   164 164.1 167.1
## cvpred        128 130.1 117.4   131   131   125 161.5 163.9   164 164.7 167.9
## pm2.5         230 220.0 209.0   262   326   347 200.0 213.0   269 112.0 121.0
## CV residual   102  89.9  91.6   131   195   222  38.5  49.1   105 -52.7 -46.9
##             18995 18997 18998 19001 19003 19004 19005 19010 19015 19016 19017
## Predicted   160.8 160.8 162.6 157.3 156.7 152.6 123.3   169   151 149.7 149.7
## cvpred      161.7 161.7 162.1 156.8 157.6 153.5 123.7   170   152 150.5 150.5
## pm2.5       111.0 121.0 110.0 110.0 100.0  83.0  75.0    93    73  72.0  76.0
## CV residual -50.7 -40.7 -52.1 -46.8 -57.6 -70.5 -48.7   -77   -79 -78.5 -74.5
##             19021 19024 19027 19028 19029 19030 19037   19041 19044 19052 19056
## Predicted   122.6 119.5 129.6 135.9 135.9 142.2 157.0 126.572  90.2   146   144
## cvpred      123.7 120.5 130.3 136.5 136.5 142.7 155.8 126.249  90.1   146   143
## pm2.5        91.0  94.0 108.0 117.0  98.0 112.0 131.0 127.000 149.0    97   189
## CV residual -32.7 -26.5 -22.3 -19.5 -38.5 -30.7 -24.8   0.751  58.9   -49    46
##             19063 19064 19065 19069 19073  19075 19076 19079 19080 19081 19082
## Predicted   150.6 150.6 161.4 102.0 100.5 153.00 130.4 142.7 117.8 103.3  85.3
## cvpred      148.4 148.4 159.9 100.3  98.6 150.72 128.8 140.4 115.7 101.3  83.4
## pm2.5       183.0 179.0 181.0 176.0 137.0 154.00 150.0 180.0  97.0  28.0  24.0
## CV residual  34.6  30.6  21.1  75.7  38.4   3.28  21.2  39.6 -18.7 -73.3 -59.4
##             19084 19087 19091 19094 19096 19099 19101 19103 19107 19109 19110
## Predicted    91.6  77.6  54.2  32.8 22.45  26.3    35  92.9 115.8  90.6   137
## cvpred       89.6  75.7  53.1  31.9 21.61  25.2    34  93.0 115.7  89.3   136
## pm2.5        20.0  12.0  27.0  17.0 14.00  13.0    40  35.0  34.0  26.0    14
## CV residual -69.6 -63.7 -26.1 -14.9 -7.61 -12.2     6 -58.0 -81.7 -63.3  -122
##             19113 19114 19116  19123 19125 19131 19133 19137 19144 19148 19149
## Predicted    54.3  54.3  37.0 16.519  42.5  77.5  79.6  74.5  24.7  28.1 26.49
## cvpred       53.8  53.8  36.7 16.132  42.0  77.6  79.7  74.6  25.0  27.8 26.29
## pm2.5        10.0  21.0  17.0 16.000  14.0  11.0  11.0  13.0  12.0  17.0 18.00
## CV residual -43.8 -32.8 -19.7 -0.132 -28.0 -66.6 -68.7 -61.6 -13.0 -10.8 -8.29
##             19150 19152 19153 19159 19162   19164 19165 19166 19173 19176 19177
## Predicted    83.0 122.4   133   170 147.7 134.164 115.4  97.9   107 127.9 148.7
## cvpred       82.5 121.6   134   169 148.5 133.802 116.4  98.8   107 128.1 148.8
## pm2.5        31.0  26.0    18    93 112.0 133.000 140.0 112.0    69  77.0  89.0
## CV residual -51.5 -95.6  -116   -76 -36.5  -0.802  23.6  13.2   -38 -51.1 -59.8
##             19180 19181 19182 19184 19185 19188 19200 19202 19207  19212 19222
## Predicted   158.7 118.8   127 131.9  68.0 24.23  50.4  54.8    55 17.021  56.4
## cvpred      157.4 117.7   126 130.6  67.3 23.99  50.3  54.9    55 17.283  57.4
## pm2.5       103.0  89.0    93  32.0  28.0 18.00   5.0   7.0    11 18.000  45.0
## CV residual -54.4 -28.7   -33 -98.6 -39.3 -5.99 -45.3 -47.9   -44  0.717 -12.4
##             19225 19230 19234 19237 19239 19242 19244  19249 19257 19258 19261
## Predicted   118.9  99.8  58.6  42.3 37.48  48.6 78.18 109.35 141.7 122.8  69.2
## cvpred      118.1  99.0  59.0  42.1 38.57  49.3 78.71 109.62 140.3 121.8  68.5
## pm2.5        72.0  78.0  49.0  28.0 41.00  78.0 81.00 106.00 180.0 156.0 170.0
## CV residual -46.1 -21.0 -10.0 -14.1  2.43  28.7  2.29  -3.62  39.7  34.2 101.5
##             19262 19266 19269 19271 19274 19277 19281  19282 19284 19286 19290
## Predicted    58.7  46.9  24.4  63.5  58.4  47.0  39.9 25.722  32.0  31.0  38.8
## cvpred       59.3  47.4  23.6  62.5  57.4  46.9  40.3 26.366  33.5  31.2  40.0
## pm2.5       147.0  68.0  81.0  26.0   8.0   9.0  17.0 26.000  15.0  16.0  77.0
## CV residual  87.7  20.6  57.4 -36.5 -49.4 -37.9 -23.3 -0.366 -18.5 -15.2  37.0
##             19292 19294 19295 19297 19306 19308 19310 19313 19315 19316   19325
## Predicted    82.9  92.2 111.3 130.2 110.9 81.23  69.4  98.9 104.6 115.0 183.276
## cvpred       83.8  93.2 112.3 130.9 110.6 82.32  70.4  99.5 105.2 115.5 182.779
## pm2.5        70.0  65.0  59.0  71.0  65.0 76.00  84.0 114.0 135.0 148.0 183.000
## CV residual -13.8 -28.2 -53.3 -59.9 -45.6 -6.32  13.6  14.5  29.8  32.5   0.221
##             19327 19331 19332 19333 19335 19337 19346 19347 19348 19351   19352
## Predicted   183.3   128   159   159   146   139 182.3 184.3   184 186.5 184.900
## cvpred      182.8   127   158   159   145   139 180.5 183.7   182 185.8 184.291
## pm2.5       196.0   286   293   328   345   320 250.0 283.0   268 210.0 185.000
## CV residual  13.2   159   135   169   200   181  69.5  99.3    86  24.2   0.709
##             19358  19360 19362 19365 19375 19376 19377 19399 19400 19412 19415
## Predicted   186.5 184.33 178.6 173.7   128   125   117 137.5 137.5 141.9 146.5
## cvpred      185.8 183.72 178.1 173.6   128   125   117 137.6 137.6 142.4 147.1
## pm2.5       184.0 181.00 245.0 219.0    21    17    17  97.0 102.0 100.0  95.0
## CV residual  -1.8  -2.72  66.9  45.4  -107  -108  -100 -40.6 -35.6 -42.4 -52.1
##             19419 19420 19421 19424 19427 19432 19437  19438 19440 19444 19450
## Predicted   148.7 175.4 175.4   130  77.8  89.7 127.1 131.21 147.9 164.3 162.1
## cvpred      148.3 174.3 174.3   129  77.9  90.8 127.9 132.05 148.6 164.6 162.5
## pm2.5       134.0 142.0 172.0   162 166.0 143.0  94.0 126.00 163.0 188.0 252.0
## CV residual -14.3 -32.3  -2.3    33  88.1  52.2 -33.9  -6.05  14.4  23.4  89.5
##             19451 19458 19459 19461 19462 19463 19470 19471 19472 19473  19476
## Predicted     144  90.0  96.3   109   151   106   149   113   156   148 108.81
## cvpred        144  89.4  95.6   108   150   105   148   113   157   149 109.93
## pm2.5         262 338.0 338.0   355   356   393   269   306   306   282 107.00
## CV residual   118 248.6 242.4   247   206   288   121   193   149   133  -2.93
##             19477 19479 19485 19489 19490 19491 19502 19505 19506 19512 19514
## Predicted   96.23 83.08 124.1 117.2 130.8   160 26.20 15.03 15.03   139  91.4
## cvpred      97.54 84.13 124.8 117.6 130.9   160 25.43 14.26 14.26   138  90.1
## pm2.5       94.00 78.00  71.0  37.0  41.0    37 28.00 11.00  8.00    16  18.0
## CV residual -3.54 -6.13 -53.8 -80.6 -89.9  -123  2.57 -3.26 -6.26  -122 -72.1
##             19515 19517 19519 19521   19524   19525 19526 19527 19529 19530
## Predicted    24.9    52  56.7  39.7  0.0580  0.0580 -6.23 -8.71  3.30  9.59
## cvpred       24.2    51  55.7  39.1 -0.0759 -0.0759 -6.27 -8.87  2.95  9.15
## pm2.5        26.0    27  12.0  15.0 16.0000 20.0000 12.00 12.00 10.00 17.00
## CV residual   1.8   -24 -43.7 -24.1 16.0759 20.0759 18.27 20.87  7.05  7.85
##             19531 19533 19534 19537 19538 19539 19546 19549 19550 19556   19559
## Predicted   18.36  45.0  78.5 123.1 119.0  90.7  70.4 -1.77 33.88  78.1 113.954
## cvpred      17.94  45.1  77.9 122.3 118.2  90.6  70.3 -1.44 35.26  78.9 114.535
## pm2.5        8.00  17.0  21.0  31.0  40.0  11.0  21.0 21.00 27.00  68.0 115.000
## CV residual -9.94 -28.1 -56.9 -91.3 -78.2 -79.6 -49.3 22.44 -8.26 -10.9   0.465
##              19561 19563 19567 19568 19569 19570 19572 19578 19585 19588 19592
## Predicted   120.24 140.3 116.1 109.2  88.1 107.2  54.8  62.7   106   108  98.5
## cvpred      120.73 139.1 115.7 108.2  87.6 106.6  55.3  63.7   105   107  97.9
## pm2.5       118.00 118.0 152.0 156.0 148.0 129.0 131.0 135.0   280   261 131.0
## CV residual  -2.73 -21.1  36.3  47.8  60.4  22.4  75.7  71.3   175   154  33.1
##             19593 19594 19599 19601 19604 19608 19611 19612 19617 19619 19622
## Predicted    55.1  21.7 -48.3 -55.2  8.66  68.3 17.19 23.47  37.2  43.5  32.0
## cvpred       55.1  22.1 -47.6 -54.4 10.26  68.8 18.31 24.51  38.5  45.6  34.1
## pm2.5       152.0 119.0  26.0  31.0 41.00 131.0 16.00 18.00  97.0  62.0  51.0
## CV residual  96.9  96.9  73.6  85.4 30.74  62.2 -2.31 -6.51  58.5  16.4  16.9
##             19624 19627 19629 19632 19636 19639 19641 19642 19643 19645 19647
## Predicted    41.0  59.0  77.8   100 120.8 136.6 76.25  93.2  80.5 -1.98 -27.2
## cvpred       42.8  60.3  78.9   101 119.7 135.2 75.38  92.4  81.1 -2.08 -27.3
## pm2.5        57.0  41.0  32.0    45  60.0  80.0 77.00  79.0  87.0 64.00  36.0
## CV residual  14.2 -19.3 -46.9   -56 -59.7 -55.2  1.62 -13.4   5.9 66.08  63.3
##             19651 19652 19653  19654 19655 19657 19658 19660 19664   19667
## Predicted   -24.7 -9.07 -6.03  0.263 16.17  25.5  30.2  30.7  40.1 12.9954
## cvpred      -25.2 -9.59 -6.42 -0.223 15.85  25.2  29.9  30.5  39.8 13.0402
## pm2.5        16.0 13.00 10.00  8.000 10.00  15.0  10.0  10.0   8.0 13.0000
## CV residual  41.2 22.59 16.42  8.223 -5.85 -10.2 -19.9 -20.5 -31.8 -0.0402
##             19668 19674 19697 19699 19701 19703 19708 19714 19715 19716 19721
## Predicted    4.23 -3.20  40.1  54.6  75.9 100.8 127.9 109.0  96.4 83.56  87.9
## cvpred       4.25 -3.54  40.8  55.2  76.4 101.1 127.9 109.3  96.9 84.05  88.0
## pm2.5       20.00 19.00  29.0  27.0  27.0  54.0  71.0  90.0  78.0 76.00  40.0
## CV residual 15.75 22.54 -11.8 -28.2 -49.4 -47.1 -56.9 -19.3 -18.9 -8.05 -48.0
##             19722 19725 19727 19730 19731 19732 19739 19741 19742 19743 19747
## Predicted   104.5 103.5 101.6 114.8  68.6 120.9  96.8  90.3  98.5  96.1 111.4
## cvpred      104.5 103.6 101.6 113.2  67.3 120.5  95.7  90.6  98.8  96.2 111.7
## pm2.5        43.0  43.0  54.0  41.0  31.0  35.0  46.0  52.0  48.0  52.0  55.0
## CV residual -61.5 -60.6 -47.6 -72.2 -36.3 -85.5 -49.7 -38.6 -50.8 -44.2 -56.7
##             19751 19758 19766 19769 19770 19771 19773 19774 19775 19779 19780
## Predicted   19.49  63.5  31.3 -35.9 -29.6 -29.1 -14.0 -19.7 -15.9  56.9  58.5
## cvpred      19.09  62.5  31.8 -36.5 -30.3 -29.8 -14.8 -20.4 -16.8  56.5  58.0
## pm2.5       11.00  15.0  24.0  32.0  27.0  10.0  19.0  15.0  27.0  25.0   9.0
## CV residual -8.09 -47.5  -7.8  68.5  57.3  39.8  33.8  35.4  43.8 -31.5 -49.0
##             19785  19789 19790 19798   19801 19805 19808 19809 19810 19812
## Predicted    2.95  -9.63 -20.0 19.48 19.6942  28.2  26.8 10.16  1.68 -22.1
## cvpred       2.23 -10.17 -20.5 19.15 18.9423  27.2  26.2  9.72  1.44 -22.3
## pm2.5       11.00  21.00  14.0 11.00 19.0000   9.0   8.0 17.00 14.00  13.0
## CV residual  8.77  31.17  34.5 -8.15  0.0577 -18.2 -18.2  7.28 12.56  35.3
##             19815 19818 19825 19827 19829 19833 19838 19842 19844 19846 19847
## Predicted   -19.2 -4.97  47.4  47.4 114.2  83.3 -18.6 -27.9 109.8 114.0   110
## cvpred      -19.4 -5.48  47.5  47.5 114.4  84.0 -18.4 -27.7 110.2 114.5   111
## pm2.5        25.0 17.00  15.0  20.0  24.0  44.0  35.0  20.0  36.0  18.0    21
## CV residual  44.4 22.48 -32.5 -27.5 -90.4 -40.0  53.4  47.7 -74.2 -96.5   -90
##             19848 19853 19856 19861 19863 19867 19871 19872 19873 19879 19882
## Predicted   106.3 113.6  98.2  69.4  53.7  62.4   117  66.9  67.5  7.12 -30.1
## cvpred      106.9 113.1  97.4  68.8  54.4  62.9   116  66.0  66.6  6.55 -30.1
## pm2.5        23.0  46.0  58.0  63.0  92.0  87.0   151 147.0 160.0 42.00  24.0
## CV residual -83.9 -67.1 -39.4  -5.8  37.6  24.1    35  81.0  93.4 35.45  54.1
##             19885 19888 19891 19892 19893 19894 19897 19902 19904 19914 19916
## Predicted   -49.5 -57.2 -55.6  25.0 29.06  47.7  77.2 118.8  96.0  48.4  67.5
## cvpred      -49.2 -57.1 -55.6  25.6 29.71  48.2  77.6 118.9  95.8  49.3  68.4
## pm2.5        20.0  23.0  17.0  16.0 27.00  31.0  63.0 148.0 164.0  99.0  90.0
## CV residual  69.2  80.1  72.6  -9.6 -2.71 -17.2 -14.6  29.1  68.2  49.7  21.6
##             19919 19920 19923 19925 19927 19928 19931 19935 19937 19939 19940
## Predicted   114.3 110.2 111.8 126.0   142 146.4  88.9  95.7 103.6 104.1   159
## cvpred      114.9 110.8 112.3 126.2   141 145.1  89.6  96.2 103.9 104.5   159
## pm2.5        79.0  91.0  91.0 107.0    94  72.0  45.0  54.0  56.0  49.0    38
## CV residual -35.9 -19.8 -21.3 -19.2   -47 -73.1 -44.6 -42.2 -47.9 -55.5  -121
##             19953 19956 19957 19958 19960 19963 19964  19969 19979 19982 19983
## Predicted    21.7 -10.9 -7.36 -5.74 -13.4 -16.8  29.8 45.849 -13.0 29.62 -25.0
## cvpred       21.6 -11.0 -7.42 -5.91 -13.8 -17.4  30.1 44.894 -13.4 28.73 -25.4
## pm2.5        10.0  15.0 14.00 14.00  18.0   8.0  43.0 45.000  40.0 22.00  13.0
## CV residual -11.6  26.0 21.42 19.91  31.8  25.4  12.9  0.106  53.4 -6.73  38.4
##             19984 19986 19991 19998 19999  20002 20004 20006 20008 20010 20011
## Predicted   -19.3 26.30  63.1 163.3   166 91.339  53.3  20.7 30.27  40.7  51.0
## cvpred      -19.8 25.49  63.4 161.3   164 91.769  54.1  21.5 30.73  41.0  51.3
## pm2.5        22.0 18.00  28.0  89.0    63 91.000  85.0  46.0 25.00  14.0  22.0
## CV residual  41.8 -7.49 -35.4 -72.3  -101 -0.769  30.9  24.5 -5.73 -27.0 -29.3
##             20013 20016 20024  20025 20028 20030 20032 20034 20036 20039 20041
## Predicted    85.0  68.6 142.0 102.79  37.7  7.87 -3.94  12.7  38.2  73.4 104.6
## cvpred       84.9  68.9 140.5 103.01  38.5  8.60 -3.36  13.1  38.4  73.5 104.4
## pm2.5        20.0  47.0  92.0 101.00  89.0 49.00 34.00  31.0  22.0  63.0  79.0
## CV residual -64.9 -21.9 -48.5  -2.01  50.5 40.40 37.36  17.9 -16.4 -10.5 -25.4
##             20042 20044 20045 20051  20052 20053 20055 20057 20062 20065 20068
## Predicted   113.4 130.1 115.8  36.0  0.776  7.06 18.67  81.2 106.2 101.0  82.6
## cvpred      113.2 129.7 114.9  36.1  1.085  7.28 18.29  81.8 106.9 101.9  82.2
## pm2.5        86.0  80.0  83.0  84.0 52.000 35.00 27.00  24.0  66.0  56.0   9.0
## CV residual -27.2 -49.7 -31.9  47.9 50.915 27.72  8.71 -57.8 -40.9 -45.9 -73.2
##             20074 20075 20076 20078 20079 20081 20088 20090 20092 20096  20098
## Predicted    15.6 -24.2  8.79 15.57  13.5  18.4  95.5 117.9 125.8 136.2 104.77
## cvpred       15.9 -23.8  9.13 15.69  14.8  19.3  96.1 118.2 125.9 136.2 105.25
## pm2.5        22.0  22.0 22.00 23.00  23.0  40.0  61.0  64.0  80.0  95.0 108.00
## CV residual   6.1  45.8 12.87  7.31   8.2  20.7 -35.1 -54.2 -45.9 -41.2   2.75
##             20102 20107 20109  20111 20113 20115 20118  20122 20125 20126 20127
## Predicted    73.0  79.7 100.8 122.16 128.4 138.8 160.2 133.97 123.6 123.0 123.0
## cvpred       73.5  80.1 101.2 122.41 128.6 138.9 160.1 134.37 124.1 123.5 123.5
## pm2.5       138.0 163.0 164.0 116.00 105.0 121.0 140.0 142.00 160.0 174.0 178.0
## CV residual  64.5  82.9  62.8  -6.41 -23.6 -17.9 -20.1   7.63  35.9  50.5  54.5
##             20134 20135 20138 20141 20146 20147 20148 20150 20151 20155 20156
## Predicted     136 157.8   132 159.5 138.4 138.4 132.1 141.9 135.7 101.1   106
## cvpred        137 158.2   132 158.5 138.8 138.8 132.6 142.3 136.1 100.3   105
## pm2.5         229  73.0    59  61.0 100.0 109.0 102.0 122.0 125.0 158.0   152
## CV residual    92 -85.2   -73 -97.5 -38.8 -29.8 -30.6 -20.3 -11.1  57.7    47
##             20157 20161 20162 20167  20169 20172 20174 20179 20183  20188
## Predicted   104.1   102   102 148.9 145.57 150.2 148.3 154.6 157.1 159.48
## cvpred      103.5   102   102 148.4 146.48 151.2 149.1 155.3 157.9 159.88
## pm2.5       148.0   164   170 183.0 149.00 172.0 205.0  89.0  82.0 151.00
## CV residual  44.5    62    68  34.6   2.52  20.8  55.9 -66.3 -75.9  -8.88
##              20193 20197 20199 20203 20204  20210 20213 20217 20223 20225 20226
## Predicted   157.00 153.5 124.1 145.7 152.0 166.18 165.3 159.6 121.9 121.8 125.9
## cvpred      157.28 152.4 123.7 145.7 151.9 165.78 164.7 159.1 120.6 121.7 125.8
## pm2.5       154.00 181.0 202.0 159.0 185.0 157.00 116.0 115.0 162.0 160.0 195.0
## CV residual  -3.28  28.6  78.3  13.3  33.1  -8.78 -48.7 -44.1  41.4  38.3  69.2
##             20227 20228 20229 20230 20231 20232 20235 20243 20245 20247 20248
## Predicted   138.5 151.1 159.8 151.9   154 154.1 154.2   146   139   126   124
## cvpred      138.2 150.6 159.4 151.7   154 153.7 152.6   146   139   125   124
## pm2.5       201.0 216.0 235.0 247.0   257 245.0 203.0   258   281   278   268
## CV residual  62.8  65.4  75.6  95.3   103  91.3  50.4   112   142   153   144
##             20254 20255 20256 20257 20260 20262 20264 20265 20269 20274 20276
## Predicted   100.6   158   143   144 164.5 120.1 152.0   116 123.4 127.8 126.1
## cvpred       99.4   157   143   144 164.1 118.6 150.5   115 122.2 126.4 124.9
## pm2.5       298.0   307   268   157 207.0 174.0 179.0   187  34.0  35.0  41.0
## CV residual 198.6   150   125    13  42.9  55.4  28.5    72 -88.2 -91.4 -83.9
##             20281 20293 20294 20295 20297 20299 20300 20302 20303 20304 20307
## Predicted   111.9  6.97 -3.42  2.31  2.31  21.2  34.0 134.6   155 142.5   178
## cvpred      110.6  6.12 -4.18  1.44  1.44  20.0  32.9 132.9   153 140.6   175
## pm2.5        13.0 15.00 17.00 13.00 12.00   8.0   4.0  37.0    69 120.0    28
## CV residual -97.6  8.88 21.18 11.56 10.56 -12.0 -28.9 -95.9   -84 -20.6  -147
##             20313 20316 20319 20325 20326 20328 20333 20334 20338 20342 20343
## Predicted     143 121.6 119.6 122.8 172.6 165.9 165.9   174  37.1 -15.0 -15.0
## cvpred        141 120.9 119.2 121.3 171.2 163.3 163.3   171  35.5 -16.3 -16.3
## pm2.5          51  65.0  76.0  78.0 144.0 176.0 134.0   112 126.0  41.0  21.0
## CV residual   -90 -55.9 -43.2 -43.3 -27.2  12.7 -29.3   -59  90.5  57.3  37.3
##              20349 20350 20352 20354 20358 20365 20368 20370 20375 20387 20388
## Predicted    0.108  5.34  24.5  25.7  38.8  41.4  54.7  46.5  99.9  30.3  59.2
## cvpred      -1.093  4.17  23.3  25.1  38.1  42.0  55.3  47.1 100.3  30.0  58.8
## pm2.5       30.000 28.00  39.0  46.0 135.0  83.0 136.0  98.0 183.0 205.0 220.0
## CV residual 31.093 23.83  15.7  20.9  96.9  41.0  80.7  50.9  82.7 175.0 161.2
##             20389 20392 20396 20400 20401 20402 20404 20407 20411 20412 20413
## Predicted    56.8  56.1  99.3 127.2 154.0 164.4 165.5 174.0 151.2 138.2 133.5
## cvpred       56.2  56.7  99.5 127.4 154.1 164.4 164.2 172.5 151.4 137.3 132.7
## pm2.5       200.0 142.0 130.0 168.0 121.0 112.0 108.0 122.0 174.0 183.0 179.0
## CV residual 143.8  85.3  30.5  40.6 -33.1 -52.4 -56.2 -50.5  22.6  45.7  46.3
##             20418 20421 20426 20427 20429 20430 20431 20441 20442 20446 20451
## Predicted   123.0   109   117   120 121.8 121.8 120.2 105.6 109.7 109.9 140.5
## cvpred      123.5   109   117   119 120.9 120.9 119.4 106.6 110.7 110.7 140.6
## pm2.5       162.0   227   257   259 210.0 204.0 215.0 156.0 137.0 121.0  72.0
## CV residual  38.5   118   140   140  89.1  83.1  95.6  49.4  26.3  10.3 -68.6
##             20456 20463 20465 20468 20472 20474 20477 20479 20481  20484 20488
## Predicted   150.8 -20.1  34.1  71.6 135.0 107.8 143.6 110.6  48.3 -10.23  13.9
## cvpred      149.7 -20.0  35.2  72.3 135.3 106.9 142.5 109.6  48.2  -9.63  15.2
## pm2.5       119.0  85.0  90.0  98.0 119.0 146.0 112.0  80.0  61.0  64.00  49.0
## CV residual -30.7 105.0  54.8  25.7 -16.3  39.1 -30.5 -29.6  12.8  73.63  33.8
##             20493 20510 20513 20518 20519 20521 20522  20530 20535 20540 20541
## Predicted    72.1  46.7  45.3  86.6  73.8 123.7  94.9  0.859  8.86  51.1  59.8
## cvpred       72.9  48.0  46.4  87.3  74.6 122.9  94.9  1.741  9.00  51.8  60.6
## pm2.5        19.0 152.0 126.0 217.0 116.0  50.0  77.0 72.000 39.00 121.0  46.0
## CV residual -53.9 104.0  79.6 129.7  41.4 -72.9 -17.9 70.259 30.00  69.2 -14.6
##             20542 20545 20546 20551 20556 20557 20560 20566 20569 20570 20573
## Predicted    66.1  88.5 111.5 119.4  76.2  61.2  66.3 100.5  74.6 100.9 138.4
## cvpred       66.8  88.9 111.6 118.4  77.0  62.0  67.1 100.7  74.2  99.6 136.8
## pm2.5        43.0  68.0  61.0 104.0 132.0 110.0 113.0  79.0  57.0  57.0  73.0
## CV residual -23.8 -20.9 -50.6 -14.4  55.0  48.0  45.9 -21.7 -17.2 -42.6 -63.8
##             20579 20580 20582 20583 20588 20590 20592 20595 20596  20605 20606
## Predicted    62.7  36.0  33.2 67.79  76.8  76.2  66.7 131.0  97.4   5.59  34.5
## cvpred       61.9  35.9  33.2 66.94  75.8  76.6  66.9 129.6  96.1   5.79  34.6
## pm2.5        76.0  64.0  75.0 76.00 146.0 113.0  84.0  59.0  77.0 100.00  81.0
## CV residual  14.1  28.1  41.8  9.06  70.2  36.4  17.1 -70.6 -19.1  94.21  46.4
##             20607 20612 20614 20624 20626 20627 20628 20637 20640 20642 20648
## Predicted    26.3  66.4 70.01 109.0  78.1  67.6  61.3 85.06 110.5 128.4 136.9
## cvpred       26.4  67.3 71.02 108.7  78.3  69.1  62.9 86.01 111.3 127.6 136.3
## pm2.5        83.0  57.0 80.00 125.0 154.0 124.0 146.0 91.00 125.0 142.0 195.0
## CV residual  56.6 -10.3  8.98  16.3  75.7  54.9  83.1  4.99  13.7  14.4  58.7
##             20653 20655 20656 20657 20658 20661 20662 20663 20670  20675 20681
## Predicted    69.7  75.5  73.0  81.2  83.4  92.4  97.1   101 122.8 129.38 102.1
## cvpred       71.4  77.0  74.4  82.6  84.7  93.6  98.3   102 123.6 130.34 101.7
## pm2.5       166.0 165.0 171.0 172.0 164.0 152.0 204.0   209 152.0 128.00 143.0
## CV residual  94.6  88.0  96.6  89.4  79.3  58.4 105.7   107  28.4  -2.34  41.3
##             20685 20686  20689  20691 20693 20694 20697  20700 20704 20707
## Predicted   102.7 106.8 143.30 146.96 154.9 113.4 109.6 136.73  89.7 112.6
## cvpred      102.3 106.4 143.74 146.14 153.9 112.7 109.1 137.48  90.5 113.2
## pm2.5       148.0 149.0 138.00 143.00 124.0 123.0 141.0 135.00  28.0  87.0
## CV residual  45.7  42.6  -5.74  -3.14 -29.9  10.3  31.9  -2.48 -62.5 -26.2
##             20709 20710 20711 20713 20714 20719 20722 20726 20731 20742 20743
## Predicted   127.7 140.5 145.2   151 149.0 167.3 144.4 136.1  94.2   174 165.3
## cvpred      128.2 141.1 145.8   152 149.4 167.4 144.7 136.2  94.5   172 163.7
## pm2.5        83.0  85.0 124.0   130 121.0 189.0 193.0 124.0  84.0    69  71.0
## CV residual -45.2 -56.1 -21.8   -22 -28.4  21.6  48.3 -12.2 -10.5  -103 -92.7
##             20744 20755 20759 20766  20769 20770 20772 20776 20777 20779 20780
## Predicted   146.7 -21.8  48.5   138 37.300  14.3 -8.92 -17.2 -21.3 -4.62 23.02
## cvpred      145.6 -22.4  47.3   136 36.395  13.7 -9.51 -17.9 -22.1 -5.55 21.83
## pm2.5        61.0  15.0  37.0    51 37.000  33.0 42.00  28.0  16.0 16.00 19.00
## CV residual -84.6  37.4 -10.3   -85  0.605  19.3 51.51  45.9  38.1 21.55 -2.83
##             20788 20790 20794 20795 20799 20802  20804 20807 20809 20810 20816
## Predicted    99.6  83.4 32.07 11.29 -6.52 -7.93  -9.85 -2.99 -7.09 36.94 116.7
## cvpred       97.6  81.6 31.14 10.52 -7.13 -8.79 -10.81 -4.04 -8.15 35.67 116.9
## pm2.5        43.0  18.0 25.00 20.00 22.00 33.00  27.00 32.00 38.00 40.00  58.0
## CV residual -54.6 -63.6 -6.14  9.48 29.13 41.79  37.81 36.04 46.15  4.33 -58.9
##             20817 20818 20821 20827 20830 20831 20833 20841 20842 20844 20851
## Predicted   102.5  96.2 80.89  79.5 112.3 114.5 121.4 115.4 106.9  93.3  66.6
## cvpred      102.9  96.7 81.69  80.0 112.7 114.8 121.5 115.8 107.6  92.9  67.6
## pm2.5        73.0  73.0 79.00  50.0  27.0  27.0  34.0  69.0  72.0 107.0 122.0
## CV residual -29.9 -23.7 -2.69 -30.0 -85.7 -87.8 -87.5 -46.8 -35.6  14.1  54.4
##             20852 20854 20855  20862 20871 20872 20874 20876 20917 20918 20921
## Predicted    28.8  81.7  98.4 136.94  84.7  90.5  67.5  68.0 105.1   100 101.8
## cvpred       28.8  82.6  99.1 137.33  86.2  91.8  68.2  68.8 106.6   102 103.4
## pm2.5       130.0 129.0 136.0 140.00 162.0 163.0 147.0 128.0 137.0   157 165.0
## CV residual 101.2  46.4  36.9   2.67  75.8  71.2  78.8  59.2  30.4    55  61.6
##             20935 20945 20946 20947 20948 20949 20951 20954 20957 20958 20963
## Predicted   138.6  64.5  66.1  80.6  86.9  93.2 102.2  81.4  31.4  31.4  7.15
## cvpred      139.5  65.7  67.2  81.6  87.8  94.0 103.3  81.1  31.6  30.9  7.94
## pm2.5       102.0  61.0  50.0  61.0  58.0  68.0 117.0 107.0  19.0  15.0 10.00
## CV residual -37.5  -4.7 -17.2 -20.6 -29.8 -26.0  13.7  25.9 -12.6 -15.9  2.06
##             20965 20968 20972 20976 20977 20979  20986 20992 20995 20997 20999
## Predicted   16.84 19.53  47.0 101.0 105.6   126 -10.17 14.24  32.0  55.5  72.4
## cvpred      16.92 19.37  47.9 100.3 106.1   125  -9.86 15.46  32.9  56.2  71.6
## pm2.5       12.00 16.00  34.0  49.0  51.0    51  57.00  8.00  19.0  16.0  31.0
## CV residual -4.92 -3.37 -13.9 -51.3 -55.1   -74  66.86 -7.46 -13.9 -40.2 -40.6
##             21001 21005 21007 21010 21019 21022 21023 21024 21025 21026 21027
## Predicted     124 130.8    79  60.2  70.2 113.2 127.7 139.8 140.3 148.2 131.5
## cvpred        123 129.8    79  61.3  70.9 113.8 128.2 138.9 140.6 148.3 130.9
## pm2.5          69  48.0    30  22.0  31.0  63.0  83.0  98.0  99.0  98.0  98.0
## CV residual   -54 -81.8   -49 -39.3 -39.9 -50.8 -45.2 -40.9 -41.6 -50.3 -32.9
##              21030 21032 21034 21036 21038  21040 21043 21045 21046 21051 21052
## Predicted   143.75 140.9 116.2  82.2  49.9 26.397 22.01  47.5  53.7 135.1 113.1
## cvpred      142.76 139.8 116.7  83.1  51.1 27.354 22.74  48.0  54.2 133.5 112.2
## pm2.5       138.00 146.0 129.0 104.0  67.0 27.000 31.00  36.0  28.0  58.0  63.0
## CV residual  -4.76   6.2  12.3  20.9  15.9 -0.354  8.26 -12.0 -26.2 -75.5 -49.2
##             21055 21060 21061 21067 21071 21076 21082 21085 21096 21097 21103
## Predicted   123.9  82.5  76.2  82.0 103.4 122.8  85.5  72.2  88.6  99.0 109.1
## cvpred      122.8  83.6  77.4  83.1 104.5 123.6  85.8  74.0  90.0 100.3 110.1
## pm2.5        80.0 134.0 162.0 151.0 158.0 135.0 125.0 143.0 134.0  94.0  86.0
## CV residual -42.8  50.4  84.6  67.9  53.5  11.4  39.2  69.0  44.0  -6.3 -24.1
##              21105 21108 21109 21111  21112 21113 21114 21118 21120  21132
## Predicted   105.29  82.0  71.6  82.0 77.258  69.3  75.6  98.2  94.6  5.747
## cvpred      106.49  83.3  73.0  83.3 76.988  69.3  75.5  98.5  95.0  6.657
## pm2.5       102.00 104.0  99.0 105.0 76.000  33.0  26.0  22.0  15.0  6.000
## CV residual  -4.49  20.7  26.0  21.7 -0.988 -36.3 -49.5 -76.5 -80.0 -0.657
##             21133 21136 21140 21141 21143 21151 21153 21160 21165 21170 21171
## Predicted    3.27  34.4 16.20  66.4 108.5 119.8 90.79 44.65 115.7 108.8 110.4
## cvpred       4.06  34.9 17.24  66.5 108.3 119.7 91.31 46.39 116.1 108.6 110.1
## pm2.5        6.00  10.0  9.00  16.0  29.0 115.0 82.00 38.00  43.0  51.0  55.0
## CV residual  1.94 -24.9 -8.24 -50.5 -79.3  -4.7 -9.31 -8.39 -73.1 -57.6 -55.1
##             21178 21181 21189 21193 21196 21198 21201 21206  21208 21211 21212
## Predicted    96.6  94.1 140.4 155.9 157.5 130.4 147.4  94.3 62.313 70.22 76.51
## cvpred       97.0  95.3 139.9 156.6 158.1 130.4 148.3  95.6 63.611 71.32 77.52
## pm2.5        54.0  55.0 121.0 143.0 143.0 145.0 180.0 108.0 63.000 67.00 71.00
## CV residual -43.0 -40.3 -18.9 -13.6 -15.1  14.6  31.7  12.4 -0.611 -4.32 -6.52
##              21214 21219 21220 21228 21230 21232 21234 21235 21236 21239 21241
## Predicted   113.97 130.6 141.0   135 143.4   147 105.3 122.1 153.5 158.9 161.1
## cvpred      114.63 131.1 141.4   134 143.8   146 104.5 121.7 153.6 157.7 159.8
## pm2.5       117.00 178.0 175.0   246 206.0   261  39.0  41.0  57.0  84.0  95.0
## CV residual   2.37  46.9  33.6   112  62.2   115 -65.5 -80.7 -96.6 -73.7 -64.8
##             21243  21248 21249 21250 21251 21258 21259 21261 21263 21267 21268
## Predicted   169.0 156.71 150.4 105.2 125.3 58.91 58.91  69.9  95.3 118.2 118.2
## cvpred      167.5 155.66 149.5 105.4 124.7 59.72 59.72  70.6  95.9 117.7 117.7
## pm2.5       135.0 161.00 167.0 164.0 148.0 66.00 62.00  61.0  47.0  72.0  86.0
## CV residual -32.5   5.34  17.5  58.6  23.3  6.28  2.28  -9.6 -48.9 -45.7 -31.7
##             21272 21274 21275 21278  21282 21287 21290 21291  21294  21295
## Predicted   81.00 32.17  7.29  16.9 46.898 116.1   129 128.7 130.13 134.23
## cvpred      80.37 32.74  8.02  18.1 47.898 116.5   129 128.9 128.77 132.88
## pm2.5       87.00 42.00 15.00   5.0 47.000 135.0   237 219.0 122.00 130.00
## CV residual  6.63  9.26  6.98 -13.1 -0.898  18.5   108  90.1  -6.77  -2.88
##             21296 21298 21299 21302 21303 21305 21309 21314 21316 21317 21320
## Predicted   121.7 119.9  82.1  99.9  99.3   103 121.5 142.1   152 147.9  91.6
## cvpred      120.5 120.1  82.0 100.4  99.8   104 121.6 140.6   150 146.2  90.5
## pm2.5       148.0 194.0 193.0 205.0 203.0   212  45.0  50.0    49  56.0  45.0
## CV residual  27.5  73.9 111.0 104.6 103.2   108 -76.6 -90.6  -101 -90.2 -45.5
##             21322 21323 21324 21327 21335 21339 21344  21348 21350   21352
## Predicted   108.5  95.9  89.1  74.2  64.9   134 142.9 104.57 74.46 55.3042
## cvpred      107.5  95.1  88.4  74.6  64.5   134 142.8 105.05 75.07 55.9684
## pm2.5        44.0  48.0  50.0  61.0 129.0   101  82.0 111.00 82.00 56.0000
## CV residual -63.5 -47.1 -38.4 -13.6  64.5   -33 -60.8   5.95  6.93  0.0316
##             21353 21356 21357 21359 21361 21365 21372 21373 21376 21378 21380
## Predicted   61.03  86.2  97.1 120.4 130.8 157.8   115 102.1  67.8 165.5   161
## cvpred      61.59  86.4  97.3 120.5 130.8 157.6   114 101.1  68.1 164.8   159
## pm2.5       56.00  46.0  58.0  69.0  71.0 110.0   181 177.0 116.0  66.0    29
## CV residual -5.59 -40.4 -39.3 -51.5 -59.8 -47.6    67  75.9  47.9 -98.8  -130
##             21381 21382 21383 21390 21391 21399 21403 21404 21407 21415 21416
## Predicted   132.4   133   167 107.2   149  65.6 -16.7  31.1  92.0   121 135.6
## cvpred      131.4   132   166 105.7   147  64.4 -17.6  29.8  91.8   119 133.9
## pm2.5        33.0    32    38   7.0     8  10.0   1.0   7.0  20.0    33  54.0
## CV residual -98.4  -100  -128 -98.7  -139 -54.4  18.6 -22.8 -71.8   -86 -79.9
##             21419 21421 21426 21430 21431 21432 21434 21436 21438 21439 21440
## Predicted    74.7 -22.5    23   130 109.1 136.2   134 129.6 115.0  96.2  79.8
## cvpred       74.7 -23.4    23   129 108.6 135.4   132 127.8 112.7  94.1  78.1
## pm2.5        31.0   8.0    13    22  68.0  75.0    75  71.0  23.0  23.0  24.0
## CV residual -43.7  31.4   -10  -107 -40.6 -60.4   -57 -56.8 -89.7 -71.1 -54.1
##             21444 21446 21449 21452 21454 21455 21457 21467 21474 21475 21481
## Predicted    75.3  65.4  62.8  63.5  77.2  77.2   121 125.3 110.3 110.3   112
## cvpred       73.9  65.3  61.5  62.9  76.4  76.4   119 125.2 110.2 110.2   111
## pm2.5         4.0   4.0   6.0  15.0  10.0  11.0    11 152.0  61.0  54.0    17
## CV residual -69.9 -61.3 -55.5 -47.9 -66.4 -65.4  -108  26.8 -49.2 -56.2   -94
##             21483 21484 21485 21494 21496 21508 21509 21510 21512 21514 21516
## Predicted   112.2   114 113.8  51.5  34.5   127   118   122  63.3  38.4  49.4
## cvpred      111.6   112 112.4  51.0  34.0   126   117   122  62.9  38.2  49.8
## pm2.5        12.0    11  13.0  17.0   8.0    15     9    14  11.0   9.0   4.0
## CV residual -99.6  -101 -99.4 -34.0 -26.0  -111  -108  -108 -51.9 -29.2 -45.8
##             21519 21530 21534 21538 21541 21542 21548 21549 21554 21556 21560
## Predicted    21.1  98.5 108.9  81.8  39.1  28.2  82.3  86.8 139.2 141.4 101.9
## cvpred       21.1  97.5 107.8  81.4  39.1  28.2  81.8  86.7 138.1 140.2 101.7
## pm2.5         6.0  11.0  76.0  15.0  11.0  12.0  25.0  29.0  53.0  49.0  46.0
## CV residual -15.1 -86.5 -31.8 -66.4 -28.1 -16.2 -56.8 -57.7 -85.1 -91.2 -55.7
##             21561 21562 21564 21566 21567 21572 21574 21577 21585 21589 21592
## Predicted     114  86.4  75.9  33.8  29.1  32.9 87.17  81.9  72.0  90.9  75.3
## cvpred        115  85.9  76.7  34.9  30.2  33.8 86.33  82.4  71.5  91.7  76.2
## pm2.5          49  54.0  87.0 104.0 127.0  93.0 86.00 101.0 144.0 155.0 164.0
## CV residual   -66 -31.9  10.3  69.1  96.8  59.2 -0.33  18.6  72.5  63.3  87.8
##             21593 21596 21600  21606 21607 21611 21612 21614 21615 21616 21617
## Predicted    85.7   101   124 151.07   151   120 108.7  97.7 103.4   105   109
## cvpred       86.5   101   125 151.02   151   120 109.2  98.3 103.9   105   110
## pm2.5       202.0   254   266 147.00   139   135 157.0 161.0 166.0   208   275
## CV residual 115.5   153   141  -4.02   -12    15  47.8  62.7  62.1   103   165
##             21625 21633 21634 21637 21641 21649 21654 21662 21668 21669 21670
## Predicted     151 130.1 117.6 105.4  89.8 137.2   154  86.1 110.6 113.6 118.6
## cvpred        151 129.2 116.8 106.1  90.6 137.6   153  85.8 111.2 114.3 119.1
## pm2.5         277 111.0  94.0  83.0 130.0 185.0   203 154.0 210.0 183.0 191.0
## CV residual   126 -18.2 -22.8 -23.1  39.4  47.4    50  68.2  98.8  68.7  71.9
##             21675 21684  21686 21687 21688 21692 21693  21698 21702 21712 21713
## Predicted   157.8 129.2 122.39 122.4 117.7 130.9 132.5 144.63 158.8 139.4 133.5
## cvpred      156.6 129.9 123.14 123.1 118.5 131.4 132.9 143.63 157.5 138.4 133.9
## pm2.5        71.0  85.0 125.00 156.0 160.0 109.0  98.0 138.00 181.0 167.0 173.0
## CV residual -85.6 -44.9   1.86  32.9  41.5 -22.4 -34.9  -5.63  23.5  28.6  39.1
##             21714 21719 21729  21732   21733 21736  21737 21739 21746 21748
## Predicted   134.7 151.1   151 140.40 142.877 152.3 148.17 148.6 159.7   129
## cvpred      133.7 151.5   151 140.65 143.244 151.3 147.16 148.9 158.6   129
## pm2.5       178.0 224.0   162 132.00 143.000 130.0 140.00 196.0  71.0    61
## CV residual  44.3  72.5    11  -8.65  -0.244 -21.3  -7.16  47.1 -87.6   -68
##             21751 21752 21754 21756 21757 21761 21767   21773  21774 21781
## Predicted   131.4 156.4 143.9 127.6 125.4 121.3 138.9 130.790 141.18 125.2
## cvpred      131.1 155.6 143.2 128.4 126.3 122.2 139.8 130.443 140.75 126.5
## pm2.5        86.0  98.0  90.0  80.0  91.0 135.0  62.0 131.000 134.00 115.0
## CV residual -45.1 -57.6 -53.2 -48.4 -35.3  12.8 -77.8   0.557  -6.75 -11.5
##             21786 21789 21791 21796 21798 21799 21800 21805 21806 21807 21812
## Predicted   118.4 129.9 128.3 138.5 141.0   145 120.9  96.7  90.8  92.0 111.3
## cvpred      119.7 131.1 129.6 138.3 140.9   145 122.5  97.0  92.5  92.3 112.6
## pm2.5       131.0  59.0  47.0  77.0 127.0   130 139.0  44.0  58.0  63.0  36.0
## CV residual  11.3 -72.1 -82.6 -61.3 -13.9   -15  16.5 -53.0 -34.5 -29.3 -76.6
##             21814 21816 21817 21822 21826 21830  21840 21847 21858 21860 21863
## Predicted   121.7 126.4 128.0   142 146.8 140.0 153.63 160.7 142.9 141.3 147.1
## cvpred      122.9 127.6 129.1   143 147.7 140.9 154.27 160.9 143.2 141.7 146.2
## pm2.5        51.0  34.0  34.0    53  74.0 106.0 151.00  91.0  73.0  73.0  98.0
## CV residual -71.9 -93.6 -95.1   -90 -73.7 -34.9  -3.27 -69.9 -70.2 -68.7 -48.2
##             21864  21868 21869 21870 21874 21889 21901 21904 21910 21911 21913
## Predicted   153.8 107.22 113.5 113.5 86.17 136.0 113.0  97.9 100.4 102.6 100.3
## cvpred      154.1 106.54 112.7 112.7 85.86 136.5 113.6  98.6 100.3 102.4  99.6
## pm2.5       106.0 105.00  97.0 127.0 78.00  77.0 137.0 133.0 192.0 199.0 200.0
## CV residual -48.1  -1.54 -15.7  14.3 -7.86 -59.5  23.4  34.4  91.7  96.6 100.4
##             21914 21916 21923 21933 21934 21937 21938 21941 21947 21948 21949
## Predicted     105 91.67  28.4  71.1 104.8   129   148 120.5  37.4  42.1  37.5
## cvpred        105 91.25  28.1  71.4 104.9   128   146 118.7  36.7  42.1  37.4
## pm2.5         178 84.00  12.0  24.0  27.0    33    45  45.0  20.0  16.0  18.0
## CV residual    73 -7.25 -16.1 -47.4 -77.9   -95  -101 -73.7 -16.7 -26.1 -19.4
##             21950 21951 21953 21954 21958  21960 21962  21968 21969 21971 21979
## Predicted    35.3  62.1  62.1  68.4  98.5 109.44 110.0 121.25 114.5 101.9 116.3
## cvpred       35.3  62.5  62.5  68.7  98.7 109.58 110.2 121.55 113.6 101.3 116.8
## pm2.5        18.0  15.0  22.0  20.0  33.0 103.00  60.0 114.00  96.0  81.0 106.0
## CV residual -17.3 -47.5 -40.5 -48.7 -65.7  -6.58 -50.2  -7.55 -17.6 -20.3 -10.8
##              21980 21983 21984 21989 21991 21995 21996 21997 22000 22001  22005
## Predicted   112.77 113.9 124.3 157.1 154.5 98.75 98.75 88.36 130.3 127.8 134.97
## cvpred      113.26 114.4 124.7 157.1 153.4 98.26 98.26 87.95 130.9 128.3 135.53
## pm2.5       105.00  83.0  68.0  94.0  85.0 89.00 93.00 97.00 109.0 109.0 133.00
## CV residual  -8.26 -31.4 -56.7 -63.1 -68.4 -9.26 -5.26  9.05 -21.9 -19.3  -2.53
##             22007 22008 22010 22013 22018 22019 22025 22028 22030 22031 22032
## Predicted   109.4   153   157 111.0 142.4 140.7 146.4   117 123.4 152.3 152.3
## cvpred      108.6   153   156 110.1 141.5 141.2 146.8   117 123.2 151.3 151.3
## pm2.5       122.0    32    46  55.0  90.0 112.0 168.0   184 188.0 189.0 179.0
## CV residual  13.4  -121  -110 -55.1 -51.5 -29.2  21.2    67  64.8  37.7  27.7
##             22036 22040 22044 22045 22046  22047 22054  22060 22064 22070 22076
## Predicted   123.4 152.3 131.6 131.6 127.0 114.40 133.3 147.60   144   112 137.9
## cvpred      123.2 151.3 132.3 132.3 127.6 115.22 133.8 146.58   143   112 138.5
## pm2.5       180.0 179.0 168.0 178.0 157.0 110.00 232.0 149.00   184   135 119.0
## CV residual  56.8  27.7  35.7  45.7  29.4  -5.22  98.2   2.42    41    23 -19.5
##             22079 22081 22082 22085 22090 22092 22094 22098 22102 22109 22112
## Predicted   144.2 150.5 156.8 152.3 148.5 148.9 131.6   140 146.4 117.3 110.4
## cvpred      144.7 150.9 157.1 151.3 147.7 149.4 132.3   140 146.8 116.1 109.4
## pm2.5       115.0 115.0 103.0  95.0 122.0 104.0 107.0    90  72.0  52.0  52.0
## CV residual -29.7 -35.9 -54.1 -56.3 -25.7 -45.4 -25.3   -50 -74.8 -64.1 -57.4
##             22119 22122 22123 22125 22129 22131 22137 22140 22143 22145 22146
## Predicted   123.6 131.5 136.2   168 121.8   163 143.3 142.3 105.0 94.00 123.3
## cvpred      123.7 131.4 136.1   168 120.2   161 142.1 140.7 104.3 93.42 123.2
## pm2.5        46.0  67.0  56.0    22  25.0    45  86.0  95.0  76.0 87.00  88.0
## CV residual -77.7 -64.4 -80.1  -146 -95.2  -116 -56.1 -45.7 -28.3 -6.42 -35.2
##             22147 22148 22153 22154 22157 22158 22162 22164 22166 22168 22178
## Predicted   109.1 121.6   160   138   125   131 106.9 119.1  68.9 112.3   151
## cvpred      108.4 120.1   158   136   123   130 106.5 118.1  68.8 111.3   151
## pm2.5        94.0  61.0    28    20    19    27  20.0  57.0  35.0  13.0    26
## CV residual -14.4 -59.1  -130  -116  -104  -103 -86.5 -61.1 -33.8 -98.3  -125
##             22179 22182 22183 22184 22185 22186 22191 22192 22193 22194 22200
## Predicted     150 111.0 124.0 105.0  84.3  83.3  96.5  88.3  98.1 106.8 116.1
## cvpred        149 110.1 123.8 104.5  83.8  83.6  96.1  87.9  97.7 107.6 116.1
## pm2.5          18  25.0  33.0  25.0  22.0  15.0  14.0  17.0  28.0  34.0  38.0
## CV residual  -131 -85.1 -90.8 -79.5 -61.8 -68.6 -82.1 -70.9 -69.7 -73.6 -78.1
##             22203 22207 22221 22224 22230 22231 22244 22247 22252 22253 22258
## Predicted   147.1   143 113.9 122.7   127 110.0  87.1  96.5 134.5 140.8 103.4
## cvpred      146.2   142 114.4 123.2   127 109.2  88.1  97.5 135.2 141.4 103.6
## pm2.5        61.0    38  34.0  53.0    52  54.0  32.0  53.0  86.0  63.0 126.0
## CV residual -85.2  -104 -80.4 -70.2   -75 -55.2 -56.1 -44.5 -49.2 -78.4  22.4
##             22260 22261 22265 22266 22267 22271 22273 22274 22275 22281 22285
## Predicted    86.6 76.25  58.7  60.9  69.7  91.0  99.5 114.1 118.6 121.4  97.9
## cvpred       88.2 77.89  60.3  62.4  71.2  92.4 100.7 113.9 119.8 122.9  99.6
## pm2.5        90.0 85.00  51.0  45.0  52.0  55.0  60.0  55.0  61.0 108.0  79.0
## CV residual   1.8  7.11  -9.3 -17.4 -19.2 -37.4 -40.7 -58.9 -58.8 -14.9 -20.6
##             22286 22289 22292 22300 22304 22307 22309  22312  22313  22314
## Predicted    89.1  86.6  99.2 135.6 137.8 114.3 103.3 100.27 100.27 106.00
## cvpred       90.8  88.2 100.6 136.8 138.9 115.6 104.7 101.53 101.53 107.15
## pm2.5        77.0  83.0  79.0  99.0  54.0  81.0  96.0 103.00  95.00  98.00
## CV residual -13.8  -5.2 -21.6 -37.8 -84.9 -34.6  -8.7   1.47  -6.53  -9.15
##              22316 22318 22319 22322 22324 22326 22327 22328  22330  22335
## Predicted   108.19 123.2 121.6 134.2 145.8 140.5 140.5 144.6 132.01 110.10
## cvpred      109.24 124.2 122.7 135.1 145.2 141.3 141.3 145.4 133.02 111.26
## pm2.5       105.00 100.0 100.0  83.0 105.0 124.0 123.0 116.0 132.00 115.00
## CV residual  -4.24 -24.2 -22.7 -52.1 -40.2 -17.3 -18.3 -29.4  -1.02   3.74
##             22338 22342 22344 22350 22353 22355 22359 22360 22362 22365 22370
## Predicted   111.7 122.7 124.3 145.6 131.4  97.5   107 100.8   105 126.2 138.8
## cvpred      112.8 123.7 125.2 146.3 132.4  98.0   109 101.9   106 127.2 139.6
## pm2.5       142.0 138.0 146.0 195.0 206.0 212.0   220 189.0   181 189.0 239.0
## CV residual  29.2  14.3  20.8  48.7  73.6 114.0   111  87.1    75  61.8  99.4
##             22373 22379 22381 22385 22390 22393 22396 22397 22409 22411 22414
## Predicted   146.7   133   134 126.7   135   136   128   128  29.8  95.0 139.7
## cvpred      147.3   133   135 126.2   134   135   127   127  29.5  95.6 138.9
## pm2.5       198.0   278   293  31.0    21    28    12    11  12.0  17.0  39.0
## CV residual  50.7   145   158 -95.2  -113  -107  -115  -116 -17.5 -78.6 -99.9
##             22416 22422 22425 22427 22428 22435 22438 22440 22447 22448 22449
## Predicted    95.0   147  76.3  51.8  58.1 112.3 113.4   124 140.6 136.8 126.4
## cvpred       94.9   146  76.1  51.9  58.8 113.3 114.5   125 140.2 136.6 126.3
## pm2.5        20.0    17  17.0  13.0  20.0  63.0  30.0    23  53.0  56.0  66.0
## CV residual -74.9  -129 -59.1 -38.9 -38.8 -50.3 -84.5  -102 -87.2 -80.6 -60.3
##             22454 22455 22458 22459 22460 22461 22464 22470 22471 22472 22473
## Predicted   107.0 105.2  96.0 104.9 115.3 120.0 122.5 140.9 135.0 139.1 131.2
## cvpred      107.1 106.7  96.2 106.2 116.5 121.2 123.8 140.7 136.2 140.3 132.6
## pm2.5        80.0  69.0  65.0  65.0  76.0  83.0 103.0  56.0  88.0  90.0  95.0
## CV residual -27.1 -37.7 -31.2 -41.2 -40.5 -38.2 -20.8 -84.7 -48.2 -50.3 -37.6
##             22474 22475  22477 22481 22482 22483 22484 22487 22489 22493 22494
## Predicted   139.1 144.9 123.53 129.3 128.8 126.8   133 143.5 143.5 147.3 147.3
## cvpred      140.3 145.9 124.73 130.4 128.6 127.8   134 144.3 144.3 147.9 147.9
## pm2.5       102.0 122.0 121.00  62.0  79.0  75.0    68  54.0  73.0  78.0  69.0
## CV residual -38.3 -23.9  -3.73 -68.4 -49.6 -52.8   -66 -90.3 -71.3 -69.9 -78.9
##             22496 22497 22500 22501 22502 22504 22506 22510 22512 22519 22520
## Predicted   146.8   151 141.0 138.8 141.0   147   147   147 141.5 116.4 116.4
## cvpred      146.2   152 141.7 139.6 141.7   147   148   146 142.2 116.6 116.6
## pm2.5        54.0    68  61.0  46.0  61.0    29    46    39  56.0  79.0  77.0
## CV residual -92.2   -84 -80.7 -93.6 -80.7  -118  -102  -107 -86.2 -37.6 -39.6
##             22524 22526 22534 22535 22536 22538 22540 22542 22546 22548 22601
## Predicted     141 135.1 135.5 141.8 118.8 143.5   151 147.3 153.0 139.8 141.0
## cvpred        141 134.8 136.6 142.7 119.2 144.3   152 147.9 153.5 140.5 141.7
## pm2.5          99  94.0 108.0 109.0  37.0  83.0    88  98.0 130.0 128.0  49.0
## CV residual   -42 -40.8 -28.6 -33.7 -82.2 -61.3   -64 -49.9 -23.5 -12.5 -92.7
##             22608 22612 22613 22614 22615 22616 22619 22632 22636 22639 22640
## Predicted   112.7   159   152   158 116.6   126   149   115   117   117   115
## cvpred      112.3   158   151   157 115.9   126   148   115   116   116   115
## pm2.5        47.0    35    35    39  44.0    29    16    22     9    14    17
## CV residual -65.3  -123  -116  -118 -71.9   -97  -132   -93  -107  -102   -98
##             22646 22649 22652 22655 22656 22657 22662 22675 22681 22682 22683
## Predicted     124 106.2 106.2 108.6   122 113.0 113.0 110.7 135.0 141.3 141.3
## cvpred        124 105.6 105.6 108.2   122 112.4 112.4 111.8 136.2 142.4 142.4
## pm2.5          19   6.0  13.0  17.0    11  18.0  16.0  18.0  69.0  77.0  64.0
## CV residual  -105 -99.6 -92.6 -91.2  -111 -94.4 -96.4 -93.8 -67.2 -65.4 -78.4
##             22689 22692 22693 22695 22698 22712 22717 22718 22720 22724 22733
## Predicted    98.8  86.3 111.5 102.2 116.4  93.3  57.4  60.9  96.5 105.8 138.1
## cvpred       98.9  87.2 112.9 103.5 117.5  93.1  58.4  61.9  97.9 107.3 139.4
## pm2.5        77.0  76.0  81.0  38.0  50.0  36.0  18.0  17.0  22.0  24.0  47.0
## CV residual -21.9 -11.2 -31.9 -65.5 -67.5 -57.1 -40.4 -44.9 -75.9 -83.3 -92.4
##             22736 22738 22744 22745 22746 22747 22749 22750 22755 22759 22761
## Predicted   135.9  75.1  87.5  91.6  91.6  97.9 120.8 114.6 130.8 143.4 122.3
## cvpred      137.3  75.8  89.3  93.4  93.4  99.6 122.3 116.1 130.9 143.3 122.6
## pm2.5        53.0  51.0  39.0  29.0  23.0  24.0  69.0  69.0  74.0  95.0  85.0
## CV residual -84.3 -24.8 -50.3 -64.4 -70.4 -75.6 -53.3 -47.1 -56.9 -48.3 -37.6
##             22770 22771 22774 22777 22781 22783 22787 22789 22795 22797 22801
## Predicted   104.7 106.9 121.9 124.1 119.4 146.6 113.4 111.0 118.3 126.8 137.2
## cvpred      106.1 108.2 123.2 125.3 119.7 146.3 114.9 112.3 119.5 127.8 138.1
## pm2.5        46.0  47.0  44.0  57.0  67.0  73.0  56.0  63.0  61.0  73.0  89.0
## CV residual -60.1 -61.2 -79.2 -68.3 -52.7 -73.3 -58.9 -49.3 -58.5 -54.8 -49.1
##             22809 22811 22814 22815 22817 22819 22820 22825 22827 22832 22833
## Predicted     141 132.9  86.8  86.8  88.4 111.9  97.5 110.0 104.0  96.4 123.7
## cvpred        141 132.8  87.6  87.6  89.1 111.6  98.0 109.6 103.5  96.3 123.6
## pm2.5         120 106.0  80.0  76.0  33.0  25.0  29.0  31.0  37.0  23.0  40.0
## CV residual   -21 -26.8  -7.6 -11.6 -56.1 -86.6 -69.0 -78.6 -66.5 -73.3 -83.6
##             22835 22837 22839 22846 22848 22851 22853 22854 22855  22858  22859
## Predicted   111.1  77.4  74.7 121.6 133.8 144.6 150.4 121.6 121.6 121.47 112.71
## cvpred      111.2  77.7  75.0 122.7 133.4 145.4 149.9 121.8 121.8 121.52 112.72
## pm2.5        49.0  46.0  48.0  38.0  41.0  53.0  72.0  85.0  89.0 116.00 120.00
## CV residual -62.2 -31.7 -27.0 -84.7 -92.4 -92.4 -77.9 -36.8 -32.8  -5.52   7.28
##             22862 22863 22867 22876 22878 22881  22883 22884 22885 22936 22940
## Predicted    87.7  83.6  97.8 143.7   148 134.2 127.34 126.9 108.3  74.6 101.7
## cvpred       89.1  85.0  98.9 144.3   149 135.1 128.33 126.6 108.1  75.9 102.7
## pm2.5        70.0  55.0  60.0 105.0   114 112.0 136.00 137.0 138.0  14.0  32.0
## CV residual -19.1 -30.0 -38.9 -39.3   -35 -23.1   7.67  10.4  29.9 -61.9 -70.7
##             22941 22944 22948 22951 22953 22955 22956 22963 22968 22970 22971
## Predicted   133.0   150 122.4 153.5 116.1 132.3 111.5 126.0   147 154.8   161
## cvpred      132.5   151 122.5 152.6 116.3 133.1 112.5 126.4   147 153.6   159
## pm2.5        33.0    47  71.0  66.0  73.0 104.0  76.0  50.0    40  57.0    59
## CV residual -99.5  -104 -51.5 -86.6 -43.3 -29.1 -36.5 -76.4  -107 -96.6  -100
##             22972 22974 22975 22977 22982 22984 22988 22991 22994 22995 22996
## Predicted   167.3 138.0 165.2  98.0  62.8  39.2  98.9 108.3 145.8 140.0 145.8
## cvpred      167.2 137.4 163.9  97.4  63.5  39.5 100.1 109.4 145.4 140.9 145.4
## pm2.5        68.0  67.0  73.0  70.0  26.0  16.0  31.0  67.0  90.0  96.0  88.0
## CV residual -99.2 -70.4 -90.9 -27.4 -37.5 -23.5 -69.1 -42.4 -55.4 -44.9 -57.4
##             22997 23007 23010 23012 23015 23016 23018 23019 23020 23024 23028
## Predicted   146.3  77.4  89.4 106.1 117.0 117.0 120.8 131.2 141.6 139.0 124.1
## cvpred      147.1  79.0  90.9 107.4 118.2 118.2 121.8 132.1 142.5 138.7 125.3
## pm2.5        86.0  53.0  41.0  67.0  73.0  77.0  67.0  64.0  77.0 119.0 146.0
## CV residual -61.1 -26.0 -49.9 -40.4 -45.2 -41.2 -54.8 -68.1 -65.5 -19.7  20.7
##             23035 23037 23038 23048 23050 23051 23126 23128 23131 23132 23133
## Predicted   123.2 129.5 127.9 146.8 138.3 131.6  48.3  41.5  70.6  85.6 112.7
## cvpred      124.2 130.4 128.9 147.5 139.2 131.3  48.8  42.0  72.0  87.0 113.8
## pm2.5       147.0 148.0 145.0 153.0 182.0 190.0   3.0   8.0   5.0  20.0  23.0
## CV residual  22.8  17.6  16.1   5.5  42.8  58.7 -45.8 -34.0 -67.0 -67.0 -90.8
##             23134 23136 23138 23139 23145 23149 23158 23161 23164 23166 23173
## Predicted   125.6   131 108.8   145  31.2  27.0   116 133.0 138.8 120.1  79.9
## cvpred      126.7   131 108.6   144  32.0  27.8   117 134.1 138.6 120.3  81.9
## pm2.5        28.0    29  42.0    24  21.0   6.0    29  40.0  67.0  87.0 110.0
## CV residual -98.7  -102 -66.6  -120 -11.0 -21.8   -88 -94.1 -71.6 -33.3  28.1
##             23175 23176 23178 23182 23185 23186 23187 23189 23190 23191 23198
## Predicted    78.8 70.60  72.2 114.9   134 140.1 145.9 145.9 119.3 123.4 54.20
## cvpred       80.7 72.48  74.0 116.4   135 141.2 145.6 145.6 119.7 123.8 56.05
## pm2.5        88.0 70.00  77.0  66.0    66  71.0  73.0  88.0 101.0 110.0 66.00
## CV residual   7.3 -2.48   3.0 -50.4   -69 -70.2 -72.6 -57.6 -18.7 -13.8  9.95
##             23199 23204 23205 23208 23209 23221 23224 23227 23228 23229 23232
## Predicted    43.8  89.2 112.1 131.3 125.0  93.0  69.7  92.1   109 113.5 134.3
## cvpred       45.7  90.6 113.3 132.4 126.2  94.6  71.4  93.5   110 114.7 135.3
## pm2.5        62.0  59.0  71.0 103.0  90.0 149.0 120.0 123.0   131 127.0 114.0
## CV residual  16.3 -31.6 -42.3 -29.4 -36.2  54.4  48.6  29.5    21  12.3 -21.3
##             23233 23239 23246 23248 23255  23256  23257 23259 23261 23264 23266
## Predicted   136.5 148.6  83.7  85.3 121.1 131.51 131.08 135.2   142   142 135.6
## cvpred      137.4 148.1  85.2  86.8 122.4 132.66 130.95 135.1   143   143 136.8
## pm2.5       120.0 180.0 161.0 146.0 134.0 128.00 125.00  93.0    93    81  73.0
## CV residual -17.4  31.9  75.8  59.2  11.6  -4.66  -5.95 -42.1   -50   -62 -63.8
##             23268 23269 23270 23271 23275 23279 23282 23285 23287 23288 23295
## Predicted   123.0 108.0 108.0 105.8 120.0 137.2 144.7 154.2 114.4 114.4  82.5
## cvpred      124.4 109.4 109.4 107.3 121.2 138.3 144.3 153.5 113.8 113.8  82.1
## pm2.5        48.0  46.0  47.0  48.0  56.0  54.0  64.0  80.0  83.0  83.0  64.0
## CV residual -76.4 -63.4 -62.4 -59.3 -65.2 -84.3 -80.3 -73.5 -30.8 -30.8 -18.1
##             23297 23298 23301 23305 23309  23311 23316 23318 23322  23323 23332
## Predicted    84.6  31.4 128.3 143.4 114.6 113.51 24.69 22.85 103.8 103.81   137
## cvpred       85.3  31.0 128.6 143.6 113.7 112.74 25.11 23.81 105.1 105.06   138
## pm2.5        55.0  56.0 115.0 154.0 153.0 115.00 35.00 26.00  63.0 115.00   266
## CV residual -30.3  25.0 -13.6  10.4  39.3   2.26  9.89  2.19 -42.1   9.94   128
##             23336 23338 23341 23345 23347 23350 23355 23357 23359 23360 23361
## Predicted     100   110   101  78.2  94.8   122 137.5 133.4 137.7   107   130
## cvpred        101   110   103  79.9  96.4   124 138.8 134.7 137.7   107   131
## pm2.5         302   252   232 195.0 176.0   229 197.0 207.0 232.0   240   245
## CV residual   201   142   129 115.1  79.6   105  58.2  72.3  94.3   133   114
##             23367 23369 23371 23381 23382 23383  23395 23399 23402 23405 23409
## Predicted    81.2  86.9 103.6 139.8 139.7 143.9 114.24 115.9 119.1 113.0   109
## cvpred       83.1  88.7 105.2 139.7 140.9 143.9 114.69 116.2 119.2 112.4   109
## pm2.5       142.0 135.0 150.0 183.0 186.0 203.0 110.00 106.0 103.0 123.0     5
## CV residual  58.9  46.3  44.8  43.3  45.1  59.1  -4.69 -10.2 -16.2  10.6  -104
##             23414 23417 23425 23426 23427 23430 23434 23435 23439 23441 23443
## Predicted    92.5  88.4  72.1  95.7  91.6  97.9  67.3  55.7 17.96  24.3  47.5
## cvpred       92.3  88.2  71.9  95.9  91.8  98.0  68.1  55.9 18.33  24.5  47.7
## pm2.5        13.0  13.0   7.0   5.0   6.0   6.0  17.0  11.0 11.00  11.0  13.0
## CV residual -79.3 -75.2 -64.9 -90.9 -85.8 -92.0 -51.1 -44.9 -7.33 -13.5 -34.7
##             23448 23455 23457 23460 23461 23467 23468 23470 23472 23474 23477
## Predicted    57.1 101.4  61.5 5.459  3.27  82.1  97.2 112.2   135 105.8 112.1
## cvpred       57.2 101.1  61.8 6.148  4.06  83.5  98.5 113.5   134 105.7 111.9
## pm2.5        11.0  10.0  12.0 7.000  7.00  15.0  19.0  24.0    27  37.0  31.0
## CV residual -46.2 -91.1 -49.8 0.852  2.94 -68.5 -79.5 -89.5  -107 -68.7 -80.9
##             23483 23484 23485 23489 23490 23493 23496 23497 23499 23500 23504
## Predicted    87.5  81.2  70.7  57.8  55.9 108.4   136   142 141.9 113.0 139.7
## cvpred       88.1  81.9  72.7  59.8  57.8 109.9   137   143 141.8 113.7 139.7
## pm2.5        22.0  21.0  31.0  52.0  34.0  37.0    34    39  47.0  55.0  72.0
## CV residual -66.1 -60.9 -41.7  -7.8 -23.8 -72.9  -103  -104 -94.8 -58.7 -67.7
##             23505 23506  23510 23514  23516  23517 23518 23521 23532 23533
## Predicted   108.7 120.8 101.84 109.7 138.57 141.48 101.2   107  81.8 71.42
## cvpred      109.5 121.1 103.61 111.3 138.51 142.82 101.4   107  83.0 72.67
## pm2.5        70.0  63.0 101.00  98.0 142.00 150.00 154.0   143  99.0 81.00
## CV residual -39.5 -58.1  -2.61 -13.3   3.49   7.18  52.6    36  16.0  8.33
##             23534 23536 23538 23541 23542 23545 23549 23550 23553 23555 23557
## Predicted   112.7 108.6 113.3   131   136 140.5 111.6 102.8  83.9  58.8  87.7
## cvpred      114.3 110.2 114.9   132   136 140.5 112.5 102.9  84.3  59.6  88.4
## pm2.5        60.0  38.0  32.0    26    33  44.0  42.0  50.0  34.0  39.0  34.0
## CV residual -54.3 -72.2 -82.9  -106  -103 -96.5 -70.5 -52.9 -50.3 -20.6 -54.4
##             23560 23562 23564 23570  23574 23575 23581  23583 23584 23585 23587
## Predicted    95.5  97.7   121 150.0 119.54 148.4 102.2  97.52  99.6  95.5 112.2
## cvpred       97.2  99.3   122 149.8 120.16 148.2 102.8  98.09 101.3  97.2 113.7
## pm2.5        52.0  64.0    58  80.0 124.00 132.0 133.0 103.00  87.0  93.0  80.0
## CV residual -45.2 -35.3   -64 -69.8   3.84 -16.2  30.2   4.91 -14.3  -4.2 -33.7
##             23589 23590   23591 23593 23594 23601 23602 23605 23608 23609 23612
## Predicted   115.2 121.5 117.384 146.6 146.6 134.1 118.9 100.0  95.5  95.5 124.7
## cvpred      116.9 123.1 118.966 147.9 147.9 135.5 119.3 100.7  97.2  97.2 126.1
## pm2.5        90.0 106.0 118.000 126.0 129.0 173.0 180.0 161.0 116.0 106.0  78.0
## CV residual -26.9 -17.1  -0.966 -21.9 -18.9  37.5  60.7  60.3  18.8   8.8 -48.1
##             23615 23617 23618 23620 23622 23623 23624 23625 23627 23628 23635
## Predicted   126.4 128.5 138.5   139   146 145.2   139 142.6   139 138.4 128.7
## cvpred      127.6 129.7 138.3   140   146 146.2   140 142.4   140 139.4 129.6
## pm2.5        96.0 108.0 116.0   133   115 123.0   134 160.0   150 174.0  75.0
## CV residual -31.6 -21.7 -22.3    -7   -31 -23.2    -6  17.6    10  34.6 -54.6
##             23637 23638 23641 23646 23647 23649 23652 23657 23658 23670 23673
## Predicted   133.4 158.1   159  89.5  95.8  62.8  36.8  37.2  41.3 108.5  73.2
## cvpred      134.2 157.3   159  88.9  95.1  62.6  36.9  37.7  41.8 107.7  73.1
## pm2.5        99.0  88.0    62   6.0   6.0  10.0   7.0  10.0   9.0  16.0  27.0
## CV residual -35.2 -69.3   -97 -82.9 -89.1 -52.6 -29.9 -27.7 -32.8 -91.7 -46.1
##             23674 23683 23684 23685 23699 23703 23709 23721 23726 23727 23731
## Predicted    96.4 101.6   117   117  37.5  43.7 104.6  76.4  44.9  42.8  74.0
## cvpred       96.3 101.3   118   117  38.1  44.3 105.8  76.9  45.9  45.0  75.9
## pm2.5        16.0  17.0    10    16  14.0   6.0  25.0  24.0  26.0  29.0  24.0
## CV residual -80.3 -84.3  -108  -101 -24.1 -38.3 -80.8 -52.9 -19.9 -16.0 -51.9
##             23739 23745 23749 23752 23765 23766 23770  23772 23778 23781 23784
## Predicted   115.0  81.3 65.93 36.53   114 108.0  63.4 31.684  65.2  79.8 115.0
## cvpred      115.9  82.1 67.03 38.82   114 107.8  63.8 32.313  65.1  80.8 114.2
## pm2.5        79.0  43.0 66.00 41.00    47  40.0  33.0 32.000  18.0  49.0  74.0
## CV residual -36.9 -39.1 -1.03  2.18   -67 -67.8 -30.8 -0.313 -47.1 -31.8 -40.2
##             23785 23787 23792 23794 23796 23798 23805 23806 23808 23812 23821
## Predicted   155.3 100.5  92.6  51.3  13.3  39.8  73.3  67.0  53.7   160 14.92
## cvpred      155.6  99.8  92.0  51.3  13.6  39.8  74.0  67.9  53.3   159 15.16
## pm2.5        59.0  69.0  31.0  28.0  29.0  23.0  33.0  34.0  33.0    62 22.00
## CV residual -96.6 -30.8 -61.0 -23.3  15.4 -16.8 -41.0 -33.9 -20.3   -97  6.84
##             23825 23826 23839 23842 23844 23847 23848 23849 23853  23854  23855
## Predicted    33.6  48.1 116.4   125 104.1  88.9  82.2  72.5 135.4 137.15 143.44
## cvpred       34.8  49.3 115.8   125 104.4  90.5  82.6  74.1 136.5 136.85 143.05
## pm2.5        58.0  66.0  65.0    71 128.0 123.0  96.0  94.0 124.0 127.00 146.00
## CV residual  23.2  16.7 -50.8   -54  23.6  32.5  13.4  19.9 -12.5  -9.85   2.95
##              23856 23861 23864 23866 23869 23876 23879 23880 23882 23883 23888
## Predicted   149.73 116.8   115 135.0   109 117.3  99.3 101.5 140.8 146.7 120.3
## cvpred      149.25 117.1   115 134.8   109 118.3 100.4 102.5 141.6 146.1 120.6
## pm2.5       156.00 170.0   188 193.0   238 134.0  56.0  50.0  50.0  54.0 169.0
## CV residual   6.75  52.9    73  58.2   129  15.7 -44.4 -52.5 -91.6 -92.1  48.4
##              23896 23899 23900  23903 23905 23913 23917 23919 23920 23923
## Predicted   100.62 113.2 128.3 122.53 141.0 97.83 89.03  74.0  70.3 118.3
## cvpred      101.81 114.2 129.2 123.57 140.5 97.75 89.37  74.4  72.0 118.3
## pm2.5        96.00  75.0  82.0 127.00 128.0 90.00 91.00  95.0  83.0 104.0
## CV residual  -5.81 -39.2 -47.2   3.43 -12.5 -7.75  1.63  20.6  11.0 -14.3
##              23925 23926 23927  23928 23930 23934 23935 23936 23940   23944
## Predicted   127.48  80.5  84.2  95.23  96.8   140 108.7  96.0  98.2  99.647
## cvpred      128.76  81.5  84.4  96.02  96.8   140 109.5  96.4  98.9 101.527
## pm2.5       121.00 159.0 128.0 101.00  58.0    32  32.0  34.0  61.0 101.000
## CV residual  -7.76  77.5  43.6   4.98 -38.8  -108 -77.5 -62.4 -37.9  -0.527
##             23948 23953 23957 23959 23960 23964 23969 23971 23973 23976 23979
## Predicted     124 112.8 137.4 137.4 135.8 114.7 98.97 109.2  96.6   138 104.5
## cvpred        124 114.5 138.7 138.7 137.2 116.5 99.34 110.1  97.0   138 104.7
## pm2.5          76  46.0  68.0  81.0  83.0  88.0 96.00  19.0  15.0    13  25.0
## CV residual   -48 -68.5 -70.7 -57.7 -54.2 -28.5 -3.34 -91.1 -82.0  -125 -79.7
##             23980 23986 23990 23992 23993 23994 23995 23999 24001 24002 24006
## Predicted   111.4  76.1 14.80 -9.16  25.4  81.6  97.9 139.7 113.0 146.0   158
## cvpred      112.2  76.9 15.96 -7.40  26.3  83.6  98.4 139.7 113.7 145.9   158
## pm2.5        19.0  30.0 17.00 11.00   9.0   9.0  14.0  55.0  49.0  51.0    50
## CV residual -93.2 -46.9  1.04 18.40 -17.3 -74.6 -84.4 -84.7 -64.7 -94.9  -108
##             24007 24008 24009 24022 24023 24032 24033 24036 24038 24039 24040
## Predicted     114   150 152.1  54.1  56.3  28.5 11.81 -25.6 -30.3 -39.1 -47.3
## cvpred        114   151 153.2  54.2  56.3  28.6 12.12 -25.0 -29.7 -38.5 -46.7
## pm2.5          49    47  62.0   9.0   9.0   2.0  4.00   4.0   5.0   2.0   0.0
## CV residual   -65  -104 -91.2 -45.2 -47.3 -26.6 -8.12  29.0  34.7  40.5  46.7
##             24043 24046 24050 24055 24057 24059 24060 24061 24064 24066 24067
## Predicted   -5.72  3.61  49.3  99.3  45.2  7.72 -7.34 -11.4  22.4  51.8  88.8
## cvpred      -5.47  3.90  49.2  98.7  45.6  8.45 -6.54 -10.6  22.7  53.2  88.6
## pm2.5        2.00  5.00   7.0   6.0   9.0  7.00  2.00   5.0   4.0   5.0  12.0
## CV residual  7.47  1.10 -42.2 -92.7 -36.6 -1.45  8.54  15.6 -18.7 -48.2 -76.6
##             24068 24069 24070 24073 24076 24077 24078 24082 24089 24090 24092
## Predicted     135   137 131.8  92.2   111 114.2 111.6  47.1  24.7  51.2  93.3
## cvpred        135   137 131.5  91.9   110 114.4 111.1  47.6  26.4  52.6  94.4
## pm2.5          21    30  62.0  21.0     1  19.0  22.0  17.0   3.0   4.0  25.0
## CV residual  -114  -107 -69.5 -70.9  -109 -95.4 -89.1 -30.6 -23.4 -48.6 -69.4
##             24094 24095 24096 24097 24098 24099 24102 24109 24110 24113 24115
## Predicted     135   145   148   150 114.0 120.3 123.0  64.9  58.1  53.1  89.0
## cvpred        135   145   149   149 113.4 119.6 122.3  66.6  59.9  54.7  90.3
## pm2.5          29    29    28    41  60.0  65.0  31.0  25.0  32.0  42.0  59.0
## CV residual  -106  -116  -121  -108 -53.4 -54.6 -91.3 -41.6 -27.9 -12.7 -31.3
##             24118 24120 24124 24130 24132 24146 24151 24152 24155 24160 24161
## Predicted   118.5 118.5 155.8 95.50 111.2   124 120.2 112.3 16.89 18.60  22.7
## cvpred      118.8 118.8 155.1 96.08 111.2   124 119.4 111.7 16.95 19.18  23.3
## pm2.5       104.0 108.0 115.0 87.00 140.0   259  24.0  16.0 10.00 12.00   9.0
## CV residual -14.8 -10.8 -40.1 -9.08  28.8   135 -95.4 -95.7 -6.95 -7.18 -14.3
##             24166 24173 24176 24181 24182 24183 24188 24193 24194 24197 24201
## Predicted    48.6   114   150 11.46  6.79 -7.70 25.66   133   148   154  89.7
## cvpred       48.4   113   151 11.84  7.15 -7.26 25.74   132   147   153  89.7
## pm2.5        17.0     7    13  8.00 11.00 12.00 16.00    27    37    16  24.0
## CV residual -31.4  -106  -138 -3.84  3.85 19.26 -9.74  -105  -110  -137 -65.7
##             24206 24207 24217 24220 24221 24226 24230 24233 24234 24235 24236
## Predicted    57.0  58.2 108.7  98.8 101.0 53.75 34.54  20.2 38.79  92.4  82.3
## cvpred       58.9  58.7 109.7  99.3 101.3 54.95 35.82  22.6 41.13  94.2  84.4
## pm2.5        14.0  16.0 189.0 173.0 171.0 61.00 28.00  20.0 37.00  80.0 109.0
## CV residual -44.9 -42.7  79.3  73.7  69.7  6.05 -7.82  -2.6 -4.13 -14.2  24.6
##             24241 24245 24250 24255 24262 24265 24267 24270 24272 24278 24279
## Predicted     114 107.3 76.15  78.9 131.2 143.7 118.8   118 154.0   102  99.9
## cvpred        115 107.5 77.07  81.1 132.7 145.1 119.5   118 153.8   104 101.6
## pm2.5         145 129.0 76.00 167.0 170.0 189.0 207.0   262 215.0   237 264.0
## CV residual    30  21.5 -1.07  85.9  37.3  43.9  87.5   144  61.2   133 162.4
##             24280 24281 24286 24287 24289  24296 24297 24298 24302 24303 24310
## Predicted    95.3  91.2   143   114   139 154.10 101.6  89.1 14.71 14.71  44.9
## cvpred       96.9  92.8   143   115   140 153.42 101.3  89.0 14.86 14.86  45.1
## pm2.5       263.0 227.0   343   347   446 145.00 160.0 128.0 11.00 11.00   8.0
## CV residual 166.1 134.2   200   232   306  -8.42  58.7  39.0 -3.86 -3.86 -37.1
##             24311 24316 24320 24322 24326 24328 24331 24335 24337 24343 24345
## Predicted    45.5  56.4   136  48.8 -8.68 -13.6  86.4  72.9 149.3 139.0 149.3
## cvpred       45.6  56.5   136  49.3 -7.99 -13.2  86.2  74.1 148.7 138.7 148.7
## pm2.5         8.0   9.0     9  20.0  8.00   5.0  15.0  51.0  80.0  84.0  82.0
## CV residual -37.6 -47.5  -127 -29.3 15.99  18.2 -71.2 -23.1 -68.7 -54.7 -66.7
##             24349 24350 24357 24360  24364 24365 24367 24369 24370  24372 24374
## Predicted    83.5  60.3 142.1 116.0 144.83 144.8 144.8 144.8 144.8 144.83 144.8
## cvpred       84.7  61.5 141.2 115.7 143.83 143.8 143.8 143.8 143.8 143.83 143.8
## pm2.5       185.0 139.0 158.0 191.0 134.00 177.0 173.0 125.0 123.0 152.00 132.0
## CV residual 100.3  77.5  16.8  75.3  -9.83  33.2  29.2 -18.8 -20.8   8.17 -11.8
##               24375 24381 24383 24384 24385 24388 24392 24395 24396 24398 24400
## Predicted   144.833 144.8   145   145   145   145   145   145   145   145   145
## cvpred      143.826 143.8   144   144   144   144   144   144   144   144   144
## pm2.5       143.000 214.0   248   269   256    30     9    10     8     8    17
## CV residual  -0.826  70.2   104   125   112  -114  -135  -134  -136  -136  -127
##             24403 24406 24415 24418 24420 24421 24425 24427 24428 24432 24435
## Predicted     145 144.8 120.3   120   120   120 120.3 120.3 120.3 120.3 120.3
## cvpred        144 143.8 120.3   120   120   120 120.3 120.3 120.3 120.3 120.3
## pm2.5          11  59.0  24.0    11    14    13  29.0  34.0  56.0 109.0 131.0
## CV residual  -133 -84.8 -96.3  -109  -106  -107 -91.3 -86.3 -64.3 -11.3  10.7
##              24437 24439 24440 24441 24443 24445 24448 24456 24460 24464 24468
## Predicted   120.33 120.3 120.3 120.3 120.3 120.3 120.3 126.6 154.2 120.0  97.9
## cvpred      120.27 120.3 120.3 120.3 120.3 120.3 120.3 126.5 153.6 119.6  97.5
## pm2.5       123.00  98.0  82.0  79.0  80.0  88.0 102.0  99.0  94.0  71.0  14.0
## CV residual   2.73 -22.3 -38.3 -41.3 -40.3 -32.3 -18.3 -27.5 -59.6 -48.6 -83.5
##             24473 24475 24481 24482 24485 24490 24495 24497 24503 24504 24505
## Predicted    25.4  29.3  64.7   119   164  42.2 -17.7 -13.6 150.9 155.0 167.6
## cvpred       25.4  29.3  64.5   119   163  42.2 -17.7 -13.6 149.7 153.8 166.2
## pm2.5         7.0   9.0   7.0     8     5  22.0  11.0  13.0  59.0  70.0  82.0
## CV residual -18.4 -20.3 -57.5  -111  -158 -20.2  28.7  26.6 -90.7 -83.8 -84.2
##             24506 24511 24513 24514 24517 24521 24523 24530 24536 24537 24541
## Predicted   167.6 134.6 113.8  80.4  4.95  65.2  76.2 157.8   173 124.2  94.0
## cvpred      166.2 133.3 113.2  80.1  5.34  66.3  77.1 156.9   171 123.5  93.9
## pm2.5        85.0  71.0  34.0  38.0 39.00  18.0  37.0 130.0    60  65.0 189.0
## CV residual -81.2 -62.3 -79.2 -42.1 33.66 -48.3 -40.1 -26.9  -111 -58.5  95.1
##             24546 24549 24552 24554 24555 24557 24559 24562 24564 24566 24575
## Predicted     114   134   171   127   127   131   129   100  69.6  69.3 122.2
## cvpred        115   133   170   126   126   130   128   100  70.4  70.8 123.6
## pm2.5         219   277   285   308   285   233   213   215 214.0 176.0  56.0
## CV residual   104   144   115   182   159   103    85   115 143.6 105.2 -67.6
##             24576 24578 24582 24583 24584 24585 24589 24591 24594 24596 24600
## Predicted   134.3 124.4   124 120.3   124 115.7 101.8   111 115.4 121.7 119.2
## cvpred      134.3 125.7   124 121.6   124 115.8 101.8   111 115.1 121.3 118.7
## pm2.5        42.0  43.0    55  53.0    48  56.0  57.0    49  43.0  40.0  41.0
## CV residual -92.3 -82.7   -69 -68.6   -76 -59.8 -44.8   -62 -72.1 -81.3 -77.7
##             24601 24603 24606 24607 24609 24613 24622 24623 24625 24626 24633
## Predicted   119.2   171  98.2  94.1   117  27.9 157.8   160   166   166   126
## cvpred      118.7   170  97.6  93.5   117  28.0 156.9   159   165   165   125
## pm2.5        41.0    36  39.0  16.0    11  14.0  69.0    58    36    34    34
## CV residual -77.7  -134 -58.6 -77.5  -106 -14.0 -87.9  -101  -129  -131   -91
##             24638 24639 24642  24645 24650  24653 24655 24659 24660 24663 24670
## Predicted    69.9 61.59  93.9 134.28 171.6 141.83 177.6   121  95.9 -20.1 154.7
## cvpred       69.6 62.51  93.2 133.76 170.1 140.24 175.8   120  95.3 -20.2 153.6
## pm2.5        59.0 60.00  41.0 125.00 154.0 132.00 108.0    77  82.0  42.0 129.0
## CV residual -10.6 -2.51 -52.2  -8.76 -16.1  -8.24 -67.8   -43 -13.3  62.2 -24.6
##             24673 24675 24677 24681 24684 24695 24697 24700 24704 24705 24712
## Predicted   130.1 172.5 124.4   113 105.1   141   151 155.5 153.4 153.8   139
## cvpred      128.9 171.2 123.3   112 106.4   142   151 156.4 153.2 154.9   139
## pm2.5       174.0 202.0  89.0    55 131.0   301   293 235.0 240.0 253.0   293
## CV residual  45.1  30.8 -34.3   -57  24.6   159   142  78.6  86.8  98.1   154
##             24715 24718 24719 24720 24732 24733 24734 24735 24740 24741 24745
## Predicted     108   106  99.5   106  70.0  40.4  17.7  19.4  14.0 -1.84  56.2
## cvpred        108   106  99.5   106  70.1  40.7  18.0  19.5  14.2 -1.65  56.2
## pm2.5         317   307 309.0   299 222.0 232.0 166.0 105.0  20.0 19.00  11.0
## CV residual   209   201 209.5   193 151.9 191.3 148.0  85.5   5.8 20.65 -45.2
##             24747 24748 24749 24751 24756 24761 24763 24764 24765 24774 24777
## Predicted    69.1  84.1  72.2  87.2  62.7  73.3 100.3 106.9 115.1 135.0 126.7
## cvpred       69.1  84.1  73.0  88.0  64.7  74.8 101.6 108.4 116.6 136.1 126.7
## pm2.5        13.0   7.0  11.0  13.0   8.0  26.0  52.0  57.0  54.0  48.0  58.0
## CV residual -56.1 -77.1 -62.0 -75.0 -56.7 -48.8 -49.6 -51.4 -62.6 -88.1 -68.7
##             24778 24779 24781 24782 24785 24788 24789 24797 24798 24800 24801
## Predicted   126.7 116.3   109 102.6  69.6  36.8  58.2   146   137   154 125.0
## cvpred      126.7 116.4   109 102.8  70.6  37.3  58.5   145   137   153 126.1
## pm2.5        58.0  68.0    67  65.0   9.0  11.0  10.0    12    16    25  29.0
## CV residual -68.7 -48.4   -42 -37.8 -61.6 -26.3 -48.5  -133  -121  -128 -97.1
##             24806 24807 24812 24816 24817 24821 24824 24825 24826 24827 24830
## Predicted    71.8  71.8  55.8  24.4  30.7  82.7   160 113.9  43.3  28.8 -8.14
## cvpred       72.7  72.7  55.5  24.3  30.5  82.0   159 113.4  43.3  28.9 -8.29
## pm2.5        49.0  37.0  68.0   8.0   7.0  13.0    28  34.0  15.0  16.0 12.00
## CV residual -23.7 -35.7  12.5 -16.3 -23.5 -69.0  -131 -79.4 -28.3 -12.9 20.29
##             24832 24833 24834 24845 24855 24863  24867  24869 24870 24879 24881
## Predicted   -7.08 -17.5  53.6   135  62.2 127.6 129.12 129.12   123 115.8 115.4
## cvpred      -7.36 -17.7  52.9   134  63.3 128.3 128.21 128.21   122 116.8 115.1
## pm2.5       10.00  13.0  11.0    78  81.0 173.0 124.00 126.00   136 175.0 164.0
## CV residual 17.36  30.7 -41.9   -56  17.7  44.7  -4.21  -2.21    14  58.2  48.9
##             24886 24888 24889 24890 24891 24892 24893 24894 24900 24905 24910
## Predicted     159 152.3 156.4 156.4 160.7 162.9 160.2 135.5   139 121.9   138
## cvpred        158 151.8 155.9 155.9 161.2 163.3 159.5 135.6   140 121.2   137
## pm2.5         214 209.0 228.0 212.0 206.0 199.0 210.0 194.0   205 156.0    10
## CV residual    56  57.2  72.1  56.1  44.8  35.7  50.5  58.4    65  34.8  -127
##             24912 24913 24914 24915 24917 24927 24930 24939 24943 24944 24945
## Predicted     142   144   150   149   155   133 126.0  99.3  95.2  93.6  87.3
## cvpred        140   142   148   147   153   132 124.4  98.3  94.2  92.7  86.5
## pm2.5          12    14    11    10     6    27  25.0  17.0  19.0  16.0  19.0
## CV residual  -128  -128  -137  -137  -147  -105 -99.4 -81.3 -75.2 -76.7 -67.5
##             24947 24955 24958 24959 24960 24962 24963 24966 24968 24970 24972
## Predicted    70.9  75.5  78.6  84.9  89.0 114.1   125 105.4   164  93.1 105.3
## cvpred       70.5  75.2  78.3  84.5  88.6 113.4   125 104.6   163  92.8 105.1
## pm2.5        26.0  36.0  40.0  32.0  38.0  42.0    48  50.0    54  66.0  71.0
## CV residual -44.5 -39.2 -38.3 -52.5 -50.6 -71.4   -77 -54.6  -109 -26.8 -34.1
##             24974  24978 24979 24985 24986 24987 24988 24993 24995 24999 25000
## Predicted    94.4 123.07 123.5   171 177.5 177.5 133.5 131.3  49.5  15.9  22.2
## cvpred       94.2 122.49 124.2   170 176.2 176.2 132.4 130.3  49.3  15.8  22.0
## pm2.5        77.0 114.00 109.0    99 114.0 132.0 106.0  95.0  85.0  31.0  32.0
## CV residual -17.2  -8.49 -15.2   -71 -62.2 -44.2 -26.4 -35.3  35.7  15.2  10.0
##             25001 25002 25004 25005 25007 25008 25011 25020 25022 25023 25035
## Predicted    28.5 38.86 47.63 47.63 49.82  54.5  99.8  88.4  74.9  72.7   154
## cvpred       28.2 38.48 47.28 47.28 49.36  54.0  98.9  88.0  74.6  72.5   153
## pm2.5        40.0 32.00 39.00 43.00 43.00  44.0  32.0  51.0  29.0  50.0   135
## CV residual  11.8 -6.48 -8.28 -4.28 -6.36 -10.0 -66.9 -37.0 -45.6 -22.5   -18
##             25036 25041 25047 25048 25049 25051 25053 25054 25057 25058 25061
## Predicted   147.5   150 106.3  96.0   102 148.2 152.8 156.9 146.6 146.1 151.8
## cvpred      146.9   150 107.8  97.5   102 149.1 153.7 157.9 147.6 145.8 151.5
## pm2.5       116.0   118  71.0  71.0    44  67.0 116.0 143.0 132.0 116.0 122.0
## CV residual -30.9   -32 -36.8 -26.5   -58 -82.1 -37.7 -14.9 -15.6 -29.8 -29.5
##              25062   25066 25072 25075 25080 25081 25085 25086 25089 25093
## Predicted   122.99 109.769 120.6 118.2  92.7  96.5  87.7  87.7  83.1  68.3
## cvpred      123.39 109.698 119.9 117.3  91.6  95.2  86.0  86.0  81.3  66.8
## pm2.5       130.00 110.000  46.0  26.0  12.0  10.0   9.0  11.0   9.0  13.0
## CV residual   6.61   0.302 -73.9 -91.3 -79.6 -85.2 -77.0 -75.0 -72.3 -53.8
##             25097 25098 25101 25106 25107 25110 25114 25115 25117 25120 25122
## Predicted    61.0  71.4  68.7  79.6  79.6  75.5  76.5  50.4  39.4 29.79  48.4
## cvpred       59.7  70.0  67.5  78.4  78.4  74.3  76.1  49.5  38.6 28.74  47.3
## pm2.5        13.0  12.0   9.0  12.0  12.0  13.0  22.0  18.0  26.0 26.00  23.0
## CV residual -46.7 -58.0 -58.5 -66.4 -66.4 -61.3 -54.1 -31.5 -12.6 -2.74 -24.3
##             25123 25127 25130 25132 25133 25137 25138 25144 25145 25148 25149
## Predicted    53.0  68.1  80.7  56.1  66.5  69.5  61.6  33.1  24.9  48.7  38.9
## cvpred       51.9  66.9  79.3  54.7  65.0  68.2  60.4  32.0  23.8  47.5  37.8
## pm2.5        34.0   8.0  12.0   8.0  14.0  10.0  14.0  12.0   8.0  11.0  18.0
## CV residual -17.9 -58.9 -67.3 -46.7 -51.0 -58.2 -46.4 -20.0 -15.8 -36.5 -19.8
##             25151 25155 25156 25159 25161 25165 25172 25174 25177   25179 25181
## Predicted    43.6  58.9  65.2   109  80.8  39.4 134.9 154.1 160.9 163.419 142.5
## cvpred       42.5  58.0  64.2   108  80.2  39.7 134.2 153.3 160.1 162.697 142.3
## pm2.5        24.0  17.0  14.0    16  23.0  27.0  49.0  81.0 144.0 162.000 171.0
## CV residual -18.5 -41.0 -50.2   -92 -57.2 -12.7 -85.2 -72.3 -16.1  -0.697  28.7
##             25184 25185 25186 25187 25188 25190 25192 25196 25197  25208 25215
## Predicted   169.7 126.0 134.5 125.7 115.3 106.0  90.6  93.5 100.8 174.80 133.5
## cvpred      168.9 125.6 134.3 125.5 115.2 105.8  90.3  94.6 100.6 173.73 132.8
## pm2.5        85.0 103.0  83.0 112.0 146.0 191.0 227.0 122.0 113.0 170.00 182.0
## CV residual -83.9 -22.6 -51.3 -13.5  30.8  85.2 136.7  27.4  12.4  -3.73  49.2
##             25218 25224 25229 25232 25235 25236 25238 25240 25241 25242 25244
## Predicted    69.0  77.4   167 146.6 113.5 118.1 100.1  86.0  96.4 117.2 152.6
## cvpred       68.5  76.7   165 145.3 112.8 118.6  99.4  86.6  96.9 117.6 151.5
## pm2.5        17.0  18.0    35  57.0  50.0  51.0  56.0  64.0  72.0  69.0  57.0
## CV residual -51.5 -58.7  -130 -88.3 -62.8 -67.6 -43.4 -22.6 -24.9 -48.6 -94.5
##             25245 25247  25248 25249  25250  25251 25255 25256 25257 25258
## Predicted   158.9 153.6 153.60 153.6 174.09 173.65 175.3 141.7 133.2 118.4
## cvpred      157.7 153.7 153.74 153.7 173.84 172.13 173.6 140.2 131.9 117.4
## pm2.5        93.0 135.0 157.00 179.0 171.00 180.00 154.0 167.0 164.0 168.0
## CV residual -64.7 -18.7   3.26  25.3  -2.84   7.87 -19.6  26.8  32.1  50.6
##             25259 25264 25265 25269 25272 25277 25278 25281 25287 25319 25320
## Predicted   141.6 127.6  87.8  58.9  54.3  69.3  74.0   127  67.4 161.9 168.7
## cvpred      140.6 126.5  86.8  58.2  53.8  68.7  73.4   126  67.1 160.8 168.7
## pm2.5       179.0 156.0 153.0  11.0   7.0   6.0  12.0    22  22.0 141.0 153.0
## CV residual  38.4  29.5  66.2 -47.2 -46.8 -62.7 -61.4  -104 -45.1 -19.8 -15.7
##               25323 25324 25329 25331 25334 25335 25339 25343 25349 25350 25352
## Predicted   165.741 167.9   180   112 121.9 111.5   160   140   178   142   126
## cvpred      164.423 166.5   178   111 120.9 110.6   159   140   177   141   125
## pm2.5       164.000 248.0   305   280 183.0 196.0   269   338   359   318   236
## CV residual  -0.423  81.5   127   169  62.1  85.4   110   198   182   177   111
##             25354 25356 25357 25366 25370 25373 25376 25378 25381  25386 25388
## Predicted   155.4   101 101.9  35.5  86.2 107.7 113.7  61.5 39.28 50.163  99.2
## cvpred      154.6   101 102.3  35.6  86.4 106.7 112.8  61.2 38.98 49.645  99.8
## pm2.5       226.0    84  33.0   6.0  16.0  12.0  21.0  27.0 30.00 49.000  85.0
## CV residual  71.4   -17 -69.3 -29.6 -70.4 -94.7 -91.8 -34.2 -8.98 -0.645 -14.8
##              25390 25391 25395 25396 25399  25400 25404 25411 25414 25417 25420
## Predicted   113.74 113.7 139.8 179.2 141.5 158.79 118.5 142.1 150.8   172   141
## cvpred      114.24 114.2 138.4 177.5 139.9 157.66 117.6 141.8 149.7   170   140
## pm2.5       105.00 100.0 123.0 131.0 177.0 148.00  84.0 202.0 209.0   326   413
## CV residual  -9.24 -14.2 -15.4 -46.5  37.1  -9.66 -33.6  60.2  59.3   156   273
##             25422 25428 25431 25438 25440 25447 25448 25452 25461  25471 25472
## Predicted     173  69.2  35.9  71.2  87.9  64.6  64.6  29.7    91 176.03 157.3
## cvpred        171  68.5  35.1  70.3  86.8  63.6  63.6  29.1    91 173.63 155.3
## pm2.5         329 109.0  14.0  13.0  32.0  15.0  15.0  11.0    44 182.00 184.0
## CV residual   158  40.5 -21.1 -57.3 -54.8 -48.6 -48.6 -18.1   -47   8.37  28.7
##             25478 25481 25482 25483 25484 25488 25491 25492 25499 25503 25506
## Predicted   146.1 155.7 149.8 176.9   159  29.5 50.56  61.8  46.9  37.6  45.8
## cvpred      143.9 153.2 147.8 175.5   157  27.8 48.91  60.3  46.2  36.8  45.0
## pm2.5       230.0 241.0 245.0 247.0   276  73.0 53.00  37.0  23.0  11.0  19.0
## CV residual  86.1  87.8  97.2  71.5   119  45.2  4.09 -23.3 -23.2 -25.8 -26.0
##             25508 25510 25512 25521 25523 25525 25530 25535 25537 25538 25541
## Predicted    87.9  65.5 136.5 120.2  82.7  70.1 100.9 122.1 118.0 118.0  92.7
## cvpred       86.8  64.7 135.3 119.3  82.2  69.4 100.9 120.9 116.8 116.8  92.4
## pm2.5        18.0  24.0  43.0  76.0  58.0  38.0  49.0  79.0 167.0 152.0  31.0
## CV residual -68.8 -40.7 -92.3 -43.3 -24.2 -31.4 -51.9 -41.9  50.2  35.2 -61.4
##             25542 25543 25548 25550 25552 25557 25559 25562 25563 25568 25571
## Predicted    82.9  83.5  56.2  43.3  39.2  68.7 104.8 129.6 136.2 126.7 122.2
## cvpred       82.7  83.3  56.6  43.7  39.6  68.3 104.4 129.1 135.8 126.7 121.8
## pm2.5        24.0  17.0  18.0  16.0   9.0  20.0  45.0  46.0  37.0  57.0 101.0
## CV residual -58.7 -66.3 -38.6 -27.7 -30.6 -48.3 -59.4 -83.1 -98.8 -69.7 -20.8
##              25572 25574 25575 25576 25577 25581 25585 25586 25587 25588 25590
## Predicted   122.08 120.7 120.1 128.3 140.3 168.4 182.2 182.2 188.9   191 149.9
## cvpred      122.89 121.2 120.7 128.9 140.7 168.4 180.6 180.6 188.5   190 148.1
## pm2.5       117.00 107.0  90.0  78.0  76.0  97.0 128.0 129.0 132.0   151 166.0
## CV residual  -5.89 -14.2 -30.7 -50.9 -64.7 -71.4 -52.6 -51.6 -56.5   -39  17.9
##              25591 25601 25604 25609 25611 25613 25614 25616 25617 25620 25621
## Predicted   164.51   175   182   194   150   152   144  93.3  78.8  50.2  41.4
## cvpred      163.28   175   181   191   148   150   142  91.9  77.5  49.2  40.4
## pm2.5       155.00   332   277   322   327    36     9  12.0  12.0  15.0  20.0
## CV residual  -8.28   157    96   131   179  -114  -133 -79.9 -65.5 -34.2 -20.4
##             25624 25626 25627 25638 25643 25649 25650 25651 25653 25655 25658
## Predicted    41.4  54.8  54.8 150.9 152.7  84.6  98.5  78.3 141.8 102.1   173
## cvpred       40.4  53.9  53.9 149.5 151.2  83.9  97.0  76.9 140.6 100.7   171
## pm2.5        14.0  11.0  14.0 102.0  71.0 138.0 128.0 138.0 123.0  50.0    35
## CV residual -26.4 -42.9 -39.9 -47.5 -80.2  54.1  31.0  61.1 -17.6 -50.7  -136
##             25661 25662 25665 25666 25667 25669 25673 25676 25680 25681 25686
## Predicted    83.5  79.4  74.2  68.0  64.4  51.6  52.1  77.6   165   167   154
## cvpred       82.2  78.1  73.1  66.9  63.3  50.4  51.0  76.3   165   166   153
## pm2.5         9.0   9.0   9.0   9.0   9.0   9.0   7.0   9.0    29    26    49
## CV residual -73.2 -69.1 -64.1 -57.9 -54.3 -41.4 -44.0 -67.3  -136  -140  -104
##             25692 25694 25696 25697 25698 25699 25702 25714 25718 25719 25729
## Predicted   120.0 100.0 120.5 126.8 131.4   155 131.6 135.5  96.6  85.6  68.3
## cvpred      119.1  98.9 119.9 126.1 130.8   154 129.7 133.9  95.1  84.3  67.1
## pm2.5        83.0  44.0  39.0  54.0  78.0    95 144.0  35.0  50.0  95.0  16.0
## CV residual -36.1 -54.9 -80.9 -72.1 -52.8   -59  14.3 -98.9 -45.1  10.7 -51.1
##             25731 25732 25736 25741 25744 25749 25750 25758 25760 25761 25763
## Predicted    71.1  71.1  77.3  47.5  48.6  69.9  78.7  76.2  95.4  91.6  60.1
## cvpred       69.8  69.8  76.0  46.5  47.5  68.6  77.4  74.8  93.9  90.3  59.4
## pm2.5         9.0   9.0  11.0  16.0  14.0  15.0  14.0  13.0  16.0  15.0  19.0
## CV residual -60.8 -60.8 -65.0 -30.5 -33.5 -53.6 -63.4 -61.8 -77.9 -75.3 -40.4
##             25771 25777 25780 25788 25790 25791 25792 25793 25794 25795 25796
## Predicted     119  94.3    88 74.62   114 118.5 118.5 118.5 100.1 119.0 115.2
## cvpred        118  93.2    87 74.22   115 119.1 119.1 119.1 100.2 118.8 115.2
## pm2.5          27  37.0    29 68.00    75  82.0  96.0  92.0  80.0  97.0 104.0
## CV residual   -91 -56.2   -58 -6.22   -40 -37.1 -23.1 -27.1 -20.2 -21.8 -11.2
##             25803 25819   25821 25833 25841 25843 25844 25846 25847 25848 25850
## Predicted   163.5 140.7 144.771 168.5   169   136   136   140   169   140   170
## cvpred      162.5 141.4 145.518 169.1   168   136   136   140   168   140   170
## pm2.5       200.0 179.0 146.000 149.0   284   289   281   287   290   259   274
## CV residual  37.5  37.6   0.482 -20.1   116   153   145   147   122   119   104
##             25851 25854 25857 25863 25870 25872 25888 25889 25891 25894 25896
## Predicted     140   131   123 115.8 115.8 128.7 126.1 128.6 164.4 174.8 175.2
## cvpred        140   130   122 115.2 115.2 128.1 125.2 127.8 163.4 173.7 175.4
## pm2.5         281   247   235 196.0 212.0 217.0 197.0 204.0 199.0 225.0 221.0
## CV residual   141   117   113  80.8  96.8  88.9  71.8  76.2  35.6  51.3  45.6
##             25897 25898 25910 25912 25915 25919 25922 25923 25925 25929 25934
## Predicted   168.9 168.9   162   156   156   161   157 167.1 168.7 167.4 160.8
## cvpred      169.2 169.2   161   157   156   162   158 167.9 169.4 167.9 161.2
## pm2.5       192.0 256.0   305   284   290   309   284 262.0 243.0  91.0  70.0
## CV residual  22.8  86.8   144   127   134   147   126  94.1  73.6 -76.9 -91.2
##             25935 25939 25941 25943 25950 25956 25959 25961 25963 25964 25965
## Predicted   164.5 164.9 161.2   125  94.1  73.1  70.0  70.6  63.0  69.3  65.2
## cvpred      163.6 165.3 160.6   125  93.8  73.4  70.2  70.8  63.1  69.3  65.2
## pm2.5        72.0 101.0 115.0   155  20.0  13.0  16.0  22.0  22.0  22.0  17.0
## CV residual -91.6 -64.3 -45.6    30 -73.8 -60.4 -54.2 -48.8 -41.1 -47.3 -48.2
##             25971 25972 25973 25975 25983 25984 25986 25987 25989 25990 25991
## Predicted    91.7  91.7 100.3 100.3 103.9   108 128.9 124.4 133.0 142.9 142.9
## cvpred       91.7  91.7 100.7 100.7 103.7   109 129.7 123.8 133.8 143.5 143.5
## pm2.5        22.0  16.0  18.0  13.0  24.0    25  53.0  69.0  78.0  81.0  90.0
## CV residual -69.7 -75.7 -82.7 -87.7 -79.7   -84 -76.7 -54.8 -55.8 -62.5 -53.5
##             25994 25995  25997 26000 26002 26006 26011 26014 26015 26017 26018
## Predicted   161.2 165.0 160.31 132.6 128.8 144.5   143   133   133   123   136
## cvpred      161.5 165.1 160.43 132.2 128.6 143.7   143   133   133   122   135
## pm2.5       114.0 124.0 166.00 199.0 158.0 186.0   245   256   290   244   244
## CV residual -47.5 -41.1   5.57  66.8  29.4  42.3   102   123   157   122   109
##             26020 26021 26022 26026 26028 26029 26030 26032 26034 26036 26037
## Predicted   141.3   137   135   161 156.6 152.0 147.3 155.7   157 161.4 169.7
## cvpred      140.2   136   134   162 156.1 151.5 146.8 156.2   156 161.8 168.9
## pm2.5       217.0   244   267   187 175.0 208.0 244.0 246.0   308 229.0 218.0
## CV residual  76.8   108   133    25  18.9  56.5  97.2  89.8   152  67.2  49.1
##             26038 26040 26041 26047 26055 26059 26065 26067 26069 26076 26079
## Predicted   174.2   172   142   144  71.3  66.7  96.7  98.2 104.6  78.4  69.7
## cvpred      174.7   172   142   143  71.0  66.5  96.9  97.7 104.6  78.9  69.7
## pm2.5       229.0   314   315   299  29.0  23.0  16.0  21.0  22.0  25.0  32.0
## CV residual  54.3   142   173   156 -42.0 -43.5 -80.9 -76.7 -82.6 -53.9 -37.7
##             26080 26081 26087 26088 26094 26230 26232 26233 26236 26238 26241
## Predicted    65.6  70.3  65.5  67.7  73.7 133.6   146   134  94.8  88.8  77.6
## cvpred       65.6  70.3  65.5  67.6  73.3 132.8   146   133  94.3  88.1  76.9
## pm2.5        32.0  34.0  15.0  12.0  12.0 191.0   288   284  71.0  15.0  16.0
## CV residual -33.6 -36.3 -50.5 -55.6 -61.3  58.2   142   151 -23.3 -73.1 -60.9
##             26243 26245 26246 26247 26249 26251 26252 26254 26259 26261 26264
## Predicted    67.5  61.3  65.1  56.3  60.4  74.9  67.3  77.6  88.8  77.9  79.5
## cvpred       67.2  61.0  64.6  55.8  59.9  74.3  66.6  76.9  87.7  76.8  78.3
## pm2.5        17.0  16.0  15.0  13.0  11.0  20.0  14.0  15.0  11.0  11.0  14.0
## CV residual -50.2 -45.0 -49.6 -42.8 -48.9 -54.3 -52.6 -61.9 -76.7 -65.8 -64.3
##             26266 26271 26272 26276 26281 26282 26283  26284 26297 26298 26303
## Predicted    81.4  57.6  53.5  82.7 178.4 188.5   191 150.77 116.9  84.8   184
## cvpred       80.3  56.6  52.4  81.3 176.1 185.9   188 148.35 116.2  83.0   182
## pm2.5        18.0  17.0  16.0  19.0  97.0  95.0   131 147.00  54.0  78.0    45
## CV residual -62.3 -39.6 -36.4 -62.3 -79.1 -90.9   -57  -1.35 -62.2  -5.0  -137
##             26305 26307 26309 26310 26312 26314 26317 26318 26320 26323 26329
## Predicted   133.5   144   184   155   112  90.1  59.5  65.8  60.6  66.4  79.3
## cvpred      131.5   141   182   153   110  88.5  58.1  64.3  59.3  65.1  78.2
## pm2.5        35.0    32    16    15     9  14.0  10.0  16.0  15.0  15.0  19.0
## CV residual -96.5  -109  -166  -138  -101 -74.5 -48.1 -48.3 -44.3 -50.1 -59.2
##             26331 26335 26336 26338 26339 26343 26346 26349 26351 26352 26354
## Predicted    77.7  80.7  80.7  67.4  55.4  46.9  43.7  48.9  56.0  60.1  51.9
## cvpred       76.7  79.9  79.9  67.1  55.3  47.0  43.9  49.2  56.5  60.6  52.4
## pm2.5        19.0  17.0  15.0  15.0  15.0  20.0  25.0  20.0  21.0  27.0  21.0
## CV residual -57.7 -62.9 -64.9 -52.1 -40.3 -27.0 -18.9 -29.2 -35.5 -33.6 -31.4
##             26356 26359 26360 26361 26362 26364 26365 26366 26370 26379 26380
## Predicted    58.2  81.3  91.7  70.5  64.9  45.4  53.4  41.8 101.6 121.0 127.3
## cvpred       58.6  82.0  92.3  70.9  66.0  46.1  54.5  42.4 101.6 120.1 126.3
## pm2.5        18.0  13.0  13.0  17.0  22.0  26.0  26.0  18.0  18.0  35.0  58.0
## CV residual -40.6 -69.0 -79.3 -53.9 -44.0 -20.1 -28.5 -24.4 -83.6 -85.1 -68.3
##             26382 26387 26393 26395 26396 26397 26399 26401  26402 26406 26409
## Predicted   117.9  79.6  96.3 108.3 141.3 154.1 173.0 139.4 172.71 116.2  85.3
## cvpred      116.9  79.2  96.6 107.6 139.8 152.7 171.2 137.8 170.74 114.6  84.1
## pm2.5        62.0  39.0  79.0  94.0 113.0 132.0 205.0 198.0 176.00  30.0  29.0
## CV residual -54.9 -40.2 -17.6 -13.6 -26.8 -20.7  33.8  60.2   5.26 -84.6 -55.1
##             26413 26414 26416 26417 26418 26422 26429 26430 26431 26432 26438
## Predicted    64.9  60.2  47.6  53.9  70.6  99.8 133.1 133.1 126.8 126.8 63.09
## cvpred       64.8  60.1  47.7  53.9  70.4  98.6 131.6 131.6 125.4 125.4 62.32
## pm2.5        39.0  38.0  37.0  36.0  41.0  73.0  40.0  39.0  30.0  32.0 70.00
## CV residual -25.8 -22.1 -10.7 -17.9 -29.4 -25.6 -91.6 -92.6 -95.4 -93.4  7.68
##             26443 26447 26451 26456 26458 26461 26462 26463 26465 26467 26469
## Predicted   121.1   169 143.7 137.4 112.6 89.03 116.3  53.2  95.3 137.3 157.0
## cvpred      121.1   167 141.7 135.5 111.2 87.98 115.3  52.4  94.1 137.1 156.7
## pm2.5       204.0   413 173.0  88.0  71.0 89.00 102.0 113.0  33.0 150.0 194.0
## CV residual  82.9   246  31.3 -47.5 -40.2  1.02 -13.3  60.6 -61.1  12.9  37.3
##             26470 26476 26478 26481 26482 26484 26485 26490 26492 26497 26499
## Predicted   163.3   135   145 140.9 157.5  67.8  56.6  50.6  84.5  96.7  85.1
## cvpred      162.9   135   144 140.6 156.8  67.7  56.3  50.1  83.7  96.5  84.3
## pm2.5       233.0   326   365 159.0 170.0  19.0  20.0  16.0  18.0  23.0  22.0
## CV residual  70.1   191   221  18.4  13.2 -48.7 -36.3 -34.1 -65.7 -73.5 -62.3
##             26508 26509 26511 26515 26519 26522 26525 26526 26527 26534 26535
## Predicted   103.3 62.88  26.2 112.2 154.3   146 141.0 141.0 138.8 134.3 142.5
## cvpred      102.7 62.47  25.8 112.5 154.3   145 139.3 139.3 137.2 134.6 142.8
## pm2.5        48.0 59.00  72.0  75.0  63.0   304 179.0 162.0 111.0  97.0 111.0
## CV residual -54.7 -3.47  46.2 -37.5 -91.3   159  39.7  22.7 -26.2 -37.6 -31.8
##             26536 26538 26541 26545 26546 26549 26550 26551 26552 26556 26558
## Predicted   144.1   165   176   179   174   136   136   136   136   123   154
## cvpred      144.3   165   176   178   173   135   135   135   135   122   153
## pm2.5       167.0   395   421   434   425   402   429   408   456   377   343
## CV residual  22.7   230   245   256   252   267   294   273   321   255   190
##             26563 26564 26571 26574 26577 26580 26581 26583 26586 26587 26590
## Predicted     155   162   165 193.1   154   155   159   156   175   183   159
## cvpred        155   162   164 191.1   151   154   159   156   174   183   158
## pm2.5         216   291   442 287.0   278   383   472   529   810   776   852
## CV residual    61   129   278  95.9   127   229   313   373   636   593   694
##             26593 26598 26600 26602 26611 26613 26617 26618 26620 26623 26624
## Predicted     147   178   126   118   175   170   182   187   154   149   175
## cvpred        145   177   125   117   174   169   181   185   152   147   174
## pm2.5         744   673   475   288   334   333   309   298   523   328   308
## CV residual   599   496   350   171   160   164   128   113   371   181   134
##             26625 26626 26629 26631 26632 26634 26641 26645 26646 26648 26651
## Predicted     178   169   124   143   141   158 161.9   170 167.4 173.7 171.5
## cvpred        176   168   124   143   142   158 162.4   170 167.5 173.7 171.6
## pm2.5         358   296   335   307   271   277 151.0    61  71.0  74.0  79.0
## CV residual   182   128   211   164   129   119 -11.4  -109 -96.5 -99.7 -92.6
##             26652    26658  26661   26662 26664 26666 26669 26671 26673 26677
## Predicted     171 134.4837 181.14 183.332 142.4 147.1 104.0 102.9 145.9  78.6
## cvpred        171 133.9579 179.69 181.782 141.2 146.6 103.8 102.9 145.8  79.2
## pm2.5          69 134.0000 183.00 181.000 227.0 189.0  46.0  35.0  82.0 194.0
## CV residual  -102   0.0421   3.31  -0.782  85.8  42.4 -57.8 -67.9 -63.8 114.8
##             26681 26683 26684 26688 26690 26691 26697 26699 26700 26705 26708
## Predicted    58.4  72.8  83.7  91.2 104.1    89  90.5  71.6  63.1 63.08 107.1
## cvpred       59.2  72.9  83.7  91.1 104.7    89  91.4  72.8  64.5 64.73 108.6
## pm2.5        45.0 227.0 219.0  28.0  25.0    24  33.0  34.0  38.0 71.00  86.0
## CV residual -14.2 154.1 135.3 -63.1 -79.7   -65 -58.4 -38.8 -26.5  6.27 -22.6
##              26709 26711 26714 26715 26717 26728 26732 26733 26735 26737 26740
## Predicted   108.73 152.2   170 169.8   127 105.2   146   156   127   123   128
## cvpred      110.06 152.9   170 168.7   126 105.5   146   154   126   121   127
## pm2.5       107.00 208.0   283 214.0   231 176.0   448   485   573   412   253
## CV residual  -3.06  55.1   113  45.3   105  70.5   302   331   447   291   126
##             26745 26750 26752 26755 26757 26760 26762 26763 26765 26767 26769
## Predicted     137 110.3  95.8 106.4 125.3 125.9 124.0 127.7 133.9 156.6 164.8
## cvpred        136 111.4  96.9 106.9 126.4 126.9 124.9 127.3 133.5 156.1 164.4
## pm2.5         237 201.0  76.0  85.0 115.0  72.0  91.0  69.0  53.0  64.0  87.0
## CV residual   101  89.6 -20.9 -21.9 -11.4 -54.9 -33.9 -58.3 -80.5 -92.1 -77.4
##             26771 26779 26782  26784 26787 26788 26791 26792 26795 26797 26801
## Predicted   122.8   166 119.7 165.90 127.6 131.4 131.4 132.0 119.7  99.0 119.5
## cvpred      122.6   167 119.4 165.29 127.1 130.7 130.7 131.3 119.4  99.5 120.5
## pm2.5        80.0   142 156.0 169.00 156.0 198.0 187.0 154.0 159.0 156.0  72.0
## CV residual -42.6   -25  36.6   3.71  28.9  67.3  56.3  22.7  39.6  56.5 -48.5
##             26807 26819 26824 26829 26831 26833 26837 26838 26842 26843 26844
## Predicted   126.3   173   167   181   179   187   187   182   189   188   182
## cvpred      125.7   173   167   181   179   186   185   180   188   186   180
## pm2.5       179.0    48   326   398   412   453   411   424   388   401   402
## CV residual  53.3  -125   159   217   233   267   226   244   200   215   222
##             26845 26846 26847 26849 26854 26856 26860 26862 26863 26869 26872
## Predicted     184   186   185   185   197   120  90.1 102.7 109.0  41.7  37.0
## cvpred        183   185   184   184   195   119  88.9 101.3 107.5  40.9  36.2
## pm2.5         396   395   392   301   399   398  18.0  16.0  12.0  12.0  13.0
## CV residual   213   210   208   117   204   279 -70.9 -85.3 -95.5 -28.9 -23.2
##             26874 26877 26883 26884 26886 26889 26890 26891 26893 26896 26898
## Predicted    65.2  85.3 119.1 127.0 143.8 114.5 101.9  95.6 114.1 121.2 144.2
## cvpred       64.2  84.7 117.5 125.2 142.4 112.8 100.4  94.2 112.7 119.8 142.5
## pm2.5        14.0  30.0  47.0  46.0  47.0  48.0  40.0  50.0  53.0  84.0  73.0
## CV residual -50.2 -54.7 -70.5 -79.2 -95.4 -64.8 -60.4 -44.2 -59.7 -35.8 -69.5
##             26901 26903  26906  26908 26909  26912 26915  26917 26919 26920
## Predicted   170.0 174.3 183.61 189.90 145.9 144.85 145.1 127.86 110.6 116.3
## cvpred      169.5 172.5 181.85 188.05 144.3 143.32 144.2 127.16 110.1 115.7
## pm2.5       130.0 118.0 174.00 186.00 189.0 138.00  96.0 122.00 198.0 162.0
## CV residual -39.5 -54.5  -7.85  -2.05  44.7  -5.32 -48.2  -5.16  87.9  46.3
##             26922 26923 26925  26928 26929 26933 26934 26936 26937 26942 26945
## Predicted   131.8 146.9 159.0 172.17   163   137   152   177   177   172   162
## cvpred      132.4 147.4 158.1 171.05   163   136   151   177   177   172   163
## pm2.5       172.0 195.0 174.0 179.00   229   293   258   312   310   321   320
## CV residual  39.6  47.6  15.9   7.95    66   157   107   135   133   149   157
##             26947 26948 26952 26953 26956 26958 26960 26961 26963 26965 26970
## Predicted     141   141   172   172   152   154   183   148   129   111   157
## cvpred        141   141   172   172   151   153   181   147   127   110   157
## pm2.5         300   314   318   340   369   364   362   369   348   367   490
## CV residual   159   173   146   168   218   211   181   222   221   257   333
##             26983 26985 26987 26990 26996 27009 27010 27011 27014 27015 27016
## Predicted     181   177   181   174   173   173   167   167   174   168   170
## cvpred        181   177   181   175   173   174   167   167   173   167   170
## pm2.5         526   438   462   463   389   275   287   302   286   297   288
## CV residual   345   261   281   288   216   101   120   135   113   130   118
##             27017 27021 27025 27028 27029 27030 27031 27033 27034 27035 27036
## Predicted     169 126.2   126 126.2 138.9   128 167.7 170.2 145.4 128.1 140.8
## cvpred        168 125.5   125 125.5 138.6   127 166.7 169.3 145.3 127.5 140.6
## pm2.5         281 199.0   311 205.0 181.0   213 208.0 183.0 178.0 178.0 169.0
## CV residual   113  73.5   186  79.5  42.4    86  41.3  13.7  32.7  50.5  28.4
##             27038  27039  27040 27042  27044  27047 27052 27053 27054 27056
## Predicted   137.1 178.61 149.76 178.6 138.72 132.43 156.9   131 117.2 116.1
## cvpred      136.1 177.33 149.24 177.3 137.64 131.45 156.1   130 116.2 115.2
## pm2.5       174.0 172.00 157.00 147.0 144.00 129.00  98.0    53  26.0  21.0
## CV residual  37.9  -5.33   7.76 -30.3   6.36  -2.45 -58.1   -77 -90.2 -94.2
##             27058 27060 27061 27063 27064 27068 27075 27077 27078 27084 27087
## Predicted   107.8  83.2  81.3  53.6  43.2  72.0  96.1 108.0   121  61.8  83.1
## cvpred      107.9  83.7  81.6  53.5  43.2  72.5  96.3 107.4   120  62.0  82.9
## pm2.5        14.0  20.0  24.0  19.0  21.0  23.0   9.0  16.0    15  50.0  51.0
## CV residual -93.9 -63.7 -57.6 -34.5 -22.2 -49.5 -87.3 -91.4  -105 -12.0 -31.9
##             27090 27094 27096 27097 27104 27105 27106 27113 27114 27119 27121
## Predicted    91.4 137.1 149.1 157.0   181 183.4 183.4 160.1 160.1 148.2 155.1
## cvpred       92.3 137.7 149.5 157.2   180 183.2 183.2 158.9 158.9 146.4 153.2
## pm2.5        57.0  84.0  90.0 114.0   126 126.0 138.0 228.0 227.0 233.0 215.0
## CV residual -35.3 -53.7 -59.5 -43.2   -54 -57.2 -45.2  69.1  68.1  86.6  61.8
##             27122 27127 27130 27137 27138 27142 27152 27156 27158 27172 27173
## Predicted   189.5 111.2  95.0  97.3 118.5   135 170.1 176.1 175.1 146.7 152.7
## cvpred      187.8 110.2  95.2  96.8 119.1   136 169.9 176.1 173.8 145.1 150.8
## pm2.5       217.0  14.0  18.0  22.0  27.0    32  72.0  80.0  90.0 234.0 229.0
## CV residual  29.2 -96.2 -77.2 -74.8 -92.1  -104 -97.9 -96.1 -83.8  88.9  78.2
##             27178 27179 27185 27187 27189 27190 27192 27195 27198 27206 27208
## Predicted   136.3   128  48.0  58.2  62.4  62.4  61.3  74.7   115  39.5  60.4
## cvpred      135.3   127  47.3  57.3  61.7  61.7  60.7  74.2   115  39.6  60.9
## pm2.5       203.0   188  10.0   5.0   9.0  12.0   9.0   7.0     9  13.0  10.0
## CV residual  67.7    61 -37.3 -52.3 -52.7 -49.7 -51.7 -67.2  -106 -26.6 -50.9
##             27216 27217 27219 27220 27221 27222 27228 27234 27237  27238 27241
## Predicted    79.0  76.5  82.8  84.4  94.8   100  94.3 116.1 142.1 158.81 156.8
## cvpred       79.7  77.1  83.3  84.1  94.4   100  95.4 116.8 141.3 157.78 156.9
## pm2.5        27.0  15.0  12.0   9.0  13.0    11  15.0  66.0 174.0 152.00 108.0
## CV residual -52.7 -62.1 -71.3 -75.1 -81.4   -89 -80.4 -50.8  32.7  -5.78 -48.9
##             27243 27256 27257 27258 27261 27262 27265 27266 27267 27269 27270
## Predicted   160.0   107  98.5 115.6  92.8   112  82.9  84.4   103  89.2  83.5
## cvpred      159.9   107  97.6 115.8  92.0   111  82.7  83.5   102  88.9  83.3
## pm2.5       111.0   163 156.0 161.0 282.0   428  71.0 419.0   209  78.0  23.0
## CV residual -48.9    56  58.4  45.2 190.0   317 -11.7 335.5   107 -10.9 -60.3
##             27272 27274 27275 27277 27278 27279 27281 27282 27289 27290 27293
## Predicted    81.8  76.4  70.1  53.4  50.9  42.7 17.23  39.9 100.5  87.9 108.7
## cvpred       81.8  76.7  70.5  54.0  51.4  43.1 17.14  39.8 100.5  88.1 108.7
## pm2.5        10.0  20.0  25.0  16.0  20.0  14.0 16.00  16.0  55.0  36.0  21.0
## CV residual -71.8 -56.7 -45.5 -38.0 -31.4 -29.1 -1.14 -23.8 -45.5 -52.1 -87.7
##             27296 27297 27298 27300 27301 27313 27315 27317 27318 27320 27323
## Predicted   103.9  85.6  79.4 137.0 130.7 160.0 165.9 171.6 178.0 184.3 144.3
## cvpred      103.3  85.3  79.1 136.7 130.5 160.4 164.9 170.5 177.9 184.1 143.6
## pm2.5        46.0  23.0  24.0  43.0  59.0  67.0  78.0 129.0 132.0 138.0  83.0
## CV residual -57.3 -62.3 -55.1 -93.7 -71.5 -93.4 -86.9 -41.5 -45.9 -46.1 -60.6
##             27325 27330 27333 27335 27336 27338 27341 27343 27344 27346 27347
## Predicted    27.0  90.8 126.3   141 159.2 171.7   163   188   194   182   173
## cvpred       26.7  91.1 126.6   141 157.9 171.5   162   187   192   182   172
## pm2.5        94.0 115.0 162.0   183 190.0 229.0   267   290   304   326   352
## CV residual  67.3  23.9  35.4    42  32.1  57.5   105   103   112   144   180
##             27356 27359 27360 27364 27367 27368 27370 27373 27374 27377 27378
## Predicted     166   176   142  95.1  95.7  90.0  84.2    43  34.2  56.8  56.8
## cvpred        166   176   140  94.8  95.4  89.8  84.2    43  34.2  56.1  56.1
## pm2.5         312   344   384 143.0   9.0  11.0  13.0     9   7.0  18.0  16.0
## CV residual   146   168   244  48.2 -86.4 -78.8 -71.2   -34 -27.2 -38.1 -40.1
##             27380 27384 27385 27386 27388 27394 27395 27397 27399 27401 27406
## Predicted   101.1  64.2  81.5  71.1  74.9 105.1  81.4  60.1  92.5 106.1   136
## cvpred      100.4  63.9  81.0  70.7  74.3 105.9  81.0  59.8  93.3 106.6   136
## pm2.5        22.0 197.0  48.0  17.0  15.0  16.0  11.0  27.0  75.0  54.0    66
## CV residual -78.4 133.1 -33.0 -53.7 -59.3 -89.9 -70.0 -32.8 -18.3 -52.6   -70
##             27408 27415 27420 27422 27423 27424 27425 27427 27435 27436 27441
## Predicted   145.7 161.7 151.2 137.2 137.2 132.5 142.9 153.3   181 185.1   146
## cvpred      145.8 160.1 151.4 137.3 137.3 132.6 142.9 153.2   179 183.4   144
## pm2.5        77.0  81.0 121.0 139.0 144.0 149.0 159.0 167.0   296 220.0   276
## CV residual -68.8 -79.1 -30.4   1.7   6.7  16.4  16.1  13.8   117  36.6   132
##             27445 27446 27448 27449 27450 27453 27459 27460 27462 27463 27464
## Predicted    42.7 17.57  9.36 20.32  22.8  53.2  90.5  96.8  90.4  90.4 111.9
## cvpred       41.9 16.63  8.41 19.29  21.9  52.4  90.4  96.6  89.6  89.6 111.5
## pm2.5        74.0 22.00 13.00 12.00  11.0  20.0  14.0  10.0  11.0  12.0  15.0
## CV residual  32.1  5.37  4.59 -7.29 -10.9 -32.4 -76.4 -86.6 -78.6 -77.6 -96.5
##             27465 27466 27468 27469 27470 27471 27475 27477 27478 27482 27493
## Predicted   103.4   104  80.3  71.5  58.7  68.9 43.66 52.99  73.8  73.0  34.5
## cvpred      103.3   103  79.8  71.0  58.1  69.6 43.15 52.52  73.1  72.3  34.9
## pm2.5        13.0    16  18.0  19.0  23.0  34.0 52.00 46.00  13.0   6.0  18.0
## CV residual -90.3   -87 -61.8 -52.0 -35.1 -35.6  8.85 -6.52 -60.1 -66.3 -16.9
##             27494 27496 27497 27499 27504 27506 27508 27509 27511 27512 27515
## Predicted    51.0  64.3  76.3 109.4 149.4 153.5   170   176 146.8 177.9  94.6
## cvpred       51.8  65.1  76.9 109.8 149.5 153.7   170   174 146.1 176.2  94.2
## pm2.5        30.0  41.0  39.0  45.0  90.0  73.0    63    65 104.0 109.0 126.0
## CV residual -21.8 -24.1 -37.9 -64.8 -59.5 -80.7  -107  -109 -42.1 -67.2  31.8
##             27520 27528 27530  27535  27536   27537  27538 27539 27541 27542
## Predicted   60.01  91.6 140.1 162.23 160.61 160.607 160.61   156 145.0 147.0
## cvpred      59.56  90.8 140.4 162.89 161.38 161.378 161.38   155 145.8 146.4
## pm2.5       68.00  76.0  67.0 153.00 153.00 162.000 171.00   186 200.0 212.0
## CV residual  8.44 -14.8 -73.4  -9.89  -8.38   0.622   9.62    31  54.2  65.6
##             27545 27549 27552 27553 27554 27556 27557 27562 27565 27571 27574
## Predicted     133   162   171   175   140   132   117  31.7  26.2 -8.78   102
## cvpred        133   163   170   174   138   131   116  32.0  26.4 -8.74   101
## pm2.5         250   278   332   339   322   266   219  10.0  14.0 17.00    41
## CV residual   117   115   162   165   184   135   103 -22.0 -12.4 25.74   -60
##             27577 27583 27594 27597 27601 27603 27604 27606 27610 27615 27617
## Predicted   114.3 126.0  49.8   117   119   138   150   158   144  75.3   121
## cvpred      114.1 124.7  50.9   116   119   137   149   157   145  74.9   120
## pm2.5        94.0  73.0 163.0   243   426   417   372   287   282 320.0   318
## CV residual -20.1 -51.7 112.1   127   307   280   223   130   137 245.1   198
##             27618 27623 27624 27626 27627 27629 27631 27635 27638 27639 27640
## Predicted     119   136   117   159 154.9 150.7 144.0 137.1   161 166.4 128.1
## cvpred        119   136   118   158 154.4 151.4 143.5 138.1   160 165.7 127.5
## pm2.5         313   386   383   226 222.0 207.0 183.0 137.0   118 128.0 143.0
## CV residual   194   250   265    68  67.6  55.6  39.5  -1.1   -42 -37.7  15.5
##             27641 27642 27644 27645 27646 27648  27653 27654  27655 27660 27664
## Predicted   128.1   130 131.9 125.7 121.6 115.3 147.19 147.2 153.48 102.3  95.3
## cvpred      127.5   129 131.1 124.9 120.8 114.6 145.49 145.5 151.68 101.5  95.8
## pm2.5       153.0   158 143.0 146.0 144.0 153.0 152.00 163.0 155.00 173.0 198.0
## CV residual  25.5    29  11.9  21.1  23.2  38.4   6.51  17.5   3.32  71.5 102.2
##             27666 27671 27673 27675 27676 27679 27680 27683 27686 27690 27692
## Predicted    97.5   163   149   190   152   144   152  69.0 -23.5 32.09  92.0
## cvpred       97.9   163   148   188   150   142   151  68.5 -23.8 32.44  92.1
## pm2.5       213.0   370   415   415   408   395   394 188.0  49.0 27.00 273.0
## CV residual 115.1   207   267   227   258   253   243 119.5  72.8 -5.44 180.9
##             27695 27701   27710 27712 27717 27729  27733 27737 27740 27741
## Predicted     155   182 -0.0377  15.0  40.3  52.1 10.810 -19.9  29.4  23.4
## cvpred        154   181 -1.1737  13.8  39.5  52.5 11.805 -19.5  30.3  24.2
## pm2.5         259   466 95.0000  39.0  12.0  12.0 11.000   8.0  13.0  13.0
## CV residual   105   285 96.1737  25.2 -27.5 -40.5 -0.805  27.5 -17.3 -11.2
##             27747 27750 27753 27755 27756 27762 27763 27765 27766  27767 27784
## Predicted    62.0  67.1  62.4  45.7  64.8  62.4  49.2  64.3  70.6 112.18 -28.2
## cvpred       62.9  67.2  62.5  46.0  65.1  63.5  48.9  64.6  70.8 112.94 -28.5
## pm2.5         8.0  10.0  18.0  17.0  24.0  59.0  67.0  81.0 100.0 120.00  19.0
## CV residual -54.9 -57.2 -44.5 -29.0 -41.1  -4.5  18.1  16.4  29.2   7.06  47.5
##             27789 27790 27795 27799 27800 27807 27809 27811 27812 27814  27818
## Predicted    90.3  71.8  32.9   124   147 -47.7  4.62 29.21 44.26  83.6 104.12
## cvpred       89.2  71.4  32.6   123   146 -47.3  5.93 30.14 45.13  84.3 104.36
## pm2.5       162.0  86.0   5.0     7     9  10.0 17.00 25.00 36.00  54.0  98.00
## CV residual  72.8  14.6 -27.6  -116  -137  57.3 11.07 -5.14 -9.13 -30.3  -6.36
##             27819 27820 27822 27823 27830 27836 27840 27843 27847 27850 27851
## Predicted   115.7 128.7 144.4 157.0  75.4 133.4   146   114 118.1  79.3  73.0
## cvpred      114.5 128.6 142.8 155.2  74.5 131.7   144   112 116.2  78.1  71.9
## pm2.5       101.0 115.0 116.0 116.0 181.0 225.0   275   220 206.0 196.0 188.0
## CV residual -13.5 -13.6 -26.8 -39.2 106.5  93.3   131   108  89.8 117.9 116.1
##             27853 27856 27857 27858 27861 27862 27864 27870 27876 27879 27882
## Predicted    63.7  87.9  81.6  92.0   147   146 168.3   185   106  68.7 104.6
## cvpred       62.5  86.7  80.5  90.8   146   144 166.2   182   106  67.4 103.9
## pm2.5       204.0 267.0 246.0 247.0   257   257 245.0   334   289 293.0 201.0
## CV residual 141.5 180.3 165.5 156.2   111   113  78.8   152   183 225.6  97.1
##             27884 27885 27887 27892 27894 27900 27901 27904 27910 27913 27915
## Predicted   109.2   128   126   140   185  56.6  46.2   116 159.1 178.3 188.3
## cvpred      107.7   126   123   137   182  56.7  46.4   116 157.8 175.1 186.1
## pm2.5       195.0   294   516   364   357 139.0  95.0   216 101.0  87.0 114.0
## CV residual  87.3   168   393   227   175  82.3  48.6   100 -56.8 -88.1 -72.1
##             27918 27919 27920 27924 27929 27930 27931 27932 27938 27940 27941
## Predicted   192.1 152.8 156.9  7.46 -5.20 -8.44 -3.78  2.31 107.2  96.4 115.4
## cvpred      188.3 149.2 153.3  6.04 -6.22 -9.24 -4.56  1.78 107.7  95.7 115.1
## pm2.5       129.0 122.0 122.0 33.00 19.00 16.00 13.00 16.00  15.0  20.0  18.0
## CV residual -59.3 -27.2 -31.3 26.96 25.22 25.24 17.56 14.22 -92.7 -75.7 -97.1
##             27942 27947 27948 27951 27955 27957 27959 27960 27961 27966 27967
## Predicted     126  37.3  18.1  14.5 51.40  76.8 91.34 114.3 108.0 148.7 148.3
## cvpred        125  38.7  19.6  15.9 52.41  77.7 92.12 114.8 108.6 148.8 147.1
## pm2.5          22  27.0  33.0  35.0 59.00  80.0 87.00  88.0  81.0 110.0 102.0
## CV residual  -103 -11.7  13.4  19.1  6.59   2.3 -5.12 -26.8 -27.6 -38.8 -45.1
##             27969 27973 27975 27977  27985  27988 27994 28001 28002 28004 28005
## Predicted   127.7  91.3  77.3  74.2 123.13 146.72 180.4 169.7 121.9 121.4 162.1
## cvpred      128.1  91.9  77.9  74.7 123.03 144.96 178.5 168.1 120.7 120.4 161.1
## pm2.5       105.0 156.0 114.0 120.0 114.00 135.00 130.0 150.0 152.0 159.0 176.0
## CV residual -23.1  64.1  36.1  45.3  -9.03  -9.96 -48.5 -18.1  31.3  38.6  14.9
##              28006 28008 28009 28011 28012 28013 28018 28021 28034 28036 28037
## Predicted   169.00 161.7  95.5  88.5 105.2  99.4  64.9  29.6 145.8 152.1 160.0
## cvpred      167.89 160.8  94.9  87.8 104.3  98.7  65.6  30.6 146.9 153.1 160.8
## pm2.5       174.00 114.0  67.0  13.0  10.0  11.0  16.0  13.0  82.0  83.0  92.0
## CV residual   6.11 -46.8 -27.9 -74.8 -94.3 -87.7 -49.6 -17.6 -64.9 -70.1 -68.8
##             28039 28040 28041 28046 28048 28049 28050 28051 28053 28055 28056
## Predicted   153.3 153.8 149.5 107.9  90.8  82.0  92.4   109 125.8   142   142
## cvpred      152.9 154.6 149.3 107.9  92.0  83.2  93.5   110 126.5   143   143
## pm2.5        84.0  75.0  88.0 124.0 109.0 111.0 121.0   128 126.0   165   182
## CV residual -68.9 -79.6 -61.3  16.1  17.0  27.8  27.5    18  -0.5    22    39
##             28060 28062 28063  28065 28067 28070 28072 28074 28075 28077 28080
## Predicted     116 170.4 176.7 166.03 140.9   111   112   115   132   148   117
## cvpred        115 169.1 175.3 164.93 140.1   111   112   115   133   148   116
## pm2.5         217 220.0 197.0 174.00 192.0   254   302   280   294   324   355
## CV residual   102  50.9  21.7   9.07  51.9   143   190   165   161   176   239
##             28082 28084 28091 28097 28101 28104 28105 28107 28108 28111 28116
## Predicted     126   111  60.9  82.2   130 143.6 149.7 153.1 161.0 166.3   143
## cvpred        125   111  61.3  83.5   130 142.6 149.9 151.8 159.5 165.8   141
## pm2.5         347   342 295.0 229.0   280 202.0 204.0 221.0 227.0 232.0   316
## CV residual   222   231 233.7 145.5   150  59.4  54.1  69.2  67.5  66.2   175
##             28118 28126 28130 28133 28135 28138 28139 28140 28144 28146 28147
## Predicted     133   179   131  65.1  72.3  39.8  8.64  28.4 -4.79  57.9  72.4
## cvpred        133   176   129  62.7  70.0  37.9  6.96  27.4 -6.51  57.0  71.4
## pm2.5         359   512   517  14.0  10.0  13.0 10.00   7.0 19.00  22.0  25.0
## CV residual   226   336   388 -48.7 -60.0 -24.9  3.04 -20.4 25.51 -35.0 -46.4
##             28148 28168 28169 28170 28172 28176 28179 28180 28185 28187 28192
## Predicted   151.2 134.8 139.5 144.2 147.2 176.9   178   176   168 160.5 112.6
## cvpred      150.1 133.9 138.6 143.3 146.4 176.9   178   175   169 161.2 113.1
## pm2.5        87.0  72.0  63.0  57.0  60.0  83.0    53    54    39  63.0  53.0
## CV residual -63.1 -61.9 -75.6 -86.3 -86.4 -93.9  -125  -121  -130 -98.2 -60.1
##             28193 28194 28197 28199 28201 28203 28204 28208 28219 28220 28221
## Predicted   116.1 122.4 155.2 161.5 158.5   166 163.9 178.7 120.7   125 134.8
## cvpred      116.6 122.8 155.2 161.4 158.3   166 163.4 176.5 118.5   123 133.2
## pm2.5        53.0  63.0  97.0 109.0 118.0    98  91.0 107.0 210.0   224 224.0
## CV residual -63.6 -59.8 -58.2 -52.4 -40.3   -68 -72.4 -69.5  91.5   101  90.8
##             28226 28231 28233 28239 28240 28242 28243 28245 28246 28248 28249
## Predicted   131.6  94.2  84.5  87.7  97.5  99.1 109.5 130.8 141.8   158   165
## cvpred      130.4  93.5  83.6  88.2  97.9  99.4 109.7 130.9 141.8   158   164
## pm2.5       166.0  51.0  14.0  73.0  76.0  74.0  82.0  69.0  63.0    58    54
## CV residual  35.6 -42.5 -69.6 -15.2 -21.9 -25.4 -27.7 -61.9 -78.8  -100  -110
##             28251 28254 28257 28264 28267 28268 28272 28276 28288 28294 28295
## Predicted     174   178 170.4 127.1  47.8  47.3  67.2  91.0  46.8  95.4 104.1
## cvpred        174   177 169.4 126.5  46.7  46.3  66.9  90.7  45.9  95.6 104.4
## pm2.5          51    52  76.0  94.0  18.0  15.0   5.0  11.0  12.0  60.0  56.0
## CV residual  -123  -125 -93.4 -32.5 -28.7 -31.3 -61.9 -79.7 -33.9 -35.6 -48.4
##             28300 28303 28304  28306  28307 28310 28313 28317 28321  28322
## Predicted   154.7 154.9 152.7 130.14 119.31  88.6  75.6 104.9 119.1 119.10
## cvpred      154.9 153.8 151.7 130.68 118.66  88.1  76.3 105.2 119.1 119.14
## pm2.5        90.0 103.0 119.0 137.00 126.00 137.0 123.0 150.0  98.0 110.00
## CV residual -64.9 -50.8 -32.7   6.32   7.34  48.9  46.7  44.8 -21.1  -9.14
##              28323 28326 28327 28328 28333 28338 28340 28341 28343  28344 28345
## Predicted   127.01 169.8 140.9 172.2   127   108 140.9 150.1 150.1 152.04 159.9
## cvpred      126.85 167.9 139.8 170.5   127   108 139.1 149.6 149.6 151.65 159.4
## pm2.5       128.00 187.0 188.0 196.0   240   210 220.0 223.0 231.0 154.00 128.0
## CV residual   1.15  19.1  48.2  25.5   113   102  80.9  73.4  81.4   2.35 -31.4
##             28349 28352 28353 28354 28355 28359 28362 28365 28366 28367 28371
## Predicted   186.2 176.2   135 122.1 147.2  8.89 -10.8  2.44 16.51 19.55  35.2
## cvpred      185.1 174.2   133 120.6 145.8  8.14 -11.8  1.42 16.19 19.37  34.9
## pm2.5       134.0 204.0   183 179.0 192.0 21.00  17.0 15.00 15.00 16.00   8.0
## CV residual -51.1  29.8    50  58.4  46.2 12.86  28.8 13.58 -1.19 -3.37 -26.9
##             28373 28374 28375 28377 28382 28392  28395 28404 28409 28414 28415
## Predicted    45.6  93.6  70.7  55.1 28.54 133.1 113.84  73.5  80.3 131.2 131.2
## cvpred       45.2  92.4  69.7  54.4 28.39 133.6 112.92  74.5  81.0 131.6 131.6
## pm2.5         8.0  16.0  17.0  17.0 21.00 109.0 103.00  90.0  93.0  75.0  58.0
## CV residual -37.2 -76.4 -52.7 -37.4 -7.39 -24.6  -9.92  15.5  12.0 -56.6 -73.6
##             28420 28424  28426 28430 28433 28435 28440 28441 28442 28443 28447
## Predicted   124.7 108.1 100.88 93.46 119.4 134.5 154.7 152.6 152.6 154.2 155.8
## cvpred      123.8 107.3 101.78 94.43 120.1 135.1 155.3 153.2 153.2 154.8 156.3
## pm2.5        82.0  84.0  93.00 97.00  98.0  85.0 101.0 107.0 105.0 106.0 140.0
## CV residual -41.8 -23.3  -8.78  2.57 -22.1 -50.1 -54.3 -46.2 -48.2 -48.8 -16.3
##              28449 28450 28452 28455 28458 28460 28462 28463 28464 28465 28466
## Predicted   159.90 159.9 155.2 159.5   127   129   125   122   116 156.1   122
## cvpred      160.37 160.4 155.7 159.7   127   127   123   121   115 154.8   121
## pm2.5       155.00 174.0 203.0 251.0   253   254   256   255   246 244.0   259
## CV residual  -5.37  13.6  47.3  91.3   126   127   133   134   131  89.2   138
##             28473 28477  28482 28484 28485 28501 28503 28506 28509 28511 28512
## Predicted   155.9  51.9 37.316 33.70  46.8  87.1  69.0  59.4  94.4 127.7 116.9
## cvpred      155.9  51.7 37.689 33.44  46.4  88.0  69.9  60.0  94.5 127.5 115.5
## pm2.5       158.0  29.0 38.000 29.00  20.0 169.0 144.0 130.0 112.0 122.0 130.0
## CV residual   2.1 -22.7  0.311 -4.44 -26.4  81.0  74.1  70.0  17.5  -5.5  14.5
##             28516 28519 28521 28523 28526 28532 28533 28534 28535 28536 28537
## Predicted   145.7 170.7  94.0  82.1  83.4  98.0 102.6 108.9 113.6   120 130.3
## cvpred      144.1 168.6  92.8  82.6  84.1  98.2 102.9 109.1 113.8   120 130.3
## pm2.5       184.0 194.0 153.0 126.0 178.0  46.0  33.0  32.0  34.0    37  38.0
## CV residual  39.9  25.4  60.2  43.4  93.9 -52.2 -69.9 -77.1 -79.8   -83 -92.3
##             28541 28542 28543 28547 28552 28555 28556 28557  28561 28568 28569
## Predicted   115.2   123 125.6 102.8  92.1 133.9   132 130.7 129.05   129 125.2
## cvpred      115.3   123 125.6 101.8  90.8 132.5   131 129.5 127.99   128 124.4
## pm2.5        48.0    47  56.0  83.0  98.0  84.0    91  99.0 122.00   116 106.0
## CV residual -67.3   -76 -69.6 -18.8   7.2 -48.5   -40 -30.5  -5.99   -12 -18.4
##             28572 28574 28575 28578 28579 28583 28584 28585 28586 28588 28592
## Predicted    73.0  36.1  36.1  43.0  64.3  72.9  79.1  96.5  79.1  86.5 108.6
## cvpred       72.8  35.8  35.8  42.6  63.8  72.3  78.5  96.3  78.5  85.6 107.7
## pm2.5       122.0  24.0   9.0  11.0  11.0   8.0   9.0   8.0   7.0   6.0   9.0
## CV residual  49.2 -11.8 -26.8 -31.6 -52.8 -64.3 -69.5 -88.3 -71.5 -79.6 -98.7
##             28593 28595 28599 28600 28602 28603 28606 28610 28615 28617 28619
## Predicted    58.9  17.3  55.1  52.2  58.0  70.0 105.9 124.2 165.2 151.0 131.5
## cvpred       58.2  17.0  55.6  51.3  58.1  69.9 105.5 123.5 164.2 150.3 131.1
## pm2.5        17.0  16.0  10.0  15.0  13.0  11.0  33.0  43.0 104.0  69.0  63.0
## CV residual -41.2  -1.0 -45.6 -36.3 -45.1 -58.9 -72.5 -80.5 -60.2 -81.3 -68.1
##             28623 28629 28631 28634 28637 28638 28640 28642  28645 28646 28649
## Predicted   100.0 125.5 119.1 136.1  37.9  19.6  26.7 24.84 15.799 11.70  7.60
## cvpred       99.5 124.8 117.4 134.7  36.3  17.8  25.1 23.55 14.686 10.58  6.47
## pm2.5        89.0  97.0  93.0  59.0  27.0  33.0  13.0 17.00 14.000 12.00 12.00
## CV residual -10.5 -27.8 -24.4 -75.7  -9.3  15.2 -12.1 -6.55 -0.686  1.42  5.53
##              28652 28657 28665 28666 28676 28682 28683 28684 28687 28689 28690
## Predicted   16.929  44.3  46.0  27.7 20.05  57.8  57.8  60.0  76.1  46.8  40.6
## cvpred      15.837  43.2  45.3  27.3 19.67  57.3  57.3  59.4  75.3  46.4  40.2
## pm2.5       16.000  12.0  11.0  10.0 13.00  10.0  11.0   9.0   9.0   8.0  12.0
## CV residual  0.163 -31.2 -34.3 -17.3 -6.67 -47.3 -46.3 -50.4 -66.3 -38.4 -28.2
##             28692 28693  28697 28699 28704 28708 28716 28719 28720 28723 28725
## Predicted    17.3  4.43 11.217  19.7  45.7  77.4 -9.77 -27.9 -36.6 -28.2  37.3
## cvpred       17.0  4.10 10.658  18.9  44.8  76.3 -9.81 -28.0 -36.8 -28.5  37.2
## pm2.5        12.0 10.00 10.000   6.0  26.0  41.0 10.00  14.0   9.0   6.0  11.0
## CV residual  -5.0  5.90 -0.658 -12.9 -18.8 -35.3 19.81  42.0  45.8  34.5 -26.2
##             28726 28731 28732 28742 28743 28748 28751 28754 28758  28761 28765
## Predicted   105.5 120.3 104.7  37.3  25.7 61.07  75.4 138.9 173.1 110.58  22.8
## cvpred      104.5 118.9 103.4  37.9  26.5 60.15  75.7 136.9 170.3 109.17  22.5
## pm2.5        22.0  41.0  35.0  62.0  74.0 52.00  52.0  57.0 109.0 101.00 117.0
## CV residual -82.5 -77.9 -68.4  24.1  47.5 -8.15 -23.7 -79.9 -61.3  -8.17  94.5
##             28766 28774 28777 28781 28782 28785  28787 28789 28792 28796 28798
## Predicted    13.7  32.7  26.8  68.6  67.6 11.20  0.251  79.9  78.5 100.0 106.3
## cvpred       12.9  31.5  26.3  66.9  66.6 10.22 -0.665  80.1  78.4  99.5 105.7
## pm2.5        75.0  10.0   8.0   7.0   6.0  9.00 10.000  59.0  38.0  43.0  48.0
## CV residual  62.1 -21.5 -18.3 -59.9 -60.6 -1.22 10.665 -21.1 -40.4 -56.5 -57.7
##             28804 28806 28807 28808 28809 28811  28817 28820 28825 28832 28837
## Predicted   120.8 158.0 133.3 111.6 125.5 100.0 107.57 141.5 147.0 103.2  40.1
## cvpred      119.2 156.7 131.6 109.6 124.8  99.5 106.89 140.5 145.8 101.3  39.8
## pm2.5        44.0  65.0  70.0  73.0  71.0  73.0  99.00  81.0  50.0  58.0  70.0
## CV residual -75.2 -91.7 -61.6 -36.6 -53.8 -26.5  -7.89 -59.5 -95.8 -43.3  30.2
##             28838 28844 28845 28846 28847 28849 28852 28854 28861 28864 28867
## Predicted   52.31  98.7 112.7 117.3   126 134.9 145.3   147  91.9  78.5  89.4
## cvpred      51.36  98.5 112.5 117.2   126 134.8 145.1   147  91.9  78.4  89.3
## pm2.5       57.00  62.0  96.0  81.0    78  57.0  47.0    27  41.0  63.0  60.0
## CV residual  5.64 -36.5 -16.5 -36.2   -48 -77.8 -98.1  -120 -50.9 -15.4 -29.3
##             28871 28872 28873 28877 28884 28886 28889 28892 28900 28907 28911
## Predicted    77.7  69.2 46.77  43.3  3.81 -31.0 -19.2 -4.18 130.2 115.9   111
## cvpred       77.3  68.3 46.19  42.9  4.60 -30.8 -18.8 -3.76 131.1 117.2   112
## pm2.5        44.0  46.0 39.00   6.0  8.00   6.0   6.0  8.00  72.0  41.0    40
## CV residual -33.3 -22.3 -7.19 -36.9  3.40  36.8  24.8 11.76 -59.1 -76.2   -72
##             28912 28917 28918 28923 28924 28925 28928 28933 28934 28938 28941
## Predicted   112.6 137.5 147.9 160.5 160.5   168 122.1 77.70 73.03  82.4  98.1
## cvpred      113.5 138.3 148.6 160.9 160.9   167 121.6 77.67 72.99  83.3  98.9
## pm2.5        41.0  64.0  71.0  65.0  74.0    80  86.0 78.00 75.00  63.0  73.0
## CV residual -72.5 -74.3 -77.6 -95.9 -86.9   -87 -35.6  0.33  2.01 -20.3 -25.9
##             28947  28953 28955 28957 28960 28967 28968 28969 28970 28983 28985
## Predicted   138.1 144.13 115.3  89.3  83.2 117.1 117.1   123 133.8   124   121
## cvpred      137.5 143.61 116.4  90.6  84.2 117.8 117.8   124 134.3   125   122
## pm2.5       118.0 151.00 153.0 164.0 138.0  89.0  89.0   104 114.0   236   228
## CV residual -19.5   7.39  36.6  73.4  53.8 -28.8 -28.8   -20 -20.3   111   106
##             28987 28989 28999 29001 29007 29016 29022 29025 29027 29030 29031
## Predicted   127.5 145.9 160.5 158.9   140   169 137.7 105.4  73.7 -16.3 -31.0
## cvpred      127.9 144.8 160.4 158.9   139   168 136.1 104.5  73.0 -16.6 -31.6
## pm2.5       158.0 171.0 175.0 203.0   250   236 125.0 125.0  85.0  74.0  36.0
## CV residual  30.1  26.2  14.6  44.1   111    68 -11.1  20.5  12.0  90.6  67.6
##             29033 29035 29041 29043 29044 29045 29047 29052 29053 29054 29060
## Predicted   -21.2  29.1  48.9  53.0  59.3  56.8  35.0 -17.3 -17.8 -24.1 -26.6
## cvpred      -21.8  28.2  48.1  52.2  58.4  55.8  34.2 -17.4 -17.9 -24.1 -27.2
## pm2.5         9.0  11.0   6.0  14.0  12.0  16.0  15.0  10.0  10.0   9.0   8.0
## CV residual  30.8 -17.2 -42.1 -38.2 -46.4 -39.8 -19.2  27.4  27.9  33.1  35.2
##             29071 29075 29076 29077 29081 29083 29084 29085 29091 29098 29100
## Predicted     149  60.9  68.5  53.9 56.00 68.58 81.15 81.72   105  49.0  61.0
## cvpred        147  60.3  67.9  54.7 56.53 68.92 81.32 81.89   104  49.7  61.9
## pm2.5         100  87.0  81.0  80.0 66.00 74.00 80.00 74.00    63  61.0  45.0
## CV residual   -47  26.7  13.1  25.3  9.47  5.08 -1.32 -7.89   -41  11.3 -16.9
##             29102 29103 29112 29115 29125 29127 29130 29132 29138 29143 29144
## Predicted   55.79 53.61   114 129.4 90.47 114.7 114.1  16.0 -2.49   145 105.5
## cvpred      56.68 54.59   114 129.5 90.23 113.6 113.1  15.4 -2.89   143 104.7
## pm2.5       54.00 64.00    97  89.0 89.00  82.0  92.0  74.0 11.00    17  21.0
## CV residual -2.68  9.41   -17 -40.5 -1.23 -31.6 -21.1  58.6 13.89  -126 -83.7
##             29146 29152 29155 29160 29163 29165 29172 29174 29177 29178 29179
## Predicted   -25.7 -82.1 -63.8 -43.6 -5.95  45.4 -33.0 -61.8 -55.8 -24.3 -59.6
## cvpred      -25.7 -82.0 -64.0 -43.7 -5.70  44.5 -32.1 -61.3 -54.9 -23.0 -59.0
## pm2.5        20.0  30.0  38.0  48.0 12.00  11.0  11.0  11.0  16.0  11.0  13.0
## CV residual  45.7 112.0 102.0  91.7 17.70 -33.5  43.1  72.3  70.9  34.0  72.0
##             29183 29184 29185 29188 29192 29193 29196 29197 29200 29204 29207
## Predicted    27.7  75.9  88.7  86.4 109.4  84.2  6.01 25.26  15.4 61.02  94.9
## cvpred       28.7  76.6  89.5  85.8 108.9  84.2  6.28 26.55  16.6 61.94  95.5
## pm2.5        40.0  38.0  38.0  36.0  83.0  45.0 27.00 24.00  33.0 59.00  56.0
## CV residual  11.3 -38.6 -51.5 -49.8 -25.9 -39.2 20.72 -2.55  16.4 -2.94 -39.5
##             29211 29215  29219 29221 29223 29235 29238 29239 29243 29244 29249
## Predicted   101.2 132.7  98.62  62.9  47.9 148.0 106.1 139.7 100.3  92.1 70.37
## cvpred      101.7 133.1  98.36  64.0  49.0 148.6 105.7 139.2 100.5  92.3 71.75
## pm2.5        52.0  88.0 102.00  78.0  98.0  82.0  48.0  52.0  57.0  63.0 67.00
## CV residual -49.7 -45.1   3.64  14.0  49.0 -66.6 -57.7 -87.2 -43.5 -29.3 -4.75
##             29255 29257 29261 29262 29263 29264 29266 29270 29271 29272 29273
## Predicted   108.4 119.3 131.9 131.9 111.4 132.2 107.1  56.2  49.6  39.2  32.6
## cvpred      109.4 120.3 132.7 132.7 111.7 133.2 108.4  57.8  51.1  40.8  34.1
## pm2.5        77.0  86.0  83.0  88.0  98.0 112.0 131.0  82.0  78.0  70.0  64.0
## CV residual -32.4 -34.3 -49.7 -44.7 -13.7 -21.2  22.6  24.2  26.9  29.2  29.9
##             29274 29280 29282  29283 29285 29293 29296 29297 29300 29305 29311
## Predicted    28.5 112.5 118.8 129.17 129.3  76.5  63.5  69.2  85.9   137   151
## cvpred       30.0 113.5 119.7 130.05 128.9  77.2  65.4  71.0  87.5   138   150
## pm2.5        65.0  84.0 134.0 136.00 144.0 156.0 182.0 179.0 211.0   284   318
## CV residual  35.0 -29.5  14.3   5.95  15.1  78.8 116.6 108.0 123.5   146   168
##             29312 29313 29314 29320 29324 29325 29327 29334 29335 29341 29343
## Predicted     118   122   109    35  56.1  75.3 121.0 146.8   112  78.3  60.8
## cvpred        118   122   109    37  57.6  76.7 120.9 146.3   112  80.3  62.8
## pm2.5         312   286   271   103  90.0 135.0 143.0 169.0   185 194.0 127.0
## CV residual   194   164   162    66  32.4  58.3  22.1  22.7    73 113.7  64.2
##             29345 29348  29358  29360 29365 29372 29374 29375 29377 29378 29380
## Predicted    58.3  75.0 130.23 111.49  90.3   104 102.3 106.7  74.3 114.6 137.0
## cvpred       60.2  76.7 130.98 111.26  91.7   105 103.5 107.7  74.0 115.4 137.5
## pm2.5       143.0 172.0 137.00 116.00 116.0    60  77.0  42.0  42.0  53.0  48.0
## CV residual  82.8  95.3   6.02   4.74  24.3   -45 -26.5 -65.7 -32.0 -62.4 -89.5
##             29383 29384 29385 29386 29390 29391 29393 29394 29397 29399 29410
## Predicted   137.0 137.0 132.9   131 132.3 117.3 129.3 130.9 148.2 154.5 26.84
## cvpred      137.5 137.5 133.4   132 132.9 117.9 129.7 131.2 148.3 154.5 25.88
## pm2.5        56.0  64.0  52.0    17  35.0  28.0  53.0  60.0  64.0  64.0 27.00
## CV residual -81.5 -73.5 -81.4  -115 -97.9 -89.9 -76.7 -71.2 -84.3 -90.5  1.12
##             29411 29412 29413 29419 29421 29427 29431 29435 29437 29443 29444
## Predicted    7.68 -13.1 24.16 -48.4 32.10   162 161.3  22.9 -43.9 -33.7 -14.3
## cvpred       6.78 -13.8 23.93 -49.5 32.09   159 158.9  21.4 -45.0 -35.2 -16.1
## pm2.5        9.00  13.0 16.00  16.0 38.00    52 115.0  83.0  26.0  55.0  26.0
## CV residual  2.22  26.8 -7.93  65.5  5.91  -107 -43.9  61.6  71.0  90.2  42.1
##             29445 29452 29457 29458 29462 29466 29471 29475 29481 29484 29487
## Predicted    19.6 106.3  14.3  3.01 -19.0 17.61 75.35 125.0  56.4  50.6 67.38
## cvpred       17.5 103.7  13.3  1.65 -18.8 17.68 75.04 123.3  55.3  49.6 67.56
## pm2.5        37.0 119.0  47.0 29.00  12.0 24.00 79.00  50.0 130.0  69.0 72.00
## CV residual  19.5  15.3  33.7 27.35  30.8  6.32  3.96 -73.3  74.7  19.4  4.44
##             29488 29489 29490 29491 29492 29496 29500 29502 29503 29506 29513
## Predicted    63.3  67.4  85.7  96.1 104.8 147.8 -3.49  9.94  18.1  4.23  9.92
## cvpred       63.4  67.6  85.6  95.9 104.7 147.6 -4.40  9.08  17.3  3.90  9.94
## pm2.5        75.0  90.0 103.0 115.0 120.0 176.0 89.00 50.00  15.0 47.00 23.00
## CV residual  11.6  22.4  17.4  19.1  15.3  28.4 93.40 40.92  -2.3 43.10 13.06
##             29514 29515 29517 29518 29523 29525  29526 29534 29535 29536  29537
## Predicted   16.21 41.52  24.1 -13.8  88.6 126.3  95.78  33.2  34.8 40.55 40.547
## cvpred      16.13 42.56  25.2 -13.6  88.9 125.7  96.15  35.1  36.7 42.28 42.277
## pm2.5       19.00 38.00  37.0  42.0  55.0  86.0 105.00  76.0  58.0 48.00 42.000
## CV residual  2.87 -4.56  11.8  55.6 -33.9 -39.7   8.85  40.9  21.3  5.72 -0.277
##             29538 29541 29543 29547 29550 29556 29557 29558 29559 29561 29562
## Predicted   44.65  82.7  92.0 119.6 138.1  64.8 58.37 55.89  55.9  63.2  69.5
## cvpred      46.39  84.1  93.4 120.8 137.7  65.4 60.37 57.78  57.8  64.9  71.1
## pm2.5       37.00  53.0  38.0  38.0  49.0  37.0 63.00 51.00 124.0 101.0  85.0
## CV residual -9.39 -31.1 -55.4 -82.8 -88.7 -28.4  2.63 -6.78  66.2  36.1  13.9
##             29567 29568 29571 29576  29578 29602 29604 29611 29620 29624 29629
## Predicted   107.5   114   121 129.7 121.18 129.0 118.1 116.4 151.6 169.4 134.4
## cvpred      108.8   115   121 130.4 122.12 129.6 118.7 116.6 151.2 168.6 132.7
## pm2.5        79.0    83    79 119.0 121.00 154.0 150.0  72.0  58.0  70.0 101.0
## CV residual -29.8   -32   -42 -11.4  -1.12  24.4  31.3 -44.6 -93.2 -98.6 -31.7
##             29630 29633 29638 29643 29644 29645 29646 29653 29658 29659 29661
## Predicted    28.4 -59.9  8.80   132 117.7   144   149  8.35 35.34 49.83  66.5
## cvpred       27.2 -61.2  7.49   130 116.9   142   148  8.52 35.12 49.53  66.0
## pm2.5        79.0  44.0 22.00    16  21.0    22    20 27.00 42.00 41.00 118.0
## CV residual  51.8 105.2 14.51  -114 -95.9  -120  -128 18.48  6.88 -8.53  52.0
##             29662 29665 29673 29674 29675 29676 29680 29681 29682 29685 29687
## Predicted    81.0 118.5 124.8 116.3  66.2  81.0  88.9  86.9  76.9 122.1  96.7
## cvpred       80.4 117.6 124.2 115.9  65.5  80.9  89.0  85.8  77.2 122.2  97.1
## pm2.5       107.0  76.0  99.0 101.0  99.0 101.0 105.0 106.0 118.0 144.0 129.0
## CV residual  26.6 -41.6 -25.2 -14.9  33.5  20.1  16.0  20.2  40.8  21.8  31.9
##             29691 29692 29699 29706 29709 29710 29711 29712 29713 29714 29716
## Predicted   128.6 139.0  59.9 48.66  48.2  67.0  77.4 102.3 116.8  93.8  90.7
## cvpred      127.5 137.8  61.2 49.84  49.5  68.1  78.4 103.1 117.5  93.9  90.0
## pm2.5        53.0  61.0  98.0 48.00  29.0  36.0  35.0  38.0  38.0  29.0  59.0
## CV residual -74.5 -76.8  36.8 -1.84 -20.5 -32.1 -43.4 -65.1 -79.5 -64.9 -31.0
##             29717 29719 29720 29723 29724 29725 29730 29731 29732 29733 29734
## Predicted    94.8  68.3 55.70  70.4 62.10  52.9  74.3 94.54 86.90 93.19  85.5
## cvpred       94.1  67.9 55.51  70.4 63.32  52.8  75.4 95.46 87.82 94.02  85.9
## pm2.5        70.0  94.0 50.00  45.0 61.00  71.0 149.0 97.00 89.00 91.00 103.0
## CV residual -24.1  26.1 -5.51 -25.4 -2.32  18.2  73.6  1.54  1.18 -3.02  17.1
##             29736 29738 29740 29744 29757 29762 29766 29768 29769 29774 29776
## Predicted   106.3 110.4   119  81.6  57.3  93.8 149.4    74  57.3  48.7  51.9
## cvpred      106.5 110.6   119  81.6  57.5  94.4 148.7    74  57.5  50.3  53.3
## pm2.5       148.0 205.0   233 201.0  47.0  37.0  74.0    44  32.0  77.0  76.0
## CV residual  41.5  94.4   114 119.4 -10.5 -57.4 -74.7   -30 -25.5  26.7  22.7
##             29778 29781 29784 29786 29788 29791 29795  29797  29802 29806 29807
## Predicted    63.9  95.7 129.3 135.2 143.1 112.0 128.7 120.55 133.12   153   153
## cvpred       65.1  96.6 130.1 134.6 142.3 112.2 129.6 121.33 133.73   154   154
## pm2.5        86.0  76.0  67.0 103.0 120.0 129.0 114.0 117.00 124.00    67    57
## CV residual  20.9 -20.6 -63.1 -31.6 -22.3  16.8 -15.6  -4.33  -9.73   -87   -97
##             29809 29813 29819 29821 29823 29826 29831 29834 29842 29843 29852
## Predicted     149 118.5 110.7 126.4 123.8 81.00 146.8 152.2 112.7 106.4 122.9
## cvpred        150 117.7 110.7 125.8 124.4 80.37 147.1 152.2 111.9 105.7 123.3
## pm2.5          47  68.0  65.0  72.0  75.0 86.00  89.0  94.0 122.0 120.0  48.0
## CV residual  -103 -49.7 -45.7 -53.8 -49.4  5.63 -58.1 -58.2  10.1  14.3 -75.3
##             29853 29856 29859 29860 29873 29875 29877 29879 29880 29884 29886
## Predicted   133.9  65.7  23.4  33.8 -66.9 -69.3  35.5  62.9  69.2 145.8   142
## cvpred      134.2  65.1  23.0  33.3 -66.7 -69.3  36.4  63.7  69.9 144.5   141
## pm2.5        64.0 113.0  18.0  13.0  22.0  18.0  25.0  34.0  42.0  51.0    91
## CV residual -70.2  47.9  -5.0 -20.3  88.7  87.3 -11.4 -29.7 -27.9 -93.5   -50
##             29887 29889 29892 29895 29898 29902 29906 29908 29909 29913 29914
## Predicted    98.0  85.7 40.81 -5.83 -19.0 54.03  79.2 127.0 120.7 125.1 110.4
## cvpred       97.2  85.2 40.79 -4.50 -17.9 54.74  79.5 126.9 120.7 125.4 110.9
## pm2.5        79.0  60.0 47.00 65.00  44.0 63.00  46.0  50.0  62.0  89.0  86.0
## CV residual -18.2 -25.2  6.21 69.50  61.9  8.26 -33.5 -76.9 -58.7 -36.4 -24.9
##              29915 29916 29918 29920 29921 29923  29924 29926  29930  29931
## Predicted   110.36 105.7 88.45  70.9  73.1  87.6 104.28 115.7 130.85 145.47
## cvpred      110.88 106.2 89.12  71.5  73.6  88.0 104.54 114.8 130.98 144.27
## pm2.5       117.00  96.0 98.00 104.0 101.0 113.0 101.00 110.0 121.00 141.00
## CV residual   6.12 -10.2  8.88  32.5  27.4  25.0  -3.54  -4.8  -9.98  -3.27
##             29939 29941 29945 29948 29950 29951 29959 29961 29963 29971  29973
## Predicted   -24.9 -2.23  3.49  70.5  87.2 102.2 143.2 142.7 130.1 123.4 128.10
## cvpred      -24.3 -1.19  4.43  71.4  87.9 102.9 143.5 142.9 130.6 123.6 128.32
## pm2.5        53.0 26.00 23.00  60.0  54.0  41.0 168.0 220.0 217.0 138.0 127.00
## CV residual  77.3 27.19 18.57 -11.4 -33.9 -61.9  24.5  77.1  86.4  14.4  -1.32
##              29975 29978 29979 29985 29989   29993 30000 30002 30004 30010
## Predicted   131.14 151.6 157.5  93.9  2.63   0.459    91 104.1 110.7 112.4
## cvpred      131.49 151.6 156.1  94.0  3.33   1.697    91 104.9 111.6 113.8
## pm2.5       122.00 160.0 168.0 170.0 89.00 123.000   171 164.0 152.0 149.0
## CV residual  -9.49   8.4  11.9  76.0 85.67 121.303    80  59.1  40.4  35.2
##              30014 30019 30025 30032 30034 30035 30039 30040 30047 30048 30053
## Predicted   118.69 138.2 107.1 147.0   152   152 143.3 143.3 142.9 143.3 144.9
## cvpred      119.08 137.8 106.9 146.6   153   153 144.2 144.2 142.5 144.2 145.7
## pm2.5       124.00  71.0  76.0 109.0   132   140 184.0 182.0 178.0 173.0 176.0
## CV residual   4.92 -66.8 -30.9 -37.6   -21   -13  39.8  37.8  35.5  28.8  30.3
##             30057 30061 30064 30066 30070 30072   30078 30079 30081 30083 30084
## Predicted   153.7 148.6 150.1 151.3 109.8 103.5 147.049 147.0 141.3 152.3 151.7
## cvpred      154.5 148.1 150.7 150.5 109.4 103.2 147.567 147.6 141.9 152.8 152.3
## pm2.5       104.0 141.0 140.0 173.0 162.0 156.0 148.000 100.0 103.0 122.0 129.0
## CV residual -50.5  -7.1 -10.7  22.5  52.6  52.8   0.433 -47.6 -38.9 -30.8 -23.3
##              30087  30088 30090  30095 30099 30100 30101 30102 30110 30111
## Predicted   145.43 145.43 117.8 149.66 111.4 151.3 151.3 113.0 145.4 147.0
## cvpred      146.05 146.05 117.8 149.03 110.9 150.5 150.5 112.4 146.1 147.6
## pm2.5       138.00 150.00 162.0 142.00 138.0 139.0 135.0 134.0 221.0 206.0
## CV residual  -8.05   3.95  44.2  -7.03  27.1 -11.5 -15.5  21.6  74.9  58.4
##             30112 30113 30114 30117 30119 30121 30123 30124 30125 30126   30127
## Predicted   146.6 148.2 141.9 106.7 152.9   124 152.9 113.0 154.5 152.9 152.903
## cvpred      145.9 147.4 141.2 106.2 152.1   124 152.1 112.4 153.6 152.1 152.058
## pm2.5       189.0 187.0 187.0 196.0 184.0   172 169.0 146.0 142.0 130.0 153.000
## CV residual  43.1  39.6  45.8  89.8  31.9    48  16.9  33.6 -11.6 -22.1   0.942
##               30128 30129 30133 30141 30145 30154 30158 30162 30176 30180 30181
## Predicted   111.395 112.0 106.8 101.1   150  95.6  88.7  86.7 143.6 114.3 108.0
## cvpred      110.863 111.4 106.4 100.8   149  95.7  88.9  88.0 142.9 115.1 108.9
## pm2.5       110.000  21.0  14.0  22.0    33  47.0  25.0  18.0  87.0  69.0  81.0
## CV residual  -0.863 -90.4 -92.4 -78.8  -116 -48.7 -63.9 -70.0 -55.9 -46.1 -27.9
##              30182 30185 30189 30193 30200 30202 30203 30208 30210 30211 30214
## Predicted   103.30 113.4 118.3   138 148.0 122.9 111.9  94.5  96.7  96.7 124.4
## cvpred      104.26 114.1 118.8   138 147.1 122.3 111.4  95.5  97.6  97.6 124.9
## pm2.5        96.00  98.0  41.0    22  76.0  55.0  50.0  72.0  87.0  83.0 113.0
## CV residual  -8.26 -16.1 -77.8  -116 -71.1 -67.3 -61.4 -23.5 -10.6 -14.6 -11.9
##             30215 30217 30218 30220 30222  30224 30249 30254 30256 30263 30268
## Predicted   122.7 135.3 147.5 124.9 153.7 102.21 98.71  68.3  59.6 102.0 118.3
## cvpred      123.4 135.8 146.5 124.6 152.7 102.43 99.79  69.7  60.9 102.8 118.8
## pm2.5       101.0  93.0  98.0 108.0 106.0 111.00 94.00 132.0 111.0 115.0 100.0
## CV residual -22.4 -42.8 -48.5 -16.6 -46.7   8.57 -5.79  62.3  50.1  12.2 -18.8
##             30270 30271 30273 30274  30275 30279 30281 30286 30291  30293 30310
## Predicted   131.2   131 117.0 108.5 103.87  79.3  75.1 106.8  96.1 127.04 105.3
## cvpred      131.7   130 117.8 109.5 104.83  79.3  76.3 107.8  96.1 127.38 104.5
## pm2.5        70.0    69  93.0  95.0 108.00 141.0 144.0 203.0 147.0 131.00 199.0
## CV residual -61.7   -61 -24.8 -14.5   3.17  61.7  67.7  95.2  50.9   3.62  94.5
##             30314 30322 30324 30330 30333 30337 30339 30347 30349 30353 30354
## Predicted   120.2  80.5  67.6  91.1 112.5 132.5 143.4  92.8  59.1  64.0  62.4
## cvpred      119.7  80.5  67.6  91.6 112.8 131.2 143.2  93.1  59.6  64.1  62.6
## pm2.5       101.0  20.0  14.0  40.0  55.0  49.0  62.0  23.0  28.0  33.0  35.0
## CV residual -18.7 -60.5 -53.6 -51.6 -57.8 -82.2 -81.2 -70.1 -31.6 -31.1 -27.6
##             30362 30366 30367 30373 30374 30376 30379  30381 30382 30384 30387
## Predicted   139.7 150.6 146.8  38.6  33.9 17.35  44.4 42.798  56.9 100.9 112.3
## cvpred      138.4 149.3 145.7  38.5  33.8 18.49  45.3 43.789  56.5 100.3 112.9
## pm2.5        76.0  86.0  85.0  21.0  22.0 20.00  21.0 44.000  48.0  59.0  95.0
## CV residual -62.4 -63.3 -60.7 -17.5 -11.8  1.51 -24.3  0.211  -8.5 -41.3 -17.9
##             30388 30399 30400 30401 30403 30408 30414 30416 30420 30422 30424
## Predicted    93.4  67.8  67.8  69.9 101.4 107.8 139.3  83.0  67.0  62.3  62.0
## cvpred       93.4  69.2  69.2  71.3 102.7 107.7 138.7  83.1  68.7  64.1  63.5
## pm2.5       108.0  30.0  34.0  51.0 118.0 129.0 154.0  58.0  84.0  32.0  46.0
## CV residual  14.6 -39.2 -35.2 -20.3  15.3  21.3  15.3 -25.1  15.3 -32.1 -17.5
##             30425 30426 30428 30429 30433 30436 30446 30447 30450 30454 30455
## Predicted    86.9  93.2  99.5 101.7 112.6  91.3   106 109.8 134.5 142.9 141.3
## cvpred       88.3  94.5 100.7 102.7 113.6  91.5   106 110.1 135.2 143.5 141.9
## pm2.5        67.0  67.0  70.0  48.0  42.0  45.0    40  45.0  69.0  45.0  44.0
## CV residual -21.3 -27.5 -30.7 -54.7 -71.6 -46.5   -66 -65.1 -66.2 -98.5 -97.9
##             30456 30462 30463 30465 30466 30472 30473 30490 30491 30493  30498
## Predicted   148.8   127 156.1 91.11  91.8  69.3  69.3 124.1 121.5 113.6 112.20
## cvpred      147.9   127 155.1 90.61  91.9  70.0  70.0 123.5 122.1 114.3 112.69
## pm2.5        51.0   103 103.0 87.00  61.0  32.0  40.0 194.0 153.0 147.0 120.00
## CV residual -96.9   -24 -52.1 -3.61 -30.9 -38.0 -30.0  70.5  30.9  32.7   7.31
##              30499   30500 30502 30503 30505 30507 30508 30509 30512 30515
## Predicted   112.20 122.593   156   153   155   159 117.3 159.3 125.3 119.0
## cvpred      112.69 122.994   156   151   153   158 116.3 159.2 124.8 118.6
## pm2.5       122.00 122.000    45    45    48    52  58.0  64.0 103.0 150.0
## CV residual   9.31  -0.994  -111  -106  -105  -106 -58.3 -95.2 -21.8  31.4
##             30517 30518 30520 30532 30534 30535 30539 30545 30547 30549   30551
## Predicted   148.3 149.5 145.3 132.4 165.3 165.3 144.7 113.5 117.6   127 137.852
## cvpred      148.4 148.2 145.2 131.4 163.6 163.6 144.6 113.5 117.6   127 137.837
## pm2.5       161.0 103.0 128.0 158.0 178.0 186.0 187.0  87.0  86.0   101 137.000
## CV residual  12.6 -45.2 -17.2  26.6  14.4  22.4  42.4 -26.5 -31.6   -26  -0.837
##             30560 30562 30570 30571 30572 30573 30576 30577 30579 30583 30584
## Predicted   106.6  77.3 54.14  91.6 109.2   115   105 137.1   139   144   142
## cvpred      105.3  76.4 53.92  91.9 109.5   114   105 137.4   139   144   143
## pm2.5        89.0 183.0 50.00  56.0  88.0    96   150 184.0   339   265   257
## CV residual -16.3 106.6 -3.92 -35.9 -21.5   -18    45  46.6   200   121   114
##             30585 30586 30587 30590 30591 30592 30596 30599 30605 30606  30622
## Predicted     138   138 142.3   131   131   133   137   121 158.8   157 143.30
## cvpred        139   139 142.7   132   132   133   136   120 157.5   156 142.62
## pm2.5         240   243 229.0   242   297   369   466   267  68.0    72 146.00
## CV residual   101   104  86.3   110   165   236   330   147 -89.5   -84   3.38
##             30623 30625 30626 30630 30632 30634 30636 30637 30639 30642  30644
## Predicted   109.7 109.7 145.5 153.4   152   144   131 130.6 127.5 129.6 137.94
## cvpred      109.1 109.1 144.7 152.4   152   144   131 131.4 128.2 129.1 138.49
## pm2.5       164.0 186.0 183.0 194.0   190   250   244 178.0 156.0 145.0 146.00
## CV residual  54.9  76.9  38.3  41.6    38   106   113  46.6  27.8  15.9   7.51
##             30645  30649  30650 30651 30653  30654  30659 30660 30662 30666
## Predicted   104.5 145.98 143.50 151.8 122.6 151.41 145.56 142.9 104.7 125.2
## cvpred      104.6 145.07 142.47 151.9 122.1 150.18 145.69 141.9 103.7 124.5
## pm2.5       176.0 155.00 144.00 141.0 147.0 154.00 143.00 150.0 172.0 193.0
## CV residual  71.4   9.93   1.53 -10.9  24.9   3.82  -2.69   8.1  68.3  68.5
##             30671 30672 30673 30676 30680 30686 30687 30693 30694 30698 30700
## Predicted   158.3 134.8 123.5   128 107.3  26.4  28.1  84.5  93.3  71.8 128.8
## cvpred      157.9 133.8 121.7   126 105.7  25.8  27.3  84.6  93.4  70.6 127.6
## pm2.5        69.0  50.0  41.0    18  18.0  15.0   9.0  24.0  27.0  31.0  29.0
## CV residual -88.9 -83.8 -80.7  -108 -87.7 -10.8 -18.3 -60.6 -66.4 -39.6 -98.6
##             30701 30702 30704 30708 30715 30719 30722 30726 30729 30730 30731
## Predicted   135.1 133.4  95.1  60.2 23.39  67.4  99.5 119.4  77.5  77.5  67.8
## cvpred      133.8 132.3  93.9  60.1 22.65  66.5  98.7 117.6  76.3  76.3  67.3
## pm2.5        37.0  43.0  56.0  14.0 17.00  47.0  69.0  35.0  24.0  21.0  18.0
## CV residual -96.8 -89.3 -37.9 -46.1 -5.65 -19.5 -29.7 -82.6 -52.3 -55.3 -49.3
##             30732 30733 30735 30739 30740 30741 30742 30743 30744 30746 30747
## Predicted    67.5  42.0  35.5 101.1 119.4 107.3 105.7 112.7   146 114.2 107.9
## cvpred       67.2  41.2  35.2  99.5 118.3 105.7 104.2 111.7   144 112.5 106.3
## pm2.5        19.0  26.0  14.0  45.0  29.0  30.0  24.0  28.0    38  25.0  18.0
## CV residual -48.2 -15.2 -21.2 -54.5 -89.3 -75.7 -80.2 -83.7  -106 -87.5 -88.3
##             30748 30750 30751 30752 30753 30754  30758 30759 30761 30764 30770
## Predicted   120.5   113 100.0  89.9  77.3  67.2 12.797  29.6  58.8  80.2 131.1
## cvpred      118.7   111  98.6  88.8  76.4  66.6 12.492  29.7  59.5  80.7 131.3
## pm2.5        21.0    19  25.0  26.0  23.0  24.0 12.000  14.0  20.0  24.0  38.0
## CV residual -97.7   -92 -73.6 -62.8 -53.4 -42.6 -0.492 -15.7 -39.5 -56.7 -93.3
##             30775  30778 30780 30783 30790 30792 30795 30798 30805 30806 30808
## Predicted   139.8 117.16  95.8  58.1 100.2  91.9 110.5   156 118.8 110.0 108.9
## cvpred      140.1 117.88  96.7  59.1 100.9  91.0 109.6   154 119.4 110.6 109.4
## pm2.5        74.0 119.00  57.0  42.0  64.0  26.0  47.0    49  66.0  65.0  97.0
## CV residual -66.1   1.12 -39.7 -17.1 -36.9 -65.0 -62.6  -105 -53.4 -45.6 -12.4
##             30812 30816 30820 30822 30824 30826 30828 30831 30834 30835  30839
## Predicted   119.3 134.3 156.1 154.5   153 115.5 144.8 133.8 135.5 135.5 144.35
## cvpred      119.8 134.7 154.9 153.4   153 115.5 145.3 134.4 135.9 135.9 143.56
## pm2.5       130.0 195.0  64.0  56.0    71  79.0  79.0  85.0  91.0 104.0 140.00
## CV residual  10.2  60.3 -90.9 -97.4   -82 -36.5 -66.3 -49.4 -44.9 -31.9  -3.56
##              30840 30845 30846  30850 30854 30856 30858 30862 30866 30870 30871
## Predicted   148.89 110.2 104.5 117.13 116.1 119.9   147   151   153 113.5 113.5
## cvpred      149.37 109.5 103.9 116.99 116.1 119.7   146   150   152 112.7 112.7
## pm2.5       141.00 143.0 139.0 124.00  59.0  46.0    34    46    46  41.0  34.0
## CV residual  -8.37  33.5  35.1   7.01 -57.1 -73.7  -112  -104  -106 -71.7 -78.7
##             30876 30886 30888 30889 30895 30896 30898 30899 30900 30901 30905
## Predicted    93.0  97.7  97.7   106 104.0 104.0  91.4  85.1  78.8 125.0 105.8
## cvpred       92.6  97.3  97.3   105 103.5 103.5  91.1  84.9  78.7 124.6 105.5
## pm2.5        37.0  41.0  40.0    32  33.0  34.0  29.0  46.0  36.0  43.0  42.0
## CV residual -55.6 -56.3 -57.3   -73 -70.5 -69.5 -62.1 -38.9 -42.7 -81.6 -63.5
##             30908 30909 30910 30916 30919 30920 30922 30933  30935 30938 30940
## Predicted     123 129.2 121.3 154.4 110.3 148.0 122.8 129.0 133.63 135.8 141.7
## cvpred        122 129.9 122.2 154.7 109.7 147.3 122.5 129.8 134.53 136.6 141.1
## pm2.5          53  46.0  50.0  74.0  71.0  71.0  71.0  64.0 125.00 120.0 123.0
## CV residual   -69 -83.9 -72.2 -80.7 -38.7 -76.3 -51.5 -65.8  -9.53 -16.6 -18.1
##              30944 30951 30952 30956 30957  30958 30960 30961 30964 30965 30966
## Predicted   138.30 104.4  98.1 110.7 121.1 121.62 123.8   130 134.8 138.9 138.9
## cvpred      139.22 105.6  99.4 111.8 122.1 122.71 124.8   131 135.7 139.8 139.8
## pm2.5       136.00  93.0  80.0  98.0  82.0 116.00 131.0    94 101.0  99.0 113.0
## CV residual  -3.22 -12.6 -19.4 -13.8 -40.1  -6.71   6.2   -37 -34.7 -40.8 -26.8
##             30968  30969 30970 30975 30981 30982 30983 30984 30990 30991 31000
## Predicted   133.1 130.95 124.7  98.2 116.5 119.1 125.4 141.7 154.9   161 152.3
## cvpred      134.2 132.08 125.9  98.3 116.3 120.1 126.3 141.1 155.1   161 152.3
## pm2.5       162.0 127.00  93.0  75.0  67.0  59.0  66.0  71.0  68.0    53  59.0
## CV residual  27.8  -5.08 -32.9 -23.3 -49.3 -61.1 -60.3 -70.1 -87.1  -108 -93.3
##             31004 31006 31007 31009 31010 31011 31012 31016 31022 31024 31031
## Predicted     164   162   162   162   162 137.0 122.1  96.2 20.22  22.1 118.1
## cvpred        162   162   162   160   160 135.9 120.7  95.0 19.84  21.9 117.4
## pm2.5          59    70    61    56    60  64.0  66.0  15.0 11.00   8.0  36.0
## CV residual  -103   -92  -101  -104  -100 -71.9 -54.7 -80.0 -8.84 -13.9 -81.4
##             31032 31038 31039 31041 31051 31058   31061  31063 31066 31069
## Predicted   108.2   117 108.4 123.1  70.2   133 147.831 147.40 141.5 131.2
## cvpred      108.8   116 107.7 122.6  71.1   134 148.437 146.73 142.2 131.9
## pm2.5        39.0    50  43.0  47.0  35.0   100 149.000 150.00 163.0 175.0
## CV residual -69.8   -66 -64.7 -75.6 -36.1   -34   0.563   3.27  20.8  43.1
##             31077 31078 31083  31084 31088 31094  31095 31097 31098 31101 31105
## Predicted     134 135.0 146.3 146.25 144.1   110 107.96   106 107.8 131.4 147.0
## cvpred        135 135.5 145.1 145.14 143.1   110 107.38   107 108.5 131.8 147.4
## pm2.5          91  99.0 126.0 141.00 165.0    95 109.00   111  98.0  97.0 119.0
## CV residual   -44 -36.5 -19.1  -4.14  21.9   -15   1.62     4 -10.5 -34.8 -28.4
##              31106 31108 31109  31115 31120 31122  31127 31138 31139 31143
## Predicted   123.98 152.8 152.8 86.974  44.8  63.6 126.49 120.3 111.9  90.5
## cvpred      123.76 151.8 151.8 86.919  44.7  64.4 127.25 119.9 111.6  90.5
## pm2.5       127.00 170.0 170.0 86.000  15.0  17.0 128.00  77.0  80.0  65.0
## CV residual   3.24  18.2  18.2 -0.919 -29.7 -47.4   0.75 -42.9 -31.6 -25.5
##             31148 31151 31153 31155 31159  31172  31174 31175 31178 31179 31180
## Predicted   101.6 135.5 139.6 143.4 145.9 111.15 121.66 122.1 133.7 127.8 130.0
## cvpred      102.5 136.1 140.2 143.8 146.4 111.75 120.93 122.6 132.7 128.3 130.3
## pm2.5        48.0  48.0  61.0  84.0 118.0 117.00 124.00 107.0  71.0  80.0  83.0
## CV residual -54.5 -88.1 -79.2 -59.8 -28.4   5.25   3.07 -15.6 -61.7 -48.3 -47.3
##             31182 31184 31185 31186 31191 31199 31207 31208 31209 31210 31216
## Predicted   128.1 138.5 125.5 117.1  84.3 134.9 115.9  97.0  76.6  99.8 -12.1
## cvpred      128.3 138.6 124.5 117.4  84.8 134.9 114.7  96.1  76.0  99.2 -12.2
## pm2.5        49.0  59.0  44.0  27.0  28.0  46.0  79.0  72.0  62.0  51.0  15.0
## CV residual -79.3 -79.6 -80.5 -90.4 -56.8 -88.9 -35.7 -24.1 -14.0 -48.2  27.2
##             31218 31220 31226 31229 31231 31232 31235 31237 31239 31240 31242
## Predicted   -7.98 -1.69 108.1  95.1  83.1  70.5  44.4  46.6  42.0  47.7  49.9
## cvpred      -8.12 -1.92 107.7  94.1  82.2  69.9  44.8  47.8  43.1  48.8  50.9
## pm2.5       17.00 17.00  26.0  18.0  18.0  17.0  24.0  22.0  20.0  30.0  30.0
## CV residual 25.12 18.92 -81.7 -76.1 -64.2 -52.9 -20.8 -25.8 -23.1 -18.8 -20.9
##             31243 31245 31250 31254 31259 31261 31262 31267 31268 31272 31274
## Predicted    74.7 100.2 118.0 121.7 107.9 139.3   141  85.3  87.5 137.8 113.0
## cvpred       75.6 100.9 118.5 120.9 108.7 139.7   140  84.8  86.9 136.9 112.9
## pm2.5        48.0  66.0  42.0  40.0  53.0  59.0    46  56.0  62.0  71.0  85.0
## CV residual -27.6 -34.9 -76.5 -80.9 -55.7 -80.7   -94 -28.8 -24.9 -65.9 -27.9
##             31276 31277 31278 31279 31284 31288 31289 31294 31297 31298  31302
## Predicted   149.8 116.8   110 103.6 111.5 151.3 151.3 149.2 124.2 155.2 113.72
## cvpred      148.7 116.5   109 102.8 110.5 151.3 151.3 148.1 123.6 153.8 112.59
## pm2.5        80.0  83.0    89  87.0  88.0 118.0 119.0 164.0 171.0 178.0 103.00
## CV residual -68.7 -33.5   -20 -15.8 -22.5 -33.3 -32.3  15.9  47.4  24.2  -9.59
##             31304 31307 31308 31310 31311 31312 31313 31316 31317 31319 31320
## Predicted   109.3  70.9  83.5 11.46  43.0   2.7 -3.59  74.2  90.9 108.1 128.4
## cvpred      108.4  71.1  84.4 11.49  44.1   2.7 -3.50  75.0  91.5 108.6 127.5
## pm2.5        93.0  32.0  32.0 20.00  28.0  20.0 22.00  26.0  27.0  33.0  33.0
## CV residual -15.4 -39.1 -52.4  8.51 -16.1  17.3 25.50 -49.0 -64.5 -75.6 -94.5
##             31322 31323 31325 31330 31335 31338 31339 31341 31343 31345 31352
## Predicted   103.7 110.0 140.5 124.1 111.9 115.2 121.5 128.3 124.2 147.2   124
## cvpred      103.5 109.7 139.3 123.3 112.6 115.6 121.8 128.6 124.5 147.2   123
## pm2.5        38.0  49.0  79.0  76.0  84.0  53.0  40.0  60.0  70.0 106.0   135
## CV residual -65.5 -60.7 -60.3 -47.3 -28.6 -62.6 -81.8 -68.6 -54.5 -41.2    12
##              31353 31358  31359 31362 31368 31369 31370 31372 31373 31374 31376
## Predicted   140.89 100.1 97.208  88.9 132.4 110.2 110.2 108.8 107.1 107.1   150
## cvpred      141.01 100.7 96.355  89.3 132.7 109.1 109.1 107.4 105.9 105.9   150
## pm2.5       139.00 128.0 96.000  55.0  96.0  76.0  18.0  22.0  20.0  20.0    29
## CV residual  -2.01  27.3 -0.355 -34.3 -36.7 -33.1 -91.1 -85.4 -85.9 -85.9  -121
##             31381 31382 31387 31388 31389 31390 31391 31392 31393 31396 31399
## Predicted    97.1  90.9 112.7 121.0 95.13 106.4   145   153 114.3   156 108.6
## cvpred       97.7  91.5 113.1 120.1 94.07 105.5   145   153 113.2   155 107.5
## pm2.5        35.0  47.0  88.0 106.0 85.00  31.0    24    33  36.0    31  37.0
## CV residual -62.7 -44.5 -25.1 -14.1 -9.07 -74.5  -121  -120 -77.2  -124 -70.5
##             31405 31410 31413 31415 31417 31418 31424 31427 31433  31434 31435
## Predicted     131 121.7 143.4 146.0 147.7 147.7  99.9 118.7 107.6 101.90  63.8
## cvpred        132 120.9 143.8 145.3 146.8 146.8  99.4 118.4 108.7 103.04  63.7
## pm2.5          42  45.0  59.0  68.0  76.0  80.0  61.0  68.0  89.0 107.00 102.0
## CV residual   -90 -75.9 -84.8 -77.3 -70.8 -66.8 -38.4 -50.4 -19.7   3.96  38.3
##             31436 31437 31444 31445 31448 31449 31450 31458 31459 31461 31462
## Predicted    84.9 112.0  68.4   139  90.8  87.1  57.2  79.4  89.8 119.1 119.9
## cvpred       85.1 112.8  68.0   139  90.1  87.2  57.0  80.3  90.6 119.5 120.5
## pm2.5        48.0  47.0  19.0    25  18.0  21.0  26.0  30.0  29.0  55.0  62.0
## CV residual -37.1 -65.8 -49.0  -114 -72.1 -66.2 -31.0 -50.3 -61.6 -64.5 -58.5
##             31470  31472 31476 31477 31480 31481 31482 31488 31491 31495 31501
## Predicted   147.9 103.62 110.0  95.5  96.0 100.1 112.1   152   160 123.5 105.1
## cvpred      146.7 102.79 110.6  96.2  96.5 100.7 112.5   152   160 121.9 105.4
## pm2.5       100.0 109.00  66.0  58.0  75.0  62.0  96.0    28    42  50.0  35.0
## CV residual -46.7   6.21 -44.6 -38.2 -21.5 -38.7 -16.5  -124  -118 -71.9 -70.4
##             31502 31503 31508 31511 31516 31519 31520 31521 31523 31527  31530
## Predicted    98.3  89.6 117.1 138.4 148.8 117.9 140.5 138.8 136.6 117.1 112.99
## cvpred       97.5  88.7 117.2 138.4 148.7 117.4 139.3 137.8 135.7 117.7 113.56
## pm2.5        41.0  41.0  43.0  39.0  80.0  94.0 116.0 124.0 139.0 138.0 122.00
## CV residual -56.5 -47.7 -74.2 -99.4 -68.7 -23.4 -23.3 -13.8   3.3  20.3   8.44
##             31532 31533 31534 31541 31542 31546 31549 31554 31555 31560 31561
## Predicted   125.9 132.1 136.8   144 104.2  81.5  60.7  89.7  89.7 103.9 103.9
## cvpred      126.5 132.7 137.3   143 103.4  81.2  60.6  89.0  89.0 102.9 102.9
## pm2.5       147.0 154.0 168.0    37  48.0  39.0  34.0  18.0  23.0  16.0  21.0
## CV residual  20.5  21.3  30.7  -106 -55.4 -42.2 -26.6 -71.0 -66.0 -86.9 -81.9
##             31564 31567 31572 31581 31583 31587 31588 31590 31598 31602 31604
## Predicted   111.8   145  95.1 120.0 114.4 107.7 114.0 114.6  58.1  76.1  82.9
## cvpred      110.6   144  94.5 119.2 114.8 106.5 112.7 113.2  59.1  77.0  83.8
## pm2.5        20.0    21  27.0  59.0  27.0  26.0  24.0  23.0  38.0  36.0  43.0
## CV residual -90.6  -123 -67.5 -60.2 -87.8 -80.5 -88.7 -90.2 -21.1 -41.0 -40.8
##             31606 31607 31608  31611 31613 31614 31617 31619  31629 31630 31633
## Predicted   135.5 123.4 133.8 100.37  98.5  98.5  82.6 112.4 106.00 120.6 133.2
## cvpred      135.9 124.1 134.4  99.77  97.7  97.7  82.3 112.2 107.15 120.4 132.8
## pm2.5        60.0  65.0  56.0 101.00  62.0  54.0  39.0  62.0 111.00 109.0  74.0
## CV residual -75.9 -59.1 -78.4   1.23 -35.7 -43.7 -43.3 -50.2   3.85 -11.4 -58.8
##             31640 31641 31644 31645 31648 31650 31661 31662 31664 31667 31669
## Predicted   129.8 123.5 121.3 110.4 115.3 134.3 141.3 141.3   145 129.5 112.3
## cvpred      130.9 124.7 122.6 111.8 116.3 133.8 141.7 141.7   146 130.4 113.3
## pm2.5       203.0 208.0 194.0 161.0 143.0  55.0  48.0  42.0    42  48.0  47.0
## CV residual  72.1  83.3  71.4  49.2  26.7 -78.8 -93.7 -99.7  -104 -82.4 -66.3
##             31673 31675 31681 31682 31685 31686 31687 31696 31705 31706 31708
## Predicted   103.5 113.9   135 137.4 135.8 135.8 135.8  96.7 105.4 107.9 138.3
## cvpred      104.6 114.9   136 138.1 136.6 136.6 136.6  97.8 105.2 107.8 137.4
## pm2.5        51.0  53.0    82  87.0  69.0  63.0  73.0  78.0  49.0  73.0  41.0
## CV residual -53.6 -61.9   -54 -51.1 -67.6 -73.6 -63.6 -19.8 -56.2 -34.8 -96.4
##             31715 31716 31721 31726 31729 31730 31732 31733 31736 31740 31742
## Predicted   107.6 105.4 106.5 122.1 130.0 134.7 132.2   136 135.9 111.2 102.4
## cvpred      108.7 106.6 107.5 123.1 130.8 135.5 132.9   137 135.3 112.2 103.4
## pm2.5        66.0  65.0  69.0  88.0  57.0  61.0  72.0    70  79.0  91.0  94.0
## CV residual -42.7 -41.6 -38.5 -35.1 -73.8 -74.5 -60.9   -67 -56.3 -21.2  -9.4
##             31747 31748 31752 31757 31758 31759 31760 31761 31762 31765  31769
## Predicted   118.5 124.8 136.8 146.2 148.2 145.6 145.6 146.1 146.1 130.9 137.01
## cvpred      119.3 125.5 137.3 144.9 148.1 144.3 144.3 146.1 146.1 129.9 137.19
## pm2.5       139.0 142.0 160.0  61.0  60.0  57.0  68.0  75.0  83.0  98.0 136.00
## CV residual  19.7  16.5  22.7 -83.9 -88.1 -87.3 -76.3 -71.1 -63.1 -31.9  -1.19
##             31779 31783 31784 31787 31791 31794 31800 31802 31803 31805 31807
## Predicted   113.0  53.0  33.1  12.3 -4.37 -8.47  65.9  70.6  80.0 105.5  86.5
## cvpred      112.7  52.3  32.7  12.1 -4.37 -8.48  65.4  70.1  80.2 105.5  86.1
## pm2.5       145.0  26.0  21.0  32.0 29.00 20.00  17.0   9.0  13.0  15.0  13.0
## CV residual  32.3 -26.3 -11.7  19.9 33.37 28.48 -48.4 -61.1 -67.2 -90.5 -73.1
##             31809 31810 31817 31824 31833 31841 31842 31843 31848 31858  31860
## Predicted    50.0  47.8  47.0  76.4  50.2 14.03  41.3  53.8 123.3 102.8 95.969
## cvpred       50.8  48.7  48.6  76.3  50.6 14.49  42.9  55.3 124.4 104.3 97.565
## pm2.5        10.0  16.0  15.0  27.0  19.0 12.00  17.0  25.0  48.0 118.0 98.000
## CV residual -40.8 -32.7 -33.6 -49.3 -31.6 -2.49 -25.9 -30.3 -76.4  13.7  0.435
##              31862 31864 31866 31872 31892 31893 31895 31901 31905  31907 31908
## Predicted    99.22  81.3  87.6 138.4 109.0 113.7 130.4 116.1  84.6 116.59  80.8
## cvpred      100.59  81.3  87.5 138.1 109.9 114.6 131.1 116.3  84.6 116.54  81.0
## pm2.5        92.00  63.0  75.0 115.0  74.0  73.0  93.0 144.0 117.0 119.00 115.0
## CV residual  -8.59 -18.3 -12.5 -23.1 -35.9 -41.6 -38.1  27.7  32.4   2.46  34.0
##             31915 31916  31918 31921 31927 31930 31931 31935 31936 31939 31940
## Predicted     112 128.0 132.70  99.1  95.6  66.3  45.5  1.58  7.31  48.7 100.7
## cvpred        113 127.8 132.46  99.0  95.4  66.5  45.9  2.84  8.46  48.9 100.5
## pm2.5         128 105.0 123.00 110.0  72.0  77.0  68.0  5.00 12.00  18.0  19.0
## CV residual    15 -22.8  -9.46  11.0 -23.4  10.5  22.1  2.16  3.54 -30.9 -81.5
##             31941 31949 31951 31953 31954 31959 31962 31963 31964 31966 31969
## Predicted   111.6  97.5  95.8  70.7  47.7  5.68  32.5  59.6  86.6 101.7   106
## cvpred      111.3  97.0  95.5  70.7  48.0  6.95  34.1  60.9  87.8 102.7   106
## pm2.5        23.0  64.0  38.0  31.0  31.0 11.00  18.0  17.0  39.0  47.0    70
## CV residual -88.3 -33.0 -57.5 -39.7 -17.0  4.05 -16.1 -43.9 -48.8 -55.7   -36
##             31970  31971 31972 31974 31978 31982 31983 31990 31991 31993 32004
## Predicted     106 103.19 103.2 105.4  47.2  52.7 37.65 101.9 111.8 124.4 11.68
## cvpred        106 102.64 102.6 104.7  47.5  54.2 39.19 102.6 111.2 123.6 12.64
## pm2.5          95 101.00  59.0  47.0  29.0  33.0 31.00  41.0  50.0  51.0 16.00
## CV residual   -11  -1.64 -43.6 -57.7 -18.5 -21.2 -8.19 -61.6 -61.2 -72.6  3.36
##             32009  32012 32014 32022 32024 32025 32027 32033 32038 32041 32043
## Predicted    70.4 106.27 119.7 124.6 124.6 123.0 120.8 121.3   131   135 138.5
## cvpred       71.6 107.21 120.7 125.4 125.4 123.9 121.8 122.2   132   136 138.6
## pm2.5        38.0  98.00  71.0  51.0  56.0  57.0  60.0  61.0    55    33  39.0
## CV residual -33.6  -9.21 -49.7 -74.4 -69.4 -66.9 -61.8 -61.2   -77  -103 -99.6
##             32044 32049 32050 32051 32055 32058 32059 32060 32066 32068 32071
## Predicted   138.5 156.4 127.5 155.8 138.5 140.2 144.3 150.6 159.0 125.4  95.4
## cvpred      138.6 154.9 126.9 154.4 137.3 138.8 142.9 149.1 157.4 123.9  94.1
## pm2.5        40.0  68.0  69.0  75.0  81.0  74.0  75.0  72.0 124.0 118.0  16.0
## CV residual -98.6 -86.9 -57.9 -79.4 -56.3 -64.8 -67.9 -77.1 -33.4  -5.9 -78.1
##             32072 32073 32081 32082 32083 32085 32086 32089 32090 32091 32095
## Predicted    51.9  41.5 14.27  24.7  35.6  44.4  53.1  76.0  67.8  80.7  76.8
## cvpred       50.9  40.6 13.92  24.2  35.1  43.9  52.7  76.3  68.0  80.9  76.6
## pm2.5        20.0  14.0  7.00  10.0   8.0  15.0  12.0  14.0   8.0  10.0  10.0
## CV residual -30.9 -26.6 -6.92 -14.2 -27.1 -28.9 -40.7 -62.3 -60.0 -70.9 -66.6
##             32096 32097 32101 32108 32116 32118 32119 32120 32124 32126 32129
## Predicted    76.8  62.6  9.76  88.6  97.3   106  99.4  87.2  3.76  20.4 -30.7
## cvpred       76.6  62.7 10.11  89.5  96.7   105  98.8  86.9  4.42  20.9 -30.2
## pm2.5        13.0  13.0  9.00  18.0  43.0    30  18.0  21.0 13.00  10.0  15.0
## CV residual -63.6 -49.7 -1.11 -71.5 -53.7   -75 -80.8 -65.9  8.58 -10.9  45.2
##             32130 32131 32144 32145 32147 32153 32154 32161 32165 32168 32172
## Predicted    49.0  80.1  93.7  81.8  58.8 51.28  63.7 131.4   138 124.6  72.4
## cvpred       50.3  81.3  93.6  82.5  59.8 51.75  65.3 131.2   138 124.7  73.1
## pm2.5        18.0  21.0  42.0  39.0  33.0 45.00  49.0  71.0    33  47.0  49.0
## CV residual -32.3 -60.3 -51.6 -43.5 -26.8 -6.75 -16.3 -60.2  -105 -77.7 -24.1
##             32177 32184 32189 32192 32195 32202  32204  32205  32207 32211
## Predicted    73.4 124.2 109.7 90.77  97.6  87.8 113.28 119.57 107.56 124.2
## cvpred       75.1 125.7 110.4 91.12  98.3  89.6 114.86 121.05 109.24 125.7
## pm2.5        65.0  80.0 122.0 99.00  66.0 109.0 124.00 119.00 103.00 144.0
## CV residual -10.1 -45.7  11.6  7.88 -32.3  19.4   9.14  -2.05  -6.24  18.3
##             32213 32215 32219 32222 32224 32231 32233 32237 32238 32244 32245
## Predicted    90.2   133 115.9   124 119.6 131.7 100.3 104.1 104.1  62.9  73.2
## cvpred       90.5   134 116.3   124 121.1 131.7 100.3 103.9 103.9  63.9  73.5
## pm2.5       149.0    38  58.0    85  72.0  86.0  31.0  17.0  14.0  11.0  14.0
## CV residual  58.5   -96 -58.3   -39 -49.1 -45.7 -69.3 -86.9 -89.9 -52.9 -59.5
##             32247 32248 32251 32254 32262 32263 32265 32270 32273 32274 32275
## Predicted    76.7  78.8 114.6 124.5 134.5   131 127.0  86.3  79.6  85.9 106.7
## cvpred       77.0  80.3 115.9 125.8 134.4   132 128.4  86.9  81.3  87.5 108.2
## pm2.5        13.0  14.0  34.0  57.0  65.0    64  62.0  68.0  67.0  73.0  88.0
## CV residual -64.0 -66.3 -81.9 -68.8 -69.4   -68 -66.4 -18.9 -14.3 -14.5 -20.2
##             32280  32281 32283 32285 32289 32298 32304  32307 32310 32311 32315
## Predicted   130.7 132.71 134.5 140.8  80.7  40.8 133.3 132.84  95.1 128.7 103.9
## cvpred      130.8 134.02 134.4 140.6  81.3  42.8 134.6 132.89  95.3 128.8 104.5
## pm2.5       128.0 132.00 142.0 124.0 101.0  24.0 123.0 128.00  47.0  36.0  72.0
## CV residual  -2.8  -2.02   7.6 -16.6  19.7 -18.8 -11.6  -4.89 -48.3 -92.8 -32.5
##             32325 32332 32336  32340 32343 32345 32346 32348 32351 32352 32359
## Predicted     105   134 135.5 121.20  84.5  96.5   107 128.3 132.9 126.6 146.7
## cvpred        105   135 135.3 122.57  85.9  97.7   108 129.2 133.9 127.7 146.1
## pm2.5         212    59  98.0 113.00  70.0  78.0    80  89.0 119.0 106.0 116.0
## CV residual   107   -76 -37.3  -9.57 -15.9 -19.7   -28 -40.2 -14.9 -21.7 -30.1
##             32361 32372 32373 32375 32381 32383 32385 32386 32387 32388  32389
## Predicted    92.9 101.0 116.5 127.0 111.3 107.1  80.1  63.4 98.92 96.74 88.405
## cvpred       93.0 100.7 117.4 126.6 111.5 106.7  80.3  63.8 99.31 97.22 90.137
## pm2.5       142.0  17.0  61.0  97.0  39.0  26.0  33.0  36.0 92.00 92.00 91.000
## CV residual  49.0 -83.7 -56.4 -29.6 -72.5 -80.7 -47.3 -27.8 -7.31 -5.22  0.863
##             32391 32393 32400  32407 32410 32412 32416 32420 32423 32431 32438
## Predicted   58.30  55.8 131.9 140.34 117.1  95.3  88.0 128.7 137.5 147.3 148.4
## cvpred      60.16  57.6 132.9 141.22 118.5  95.6  89.4 129.6 138.3 147.6 148.6
## pm2.5       67.00  73.0  98.0 151.00 159.0 153.0 149.0 183.0 213.0  53.0 104.0
## CV residual  6.84  15.4 -34.9   9.78  40.5  57.4  59.6  53.4  74.7 -94.6 -44.6
##             32441 32442 32443 32446  32447 32454  32455 32459 32460 32465 32466
## Predicted   147.4   148 118.5 152.5 110.54 110.5 108.92 118.6  59.2 -38.2 -37.6
## cvpred      146.3   148 118.2 152.7 109.78 109.8 108.27 119.8  59.3 -38.0 -37.4
## pm2.5       135.0   166 170.0 126.0 113.00 121.0 111.00  91.0  83.0  12.0  12.0
## CV residual -11.3    18  51.8 -26.7   3.22  11.2   2.73 -28.8  23.7  50.0  49.4
##             32468 32478 32481 32488 32492 32496 32497 32499 32500 32501 32504
## Predicted    54.9  69.4  52.3  50.1  97.9 121.2 102.3   137   144 145.9 147.8
## cvpred       55.1  69.1  52.9  51.5  98.9 122.1 102.6   137   143 145.2 147.2
## pm2.5        32.0  16.0  15.0  26.0  32.0  40.0  32.0    29    35  64.0  88.0
## CV residual -23.1 -53.1 -37.9 -25.5 -66.9 -82.1 -70.6  -108  -108 -81.2 -59.2
##             32507 32508 32512 32513 32515  32522 32525 32528 32535 32538 32544
## Predicted   112.7 101.3  79.6  77.6 106.6 128.38 92.60 89.35 137.4 136.2 130.9
## cvpred      113.8 101.3  80.7  78.7 107.5 128.06 92.49 89.46 137.4 137.6 131.3
## pm2.5        66.0  62.0  37.0  37.0  50.0 130.00 98.00 85.00  94.0  93.0 116.0
## CV residual -47.8 -39.3 -43.7 -41.7 -57.5   1.94  5.51 -4.46 -43.4 -44.6 -15.3
##             32547 32556 32558  32566 32572 32577  32581  32584 32586  32589
## Predicted    91.1 115.6 110.9 122.61   134  99.8 120.20 105.01 111.3 134.40
## cvpred       91.6 117.6 112.9 124.23   135 100.5 120.28 106.43 112.6 134.19
## pm2.5       132.0 151.0 139.0 121.00   118 120.0 129.00 103.00 124.0 128.00
## CV residual  40.4  33.4  26.1  -3.23   -17  19.5   8.72  -3.43  11.4  -6.19
##              32590 32593 32594 32597 32598  32599 32600 32603 32605 32607 32615
## Predicted   134.96 110.8  99.7   106 100.3 100.87  97.1  39.5 14.03  48.7  98.8
## cvpred      134.77 111.4  99.8   106 100.3 100.92  97.3  40.9 15.59  50.5  99.5
## pm2.5       129.00 153.0 156.0   131 114.0  98.00  87.0  29.0  7.00  12.0  71.0
## CV residual  -5.77  41.6  56.2    25  13.7  -2.92 -10.3 -11.9 -8.59 -38.5 -28.5
##             32617 32621 32628 32632 32633 32634 32638 32639 32640 32642 32644
## Predicted    98.8 136.1  73.8 54.76  54.8  65.1  87.1  90.9 121.6 122.0 136.1
## cvpred       99.5 135.9  74.5 56.62  56.6  66.9  88.7  92.3 121.5 123.2 135.9
## pm2.5        89.0  63.0  51.0 63.00  38.0  37.0  36.0  32.0  35.0  43.0  42.0
## CV residual -10.5 -72.9 -23.5  6.38 -18.6 -29.9 -52.7 -60.3 -86.5 -80.2 -93.9
##             32645  32656  32659  32661 32663 32667 32668 32674 32675 32676
## Predicted   107.2 106.71 120.76 127.05 133.3  99.2 101.4  71.1  69.5  59.1
## cvpred      107.8 108.15 120.86 127.06 133.3  99.2 101.3  71.2  69.7  59.4
## pm2.5        43.0 101.00 120.00 135.00 149.0 158.0 137.0   6.0   8.0   9.0
## CV residual -64.8  -7.15  -0.86   7.94  15.7  58.8  35.7 -65.2 -61.7 -50.4
##             32680 32684 32689 32693 32696 32697 32698 32700 32701 32704 32706
## Predicted    40.5   119 102.4   105  59.7  57.5  35.1 15.43  2.56 -15.5 -13.3
## cvpred       40.9   119 102.4   105  60.2  58.1  36.0 16.31  3.40 -14.8 -12.7
## pm2.5        13.0    17  30.0     9  11.0   9.0  11.0 11.00 11.00   7.0  11.0
## CV residual -27.9  -102 -72.4   -96 -49.2 -49.1 -25.0 -5.31  7.60  21.8  23.7
##             32709 32710 32712 32715 32720 32721 32724 32729 32730 32732 32735
## Predicted   122.5 104.6  75.6  86.6 124.6  53.8 -16.0 13.54  25.6  51.0  92.8
## cvpred      122.4 105.2  75.6  87.2 125.8  54.8 -15.1 15.24  27.1  52.4  93.2
## pm2.5        31.0  36.0  25.0   7.0  27.0  23.0  11.0  8.00  11.0  19.0  26.0
## CV residual -91.4 -69.2 -50.6 -80.2 -98.8 -31.8  26.1 -7.24 -16.1 -33.4 -67.2
##             32739 32740 32744 32745 32753 32758 32765  32768 32773 32775 32776
## Predicted   111.0 111.0 115.7  71.7  51.2 142.8 162.6 132.09  95.5  80.4  90.2
## cvpred      110.5 110.5 115.6  71.8  52.6 143.4 161.3 131.67  96.3  81.3  91.1
## pm2.5        37.0  36.0  27.0  22.0  64.0 107.0 143.0 137.00 161.0 202.0 229.0
## CV residual -73.5 -74.5 -88.6 -49.8  11.4 -36.4 -18.3   5.33  64.7 120.7 137.9
##             32778 32779 32788 32791 32792 32793 32797 32798 32799 32804 32807
## Predicted     101   128 151.5 157.9 156.2   147   112   112   111   143   148
## cvpred        101   128 151.5 156.6 156.2   146   113   112   111   142   147
## pm2.5         254   259 210.0 232.0 238.0   253   265   236   213   262   272
## CV residual   153   131  58.5  75.4  81.8   107   152   124   102   120   125
##             32808 32813 32814 32815 32817 32818 32819 32822 32825 32826 32830
## Predicted     115   104   101   101  91.0  89.4  81.5  76.8  70.6  76.8 125.5
## cvpred        116   104   100   100  91.2  89.7  82.0  77.3  71.1  77.3 125.8
## pm2.5         286   259   233   226 228.0 221.0 211.0 228.0 212.0 219.0 207.0
## CV residual   170   155   133   126 136.8 131.3 129.0 150.7 140.9 141.7  81.2
##             32832 32837 32838 32839  32842  32843 32850 32854 32855 32857 32858
## Predicted   130.2 136.3 129.6 136.3 122.12 115.83 109.9 106.2   135 133.3 134.5
## cvpred      130.4 137.8 129.9 137.8 123.86 117.67 110.2 106.9   135 134.6 134.4
## pm2.5       210.0 228.0 202.0 122.0 120.00 127.00  92.0 200.0   208 173.0 170.0
## CV residual  79.6  90.2  72.1 -15.8  -3.86   9.33 -18.2  93.1    73  38.4  35.6
##             32862 32873 32875 32878 32880 32884 32888 32893 32903 32909 32916
## Predicted    96.2    60 110.2 139.1   139 131.6 102.6 -14.1 136.2 122.1 85.22
## cvpred       96.2    61 110.3 140.4   139 131.7 102.9 -13.1 135.7 122.1 86.88
## pm2.5       136.0    12  13.0  50.0    36  37.0  11.0   6.0  46.0  51.0 94.00
## CV residual  39.8   -49 -97.3 -90.4  -103 -94.7 -91.9  19.1 -89.7 -71.1  7.12
##             32917 32918 32919 32923 32925 32926 32932 32935 32937 32938  32939
## Predicted    86.8 86.28 81.61 112.2 123.2 125.4 144.8 155.4 149.4 128.6 122.31
## cvpred       88.4 87.82 83.14 113.5 124.4 126.4 144.3 155.8 150.1 129.5 123.28
## pm2.5        96.0 95.00 85.00  59.0  58.0  57.0  55.0  63.0  83.0  95.0 119.00
## CV residual   7.6  7.18  1.86 -54.5 -66.4 -69.4 -89.3 -92.8 -67.1 -34.5  -4.28
##             32942 32946 32951 32952 32958 32960 32961 32962 32964 32968 32969
## Predicted   104.5 120.6   143   149   148   148   107   132  99.4  80.0  78.4
## cvpred      105.6 121.5   142   148   147   148   107   133 101.2  82.1  80.6
## pm2.5       159.0 170.0   388   403   282   294   310   322 301.0 250.0 229.0
## CV residual  53.4  48.5   246   255   135   146   203   189 199.8 167.9 148.4
##             32973 32976 32977 32980 32981 32984 32985 32986 32990 32996 32999
## Predicted     100   107   130   142   138 134.8   134 132.1 108.0 126.1 137.0
## cvpred        101   108   132   142   138 136.5   135 132.7 108.8 126.3 137.2
## pm2.5         342   324   353   278   244 197.0   260 229.0 171.0 188.0 205.0
## CV residual   241   216   221   136   106  60.5   125  96.3  62.2  61.7  67.8
##             33000 33002 33003 33007 33014 33016 33017 33018 33019 33020 33021
## Predicted    97.1 110.4 139.2 104.0 -13.8 -13.8 -7.46  62.4  77.4  66.5 58.33
## cvpred       97.5 111.2 139.3 104.3 -11.9 -11.9 -5.67  63.1  78.0  67.2 58.97
## pm2.5       210.0 196.0 192.0 166.0  33.0  15.0 15.00  17.0  24.0  42.0 50.00
## CV residual 112.5  84.8  52.7  61.7  44.9  26.9 20.67 -46.1 -54.0 -25.2 -8.97
##             33024 33029 33031 33033 33034 33048 33049 33052 33053 33054 33057
## Predicted   121.8  90.7 121.7 113.3 100.7 138.7 132.4 148.2   127 156.3 150.3
## cvpred      122.4  91.8 121.9 113.6 101.3 139.3 133.1 148.5   127 155.1 149.4
## pm2.5        77.0  38.0  55.0  43.0  42.0  84.0  97.0  92.0    92  92.0 113.0
## CV residual -45.4 -53.8 -66.9 -70.6 -59.3 -55.3 -36.1 -56.5   -35 -63.1 -36.4
##             33058 33059  33061 33064 33065 33066 33067 33068 33069 33076 33078
## Predicted   115.1 115.1 109.91 116.9  88.0  89.5 108.4 119.4 108.4 115.8 124.2
## cvpred      115.1 115.1 109.84 116.2  88.1  88.9 107.5 119.1 107.5 114.6 122.9
## pm2.5       110.0 114.0 108.00 176.0 177.0 182.0 181.0 197.0 197.0 203.0 200.0
## CV residual  -5.1  -1.1  -1.84  59.8  88.9  93.1  73.5  77.9  89.5  88.4  77.1
##             33080 33084 33086 33092 33095 33096 33100 33101 33103 33104 33109
## Predicted   157.8 23.95 22.33  28.7  53.8  53.8   143   123   148   159  45.8
## cvpred      156.4 23.57 22.06  28.5  53.3  53.3   142   123   147   159  47.1
## pm2.5       205.0 14.00 19.00   9.0   8.0  16.0    19    19    25    30  28.0
## CV residual  48.6 -9.57 -3.06 -19.5 -45.3 -37.3  -123  -104  -122  -129 -19.1
##             33113 33114 33115 33119 33130 33131 33132 33134 33136 33138  33142
## Predicted   53.11  77.6 105.3 139.4  70.1 47.09  20.0  28.0 64.64 80.89 112.91
## cvpred      54.23  77.2 106.3 138.7  70.3 47.58  20.8  29.2 66.13 80.92 112.92
## pm2.5       50.00  64.0  78.0 158.0  57.0 49.00  51.0  47.0 64.00 84.00 106.00
## CV residual -4.23 -13.2 -28.3  19.3 -13.3  1.42  30.2  17.8 -2.13  3.08  -6.92
##             33145 33146 33148 33150 33151 33152 33153 33154 33156 33161 33165
## Predicted    83.4  53.2 107.3  88.4  88.4  86.8  90.9  89.3 118.1 130.0 134.3
## cvpred       83.5  54.0 108.5  89.0  89.0  87.5  91.6  90.1 118.2 131.1 134.1
## pm2.5        96.0  91.0  51.0  33.0  34.0  39.0  45.0  46.0  46.0  76.0  59.0
## CV residual  12.5  37.0 -57.5 -56.0 -55.0 -48.5 -46.6 -44.1 -72.2 -55.1 -75.1
##             33169  33173 33174 33175 33177 33178 33179 33180 33182 33184 33191
## Predicted   138.4  99.03  91.1  95.8  54.1  38.5  26.2  26.8  30.9  21.1  60.4
## cvpred      138.2  99.11  91.4  96.1  55.3  39.9  27.6  28.2  32.3  22.6  61.2
## pm2.5        86.0 103.00  88.0  80.0  39.0  20.0  17.0  14.0  12.0  11.0  28.0
## CV residual -52.2   3.89  -3.4 -16.1 -16.3 -19.9 -10.6 -14.2 -20.3 -11.6 -33.2
##             33192 33193 33194 33197 33200 33201 33205 33206 33207  33208 33212
## Predicted    60.4  66.7  68.9  96.0  93.8  48.2 -15.3  15.2 10.57 12.624  68.7
## cvpred       61.2  67.4  69.5  96.3  94.2  49.3 -14.1  16.2 11.51 14.733  70.4
## pm2.5        21.0  26.0  25.0  10.0  13.0  18.0   9.0  12.0  8.00 15.000  29.0
## CV residual -40.2 -41.4 -44.5 -86.3 -81.2 -31.3  23.1  -4.2 -3.51  0.267 -41.4
##             33219 33220 33223 33225 33227  33228 33230 33231 33232  33239 33243
## Predicted   114.3 109.6  97.3 78.11  19.9  0.719  10.5  1.73  6.26 111.01 140.4
## cvpred      114.8 109.4  97.1 78.42  20.7  1.597  11.3  2.51  8.32 112.46 140.2
## pm2.5        71.0  69.0  41.0 72.00  42.0 46.000  40.0 29.00 34.00 107.00 179.0
## CV residual -43.8 -40.4 -56.1 -6.42  21.3 44.403  28.7 26.49 25.68  -5.46  38.8
##             33246  33247 33249  33250 33252 33253 33255 33256 33258 33261 33262
## Predicted   146.7 151.78 139.1 120.19  91.4  80.4  58.8  50.6  73.0   130 131.4
## cvpred      146.4 152.81 139.2 120.63  93.4  82.6  60.9  52.6  74.8   131 131.4
## pm2.5       163.0 161.00  98.0 113.00 159.0 207.0 148.0 131.0 144.0   175 189.0
## CV residual  16.6   8.19 -41.2  -7.63  65.6 124.4  87.1  78.4  69.2    44  57.6
##             33263 33265 33269 33273 33274 33276 33283 33285 33288 33290 33293
## Predicted     107 138.6   146 138.5  93.0  98.3   122   128   126   126  95.0
## cvpred        108 139.8   146 138.6  94.1  98.9   124   128   127   127  95.2
## pm2.5         206 224.0   282 235.0 225.0 226.0   234   271   277   263 260.0
## CV residual    98  84.2   136  96.4 130.9 127.1   110   143   150   136 164.8
##              33300  33301 33303  33304 33305 33308 33309 33311 33312 33316
## Predicted    0.719 -10.24 -14.9 -10.80 -6.70 19.31  31.9  24.0  42.3  76.3
## cvpred       1.597  -9.28 -14.0  -9.86 -5.75 20.12  32.5  24.8  42.8  77.1
## pm2.5       12.000  12.00  17.0  13.00 12.00 13.00  17.0  13.0  18.0  30.0
## CV residual 10.403  21.28  31.0  22.86 17.75 -7.12 -15.5 -11.8 -24.8 -47.1
##             33320 33321 33324 33327 33328 33335 33340 33343 33345 33348 33349
## Predicted    82.5  55.1  42.5 -15.5 20.32 101.5 145.3   152   135  87.0  68.3
## cvpred       82.6  55.7  43.3 -14.5 21.03 101.5 144.8   151   135  87.5  70.1
## pm2.5        29.0  31.0  18.0  14.0 18.00  55.0 113.0    99    89 115.0 128.0
## CV residual -53.6 -24.7 -25.3  28.5 -3.03 -46.5 -31.8   -52   -46  27.5  57.9
##             33350 33351 33353 33361 33365 33380 33384 33389 33391 33393 33394
## Predicted    59.6  46.7 61.18 114.8 145.7 86.73   115  98.8   108  86.8  61.9
## cvpred       61.3  48.4 62.81 115.2 146.5 86.79   115  98.4   108  86.6  61.8
## pm2.5       110.0  99.0 72.00 146.0 166.0 95.00    95  27.0    21  22.0  27.0
## CV residual  48.7  50.6  9.19  30.8  19.5  8.21   -20 -71.4   -87 -64.6 -34.8
##             33395 33397 33399 33401 33403 33405 33406 33410 33413 33414 33415
## Predicted    41.1 -13.6 -18.2 -26.4  37.1 27.21  38.2  39.3  47.8  45.6   108
## cvpred       41.2 -13.4 -18.1 -26.3  38.3 27.39  38.3  39.4  47.7  45.6   108
## pm2.5        26.0  18.0  15.0  21.0  27.0 25.00  18.0   9.0  13.0  12.0    14
## CV residual -15.2  31.4  33.1  47.3 -11.3 -2.39 -20.3 -30.4 -34.7 -33.6   -94
##             33416 33417 33420  33430 33434 33435 33438 33439 33440 33445 33447
## Predicted     129  89.9 11.67 36.551  51.6  57.9  85.5  72.9  56.3 -7.19  29.6
## cvpred        129  89.9 12.48 37.198  52.2  58.4  85.8  73.4  56.9 -6.11  30.4
## pm2.5          21  25.0 17.00 38.000  42.0  40.0  41.0  36.0  36.0 26.00  26.0
## CV residual  -108 -64.9  4.52  0.802 -10.2 -18.4 -44.8 -37.4 -20.9 32.11  -4.4
##             33449 33451 33452 33454 33455 33460 33461 33466 33467 33471 33476
## Predicted   -3.95 104.6  12.7  60.6 127.5  94.2 106.8  50.2  24.7 51.07 127.2
## cvpred      -3.09 104.6  13.4  60.8 127.3  93.9 106.3  50.5  25.2 52.57 126.6
## pm2.5       23.00  36.0 100.0  73.0  92.0  39.0  42.0  38.0  38.0 62.00  91.0
## CV residual 26.09 -68.6  86.6  12.2 -35.3 -54.9 -64.3 -12.5  12.8  9.43 -35.6
##               33477 33482 33484 33485 33486 33490 33492 33493 33494 33495 33497
## Predicted   127.602 125.1 161.9 164.0 133.6 147.4 107.4   101  95.9  96.4   100
## cvpred      128.307 124.8 160.6 162.7 133.1 146.6 106.9   100  95.5  97.2   101
## pm2.5       129.000 165.0 199.0 196.0 144.0 127.0 197.0   222 245.0 241.0   243
## CV residual   0.693  40.2  38.4  33.3  10.9 -19.6  90.1   122 149.5 143.8   142
##             33500 33504 33505 33509 33512 33513 33520 33521 33525 33529 33535
## Predicted     144   130   118   120   120   110  95.0   105   126   107   149
## cvpred        143   130   117   119   119   109  96.2   106   127   107   149
## pm2.5         295   385   407   270   273   269 270.0   292   393   367    17
## CV residual   152   255   290   151   154   160 173.8   186   266   260  -132
##             33537 33539 33541 33546 33548 33550 33557 33559 33562 33565 33568
## Predicted    58.2  23.2 -2.53  58.3 104.1  98.8 104.4 121.7  75.4  66.3  67.8
## cvpred       58.9  24.4 -1.43  60.1 104.3 100.3 104.4 122.2  76.0  67.1  69.7
## pm2.5        24.0  14.0  7.00  17.0  35.0  46.0 135.0  46.0  37.0  51.0 111.0
## CV residual -34.9 -10.4  8.43 -43.1 -69.3 -54.3  30.6 -76.2 -39.0 -16.1  41.3
##               33571 33572 33574 33576 33578 33581  33584 33587 33588 33591
## Predicted   123.716 127.8 139.2 112.1 145.1 109.6 110.12  58.2  40.9  71.5
## cvpred      123.724 127.8 140.4 112.7 144.9 109.4 109.98  58.9  41.8  72.1
## pm2.5       124.000 160.0 156.0 136.0 187.0 135.0 118.00 112.0 126.0 131.0
## CV residual   0.276  32.2  15.6  23.3  42.1  25.6   8.02  53.1  84.2  58.9
##             33593 33598 33599 33602 33604 33610 33624 33638 33639 33640 33649
## Predicted    88.6   142   115   150   147   106 141.5   117   111   113   149
## cvpred       90.3   143   115   151   147   107 141.2   118   112   114   148
## pm2.5       151.0   211   229   289   299   139 205.0   388   329   310   334
## CV residual  60.7    68   114   138   152    32  63.8   270   217   196   186
##             33653 33655 33656 33657  33659 33664 33671 33676 33677 33679 33685
## Predicted    73.1  99.0  48.8  40.9  9.978 -23.1  51.9   134  98.1  88.3 -6.34
## cvpred       73.0  98.9  48.9  41.2 10.752 -22.2  52.3   134  98.2  88.4 -5.03
## pm2.5        52.0  12.0  14.0  12.0 11.000  10.0  11.0    26  27.0  46.0 32.00
## CV residual -21.0 -86.9 -34.9 -29.2  0.248  32.2 -41.3  -108 -71.2 -42.4 37.03
##             33690 33691 33696 33697 33698 33700 33703 33705 33710 33714 33716
## Predicted    53.1  79.7 117.6 100.9 102.5  97.8 132.4   132  99.5 121.9   139
## cvpred       54.8  79.9 118.7 101.3 102.8  98.2 131.9   133  99.2 121.3   138
## pm2.5        33.0  46.0 129.0 158.0 178.0 223.0 142.0   151 183.0 190.0   254
## CV residual -21.8 -33.9  10.3  56.7  75.2 124.8  10.1    18  83.8  68.7   116
##             33722 33723 33725 33727 33732 33737 33750 33751 33752  33756 33757
## Predicted     122 164.0   128 173.6 104.4 -36.4  47.4 108.1 101.5 -0.436  33.0
## cvpred        121 162.7   127 171.9 103.8 -36.7  47.0 107.3 100.6 -0.437  34.2
## pm2.5         270 247.0   263 238.0 173.0  15.0   8.0  15.0  15.0 18.000  24.0
## CV residual   149  84.3   136  66.1  69.2  51.7 -39.0 -92.3 -85.6 18.437 -10.2
##             33758 33762 33763 33766 33771  33775 33776  33777 33778 33779 33780
## Predicted   30.55  75.4  81.9 127.7 149.1 161.64 121.8 128.98  90.6  63.5  94.7
## cvpred      31.58  75.8  82.5 126.7 147.9 160.31 120.6 128.63  90.2  63.3  94.2
## pm2.5       27.00  51.0  56.0 108.0 188.0 151.00 138.0 121.00 123.0 110.0 109.0
## CV residual -4.58 -24.8 -26.5 -18.7  40.1  -9.31  17.4  -7.63  32.8  46.7  14.8
##             33792 33795 33802 33805 33808 33809 33810 33811 33812 33813 33815
## Predicted   134.0   103  78.3  36.2  20.4  18.2 29.12 4.807 -6.64  4.31 -2.76
## cvpred      133.4   102  78.3  36.5  21.3  18.5 29.41 5.264 -5.98  4.90 -2.16
## pm2.5       173.0   160 175.0 118.0  46.0  32.0 20.00 6.000  6.00  7.00  8.00
## CV residual  39.6    58  96.7  81.5  24.7  13.5 -9.41 0.736 11.98  2.10 10.16
##             33817  33824 33825 33829 33830 33834 33837 33841 33842 33844 33845
## Predicted   -32.2 -0.799 -8.71 -46.5 -44.9   -28  1.82  68.1  64.0  66.4  58.2
## cvpred      -31.8 -0.812 -8.52 -46.4 -44.8   -28  1.86  68.0  63.8  66.4  58.2
## pm2.5         8.0  8.000  9.00   5.0   6.0    17 72.00  14.0  25.0  23.0  21.0
## CV residual  39.8  8.812 17.52  51.4  50.8    45 70.14 -54.0 -38.8 -43.4 -37.2
##             33847   33850 33851 33852 33860 33864 33866 33867 33868 33869 33875
## Predicted    91.0 22.4095 -12.9 -21.6  84.5 134.4 142.8   112 151.0 113.4  33.4
## cvpred       90.7 23.0647 -12.0 -20.8  85.3 133.7 141.9   111 150.2 112.6  34.5
## pm2.5        15.0 23.0000  27.0  20.0  66.0  98.0 125.0   123 135.0 150.0  45.0
## CV residual -75.7 -0.0647  39.0  40.8 -19.3 -35.7 -16.9    12 -15.2  37.4  10.5
##             33876 33877 33878  33880 33882 33887 33890 33893 33895 33901 33903
## Predicted    22.4  36.2 -8.34 14.709  68.7 115.9 130.4   150 116.3 123.6   116
## cvpred       23.6  36.7 -7.70 15.713  68.6 116.8 131.2   149 115.5 123.1   116
## pm2.5        38.0  18.0 25.00 15.000  17.0  73.0  90.0   123 132.0 189.0   216
## CV residual  14.4 -18.7 32.70 -0.713 -51.6 -43.8 -41.2   -26  16.5  65.9   100
##             33908 33909 33912 33916  33917 33922  33925 33935 33936  33944
## Predicted     150   156   106   110 120.63 31.79 -0.231 77.83  43.8 167.08
## cvpred        149   155   105   109 119.48 31.42 -0.585 78.43  43.2 165.43
## pm2.5         283   261   252   235 114.00 23.00 24.000 72.00  78.0 164.00
## CV residual   134   106   147   126  -5.48 -8.42 24.585 -6.43  34.8  -1.43
##             33950 33955 33959 33962 33964 33966 33970 33974 33975 33982 33983
## Predicted    32.7  57.3 142.6   106   144 66.41 28.75  1.96 -3.77  32.4  32.4
## cvpred       33.5  57.7 142.2   104   142 65.21 28.24  1.50 -4.12  32.2  32.2
## pm2.5        67.0  80.0 116.0   216   188 71.00 32.00 10.00 13.00   5.0   8.0
## CV residual  33.5  22.3 -26.2   112    46  5.79  3.76  8.50 17.12 -27.2 -24.2
##             33984 33987 33990 33992 33993 33995 33999  34000 34002 34010 34011
## Predicted    38.2 131.6   156  94.5  74.0  9.46 -14.1  -9.98  3.45  54.3  58.4
## cvpred       37.8 130.5   155  93.5  73.4  9.51 -14.2 -10.10  3.38  54.0  58.1
## pm2.5        11.0  37.0    12  12.0   9.0  8.00  12.0  11.00  9.00  13.0  17.0
## CV residual -26.8 -93.5  -143 -81.5 -64.4 -1.51  26.2  21.10  5.62 -41.0 -41.1
##             34014 34017 34019 34021 34025 34034 34041 34043 34044 34045 34051
## Predicted    35.2  23.7 11.15 -3.90 -4.75  64.0  69.7  46.8 20.69 16.03 101.1
## cvpred       34.9  23.6 11.23 -3.76 -4.84  64.1  69.7  47.0 20.45 15.77 101.4
## pm2.5         6.0  12.0  9.00  7.00  9.00  14.0  17.0  22.0 15.00 20.00  71.0
## CV residual -28.9 -11.6 -2.23 10.76 13.84 -50.1 -52.7 -25.0 -5.45  4.23 -30.4
##             34058 34063 34071 34072 34074 34078 34079 34081 34083 34085 34086
## Predicted    96.1 117.2 25.09  53.9  70.6   101 109.9  93.1 116.1   110 103.5
## cvpred       95.0 115.7 25.58  53.7  70.2   101 109.7  92.5 115.2   109 102.8
## pm2.5       138.0  57.0 20.00  20.0  30.0   121 131.0 174.0 205.0   154  83.0
## CV residual  43.0 -58.7 -5.58 -33.7 -40.2    20  21.3  81.5  89.8    45 -19.8
##              34088 34089 34093 34094 34095 34096 34097 34100 34102 34104 34105
## Predicted   120.20 145.9 55.64  13.3  8.62 48.50 54.79  78.5   129   115 139.6
## cvpred      119.33 145.1 55.83  13.5  8.86 48.55 54.74  79.7   128   115 138.9
## pm2.5       128.00 161.0 63.00  54.0 61.00 43.00 50.00 141.0   206   226 232.0
## CV residual   8.67  15.9  7.17  40.5 52.14 -5.55 -4.74  61.3    78   111  93.1
##             34109 34111 34112 34113 34114 34117 34125 34127 34128 34129 34132
## Predicted   108.2   110  99.7 105.4  70.5 65.18   100   137   150   123   124
## cvpred      107.5   109  99.2 104.9  70.3 65.05   101   136   148   123   123
## pm2.5       163.0    69  54.0  57.0  58.0 63.00   323   352   365   383   387
## CV residual  55.5   -40 -45.2 -47.9 -12.3 -2.05   222   216   217   260   264
##             34134 34141 34148 34151 34152 34160 34168 34169 34172 34174 34177
## Predicted     122  44.2   106   138   138  99.0  24.3  52.0  91.3  43.4  56.9
## cvpred        121  44.5   106   137   137  97.8  23.0  51.1  89.5  42.1  55.5
## pm2.5         280 145.0   267   256   218  41.0  71.0  79.0  69.0  70.0  15.0
## CV residual   159 100.5   161   119    81 -56.8  48.0  27.9 -20.5  27.9 -40.5
##             34184 34189 34202 34206 34209 34212 34213 34220 34224 34226 34232
## Predicted    58.6  35.6   150 122.8 107.0  57.4 10.71 10.77  45.8  48.0    47
## cvpred       57.3  34.6   148 120.7 105.3  56.3  9.85  9.63  44.8  46.9    46
## pm2.5        16.0  16.0    61  32.0  21.0  16.0 13.00 19.00   7.0   5.0     7
## CV residual -41.3 -18.6   -87 -88.7 -84.3 -40.3  3.15  9.37 -37.8 -41.9   -39
##             34233 34235 34238 34241 34244 34249 34251 34253 34254 34258 34260
## Predicted    42.9  24.6 19.90 15.80 20.46  21.0  37.1  37.1  36.6 16.08 -21.7
## cvpred       41.8  23.8 19.14 15.03 19.72  20.3  36.2  36.2  35.6 15.54 -22.1
## pm2.5         5.0   5.0 12.00 12.00 10.00   6.0   2.0   4.0   4.0 10.00   9.0
## CV residual -36.8 -18.8 -7.14 -3.03 -9.72 -14.3 -34.2 -32.2 -31.6 -5.54  31.1
##             34262 34263 34266 34267 34268 34271 34272 34279 34290 34296 34300
## Predicted   -20.6 -27.5 -2.85  13.5  17.6  21.7  21.7  98.0 48.28 122.8 106.7
## cvpred      -21.1 -27.9 -3.26  13.2  17.3  21.4  21.4  96.6 48.58 121.1 105.2
## pm2.5         9.0  23.0 10.00  33.0  59.0  88.0  94.0  19.0 56.00  90.0  61.0
## CV residual  30.1  50.9 13.26  19.8  41.7  66.6  72.6 -77.6  7.42 -31.1 -44.2
##             34301 34307  34309 34312 34318 34319 34320 34325 34327 34336 34338
## Predicted   106.7  9.17  0.694  5.15  93.9  87.8  71.0 137.1 116.1 -11.1  62.0
## cvpred      105.2  9.00  0.714  5.61  93.1  87.7  70.4 135.9 114.8 -11.3  62.6
## pm2.5        34.0 25.00 15.000 16.00  56.0  36.0  26.0  57.0  90.0  62.0  80.0
## CV residual -71.2 16.00 14.286 10.39 -37.1 -51.7 -44.4 -78.9 -24.8  73.3  17.4
##             34342 34343 34348 34350 34355 34356 34361 34364 34365 34368 34369
## Predicted   126.6  84.6 119.8 127.7  56.7 75.76  50.2 102.7   126 128.3  80.5
## cvpred      125.4  83.6 118.2 125.9  55.7 74.77  50.6 101.8   126 126.9  79.5
## pm2.5       154.0 135.0 138.0  84.0  76.0 77.00  93.0 190.0   197 226.0 233.0
## CV residual  28.6  51.4  19.8 -41.9  20.3  2.23  42.4  88.2    71  99.1 153.5
##             34370 34371 34374 34376 34383 34388 34391 34397 34405 34406 34411
## Predicted   101.0 111.9 105.6 143.9 -7.29  7.48  70.5 161.6  30.0  25.3 106.4
## cvpred       99.6 110.5 104.3 142.4 -7.21  7.27  71.3 159.9  30.1  25.4 105.1
## pm2.5       225.0 159.0  73.0  74.0 30.00 74.00 159.0 185.0  73.0  68.0  69.0
## CV residual 125.4  48.5 -31.3 -68.4 37.21 66.73  87.7  25.1  42.9  42.6 -36.1
##              34418 34421 34422 34427 34430 34431 34433 34434 34435 34437 34447
## Predicted   126.37 60.63  62.7  8.40  16.4 11.73  51.1  71.9  94.4  84.5 119.8
## cvpred      125.29 60.67  62.0  8.57  17.0 12.31  51.9  72.5  93.5  84.9 118.2
## pm2.5       122.00 70.00  33.0 25.00  10.0 11.00  13.0  17.0  32.0  42.0 163.0
## CV residual  -3.29  9.33 -29.0 16.43  -7.0 -1.31 -38.9 -55.5 -61.5 -42.9  44.8
##             34452 34453 34457 34458 34465 34466 34467 34469 34471 34473 34474
## Predicted   103.1  48.2  91.5   100   168   132   174   136 172.0   131 115.7
## cvpred      102.1  47.4  91.8   101   168   130   172   135 170.2   129 114.5
## pm2.5       135.0 159.0 246.0   224   330   407   430   343 244.0   172 156.0
## CV residual  32.9 111.6 154.2   123   162   277   258   208  73.8    43  41.5
##             34475 34478 34480 34487 34488 34490 34491 34492 34494 34496 34499
## Predicted   135.1   132   133   170   161   157   157   157   157   119   110
## cvpred      134.1   133   133   168   160   157   157   156   156   118   109
## pm2.5       166.0   290   392   480   424   403   403   389   432   403   354
## CV residual  31.9   157   259   312   264   246   246   233   276   285   245
##             34501 34503  34505 34518 34524 34529 34532 34536 34544 34545 34546
## Predicted    96.1  36.9 12.912  49.4  26.4  20.9  88.5  98.0 117.4   151 119.9
## cvpred       96.0  36.5 12.384  48.8  26.1  20.3  88.1  96.6 115.6   149 118.9
## pm2.5       266.0 184.0 13.000   8.0  11.0  10.0  19.0  58.0  41.0    29  32.0
## CV residual 170.0 147.5  0.616 -40.8 -15.1 -10.3 -69.1 -38.6 -74.6  -120 -86.9
##             34549 34553 34556 34558 34560 34561 34570 34576 34578 34579 34580
## Predicted    39.4  21.4  37.8  44.1  42.5  52.9  98.4 12.05 22.44  87.8  92.3
## cvpred       38.2  20.2  36.9  43.1  41.6  51.9  98.3 10.86 21.16  86.1  92.0
## pm2.5        24.0   9.0  13.0   7.0  13.0   9.0  10.0 17.00 31.00  34.0  40.0
## CV residual -14.2 -11.2 -23.9 -36.1 -28.6 -42.9 -88.3  6.14  9.84 -52.1 -52.0
##             34582 34583 34586 34590 34594 34608 34611 34613 34615 34617 34620
## Predicted   65.20 100.3 139.4   126  29.9 136.2 129.9 138.2 105.2 132.8  65.8
## cvpred      64.26  98.5 137.2   123  28.7 135.7 129.5 136.6 103.7 131.5  65.0
## pm2.5       55.00  76.0  47.0    14  11.0  38.0  48.0  39.0  51.0  92.0  30.0
## CV residual -9.26 -22.5 -90.2  -109 -17.7 -97.7 -81.5 -97.6 -52.7 -39.5 -35.0
##              34621 34623 34628 34642 34644 34647 34650 34651 34653 34654 34659
## Predicted   57.027 52.23  77.1 100.7 17.58 -2.14  15.1  50.4 106.6  88.3 105.8
## cvpred      56.162 52.61  76.4 101.3 17.92 -1.75  15.3  50.3 105.7  87.7 105.3
## pm2.5       57.000 49.00 144.0  41.0 25.00 17.00 117.0 125.0  92.0  51.0  48.0
## CV residual  0.838 -3.61  67.6 -60.3  7.08 18.75 101.7  74.7 -13.7 -36.7 -57.3
##             34662 34664 34668 34670 34673 34676 34678 34680 34684 34686 34687
## Predicted    64.0  58.4 -1.85 30.90 41.16 104.3 110.2  87.6  99.0 109.1 106.6
## cvpred       63.6  58.7 -1.31 31.09 42.53 105.4 109.9  88.1  98.6 108.4 105.8
## pm2.5        16.0  15.0 39.00 25.00 48.00  60.0  86.0 163.0 262.0  90.0  73.0
## CV residual -47.6 -43.7 40.31 -6.09  5.47 -45.4 -23.9  74.9 163.4 -18.4 -32.8
##             34691 34696 34700 34701 34707 34710 34711 34712 34713 34715 34716
## Predicted   120.0  83.2 122.7   131  91.6  85.3  88.4  65.7  64.1  50.2  43.9
## cvpred      119.7  84.1 122.1   130  91.2  85.0  88.9  66.3  64.8  50.9  44.7
## pm2.5        84.0 156.0 210.0   247 302.0 192.0 127.0  89.0  40.0  26.0  20.0
## CV residual -35.7  71.9  87.9   117 210.8 107.0  38.1  22.7 -24.8 -24.9 -24.7
##             34718 34721 34723 34729 34734 34737 34740  34741 34744 34745 34747
## Predicted    45.5  43.0  73.1  68.6  88.1  71.2  41.3 19.703  71.2  89.8 112.7
## cvpred       46.3  43.7  73.6  69.2  87.5  70.9  41.4 19.732  71.9  90.4 113.1
## pm2.5        24.0  26.0  39.0  12.0  12.0  12.0  17.0 19.000  55.0  59.0  91.0
## CV residual -22.3 -17.7 -34.6 -57.2 -75.5 -58.9 -24.4 -0.732 -16.9 -31.4 -22.1
##             34750 34751 34752 34753 34755 34757 34761 34762 34764 34767 34772
## Predicted   111.1 137.7  93.8 106.3 112.6 104.4  99.1  91.2  68.2  54.2  90.6
## cvpred      110.7 136.7  92.9 105.3 111.5 103.2  98.9  91.1  68.4  54.4  91.5
## pm2.5       123.0 162.0 214.0 160.0  18.0   8.0  16.0  23.0  31.0  23.0  48.0
## CV residual  12.3  25.3 121.1  54.7 -93.5 -95.2 -82.9 -68.1 -37.4 -31.4 -43.5
##              34776 34777 34780 34781 34783 34787 34793 34798  34799 34800 34808
## Predicted   103.09  92.7 103.7 107.8 101.5  63.0  35.7  71.4 67.710  70.5  90.3
## cvpred      102.24  91.9 102.8 106.9 100.7  63.8  36.5  71.4 68.525  71.2  90.0
## pm2.5       107.00 152.0  23.0  17.0  29.0  29.0  24.0  38.0 68.000  46.0  28.0
## CV residual   4.76  60.1 -79.8 -89.9 -71.7 -34.8 -12.5 -33.4 -0.525 -25.2 -62.0
##             34810 34811 34814 34819 34821 34822 34823 34824 34828 34830 34834
## Predicted    65.4  55.7  18.4  99.7   104   108   127  93.3  99.6 109.7 103.7
## cvpred       65.7  56.7  18.7 100.8   105   108   126  93.0  99.2 108.9 103.3
## pm2.5        34.0  41.0  36.0 128.0   242   247   242 240.0 178.0 155.0  65.0
## CV residual -31.7 -15.7  17.3  27.2   137   139   116 147.0  78.8  46.1 -38.3
##             34835 34845 34846 34854  34856 34859 34862 34863 34868 34869 34871
## Predicted   124.7   115   150 108.5 112.92  41.1 31.81  21.4  99.7   112 127.2
## cvpred      124.4   115   150 107.8 111.97  42.1 32.71  22.4 100.8   112 126.9
## pm2.5        52.0   325   348 139.0 104.00  98.0 34.00  36.0 121.0   168 196.0
## CV residual -72.4   210   198  31.2  -7.97  55.9  1.29  13.6  20.2    56  69.1
##             34874 34875 34878 34879 34882 34888 34896 34898 34902 34907 34908
## Predicted     134   109   148   126   101   113   156   122   130   111  92.1
## cvpred        135   109   148   126   101   113   156   122   129   111  91.6
## pm2.5         273   334   426   377   282   337   267   297   281   267 282.0
## CV residual   138   225   278   251   181   224   111   175   152   156 190.4
##             34909 34916 34926 34927 34928 34933  34936 34940 34947 34957  34958
## Predicted    72.4  23.0  58.3  52.6  52.6  2.53 -0.510  22.7  41.6  37.4 26.762
## cvpred       71.9  22.8  58.0  52.4  52.4  2.87 -0.304  22.9  41.5  37.2 26.357
## pm2.5       295.0  36.0  13.0  13.0  11.0 18.00 16.000  17.0  16.0  23.0 27.000
## CV residual 223.1  13.2 -45.0 -39.4 -41.4 15.13 16.304  -5.9 -25.5 -14.2  0.643
##             34959 34961 34963 34970 34973 34974 34979 34981 34982 34992 34996
## Predicted   22.10  74.0 103.4  73.5  79.8  65.3  43.4  32.5 13.04  26.7  38.1
## cvpred      21.67  73.2 103.7  72.6  78.8  64.4  42.9  32.0 12.37  25.7  36.9
## pm2.5       18.00  20.0  30.0  21.0  14.0  17.0  17.0  11.0 11.00  48.0  77.0
## CV residual -3.67 -53.2 -73.7 -51.6 -64.8 -47.4 -25.9 -21.0 -1.37  22.3  40.1
##             35002 35007 35010 35032 35039 35041 35046 35049 35050 35052 35053
## Predicted   123.5  44.2  63.0 11.19  89.0 129.8 164.6  43.4  35.5  29.2  22.4
## cvpred      123.1  44.0  62.6  9.77  88.3 127.3 162.9  41.6  33.9  27.7  20.9
## pm2.5        77.0  32.0  43.0 25.00  72.0  84.0 113.0  61.0  50.0  41.0  34.0
## CV residual -46.1 -12.0 -19.6 15.23 -16.3 -43.3 -49.9  19.4  16.1  13.3  13.1
##             35055 35060 35062 35067 35069 35076 35077 35078 35085 35090 35092
## Predicted   19.89 29.22 19.39  31.4 100.0  17.5 15.31  6.54 108.7 157.2 117.4
## cvpred      18.35 27.72 17.99  29.8  97.8  16.4 14.32  5.53 108.4 155.3 115.6
## pm2.5       22.00 22.00 23.00  65.0  79.0  32.0 23.00 28.00  62.0 170.0 174.0
## CV residual  3.65 -5.72  5.01  35.2 -18.8  15.6  8.68 22.47 -46.4  14.7  58.4
##             35096 35099 35100 35101 35102 35103 35106 35111 35112 35113 35114
## Predicted   145.4  96.9 121.7 117.0 103.6   105 124.1   129   121   106 139.7
## cvpred      144.2  95.9 120.6 115.9 102.4   104 122.5   128   119   105 138.1
## pm2.5       187.0 108.0 102.0  95.0 127.0   125 165.0   242   269   264 220.0
## CV residual  42.8  12.1 -18.6 -20.9  24.6    21  42.5   114   150   159  81.9
##             35117 35118 35119 35121 35126 35129 35130 35131 35133 35139 35142
## Predicted     115 109.2 126.4  92.0 10.23  63.1  74.1  86.2 101.3 155.4 166.1
## cvpred        114 107.8 124.8  90.9  9.94  63.7  74.6  85.3 100.3 154.3 164.7
## pm2.5          34  35.0  45.0  43.0 29.00  25.0  31.0  43.0  50.0  89.0  75.0
## CV residual   -80 -72.8 -79.8 -47.9 19.06 -38.7 -43.6 -42.3 -50.3 -65.3 -89.7
##             35143 35144 35149 35152 35162 35171 35172 35176 35179 35183 35184
## Predicted   172.4 168.4   121 138.4 133.3  90.9  49.4  45.1 104.2 138.1 146.9
## cvpred      170.9 168.4   121 137.1 131.6  90.4  49.2  45.3 104.6 138.6 147.4
## pm2.5        80.0  86.0   173 209.0 183.0 117.0 128.0  28.0  46.0 112.0 125.0
## CV residual -90.9 -82.4    52  71.9  51.4  26.6  78.8 -17.3 -58.6 -26.6 -22.4
##             35186  35187 35192 35196  35197  35202  35203 35205 35213 35219
## Predicted     159 152.47   155 152.3 153.96 153.11 157.48 157.8   126  87.7
## cvpred        158 151.82   155 152.9 154.46 153.37 157.55 158.1   125  87.4
## pm2.5         126 153.00   126 123.0 150.00 156.00 158.00 171.0   256 182.0
## CV residual   -32   1.18   -29 -29.9  -4.46   2.63   0.45  12.9   131  94.6
##             35223 35224 35226 35227 35229 35230 35235 35238 35243 35245 35251
## Predicted   44.02 32.99 36.03 36.03  51.9  39.9  57.7  77.5  44.4  2.24 24.64
## cvpred      44.38 32.78 35.95 35.95  51.6  39.8  57.4  77.8  44.6  2.36 24.48
## pm2.5       48.00 38.00 27.00 33.00  29.0  24.0   9.0  13.0  21.0 22.00 21.00
## CV residual  3.62  5.22 -8.95 -2.95 -22.6 -15.8 -48.4 -64.8 -23.6 19.64 -3.48
##             35255 35256 35258 35262 35264 35267 35269 35273 35276 35278 35279
## Predicted    73.1 103.0  87.3  49.8  72.8 27.69  5.49 -20.5  82.1  82.1 101.1
## cvpred       72.5 103.6  86.4  49.3  72.0 27.65  5.38 -20.9  82.7  82.7 100.2
## pm2.5        23.0  53.0  52.0  13.0  14.0 23.00 17.00  27.0  59.0  58.0  66.0
## CV residual -49.5 -50.6 -34.4 -36.3 -58.0 -4.65 11.62  47.9 -23.7 -24.7 -34.2
##             35283 35288 35291 35292 35309 35310 35324 35339 35342 35346 35347
## Predicted   107.2   109 101.4  78.5  97.1 151.5  75.0 14.63 -9.48  32.0 42.85
## cvpred      105.9   108 100.7  78.0  96.1 150.2  75.9 15.34 -8.95  32.2 44.26
## pm2.5        91.0    47  47.0  61.0 234.0 221.0 244.0 22.00 14.00  19.0 40.00
## CV residual -14.9   -61 -53.7 -17.0 137.9  70.8 168.1  6.66 22.95 -13.2 -4.26
##             35348 35349 35352 35353 35355  35360  35361  35363 35371 35378
## Predicted    53.2  77.7  92.9 135.6 131.5 109.95 120.98 109.91  94.0  91.1
## cvpred       54.6  77.6  92.9 134.8 130.7 109.01 120.61 109.43  93.4  90.4
## pm2.5        37.0  42.0  57.0  57.0  96.0 106.00 112.00 117.00 119.0 159.0
## CV residual -17.6 -35.6 -35.9 -77.8 -34.7  -3.01  -8.61   7.57  25.6  68.6
##             35379 35388 35389  35395 35397 35399 35401 35402 35403 35406 35407
## Predicted    93.3  78.0  54.7 93.390 86.67 131.0 149.3   112  99.6 147.6   145
## cvpred       92.5  78.1  54.9 94.566 86.66 130.5 148.6   111  99.2 146.6   144
## pm2.5       124.0 199.0 168.0 94.000 92.00 109.0 123.0   122 172.0 158.0   103
## CV residual  31.5 120.9 113.1 -0.566  5.34 -21.5 -25.6    11  72.8  11.4   -41
##             35409 35410 35414 35418 35428 35429 35433 35435 35440 35445 35447
## Predicted    88.9 76.31 41.78  60.2   154   130   125   155  75.8   146   154
## cvpred       88.3 75.94 41.76  61.0   153   129   125   154  76.8   146   155
## pm2.5        70.0 67.00 51.00  88.0   651   671   477   490 286.0   437   320
## CV residual -18.3 -8.94  9.24  27.0   498   542   352   336 209.2   291   165
##             35448 35450 35452 35453 35454 35455 35456 35457   35461 35463 35465
## Predicted     152   154   146 133.8 140.1 140.1 138.0 138.5 113.327  78.7  6.00
## cvpred        153   155   147 134.6 140.8 140.8 137.6 139.3 114.535  78.7  6.19
## pm2.5         346   297   250 170.0 103.0  79.0  73.0  74.0 115.000  67.0 12.00
## CV residual   193   142   103  35.4 -37.8 -61.8 -64.6 -65.3   0.465 -11.7  5.81
##             35466 35468 35470 35478 35479 35481 35485 35496 35500 35506 35508
## Predicted    8.18  12.8  11.2  95.5 114.4  82.9  43.5 129.7 146.9 153.8 113.4
## cvpred       8.28  13.0  11.4  95.8 114.4  82.6  43.9 130.5 147.4 152.8 112.6
## pm2.5       10.00 238.0 384.0  23.0  19.0  33.0  56.0 178.0 114.0 137.0 145.0
## CV residual  1.72 225.0 372.6 -72.8 -95.4 -49.6  12.1  47.5 -33.4 -15.8  32.4
##             35509 35511 35515 35525 35528 35529 35530 35531 35536 35537 35545
## Predicted   139.8 124.3 133.2  50.8  53.3  51.6  45.4  29.2  3.80  6.27  47.6
## cvpred      138.8 124.4 132.1  50.0  52.6  51.1  44.9  29.0  3.66  6.25  47.6
## pm2.5       185.0 205.0 202.0  10.0  10.0  11.0  11.0  10.0 14.00  9.00  11.0
## CV residual  46.2  80.6  69.9 -40.0 -42.6 -40.1 -33.9 -19.0 10.34  2.75 -36.6
##             35546 35550 35551 35557 35558 35561 35562 35568 35570 35572 35573
## Predicted    53.9  63.0  60.8  47.6 -3.26 48.21  52.3  97.1 100.9 106.5 114.5
## cvpred       53.8  62.7  60.6  47.6 -2.97 49.16  53.3  96.6 100.2 105.1 112.8
## pm2.5        10.0  13.0  18.0  23.0 23.00 48.00  66.0 113.0 137.0 190.0 175.0
## CV residual -43.8 -49.7 -42.6 -24.6 25.97 -1.16  12.7  16.4  36.8  84.9  62.2
##             35576 35581 35589 35592 35595 35596 35599 35601 35602 35603 35605
## Predicted   116.6  78.6 123.8   147   162   162   132   119 161.1   140   112
## cvpred      114.9  77.6 123.6   146   160   160   130   117 158.9   138   110
## pm2.5       101.0 117.0 213.0   264   356   366   294   219 221.0   245   240
## CV residual -13.9  39.4  89.4   118   196   206   164   102  62.1   107   130
##             35606 35608 35609 35611 35618 35619 35624 35625 35627 35636 35643
## Predicted    84.8   113   115   146   116   122 155.8 155.8  85.1 -2.01 111.4
## cvpred       83.7   111   113   144   114   120 153.6 153.6  83.5 -2.11 110.1
## pm2.5       235.0   238   243   310   312   316 233.0 241.0 214.0 48.00  53.0
## CV residual 151.3   127   130   166   198   196  79.4  87.4 130.5 50.11 -57.1
##             35650 35653 35655 35658 35660 35669 35676 35680 35684 35689 35690
## Predicted   10.87  9.89  3.31  43.5  47.8   135 109.2   102 124.4 166.2 174.2
## cvpred      10.72 10.51  3.80  44.5  47.5   136 110.4   103 124.6 165.7 172.3
## pm2.5       15.00 15.00 14.00  16.0  33.0    23  35.0    65  88.0 122.0 116.0
## CV residual  4.28  4.49 10.20 -28.5 -14.5  -113 -75.4   -38 -36.6 -43.7 -56.3
##             35692 35694 35695 35699 35701 35703 35705 35707  35711 35713 35726
## Predicted   178.0 141.4 143.6 118.1  76.6  53.0  51.4  7.46  -9.92  26.8  90.6
## cvpred      175.9 139.2 141.3 116.4  75.2  51.9  50.4  6.83 -10.33  27.1  91.7
## pm2.5       120.0 108.0 110.0 149.0 136.0 161.0 167.0 19.00  10.00  11.0  65.0
## CV residual -55.9 -31.2 -31.3  32.6  60.8 109.1 116.6 12.17  20.33 -16.1 -26.7
##             35732 35733 35735 35736 35737 35738 35740 35746 35749 35751 35754
## Predicted     119 124.7 153.4 161.3 163.5 142.1 174.2 176.3 123.1 144.8 144.8
## cvpred        119 125.1 153.4 161.2 163.2 141.2 172.3 174.1 121.7 142.5 142.5
## pm2.5          70  71.0  74.0  86.0  75.0  72.0  76.0  91.0 132.0 175.0 205.0
## CV residual   -49 -54.1 -79.4 -75.2 -88.2 -69.2 -96.3 -83.1  10.3  32.5  62.5
##             35756 35759 35762 35764 35767 35768 35769 35770 35772 35781 35782
## Predicted   145.8 135.3 167.3 159.4  52.3  61.0  76.1  60.2 11.14 140.4 155.5
## cvpred      143.9 132.9 164.8 157.1  50.6  59.4  74.4  59.0 10.85 140.3 155.3
## pm2.5       241.0 205.0 217.0 128.0  16.0   6.0  12.0  20.0 16.00 123.0 142.0
## CV residual  97.1  72.1  52.2 -29.1 -34.6 -53.4 -62.4 -39.0  5.15 -17.3 -13.3
##             35784 35786 35789 35791   35793 35797 35798  35802  35803 35809
## Predicted   168.1   156 159.4 128.0 132.134 140.0  93.8 147.36 141.63 119.4
## cvpred      167.7   156 157.8 126.4 130.496 138.6  92.7 145.75 140.13 118.8
## pm2.5       190.0   469 209.0 138.0 130.000  70.0  81.0 144.00 147.00 183.0
## CV residual  22.3   313  51.2  11.6  -0.496 -68.6 -11.7  -1.75   6.87  64.2
##             35810 35812 35813 35815 35816 35818 35819 35820 35821 35823 35826
## Predicted   149.8 109.9   120 117.9 105.8  95.5  95.5 106.5 143.0 150.8 160.6
## cvpred      148.3 108.7   119 116.4 104.6  94.3  94.3 105.9 141.6 150.4 160.1
## pm2.5       181.0 167.0   171 175.0 190.0 187.0 178.0 184.0 152.0 163.0 109.0
## CV residual  32.7  58.3    52  58.6  85.4  92.7  83.7  78.1  10.4  12.6 -51.1
##             35829 35832 35833 35834 35836 35839 35841 35844 35845  35846  35847
## Predicted   168.5 176.4 176.4 176.4 178.0 138.3 130.4  7.10  4.63  0.527  0.527
## cvpred      167.9 175.6 175.6 175.6 177.1 136.3 128.6  6.11  3.51 -0.598 -0.598
## pm2.5       118.0 144.0 141.0 144.0 163.0 171.0 152.0 22.00 15.00 13.000 13.000
## CV residual -49.9 -31.6 -34.6 -31.6 -14.1  34.7  23.4 15.89 11.49 13.598 13.598
##             35848 35851 35852 35853 35855 35858 35861 35862 35864  35867 35868
## Predicted   -7.11 -1.04 -3.36 -7.47 1.301  4.91  50.2 13.88  16.6  0.248 -10.1
## cvpred      -8.24 -2.34 -4.00 -8.11 0.682  4.43  49.4 13.01  15.7 -0.317 -10.6
## pm2.5       12.00  9.00  8.00  9.00 9.000  8.00   6.0  6.00   5.0  4.000   4.0
## CV residual 20.24 11.34 12.00 17.11 8.318  3.57 -43.4 -7.01 -10.7  4.317  14.6
##             35870 35876 35880 35882 35886 35887 35888 35892 35897 35899 35900
## Predicted   -28.0  18.8 12.83  21.6  30.1  30.1  28.4 -6.53  19.5  29.0  81.6
## cvpred      -28.7  17.8 12.08  20.9  29.2  29.2  27.6 -6.88  20.0  28.7  81.7
## pm2.5         6.0   6.0 16.00   7.0   6.0   7.0  10.0 12.00   7.0  17.0  50.0
## CV residual  34.7 -11.8  3.92 -13.9 -23.2 -22.2 -17.6 18.88 -13.0 -11.7 -31.7
##             35907 35908 35909 35910 35911 35914 35922 35923 35924 35927  35928
## Predicted    94.0 100.7 110.7 112.9 135.8 111.0   115 124.2   130 145.5 118.44
## cvpred       92.9 100.8 109.4 111.5 134.2 109.9   116 124.8   131 145.9 118.25
## pm2.5        69.0  62.0  73.0 115.0 155.0  94.0   104 101.0    92 111.0 125.00
## CV residual -23.9 -38.8 -36.4   3.5  20.8 -15.9   -12 -23.8   -39 -34.9   6.75
##              35930 35931 35941 35943 35946 35949 35953 35955 35956 35957 35958
## Predicted   147.29   148  95.6  86.9  93.6 112.7   146 147.7 143.6 143.4 139.3
## cvpred      146.33   148  95.3  86.5  94.4 113.5   147 148.5 144.4 143.9 139.7
## pm2.5       151.00   204 136.0 122.0 108.0 130.0    91 101.0 105.0 110.0 112.0
## CV residual   4.67    56  40.7  35.5  13.6  16.5   -56 -47.5 -39.4 -33.9 -27.7
##             35959 35960 35967 35968 35970 35974 35977 35979 35982 35983  35984
## Predicted   143.4 157.8 166.8 166.2 167.9 172.5 172.5 172.5 169.6 144.9 139.15
## cvpred      143.9 158.3 166.9 166.3 167.9 172.5 172.5 172.5 168.2 144.3 138.64
## pm2.5       119.0 100.0  89.0  90.0 100.0 106.0 106.0  94.0 133.0 132.0 147.00
## CV residual -24.9 -58.3 -77.9 -76.3 -67.9 -66.5 -66.5 -78.5 -35.2 -12.3   8.36
##             35993 35994 35999 36002 36008 36010 36012 36015 36018 36025 36026
## Predicted    50.2  57.1  73.3  72.3  77.0  66.8  45.5  35.6  33.1  89.3  81.1
## cvpred       49.9  56.6  73.0  72.0  76.7  66.9  45.7  35.8  33.2  89.1  80.8
## pm2.5         9.0   7.0  10.0  13.0  11.0  16.0  17.0  12.0  11.0  11.0  12.0
## CV residual -40.9 -49.6 -63.0 -59.0 -65.7 -50.9 -28.7 -23.8 -22.2 -78.1 -68.8
##             36027 36032 36037 36040 36043 36044 36050 36052 36053 36066 36067
## Predicted    85.2 101.5  38.4  80.8 101.6 112.0 159.5 173.3 170.8 102.3 115.1
## cvpred       85.0 100.9  38.5  81.7 102.3 112.6 159.6 171.8 169.2 102.6 115.5
## pm2.5         9.0   7.0  18.0  26.0  34.0  42.0  76.0 120.0 121.0 135.0 188.0
## CV residual -76.0 -93.9 -20.5 -55.7 -68.3 -70.6 -83.6 -51.8 -48.2  32.4  72.5
##             36070 36073 36076 36080 36091 36092 36095 36113 36114 36115 36116
## Predicted   148.9 133.2   125 106.9  70.1  91.2 119.1 119.6 119.6 121.8   128
## cvpred      147.8 132.7   124 106.3  71.4  92.5 120.4 120.7 120.7 122.8   127
## pm2.5       204.0 220.0   241 136.0 162.0 237.0 150.0 200.0 197.0 220.0   236
## CV residual  56.2  87.3   117  29.7  90.6 144.5  29.6  79.3  76.3  97.2   109
##             36121 36122 36124 36129 36136 36137 36138 36141 36142 36143 36145
## Predicted     117   154   135 169.7   124   119   124   157   126   135   130
## cvpred        117   153   135 168.5   125   118   123   158   124   135   129
## pm2.5         263   262   276 222.0   272   307   323   362   487   436   579
## CV residual   146   109   141  53.5   147   189   200   204   363   301   450
##             36146 36147 36149 36156 36158 36164 36166 36172 36175 36187 36188
## Predicted     172   134   134   133   122   151   164   129   119 105.9   112
## cvpred        170   133   133   133   122   150   163   128   118 107.2   113
## pm2.5         649   457   408   277   327   347   351   376   345 169.0   242
## CV residual   479   324   275   144   205   197   188   248   227  61.8   129
##             36192  36195 36199 36205 36206 36208 36209 36210 36215 36230 36231
## Predicted   124.0 128.67    99  59.3  50.5  48.0  48.0  55.9 105.2 100.5 102.1
## cvpred      125.3 130.03    99  61.1  52.3  49.7  49.7  57.5 106.5 101.6 103.1
## pm2.5       216.0 136.00    46  88.0  75.0  79.0  67.0  73.0  59.0  63.0  63.0
## CV residual  90.7   5.97   -53  26.9  22.7  29.3  17.3  15.5 -47.5 -38.6 -40.1
##             36233 36243 36245  36246 36252 36254 36257 36261 36262  36266
## Predicted   103.7 139.3 153.0 121.61  43.2 25.64  59.4 126.7 128.9 154.03
## cvpred      104.7 139.7 151.9 120.55  43.2 25.65  60.3 127.4 129.4 154.67
## pm2.5        64.0 125.0 120.0 122.00  58.0 19.00  14.0  39.0  89.0 156.00
## CV residual -40.7 -14.7 -31.9   1.45  14.8 -6.65 -46.3 -88.4 -40.4   1.33
##              36267 36273 36282 36283 36285 36289 36294 36297 36303 36308 36309
## Predicted   160.32 152.7   145   151   152   164   168   117   120   136   151
## cvpred      160.87 153.7   146   152   153   163   169   117   120   135   150
## pm2.5       152.00 184.0   347   384   400   400   335   324   328   340   346
## CV residual  -8.87  30.3   201   232   247   237   166   207   208   205   196
##             36310 36312 36316 36317 36318 36322 36329 36332 36344 36348 36349
## Predicted     118   147   105   101  98.4  78.5   111   135   129   123   125
## cvpred        118   146   104   100  98.2  78.7   113   136   129   123   125
## pm2.5         330   353   340   327 295.0 350.0   350   341   240   266   270
## CV residual   212   207   236   227 196.8 271.3   237   205   111   143   145
##             36352 36357 36358 36359 36360 36362 36363 36366 36367 36368 36369
## Predicted     120   137   130   130   130  92.1   132  93.7 100.0 100.0   132
## cvpred        120   136   130   130   130  92.0   132  93.5  99.7  99.7   132
## pm2.5         316   358   358   357   362 323.0   339 341.0 344.0 335.0   329
## CV residual   196   222   228   227   232 231.0   207 247.5 244.3 235.3   197
##             36370 36372 36374 36376 36377 36380 36382 36386 36389 36392 36394
## Predicted    96.8  74.8   104   107   107   125   135   154   120   118  97.8
## cvpred       97.4  75.0   104   107   107   126   135   153   120   118  97.7
## pm2.5       323.0 341.0   356   366   358   387   343   394   485   418 371.0
## CV residual 225.6 266.0   252   259   251   261   208   241   365   300 273.3
##             36398 36402 36406 36411 36414 36415 36416 36418 36421 36426 36431
## Predicted     111   106   112   109   112   158   119   102   134  81.6 103.8
## cvpred        111   106   112   108   111   157   118   101   133  81.3 103.6
## pm2.5         397   462   523   534   474   478   496   526   551 446.0  43.0
## CV residual   286   356   411   426   363   321   378   425   418 364.7 -60.6
##             36432 36439  36444 36447 36448 36452 36456 36457 36459 36463 36468
## Predicted   102.1  42.9 12.862  43.1  32.2  84.8   104 101.2 147.2   155 128.3
## cvpred      102.1  42.7 13.402  43.2  32.3  85.6   103 101.2 147.9   154 129.3
## pm2.5        27.0  13.0 13.000  12.0  14.0  19.0    53  42.0 130.0    48  98.0
## CV residual -75.1 -29.7 -0.402 -31.2 -18.3 -66.6   -50 -59.2 -17.9  -106 -31.3
##             36469  36473 36474 36476 36477 36478 36481 36482 36484 36485 36493
## Predicted   117.1 100.16 100.6  81.1 131.9 142.8 109.3 153.2 132.3 123.5 -25.5
## cvpred      117.9  99.57 101.3  80.5 131.1 141.9 108.5 152.2 131.9 122.4 -25.5
## pm2.5       106.0  96.00  84.0 116.0 158.0 171.0 168.0 188.0 210.0 180.0  14.0
## CV residual -11.9  -3.57 -17.3  35.5  26.9  29.1  59.5  35.8  78.1  57.6  39.5
##             36495 36497 36498 36503 36505 36509 36512 36514 36521 36523 36524
## Predicted   -31.1 -46.4 -38.2  56.8 140.2 161.0 151.2 130.4  57.6  84.7 105.6
## cvpred      -31.2 -46.7 -38.5  57.5 140.5 161.1 151.4 130.7  58.4  85.2 104.7
## pm2.5        12.0  10.0  14.0  93.0 125.0 135.0 128.0 146.0 137.0 144.0 159.0
## CV residual  43.2  56.7  52.5  35.5 -15.5 -26.1 -23.4  15.3  78.6  58.8  54.3
##             36525 36526 36527 36529 36538 36540 36541 36545 36551 36552 36554
## Predicted   102.2 112.9 129.6   146 158.4   143   104  88.1   108  97.4  85.4
## cvpred      102.8 113.6 130.1   147 157.3   142   104  87.1   107  96.5  84.7
## pm2.5       166.0 183.0 228.0   306 246.0   284   260 271.0   238 255.0 255.0
## CV residual  63.2  69.4  97.9   159  88.7   142   156 183.9   131 158.5 170.3
##             36559 36560 36564 36565 36568 36574 36576 36580 36582 36588 36590
## Predicted     105  95.3 -26.6 -16.2 -43.8 16.37  29.2  69.2   134  34.0 15.92
## cvpred        104  94.6 -26.4 -16.1 -43.9 16.05  29.0  68.7   134  35.2 17.09
## pm2.5           3   4.0  13.0   8.0  11.0  9.00   7.0  18.0    12  18.0 23.00
## CV residual  -101 -90.6  39.4  24.1  54.9 -7.05 -22.0 -50.7  -122 -17.2  5.91
##              36593 36594 36598 36602 36605 36606 36608 36611 36613 36619  36622
## Predicted   24.888 28.99  6.77 -3.84  25.1  61.6  57.4 -6.16 -38.8 -42.7 39.449
## cvpred      25.734 29.84  6.62 -3.98  24.8  61.7  56.9 -5.21 -38.5 -42.8 40.362
## pm2.5       26.000 32.00 49.00 11.00   9.0   9.0  16.0 16.00  13.0  17.0 41.000
## CV residual  0.266  2.16 42.38 14.98 -15.8 -52.7 -40.9 21.21  51.5  59.8  0.638
##             36623 36624 36625 36626 36627 36632 36633 36636 36638 36639 36643
## Predicted    50.4  89.5 105.9 116.3   129 119.2 79.30 -5.10 -31.7 -19.1  28.5
## cvpred       51.2  90.3 106.7 117.1   130 118.6 79.34 -4.27 -31.4 -18.3  29.5
## pm2.5        41.0  53.0  67.0  70.0    84  97.0 86.00 40.00  21.0  14.0  40.0
## CV residual -10.2 -37.3 -39.7 -47.1   -46 -21.6  6.66 44.27  52.4  32.3  10.5
##             36644 36645 36650 36651 36655 36661 36662 36666 36677 36680  36681
## Predicted   38.88 41.36 102.9 107.0 151.5 112.5  99.5  86.0 145.7   142 109.12
## cvpred      39.79 42.38 103.6 107.7 151.9 111.9 100.1  86.6 145.8   141 109.32
## pm2.5       38.00 41.00 144.0 133.0 141.0 205.0 201.0 187.0  55.0   122 114.00
## CV residual -1.79 -1.38  40.4  25.3 -10.9  93.1 100.9 100.4 -90.8   -19   4.68
##             36684 36693 36697 36702 36704 36706  36710 36711 36713 36716 36720
## Predicted    87.9  85.6 140.9 152.5 152.2 129.6 104.70  90.8  86.6 115.3 140.3
## cvpred       87.9  86.5 141.7 151.4 151.3 130.3 105.38  90.2  87.2 115.5 139.1
## pm2.5       130.0  91.0  55.0  63.0  74.0  81.0  99.00 102.0 121.0 145.0 195.0
## CV residual  42.1   4.5 -86.7 -88.4 -77.3 -49.3  -6.38  11.8  33.8  29.5  55.9
##             36724 36725 36731 36734 36735 36737 36741 36745 36748 36754 36757
## Predicted   162.4 174.4  69.7  90.2  92.3  35.3  28.3  37.9  52.9 -3.33 -28.8
## cvpred      160.7 172.6  68.9  89.4  92.6  34.7  28.6  37.8  52.7 -3.18 -28.5
## pm2.5       257.0 267.0 269.0 234.0 214.0 220.0  13.0  10.0  13.0 11.00  11.0
## CV residual  96.3  94.4 200.1 144.6 121.4 185.3 -15.6 -27.8 -39.7 14.18  39.5
##             36761 36762 36766 36770 36772 36773 36775 36779 36781 36783 36784
## Predicted   -19.5  9.40  78.9 23.16  41.5  93.6  60.0 28.55  8.83 11.95 13.57
## cvpred      -19.0  9.04  78.2 22.61  40.6  92.6  59.1 28.14  8.46 12.62 14.13
## pm2.5        13.0 13.00  35.0 18.00  20.0  14.0  18.0 19.00 15.00 14.00 18.00
## CV residual  32.0  3.96 -43.2 -4.61 -20.6 -78.6 -41.1 -9.14  6.54  1.38  3.87
##             36791 36793 36795 36796 36802 36808 36811 36823 36827 36828 36831
## Predicted   17.29 -24.0 -15.2 -4.84 -26.9 -4.23  13.5   111  78.4  65.5  14.8
## cvpred      16.56 -24.6 -15.8 -5.50 -27.1 -3.52  13.9   109  77.0  64.1  15.1
## pm2.5       22.00  24.0  11.0 13.00  12.0 22.00  30.0    87  88.0  91.0 109.0
## CV residual  5.44  48.6  26.8 18.50  39.1 25.52  16.1   -22  11.0  26.9  93.9
##             36832 36838 36841 36842 36844 36847  36849 36850 36851 36855 36860
## Predicted    10.1  84.3  92.0  88.4 102.8  95.4 83.122  20.8  52.4  36.2  86.7
## cvpred       10.5  84.3  92.1  88.6 101.4  94.2 82.341  20.5  53.1  37.0  86.9
## pm2.5       123.0 168.0 205.0 188.0 137.0 121.0 83.000  78.0  77.0  91.0 151.0
## CV residual 112.5  83.7 112.9  99.4  35.6  26.8  0.659  57.5  23.9  54.0  64.1
##             36864 36867 36871 36874 36878 36881 36882 36883 36885 36886 36888
## Predicted     116   113 114.5  69.4 -6.10 -21.2 -16.5 -1.43 -5.74  3.03  3.59
## cvpred        114   111 112.5  68.2 -6.63 -21.6 -16.9 -1.95 -5.91  2.88  3.46
## pm2.5         150   144 152.0 181.0 40.00  27.0  27.0 22.00 21.00 26.00 23.00
## CV residual    36    33  39.5 112.8 46.63  48.6  43.9 23.95 26.91 23.12 19.54
##             36890 36891 36893 36897  36901 36905 36906 36907 36909 36913 36917
## Predicted    37.5 15.76  30.8 13.36 50.573 65.83 72.12  74.3  77.1  87.7  89.0
## cvpred       37.0 16.21  31.2 14.27 52.207 67.05 73.25  75.3  78.0  88.4  88.9
## pm2.5        21.0 21.00  15.0 20.00 52.000 76.00 66.00  60.0  61.0  34.0  73.0
## CV residual -16.0  4.79 -16.2  5.73 -0.207  8.95 -7.25 -15.3 -17.0 -54.4 -15.9
##             36920 36921 36928 36929 36936 36939 36942 36943 36946 36951 36952
## Predicted     110 103.7  49.4 55.70  2.68 13.07 17.17 17.17 -15.9 -9.73 -9.73
## cvpred        111 103.1  50.2 56.36  2.95 13.25 17.36 17.36 -15.1 -9.18 -9.18
## pm2.5          90  92.0  76.0 66.00 14.00  5.00 10.00  9.00  11.0 13.00  9.00
## CV residual   -21 -11.1  25.8  9.64 11.05 -8.25 -7.36 -8.36  26.1 22.18 18.18
##             36953 36954 36957 36960 36964 36966 36970 36980 36982 36984 36988
## Predicted   -7.67 -8.11  40.3  69.6  2.32  48.3 27.72  28.6  43.1  36.2 75.45
## cvpred      -5.96 -7.66  40.3  69.2  2.23  47.6 27.94  29.3  43.8  37.0 74.07
## pm2.5        7.00  9.00  18.0   7.0 12.00  17.0 19.00  40.0  54.0  67.0 75.00
## CV residual 12.96 16.66 -22.3 -62.2  9.77 -30.6 -8.94  10.7  10.2  30.0  0.93
##             36997 37001 37013 37015 37019 37021 37024 37025 37026 37027 37030
## Predicted   -64.7 -60.6  98.8 118.4  61.7    26  34.4  40.1  52.1  62.5  88.0
## cvpred      -63.8 -59.7  98.6 119.4  62.4    28  36.1  41.7  53.5  63.8  89.1
## pm2.5        37.0  11.0 136.0 150.0 191.0   128 145.0 156.0 160.0 165.0 152.0
## CV residual 100.8  70.7  37.4  30.6 128.6   100 108.9 114.3 106.5 101.2  62.9
##             37032 37033 37034 37036 37037 37042 37044 37046 37047 37049 37053
## Predicted     113   114   108   103   147   121  97.6  71.5  66.9  64.3  81.5
## cvpred        113   114   108   102   147   120  97.0  71.1  66.4  65.0  82.0
## pm2.5         249   247   248   261   257   271 280.0 277.0 249.0 192.0 199.0
## CV residual   136   133   140   159   110   151 183.0 205.9 182.6 127.0 117.0
##             37054 37059 37060 37061 37063 37065 37068 37069 37071 37077 37078
## Predicted     115   119   108   110   117  77.3  69.1  73.0  59.2 113.7 130.4
## cvpred        115   118   107   109   115  76.3  68.5  73.8  58.6 113.9 130.4
## pm2.5         225   326   324   320   250 232.0 235.0 226.0 229.0 152.0 147.0
## CV residual   110   208   217   211   135 155.7 166.5 152.2 170.4  38.1  16.6
##             37080 37083 37084 37085 37087 37088 37090 37094 37100 37104 37109
## Predicted   137.3   116   145   149   158   157   138  93.0   105   112   156
## cvpred      137.2   116   143   148   157   155   137  93.7   106   112   156
## pm2.5       181.0   226   248   269   311   300   330 327.0   336   414   413
## CV residual  43.8   110   105   121   154   145   193 233.3   230   302   257
##             37111 37112 37114 37117 37119 37121 37130 37132 37133 37136 37140
## Predicted     117   148   126   116 100.4 72.72 140.1   142 105.9 116.6  85.2
## cvpred        117   147   127   117 100.6 72.35 138.5   140 104.4 115.2  84.3
## pm2.5         389   349   336   444 115.0 82.00 153.0   154 191.0 193.0 138.0
## CV residual   272   202   209   327  14.4  9.65  14.5    14  86.6  77.8  53.7
##             37143 37144  37146 37147 37148 37152 37155 37157 37162 37166 37169
## Predicted    74.2  80.9  95.37 107.9   123 145.8 122.4   119  34.7  54.9  8.48
## cvpred       73.3  81.2  95.66 108.1   123 145.9 121.1   118  34.6  54.6  8.94
## pm2.5        53.0  52.0 100.00 142.0   140 224.0  65.0    16  25.0  23.0 23.00
## CV residual -20.3 -29.2   4.34  33.9    17  78.1 -56.1  -102  -9.6 -31.6 14.06
##             37175 37176 37178 37181 37184 37185 37187 37189 37192 37196 37197
## Predicted    84.7  91.4   131  90.7  98.5 47.84  2.48 -1.67 -9.38  4.20 19.25
## cvpred       84.1  92.0   130  89.8  98.4 47.57  2.75 -1.39 -9.24  5.43 20.42
## pm2.5        59.0  50.0    58  51.0  44.0 44.00 30.00 21.00  9.00 21.00 24.00
## CV residual -25.1 -42.0   -72 -38.8 -54.4 -3.57 27.25 22.39 18.24 15.57  3.58
##             37198 37202 37203 37208 37210 37215 37220 37222 37223 37227 37228
## Predicted    7.24  75.6  77.2 110.9 100.3  61.7 111.6 133.0 128.9 155.8 155.8
## cvpred       8.60  76.6  78.1 111.6 100.1  61.8 112.5 133.6 129.5 154.7 154.7
## pm2.5       27.00 106.0 137.0 147.0 199.0 235.0  70.0 118.0 143.0 174.0 177.0
## CV residual 18.40  29.4  58.9  35.4  98.9 173.2 -42.5 -15.6  13.5  19.3  22.3
##             37231 37235 37236 37239 37241 37242 37243 37248 37249 37250 37253
## Predicted   122.5 107.1  84.1  28.6  22.4  24.1 40.73 85.02 113.9 124.3 145.3
## cvpred      121.3 106.6  83.9  28.2  23.2  24.7 41.25 84.68 112.8 123.1 143.7
## pm2.5       196.0 199.0 168.0  94.0  52.0  64.0 48.00 80.00  95.0  99.0 121.0
## CV residual  74.7  92.4  84.1  65.8  28.8  39.3  6.75 -4.68 -17.8 -24.1 -22.7
##             37254 37258 37261 37267 37269 37276 37277 37278 37281 37286 37287
## Predicted   143.1  70.0  6.09  67.7  77.6  77.3 100.5  7.91 -22.0  -102 -86.7
## cvpred      141.7  70.3  7.00  68.9  78.8  78.1 100.5  8.71 -21.5  -101 -85.6
## pm2.5       113.0 163.0 84.00 116.0  97.0  52.0  52.0 53.00   9.0    11  12.0
## CV residual -28.7  92.7 77.00  47.1  18.2 -26.1 -48.5 44.29  30.5   112  97.6
##             37288 37289 37292 37293 37299 37305 37306 37311 37314 37315 37318
## Predicted   -80.4 -76.6 -24.4  15.3  99.2 108.2  91.5 -37.8 -32.8 -48.1 -7.79
## cvpred      -79.4 -75.8 -23.3  16.3  99.6 106.9  90.4 -37.4 -32.7 -47.9 -7.51
## pm2.5        14.0   9.0  19.0  18.0  28.0  59.0  60.0  29.0  11.0  16.0 14.00
## CV residual  93.4  84.8  42.3   1.7 -71.6 -47.9 -30.4  66.4  43.7  63.9 21.51
##             37328 37329 37335 37337 37339 37340 37347 37349 37358 37359 37360
## Predicted   100.7 13.01 -37.8 -11.6  4.54 25.61  87.8 108.6 -31.6 -30.5 -28.9
## cvpred      100.6 13.48 -36.8 -10.2  5.71 26.83  87.1 107.7 -30.0 -29.0 -27.5
## pm2.5        49.0 16.00   6.0  10.0 25.00 30.00  64.0  61.0  33.0  32.0  41.0
## CV residual -51.6  2.52  42.8  20.2 19.29  3.17 -23.1 -46.7  63.0  61.0  68.5
##             37362 37363 37367 37368 37369 37375 37376 37380 37387 37389 37394
## Predicted   -8.67  8.01 49.85 56.14  89.1 110.2 131.1  59.5  40.0  90.3 124.5
## cvpred      -7.47  9.03 50.76 56.96  88.3 109.7 131.2  59.3  40.8  90.8 124.9
## pm2.5       45.00 45.00 58.00 65.00  54.0  87.0  93.0  97.0  98.0 111.0 194.0
## CV residual 52.47 35.97  7.24  8.04 -34.3 -22.7 -38.2  37.7  57.2  20.2  69.1
##             37399 37400 37409 37412 37416 37421 37422 37425 37428 37430 37431
## Predicted   154.3 117.1  35.0  72.5  97.9 132.3 138.6 132.2  42.7 -66.3 -43.0
## cvpred      154.4 116.9  36.1  73.2  98.5 132.4 138.6 131.2  43.7 -66.2 -42.2
## pm2.5       174.0 171.0 158.0 151.0 138.0 147.0 151.0 182.0 133.0  60.0  49.0
## CV residual  19.6  54.1 121.9  77.8  39.5  14.6  12.4  50.8  89.3 126.2  91.2
##             37432 37433 37436 37437 37438 37439 37445 37458 37459 37460 37461
## Predicted   -40.8 -40.2  36.4  37.6  29.9  47.5  92.9  40.4  44.5 61.17  87.5
## cvpred      -40.1 -39.6  37.7  38.9  31.2  48.8  94.3  41.8  45.9 62.37  87.4
## pm2.5        62.0  56.0  80.0 580.0 217.0 159.0 111.0  62.0  64.0 66.00  63.0
## CV residual 102.1  95.6  42.3 541.1 185.8 110.2  16.7  20.2  18.1  3.63 -24.4
##             37463 37466 37468 37470 37472 37474 37481 37483 37484 37485 37487
## Predicted      90  83.9  88.5  86.0 81.51  63.3  53.5 61.37  71.8  80.5  89.3
## cvpred         90  85.0  89.7  87.1 81.27  64.0  54.5 62.22  72.5  81.3  90.1
## pm2.5          72  67.0  71.0  69.0 76.00  46.0  39.0 59.00  60.0  68.0 103.0
## CV residual   -18 -18.0 -18.7 -18.1 -5.27 -18.0 -15.5 -3.22 -12.5 -13.3  12.9
##             37491  37493 37494 37495 37501 37502 37505 37506 37510 37511 37512
## Predicted   134.2 109.19   146 106.9  44.4  27.5  38.9  37.3  77.8  84.1 103.2
## cvpred      133.2 108.74   145 105.9  45.6  28.6  39.9  38.4  78.7  84.9 103.9
## pm2.5        88.0 118.00   128 143.0 114.0  88.0  89.0  91.0 110.0 120.0 155.0
## CV residual -45.2   9.26   -17  37.1  68.4  59.4  49.1  52.6  31.3  35.1  51.1
##              37513 37516 37517  37519 37522 37524 37525 37527 37528 37529 37532
## Predicted   113.61 129.8 107.3 142.86 107.5  78.6  63.6  50.2  45.5  45.5  78.8
## cvpred      114.25 129.1 107.2 143.15 107.4  80.2  65.2  51.7  47.0  47.0  80.0
## pm2.5       120.00 142.0 144.0 151.00 173.0 188.0 175.0 162.0 157.0 147.0 134.0
## CV residual   5.75  12.9  36.8   7.85  65.6 107.8 109.8 110.3 110.0 100.0  54.0
##             37534 37536 37543 37549 37552 37558 37561 37562   37569 37577 37581
## Predicted    92.3   113   145  83.5  65.4   109 112.1 118.8 103.807 38.98 50.21
## cvpred       93.5   114   146  85.2  67.0   110 111.8 119.7 105.408 40.54 51.48
## pm2.5       158.0   231   255 280.0 225.0   274  56.0  55.0 105.000 48.00 47.00
## CV residual  64.5   117   109 194.8 158.0   164 -55.8 -64.7  -0.408  7.46 -4.48
##             37583 37585 37588 37589 37592 37593 37597 37601 37606 37608 37617
## Predicted   60.60  91.2  88.3 100.3   113 100.5 45.32  32.0  77.7  85.5 150.6
## cvpred      61.79  92.1  87.8  99.6   112 101.3 44.95  32.7  78.0  84.5 149.4
## pm2.5       65.00  39.0  54.0  69.0    45  44.0 51.00  57.0  84.0 134.0 110.0
## CV residual  3.21 -53.1 -33.8 -30.6   -67 -57.3  6.05  24.3   6.0  49.5 -39.4
##              37619  37621 37623 37624 37627 37632 37642 37644 37645 37646 37648
## Predicted   106.86 100.57 114.4  82.8 131.8 131.6 117.9  97.4 103.5 101.1 102.7
## cvpred      106.16  99.97 113.8  82.3 132.5 132.6 118.1  98.0 105.3 102.7 104.3
## pm2.5       105.00 106.00 102.0 101.0 131.0 151.0 171.0 193.0 170.0 167.0 158.0
## CV residual  -1.16   6.03 -11.8  18.7  -1.5  18.4  52.9  95.0  64.7  64.3  53.7
##             37649 37652 37661 37662 37668 37670 37671 37675 37676 37681  37686
## Predicted   102.7 101.6 119.0 127.6  78.4  92.9   103 107.6 124.3 151.5 123.89
## cvpred      104.3 102.9 118.8 128.7  79.9  94.3   104 108.6 125.1 150.7 122.95
## pm2.5       176.0 129.0  75.0  64.0  56.0  48.0    40  52.0  55.0  95.0 128.00
## CV residual  71.7  26.1 -43.8 -64.7 -23.9 -46.3   -64 -56.6 -70.1 -55.7   5.05
##              37687 37688 37691 37692 37694 37695 37698 37699 37706 37713 37714
## Predicted   121.70 106.9 50.61 36.12  52.6  45.3 49.01  73.9 143.8  96.8 40.86
## cvpred      120.86 106.4 50.68 36.26  53.9  45.4 50.12  74.8 142.9  96.6 41.66
## pm2.5       121.00  84.0 52.00 30.00  22.0  17.0 43.00  49.0  90.0  48.0 45.00
## CV residual   0.14 -22.4  1.32 -6.26 -31.9 -28.4 -7.12 -25.8 -52.9 -48.6  3.34
##             37718 37722 37725 37726 37728  37732 37733 37734 37737 37745 37748
## Predicted   16.64  32.3  57.8  78.7 116.1 106.08 108.3 109.9  39.4  36.4 63.43
## cvpred      17.07  33.6  58.9  78.4 115.5 105.29 107.4 108.9  39.3  37.5 64.32
## pm2.5       26.00  44.0  36.0  43.0  68.0 102.00  66.0  65.0 104.0  55.0 66.00
## CV residual  8.93  10.4 -22.9 -35.4 -47.5  -3.29 -41.4 -43.9  64.7  17.5  1.68
##             37752 37754 37755 37756 37757 37759 37765 37766 37767 37768 37770
## Predicted   103.9   118 124.7 130.4 135.1 145.5   105   105 100.3  91.6  95.4
## cvpred      104.6   119 125.2 130.8 135.5 145.8   106   106 101.3  92.5  96.1
## pm2.5        64.0    81  88.0  98.0  99.0 108.0   174   185 168.0 154.0 139.0
## CV residual -40.6   -38 -37.2 -32.8 -36.5 -37.8    68    79  66.7  61.5  42.9
##             37771 37772 37773 37779 37781 37785  37786  37787 37789 37792 37795
## Predicted    95.4 106.6 112.8 125.6 135.9 126.4 120.12 112.21   105  87.6  85.6
## cvpred       96.1 107.5 112.1 126.3 136.6 127.4 121.19 113.48   105  89.1  87.0
## pm2.5       126.0  98.0 101.0  84.0  91.0 112.0 119.00 122.00   121 136.0 105.0
## CV residual  29.9  -9.5 -11.1 -42.3 -45.6 -15.4  -2.19   8.52    16  46.9  18.0
##              37796 37803  37808 37810 37812 37814 37815 37818 37821 37822 37826
## Predicted    94.40 122.9 125.35  98.6  83.4  69.9  64.1  21.0  45.1  53.9   120
## cvpred       95.83 123.9 126.45 100.1  84.0  70.5  66.0  21.5  45.3  54.1   121
## pm2.5       100.00 143.0 124.00 156.0 167.0 177.0 131.0  96.0 101.0 104.0    30
## CV residual   4.17  19.1  -2.45  55.9  83.0 106.5  65.0  74.5  55.7  49.9   -91
##             37828 37829 37831 37839 37841 37844 37845 37846 37848 37849 37850
## Predicted   106.9 105.0 104.1 49.51  55.7   108 112.3 121.0 137.3   138 114.7
## cvpred      106.8 104.8 104.6 50.15  57.5   109 113.7 122.5 137.3   139 115.4
## pm2.5        21.0  25.0  28.0 52.00  42.0    48  59.0  48.0  41.0    36  41.0
## CV residual -85.8 -79.8 -76.6  1.85 -15.5   -61 -54.7 -74.5 -96.3  -103 -74.4
##             37857 37860 37865 37866 37867 37868  37872 37873 37875 37878 37882
## Predicted    70.3  8.65  27.9  55.1  61.4 66.06 113.14 111.2 104.9 141.7  45.2
## cvpred       70.8 10.25  28.5  56.9  63.1 67.79 114.78 112.8 105.7 141.5  46.0
## pm2.5        54.0 39.00  55.0  77.0 135.0 76.00 106.00  48.0  39.0  73.0 106.0
## CV residual -16.8 28.75  26.5  20.1  71.9  8.21  -8.78 -64.8 -66.7 -68.5  60.0
##             37884 37889 37890 37893 37896 37900 37902 37908 37912 37914 37916
## Predicted    55.5 -15.6  31.0 74.74 125.1 119.1 137.5  66.3  42.9  46.8  71.6
## cvpred       56.3 -15.0  32.6 75.92 125.9 119.8 136.7  67.6  44.2  47.8  72.5
## pm2.5       101.0  42.0  49.0 67.00  86.0 105.0  91.0 132.0 106.0  98.0  90.0
## CV residual  44.7  57.0  16.4 -8.92 -39.9 -14.8 -45.7  64.4  61.8  50.2  17.5
##             37919  37920 37921 37926 37927 37929 37938 37941 37944 37951  37952
## Predicted   97.07 108.03   118 122.2 128.5 122.1  63.6 103.9   106 152.3 142.17
## cvpred      97.83 108.71   119 121.7 127.9 121.4  64.6 104.4   107 152.4 142.59
## pm2.5       99.00 102.00   103 100.0 111.0 146.0 153.0  91.0    87 135.0 135.00
## CV residual  1.17  -6.71   -16 -21.7 -16.9  24.6  88.4 -13.4   -20 -17.4  -7.59
##             37954 37955 37956 37958 37959 37960 37961 37962  37964 37972 37975
## Predicted     123   114 103.9 100.8  92.1  88.0  79.2  36.2 67.915  66.9  59.6
## cvpred        124   114 104.8 101.7  92.9  88.8  80.0  35.7 67.178  66.0  58.9
## pm2.5         162   155 143.0 158.0 202.0 143.0 147.0 136.0 68.000  28.0  25.0
## CV residual    38    41  38.2  56.3 109.1  54.2  67.0 100.3  0.822 -38.0 -33.9
##             37980 37981 37982 37984 37985 37988 37991 37994 37995 38000 38002
## Predicted   -15.5 -24.3 -21.3 -15.1  5.45  45.9  80.5 146.7 117.1 138.5 102.1
## cvpred      -15.2 -24.0 -21.0 -14.8  5.71  46.0  81.8 147.2 116.9 137.6 101.5
## pm2.5        50.0  50.0  60.0  49.0 37.00  17.0  27.0  55.0  48.0  88.0 122.0
## CV residual  65.2  74.0  81.0  63.8 31.29 -29.0 -54.8 -92.2 -68.9 -49.6  20.5
##             38004 38006 38007 38008 38009 38011  38012  38020 38024 38037 38039
## Predicted    74.4  54.1  22.8  14.6 -5.88 -10.8  -7.72 51.439 45.15  14.0  60.4
## cvpred       75.2  54.5  22.4  14.2 -6.34 -11.3  -8.15 50.876 44.68  13.8  60.2
## pm2.5       116.0 113.0  90.0  59.0 66.00 104.0 117.00 50.000 51.00  31.0  46.0
## CV residual  40.8  58.5  67.6  44.8 72.34 115.3 125.15 -0.876  6.32  17.2 -14.2
##             38040 38044 38046 38048 38061 38062 38068 38070 38076 38078  38081
## Predicted    56.8  93.0  98.3 54.20  77.5  83.8 128.6 133.9 90.34  89.2 103.28
## cvpred       57.7  92.1  98.1 53.98  78.1  84.3 128.6 132.5 89.49  88.3 103.37
## pm2.5        98.0  85.0  48.0 44.00  38.0  34.0  72.0  75.0 95.00 123.0 110.00
## CV residual  40.3  -7.1 -50.1 -9.98 -40.1 -50.3 -56.6 -57.5  5.51  34.7   6.63
##             38084 38085 38088 38089 38093 38094 38097 38098 38100 38102 38104
## Predicted   121.1 102.7 139.9 144.1 142.0   131  82.1  46.8  12.1 -17.4 -30.3
## cvpred      119.7 101.9 139.4 142.4 140.6   129  81.1  46.1  11.6 -17.8 -30.7
## pm2.5       108.0 120.0 133.0 124.0 132.0   135 148.0 140.0  85.0 114.0 111.0
## CV residual -11.7  18.1  -6.4 -18.4  -8.6     6  66.9  93.9  73.4 131.8 141.7
##             38109 38110 38112 38113 38117 38120 38122 38125 38128 38129 38135
## Predicted    34.7  69.2 136.2   151 162.2   150 85.11  80.2 68.95 68.95  97.1
## cvpred       34.7  69.7 136.7   150 162.5   149 85.78  81.5 70.09 70.09  98.0
## pm2.5        23.0  24.0  63.0    84 125.0   136 95.00  61.0 62.00 79.00  55.0
## CV residual -11.7 -45.7 -73.7   -66 -37.5   -13  9.22 -20.5 -8.09  8.91 -43.0
##             38137 38138 38141 38143 38145 38146 38154 38157 38161 38163 38164
## Predicted   107.5 107.5 111.8 113.4  97.7 105.9  71.7  91.4 100.2 106.5 108.1
## cvpred      108.4 108.4 111.3 112.8  98.6 106.8  72.8  92.4 101.2 107.4 108.9
## pm2.5        84.0  65.0  70.0  90.0  87.0  80.0  48.0  47.0  55.0  46.0  40.0
## CV residual -24.4 -43.4 -41.3 -22.8 -11.6 -26.8 -24.8 -45.4 -46.2 -61.4 -68.9
##             38166 38169 38170 38171 38172 38174 38176 38177 38178 38179 38180
## Predicted   118.6   109 106.8 106.8 106.8  99.9 61.86 61.86  57.8 103.2  90.9
## cvpred      118.1   110 107.9 107.9 107.9 101.2 62.57 62.57  58.5 104.2  91.8
## pm2.5        47.0    47  55.0  51.0  63.0  64.0 63.00 59.00  70.0  71.0  69.0
## CV residual -71.1   -63 -52.9 -56.9 -44.9 -37.2  0.43 -3.57  11.5 -33.2 -22.8
##             38182 38187 38196 38197 38198 38201 38203 38205 38211 38212 38218
## Predicted    71.2 123.5   126   128   130   122   119   170   184   184 134.5
## cvpred       72.4 122.7   125   126   128   120   118   169   183   181 132.9
## pm2.5        54.0  51.0    22    22    21     8    15    22    45    47  82.0
## CV residual -18.4 -71.7  -103  -104  -107  -112  -103  -147  -138  -134 -50.9
##             38220 38221 38226 38230 38231 38232 38233 38235 38240 38242 38244
## Predicted   26.00  6.84  68.7 104.6 100.5  96.9  96.6   153 127.4 128.1 104.1
## cvpred      25.23  6.13  69.0 104.6 100.5  97.0  96.5   150 125.7 127.9 102.9
## pm2.5       21.00 23.00  29.0  65.0  58.0  54.0  42.0    40 108.0  98.0 104.0
## CV residual -4.23 16.87 -40.0 -39.6 -42.5 -43.0 -54.5  -110 -17.7 -29.9   1.1
##             38245 38248 38249 38252  38253 38254 38255 38258 38267 38270 38272
## Predicted    69.0 -9.06 -23.6 -8.79  -9.85  3.30  8.53  25.8  24.7 20.06 21.68
## cvpred       68.6 -9.94 -24.4 -9.87 -10.81  2.16  7.42  24.5  24.0 19.32 20.83
## pm2.5        86.0 42.00  45.0 30.00  40.00 36.00 29.00  38.0  11.0 16.00 14.00
## CV residual  17.4 51.94  69.4 39.87  50.81 33.84 21.58  13.5 -13.0 -3.32 -6.83
##             38274 38275 38277 38286 38290 38291 38293 38294 38296 38298 38299
## Predicted    56.6  61.1   138 136.7  66.6  57.5  42.8  42.2  33.4  52.0  68.1
## cvpred       55.3  61.1   136 134.2  65.8  56.9  42.9  42.3  33.5  52.1  68.0
## pm2.5        12.0  19.0    25  59.0  52.0  40.0  69.0  80.0 107.0 121.0 109.0
## CV residual -43.3 -42.1  -111 -75.2 -13.8 -16.9  26.1  37.7  73.5  68.9  41.0
##             38300  38303 38304 38306 38307 38311 38319 38327 38330 38332 38338
## Predicted    58.3 102.92  74.2 111.5  80.4 100.4 -2.25 71.14   102 115.0  69.9
## cvpred       58.3 102.65  73.4 109.8  78.9  99.1 -1.65 72.18   102 114.4  70.0
## pm2.5        94.0  94.00 121.0  84.0  96.0  89.0 60.00 71.00    71  79.0  98.0
## CV residual  35.7  -8.65  47.6 -25.8  17.1 -10.1 61.65 -1.18   -31 -35.4  28.0
##             38339 38341 38345 38347 38350 38356 38357 38367 38370 38373 38374
## Predicted    68.2  48.5  42.4 48.66  83.4 130.3 141.1  53.5  62.5    80  86.3
## cvpred       69.7  50.0  43.6 49.84  84.5 129.2 141.2  54.8  63.5    81  87.2
## pm2.5        98.0  95.0  54.0 48.00  21.0  68.0  70.0 119.0  93.0   143 115.0
## CV residual  28.3  45.0  10.4 -1.84 -63.5 -61.2 -71.2  64.2  29.5    62  27.8
##             38375  38377  38378 38379 38381 38382 38384 38385 38387 38388 38389
## Predicted    92.6 105.20 103.55  94.1 129.0 159.5 158.9 107.0 130.1 119.1 119.1
## cvpred       93.4 105.84 103.43  93.3 128.7 158.3 157.7 106.2 130.6 119.7 119.7
## pm2.5       107.0 100.00 103.00  75.0  83.0  90.0  75.0  83.0  95.0 134.0 161.0
## CV residual  13.6  -5.84  -0.43 -18.3 -45.7 -68.3 -82.7 -23.2 -35.6  14.3  41.3
##             38390 38393 38394  38399 38404 38409 38410 38415  38422 38427 38428
## Predicted     114  96.4  92.3 134.52   153  63.3  49.1  36.9 113.12 132.5 135.9
## cvpred        115  96.8  92.7 133.39   152  63.2  49.3  36.5 113.55 132.7 134.6
## pm2.5         151 132.0 119.0 141.00   214  36.0  20.0  14.0 121.00  84.0  79.0
## CV residual    36  35.2  26.3   7.61    62 -27.2 -29.3 -22.5   7.45 -48.7 -55.6
##             38431 38435 38437 38439 38440 38442 38446 38447 38450 38453 38454
## Predicted     147 103.1 85.90  70.7  76.4  74.3 106.6 112.8 121.3 144.3   150
## cvpred        146 102.6 85.54  71.7  77.3  75.2 107.3 113.5 121.8 144.5   149
## pm2.5          81  85.0 81.00  97.0 103.0 117.0 150.0 128.0 152.0 196.0   215
## CV residual   -65 -17.6 -4.54  25.3  25.7  41.8  42.7  14.5  30.2  51.5    66
##             38455 38456 38459 38461 38465 38466 38468 38469 38470 38472 38474
## Predicted   146.8   143   105  76.0  27.5  27.5 44.78  67.7  80.6 68.60  96.2
## cvpred      147.1   142   106  77.4  28.9  28.9 46.02  68.7  81.6 69.81  97.2
## pm2.5       242.0   249   239 182.0  50.0  54.0 40.00  56.0  64.0 63.00  74.0
## CV residual  94.9   107   133 104.6  21.1  25.1 -6.02 -12.7 -17.6 -6.81 -23.2
##             38482 38485 38487 38490 38494 38496 38500 38506 38507 38509 38514
## Predicted    73.8  31.7  33.9  43.4  89.7 95.96   110 153.9 147.6 147.6 153.3
## cvpred       75.5  33.7  35.8  45.0  90.9 97.12   111 154.3 148.1 148.1 153.8
## pm2.5       105.0  85.0  54.0  56.0  76.0 99.00    85  84.0  91.0  95.0  93.0
## CV residual  29.5  51.3  18.2  11.0 -14.9  1.88   -26 -70.3 -57.1 -53.1 -60.8
##             38515 38517  38527 38529 38530  38531 38533 38537 38538 38542 38543
## Predicted   149.2 147.6 155.09 145.0  22.3   9.68 -5.37 -16.1 -16.1  47.2   124
## cvpred      149.7 148.1 154.15 144.3  21.8   9.45 -5.54 -16.4 -16.4  47.7   123
## pm2.5        79.0  79.0 150.00 160.0 158.0 157.00 51.00  10.0   8.0  18.0    21
## CV residual -70.7 -69.1  -4.15  15.7 136.2 147.55 56.54  26.4  24.4 -29.7  -102
##             38550 38558 38559 38563 38568 38571 38576 38579 38580 38581 38586
## Predicted     159 14.30 24.12 -36.5 -18.7   135  4.01 -29.1 -6.38 -8.57  28.6
## cvpred        157 14.88 24.61 -37.5 -19.8   133  2.82 -30.1 -7.49 -9.58  27.5
## pm2.5          15 23.00 24.00  26.0  31.0    23 94.00  26.0 19.00 13.00  13.0
## CV residual  -142  8.12 -0.61  63.5  50.8  -110 91.18  56.1 26.49 22.58 -14.5
##             38595 38596 38600 38602 38603 38604 38611 38615 38619 38621 38623
## Predicted    86.8 108.2 106.1  72.7  62.2  30.1 15.36  57.8 132.0 144.5 142.3
## cvpred       85.8 107.9 105.1  72.1  63.0  29.8 15.82  58.1 130.1 142.5 140.4
## pm2.5        19.0  27.0  44.0  49.0  35.0  18.0 24.00  39.0  38.0  44.0  62.0
## CV residual -66.8 -80.9 -61.1 -23.1 -28.0 -11.8  8.18 -19.1 -92.1 -98.5 -78.4
##             38627 38629  38630 38631 38633 38634 38640 38643 38648 38651 38653
## Predicted    24.1  23.7  0.447 -12.1 -39.1 -8.32  58.8  78.6  48.2  49.2  51.1
## cvpred       24.2  23.3  0.139 -12.3 -38.8 -8.65  58.1  78.5  47.9  50.6  52.7
## pm2.5        67.0  41.0 29.000  21.0   8.0 14.00  63.0  96.0  67.0  88.0 100.0
## CV residual  42.8  17.7 28.861  33.3  46.8 22.65   4.9  17.5  19.1  37.4  47.3
##             38655 38658 38662 38663 38666 38669 38673 38675 38677 38682 38684
## Predicted    41.8  54.3 88.81 78.99 114.5 124.5  97.7  47.5  56.9  66.6  79.2
## cvpred       43.3  55.7 89.84 80.11 115.2 123.8  97.5  48.2  57.2  68.0  80.4
## pm2.5       100.0  90.0 97.00 90.00  81.0  96.0 125.0 127.0 125.0 131.0 137.0
## CV residual  56.7  34.3  7.16  9.89 -34.2 -27.8  27.5  78.8  67.8  63.0  56.6
##             38687 38691 38697 38706 38709 38710 38713 38714 38715 38726 38730
## Predicted   131.8 101.0  81.9 111.5  98.3 104.6 114.3 120.2 126.9  62.1  79.6
## cvpred      132.7 100.6  81.5 112.5  98.1 104.3 115.4 119.8 127.7  62.9  80.7
## pm2.5        86.0  53.0  43.0  80.0  59.0  51.0  55.0  49.0  52.0  31.0  28.0
## CV residual -46.7 -47.6 -38.5 -32.5 -39.1 -53.3 -60.4 -70.8 -75.7 -31.9 -52.7
##             38735 38737 38739 38743 38746  38747 38752 38757 38758 38760 38761
## Predicted    54.3  72.6  93.1  90.9  41.1 30.759  50.8  78.4  84.7 106.1 112.3
## cvpred       54.3  72.3  92.4  90.3  41.3 31.015  52.2  79.5  85.7 106.9 113.1
## pm2.5        43.0  57.0  64.0  39.0  28.0 32.000  36.0  45.0  48.0  50.0  47.0
## CV residual -11.3 -15.3 -28.4 -51.3 -13.3  0.985 -16.2 -34.5 -37.7 -56.9 -66.1
##             38768 38770 38772 38776 38777 38779 38780 38784 38788 38789 38796
## Predicted   117.9  98.8  82.5  70.7  70.7  81.1  87.4  96.2 131.7 138.0  81.0
## cvpred      117.5  98.4  83.6  71.7  71.7  82.0  88.2  97.0 132.1 138.3  80.8
## pm2.5       107.0  88.0  60.0  47.0  53.0  51.0  53.0  54.0  80.0  84.0  54.0
## CV residual -10.5 -10.4 -23.6 -24.7 -18.7 -31.0 -35.2 -43.0 -52.1 -54.3 -26.8
##             38802 38806 38810 38813 38815 38816 38818 38826 38828 38838 38842
## Predicted   48.38  76.4 126.8   137 135.4 131.1   116   117   123 114.9  52.6
## cvpred      48.21  77.3 127.3   136 134.5 131.5   117   115   123 113.5  52.1
## pm2.5       56.00  68.0  90.0   106  82.0  87.0    99     7     9  14.0   5.0
## CV residual  7.79  -9.3 -37.3   -30 -52.5 -44.5   -18  -108  -114 -99.5 -47.1
##             38844 38846 38847 38849 38856 38863 38870 38872 38873 38892 38895
## Predicted    37.5  26.6  17.8 14.77   141 107.5  73.1 106.9   141  94.3  59.6
## cvpred       37.1  26.3  17.5 14.29   140 106.2  73.6 105.6   141  95.0  59.2
## pm2.5         3.0   5.0   5.0  7.00    38  25.0  45.0  43.0    11  41.0  25.0
## CV residual -34.1 -21.3 -12.5 -7.29  -102 -81.2 -28.6 -62.6  -130 -54.0 -34.2
##             38897 38903 38908 38910 38913 38916 38918 38920 38922 38924 38926
## Predicted    62.2 124.9 135.9 143.8 137.4 106.3 108.0 128.3 120.5 126.8 136.2
## cvpred       63.0 125.5 136.4 144.1 136.7 107.4 108.9 127.8 121.3 127.5 136.9
## pm2.5        32.0  31.0  62.0  50.0  82.0  78.0  77.0  79.0  75.0  88.0  85.0
## CV residual -31.0 -94.5 -74.4 -94.1 -54.7 -29.4 -31.9 -48.8 -46.3 -39.5 -51.9
##             38929 38930 38932 38935 38943 38946 38950 38954 38957 38962 38965
## Predicted   146.6 117.3 106.8 100.5 18.18  61.3  93.5 134.9 101.3 35.92  4.19
## cvpred      147.2 117.4 106.4 100.2 18.62  61.3  94.5 134.1 100.6 36.06  4.57
## pm2.5       103.0 101.0 123.0  51.0 12.00  15.0  40.0  37.0  51.0 31.00 18.00
## CV residual -44.2 -16.4  16.6 -49.2 -6.62 -46.3 -54.5 -97.1 -49.6 -5.06 13.43
##             38969 38972 38977 38979  38980  38982 38988 38990 38991 38992 38994
## Predicted    32.3  72.6   117 123.6 107.37 113.66  69.8  71.4  63.1  68.8 109.5
## cvpred       32.3  73.7   117 123.2 107.47 113.67  70.1  71.6  64.5  70.1 108.8
## pm2.5        14.0  30.0    64 110.0 105.00 121.00  29.0  34.0  39.0  41.0  49.0
## CV residual -18.3 -43.7   -53 -13.2  -2.47   7.33 -41.1 -37.6 -25.5 -29.1 -59.8
##             38999 39006 39010 39012 39013 39014 39017 39019 39020 39026 39030
## Predicted    96.9   116  75.9  94.4  88.1  79.3  80.8  80.8  87.1 131.6 143.6
## cvpred       96.4   115  75.8  94.3  88.1  79.3  81.9  81.9  88.1 130.9 142.7
## pm2.5        30.0    29  34.0  23.0  30.0  35.0  39.0  54.0  59.0 118.0 169.0
## CV residual -66.4   -86 -41.8 -71.3 -58.1 -44.3 -42.9 -27.9 -29.1 -12.9  26.3
##             39032 39033 39037 39038 39041 39048 39049 39051 39056 39057 39061
## Predicted    95.9 106.4  74.5 76.17  92.3  99.0   150 149.3 147.3 138.3 126.2
## cvpred       96.0 106.1  75.7 77.24  93.2  98.3   150 148.3 147.4 137.4 126.7
## pm2.5       141.0 117.0  89.0 82.00 161.0 113.0   140 117.0 169.0 164.0 191.0
## CV residual  45.0  10.9  13.3  4.76  67.8  14.7   -10 -31.3  21.6  26.6  64.3
##             39063 39064  39065 39072 39074 39075 39076 39078 39079 39085  39089
## Predicted   116.4 116.3 108.10 129.4 129.4 141.2 126.2   157   131 136.3 129.45
## cvpred      115.7 116.8 108.58 129.8 129.8 141.3 125.4   156   131 136.5 129.77
## pm2.5       138.0 132.0 105.00 114.0 221.0 225.0  84.0    20    28  49.0 132.00
## CV residual  22.3  15.2  -3.58 -15.8  91.2  83.7 -41.4  -136  -103 -87.5   2.23
##             39094 39095 39097 39099 39101 39116 39124 39126 39129 39137 39140
## Predicted     162 161.6 127.0 163.8 161.6 112.8 124.3 119.5   131 118.9 127.3
## cvpred        160 160.2 126.5 162.3 160.2 113.3 123.8 118.4   132 119.6 127.9
## pm2.5          56  62.0  75.0  74.0  76.0  77.0 146.0 151.0   137 109.0  71.0
## CV residual  -104 -98.2 -51.5 -88.3 -84.2 -36.3  22.2  32.6     5 -10.6 -56.9
##             39141 39145 39147 39157 39160 39166 39168 39170 39176 39178 39180
## Predicted   127.3 138.3 145.1  60.8  92.4 128.7 133.4 146.0 139.7   131 116.7
## cvpred      127.9 138.8 145.5  60.8  93.4 129.6 134.2 146.6 140.4   131 117.7
## pm2.5        79.0  78.0  86.0  19.0  11.0  94.0  82.0  70.0  64.0    70  57.0
## CV residual -48.9 -60.8 -59.5 -41.8 -82.4 -35.6 -52.2 -76.6 -76.4   -61 -60.7
##             39181 39188 39191 39192 39196 39200 39204 39213 39214 39219 39222
## Predicted   103.7 61.64 107.9 107.9   148 105.7 107.8   135   140 110.0 110.0
## cvpred      103.6 61.42 107.3 107.3   147 105.2 107.7   135   139 109.4 109.4
## pm2.5        62.0 66.00  18.0  15.0    23  20.0  51.0    29    34  25.0  21.0
## CV residual -41.6  4.58 -89.3 -92.3  -124 -85.2 -56.7  -106  -105 -84.4 -88.4
##             39226 39228 39229 39231 39241 39243 39244 39245 39251 39252 39254
## Predicted    59.7  76.7  32.1  69.9 130.1 119.1 112.8 123.2  95.5  89.2  87.1
## cvpred       59.8  76.8  32.5  71.3 130.6 118.8 112.6 122.9  95.2  89.0  88.1
## pm2.5        15.0   8.0  16.0  18.0  43.0  50.0  59.0  66.0  64.0  50.0  37.0
## CV residual -44.8 -68.8 -16.5 -53.3 -87.6 -68.8 -53.6 -56.9 -31.2 -39.0 -51.1
##             39256 39257 39259 39260 39261 39265 39266 39268 39272 39275 39277
## Predicted    78.4  84.1  86.3  86.3  97.2 113.9 120.2 138.5 130.6   116 114.2
## cvpred       79.3  84.9  87.0  87.0  97.9 114.4 120.6 138.6 130.9   117 114.9
## pm2.5        47.0  54.0  47.0  41.0  50.0  52.0  54.0  58.0  90.0    74  85.0
## CV residual -32.3 -30.9 -40.0 -46.0 -47.9 -62.4 -66.6 -80.6 -40.9   -43 -29.9
##             39282 39283 39284 39285  39288 39290 39292 39294 39296  39298 39299
## Predicted   132.5 138.8 138.8 138.8 143.44 143.4 145.1 149.2 148.7 123.58 117.3
## cvpred      132.9 139.1 139.1 139.1 143.82 143.8 145.3 149.4 147.7 122.95 116.8
## pm2.5       113.0 128.0 117.0 116.0 150.00 185.0 193.0 199.0 190.0 128.00 100.0
## CV residual -19.9 -11.1 -22.1 -23.1   6.18  41.2  47.7  49.6  42.3   5.05 -16.8
##             39302 39304 39305 39306 39307 39314 39315 39318 39319 39334 39335
## Predicted   79.27  80.9  85.4  64.6 116.9  89.2  85.1 101.4  86.0  63.4  73.8
## cvpred      79.06  80.6  86.4  64.9 117.4  88.6  84.5 101.3  85.6  64.5  74.9
## pm2.5       73.00  66.0 106.0  95.0  93.0  31.0  39.0   6.0   4.0  27.0  32.0
## CV residual -6.06 -14.6  19.6  30.1 -24.4 -57.6 -45.5 -95.3 -81.6 -37.5 -42.9
##             39337 39340 39341 39342 39344 39345 39353 39354 39361 39362 39366
## Predicted    67.4  83.8 102.6  98.8  61.1  38.1  1.22  32.7  81.9 114.9   136
## cvpred       67.0  83.0 101.6  98.0  60.8  38.1  2.12  34.0  82.2 114.4   135
## pm2.5        28.0  32.0  28.0  22.0  26.0  24.0 15.00   6.0  30.0  54.0    30
## CV residual -39.0 -51.0 -73.6 -76.0 -34.8 -14.1 12.88 -28.0 -52.2 -60.4  -105
##             39367 39368 39372 39373 39374 39375 39380 39382 39396 39402 39403
## Predicted    79.7  78.1  58.8 60.91 52.71 62.53  62.2  87.7  83.7 53.76 47.19
## cvpred       79.4  78.6  59.2 62.39 54.18 63.91  63.4  88.7  83.9 55.11 48.41
## pm2.5        26.0  50.0  48.0 60.00 48.00 59.00  33.0  59.0  71.0 51.00 54.00
## CV residual -53.4 -28.6 -11.2 -2.39 -6.18 -4.91 -30.4 -29.7 -12.9 -4.11  5.59
##             39404 39407 39411  39418 39420 39423 39424 39425 39427 39431 39432
## Predicted   47.75  73.2 100.3  98.36  77.6  93.1  98.9  98.9 100.5 114.1   154
## cvpred      48.98  74.3 101.1  99.51  78.9  94.2  99.9  99.9 101.4 113.3   153
## pm2.5       40.00  59.0  59.0 101.00 105.0 124.0 122.0 122.0 141.0  66.0    48
## CV residual -8.98 -15.3 -42.1   1.49  26.1  29.8  22.1  22.1  39.6 -47.3  -105
##             39442 39444 39452 39458 39462 39463 39465 39466 39469 39473 39485
## Predicted     154 141.3 144.5 152.4 154.5 154.9   149   142   125 114.1   107
## cvpred        154 141.7 144.8 152.5 153.4 155.1   149   143   124 114.7   106
## pm2.5          52  50.0  98.0 134.0 239.0 250.0   263   280   256 175.0   293
## CV residual  -102 -91.7 -46.8 -18.5  85.6  94.9   114   137   132  60.3   187
##             39487 39490 39494 39496 39497 39500 39501 39502 39503 39506 39509
## Predicted     109  78.3 105.0  92.9  99.1 118.6 124.9 123.8 127.9 135.9 142.2
## cvpred        109  78.2 104.9  94.2 100.4 119.5 125.7 124.8 128.9 135.5 141.7
## pm2.5         259 185.0 137.0 139.0 178.0 148.0 194.0 172.0 151.0 172.0 158.0
## CV residual   150 106.8  32.1  44.8  77.6  28.5  68.3  47.2  22.1  36.5  16.3
##              39510 39511 39517 39522 39529 39531 39539 39540 39542 39546 39547
## Predicted   142.67 117.5 109.0  95.6 133.6 141.5 123.2 121.1 110.1 117.4 113.3
## cvpred      143.39 117.7 110.3  96.8 134.5 142.2 124.2 122.1 111.3 118.4 114.3
## pm2.5       152.00 149.0  96.0  70.0 182.0 233.0 217.0 196.0 157.0 158.0 168.0
## CV residual   8.61  31.3 -14.3 -26.8  47.5  90.8  92.8  73.9  45.7  39.6  53.7
##             39550 39557 39564 39568 39570 39571 39575 39578 39580 39585 39588
## Predicted   122.7 139.2 113.9 116.6 111.9 111.9   133 135.2 112.2  96.3 59.18
## cvpred      123.7 138.5 114.9 117.3 112.6 112.6   133 135.4 111.8  96.4 59.77
## pm2.5       194.0 114.0 103.0 182.0 193.0 192.0   239 180.0 187.0 137.0 68.00
## CV residual  70.3 -24.5 -11.9  64.7  80.4  79.4   106  44.6  75.2  40.6  8.23
##             39591 39592 39593 39595 39601 39602 39603 39605 39612 39619 39621
## Predicted    44.4  25.2  36.2  90.4   114 103.8 94.92  99.6  38.2  74.0  82.2
## cvpred       44.8  25.0  36.6  91.1   114 103.7 94.21  98.9  38.9  74.7  82.9
## pm2.5        15.0  10.0  13.0   8.0    55  53.0 85.00  19.0  11.0  22.0  36.0
## CV residual -29.8 -15.0 -23.6 -83.1   -59 -50.7 -9.21 -79.9 -27.9 -52.7 -46.9
##             39623 39624 39629 39638 39645 39648 39649 39653 39654 39656 39660
## Predicted    84.4  56.3 106.1  28.8  72.0  97.4 111.6 124.5 101.4  57.7  62.0
## cvpred       85.0  55.9 104.9  29.7  72.5  97.8 111.7 123.7 100.3  57.0  61.5
## pm2.5        31.0  35.0  52.0  17.0  28.0  42.0  48.0  58.0  64.0  41.0  13.0
## CV residual -54.0 -20.9 -52.9 -12.7 -44.5 -55.8 -63.7 -65.7 -36.3 -16.0 -48.5
##             39664 39665 39674 39676 39678 39679 39691 39693 39695 39697 39705
## Predicted    9.26 18.11  96.5  68.2  76.7  70.4  50.1  77.8  63.6 122.4  43.0
## cvpred       8.96 18.47  95.7  68.2  76.5  70.3  50.9  78.3  64.4 122.7  42.7
## pm2.5       16.00 13.00  19.0   9.0   9.0  10.0  12.0  16.0  22.0  36.0  17.0
## CV residual  7.04 -5.47 -76.7 -59.2 -67.5 -60.3 -38.9 -62.3 -42.4 -86.7 -25.7
##             39707 39712 39713 39714 39715 39717 39719 39721 39725 39727 39736
## Predicted   19.45  34.9  33.1 20.22  81.3  87.9 127.7  92.4 106.6  98.7 41.96
## cvpred      19.41  34.7  32.7 19.84  81.8  87.7 126.6  91.6 105.5  97.8 43.15
## pm2.5       13.00  11.0   9.0 20.00  21.0  26.0  58.0  50.0  31.0  21.0 36.00
## CV residual -6.41 -23.7 -23.7  0.16 -60.8 -61.7 -68.6 -41.6 -74.5 -76.8 -7.15
##             39737 39740 39746 39748 39749 39750 39751 39752 39756 39758 39759
## Predicted   46.06  83.5 104.4 104.1 110.4 120.8 130.7 114.0  91.2  80.8  82.5
## cvpred      47.26  84.4 105.2 104.7 110.9 121.2 129.8 113.3  92.2  81.9  83.4
## pm2.5       39.00  38.0  60.0  29.0  35.0  40.0  42.0  37.0  52.0  52.0  50.0
## CV residual -8.26 -46.4 -45.2 -75.7 -75.9 -81.2 -87.8 -76.3 -40.2 -29.9 -33.4
##             39762   39777  39778 39789 39791 39793 39799 39803 39804 39806
## Predicted    77.8 128.676 126.05 141.3 145.5 145.2 143.9 125.4 112.9 108.2
## cvpred       78.7 129.338 125.54 141.7 144.7 144.2 143.2 126.3 113.9 109.2
## pm2.5        45.0 130.000 133.00  60.0  80.0  64.0 147.0 142.0 139.0 132.0
## CV residual -33.7   0.662   7.46 -81.7 -64.7 -80.2   3.8  15.7  25.1  22.8
##             39810 39811 39812 39813 39815 39816 39818 39823   39827 39828 39830
## Predicted   118.1 118.1 120.6 129.1 102.7 131.6   139 134.2 107.417 105.2  97.9
## cvpred      117.8 117.8 120.4 128.7 103.2 131.3   139 135.1 108.808 106.7  98.2
## pm2.5       163.0 152.0 150.0 160.0 188.0 195.0   191 123.0 109.000 120.0 127.0
## CV residual  45.2  34.2  29.6  31.3  84.8  63.7    52 -12.1   0.192  13.3  28.8
##             39832  39836 39838 39845 39847 39848 39851 39857 39859 39861 39868
## Predicted    83.3  95.90 110.5 124.1 126.1 120.3  82.6  60.4  72.9  88.0 123.5
## cvpred       85.0  97.35 110.6 125.3 126.2 121.7  84.5  62.3  74.7  89.6 124.7
## pm2.5       109.0 106.00  84.0  77.0  75.0  72.0  48.0  38.0  48.0  64.0  57.0
## CV residual  24.0   8.65 -26.6 -48.3 -51.2 -49.7 -36.5 -24.3 -26.7 -25.6 -67.7
##             39869 39871 39874 39883 39885 39890 39892 39899 39904 39910 39913
## Predicted   129.8 125.7   101  79.4  96.1 116.0 123.9  73.3 20.23  47.4  49.0
## cvpred      130.9 126.8   102  80.7  97.2 116.7 124.4  73.0 20.28  48.0  48.8
## pm2.5        65.0  62.0    55  69.0  53.0  59.0  55.0  11.0 15.00  14.0   6.0
## CV residual -65.9 -64.8   -47 -11.7 -44.2 -57.7 -69.4 -62.0 -5.28 -34.0 -42.8
##             39914 39917 39919 39927 39928 39929 39930 39937 39938 39947 39951
## Predicted    59.9  58.3  58.3  37.8  49.8  49.8  49.8  54.2  55.8  53.7  63.9
## cvpred       59.7  58.2  58.2  38.1  49.9  49.9  49.9  54.1  55.6  53.5  64.9
## pm2.5         6.0  16.0  14.0  17.0  16.0  16.0  11.0  16.0  20.0  18.0  20.0
## CV residual -53.7 -42.2 -44.2 -21.1 -33.9 -33.9 -38.9 -38.1 -35.6 -35.5 -44.9
##             39958 39968 39970 39976 39977 39982  39984 39985   39986   39987
## Predicted    96.9 135.1  96.1 102.0   100 115.6 109.85 117.8 144.861 117.762
## cvpred       97.8 134.4  96.5 101.9   101 116.6 110.07 117.8 145.479 117.778
## pm2.5        43.0  74.0  82.0  62.0    50  35.0 104.00 136.0 146.000 118.000
## CV residual -54.8 -60.4 -14.5 -39.9   -51 -81.6  -6.07  18.2   0.521   0.222
##              39989 39990  39991 39992 39993 40000 40003 40004 40010 40011 40012
## Predicted   154.53 110.5 113.02 94.15  81.0  62.0  66.3  72.6 117.8 125.3 136.1
## cvpred      153.57 109.8 112.37 93.78  80.8  63.3  67.5  73.7 118.7 124.7 136.7
## pm2.5       149.00 160.0 116.00 91.00  97.0  28.0  45.0  44.0  87.0  91.0 116.0
## CV residual  -4.57  50.2   3.63 -2.78  16.2 -35.3 -22.5 -29.7 -31.7 -33.7 -20.7
##             40020 40026 40033  40040   40041 40043 40045 40050 40051 40052
## Predicted    85.0  46.7  92.1 112.49 105.011  81.0  57.9  60.3  72.4  78.6
## cvpred       86.7  48.5  93.5 112.43 106.425  81.4  59.9  61.8  73.6  79.8
## pm2.5       107.0  76.0  60.0 107.00 106.000 105.0 133.0  85.0  95.0  98.0
## CV residual  20.3  27.5 -33.5  -5.43  -0.425  23.6  73.1  23.2  21.4  18.2
##             40056 40058  40062 40068 40070 40075 40079 40083 40087 40088 40095
## Predicted   106.3 116.7 139.63  78.5  59.8  66.8 113.6 117.7 135.0 128.7  67.1
## cvpred      107.2 117.5 140.22  78.6  61.2  67.9 114.3 118.5 135.5 129.3  68.4
## pm2.5        84.0  95.0 134.00 118.0 101.0  81.0  83.0  99.0 155.0 189.0  86.0
## CV residual -23.2 -22.5  -6.22  39.4  39.8  13.1 -31.3 -19.5  19.5  59.7  17.6
##             40096 40099 40103 40107 40108  40111 40113 40116 40118 40119  40120
## Predicted    69.3 91.71 121.8 148.7   153 111.32 148.0 125.4 119.1   117 116.95
## cvpred       70.5 92.59 122.6 147.7   154 110.65 147.3 126.3 120.1   118 118.03
## pm2.5        84.0 86.00  83.0  52.0    53 113.00 134.0 149.0 132.0   130 122.00
## CV residual  13.5 -6.59 -39.6 -95.7  -101   2.35 -13.3  22.7  11.9    12   3.97
##              40121 40126 40127 40131 40132 40133 40137 40139 40142 40145 40153
## Predicted   118.58 134.2 134.2 136.7 136.7 140.5   137 124.1 102.8  99.7 127.9
## cvpred      119.54 135.1 135.1 137.7 137.7 141.3   138 125.3 104.1 101.0 128.9
## pm2.5       112.00 199.0 212.0 198.0 187.0 184.0   250 210.0 164.0 134.0 196.0
## CV residual  -7.54  63.9  76.9  60.3  49.3  42.7   112  84.7  59.9  33.0  67.1
##             40155 40159 40162 40163  40164 40166 40170  40171 40172 40173 40180
## Predicted   135.8   104 130.4 119.4 113.14  91.4  93.4 103.81 110.1 116.4 139.4
## cvpred      136.6   104 131.5 120.6 114.43  91.5  94.8 105.06 111.3 117.5 140.2
## pm2.5       120.0   146 185.0 152.0 112.00 109.0 106.0 115.00 124.0 134.0  93.0
## CV residual -16.6    42  53.5  31.4  -2.43  17.5  11.2   9.94  12.7  16.5 -47.2
##             40181 40190 40192  40193   40195  40196  40197 40200 40207 40208
## Predicted   141.5  99.8  95.5  95.54  99.350 104.02 120.26 108.6 145.4 108.6
## cvpred      142.2  99.6  96.6  96.63 100.229 104.91 119.71 108.7 144.5 108.7
## pm2.5        88.0 112.0 110.0 104.00 101.000 100.00 113.00 119.0 175.0 132.0
## CV residual -54.2  12.4  13.4   7.37   0.771  -4.91  -6.71  10.3  30.5  23.3
##              40209 40212 40221 40222 40223 40224 40228 40230 40232 40233 40237
## Predicted   100.17  95.1   140 133.8 133.8 135.0 145.4 105.5 100.4  84.3   115
## cvpred      100.42  94.9   140 134.4 134.4 134.2 144.5 104.8 100.5  84.6   115
## pm2.5       102.00  74.0    54  67.0  63.0  67.0  89.0  92.0  90.0  59.0     5
## CV residual   1.58 -20.9   -86 -67.4 -71.4 -67.2 -55.5 -12.8 -10.5 -25.6  -110
##             40238 40240 40241 40247 40251 40253 40257 40259 40262 40264 40266
## Predicted     113   119   113 102.6   150   109  94.7 103.2  83.9  71.0  89.6
## cvpred        113   119   113 102.1   149   108  94.4 103.1  85.1  72.2  90.7
## pm2.5           7     6     4   4.0    13     8  16.0  25.0  27.0  28.0  51.0
## CV residual  -106  -113  -109 -98.1  -136  -100 -78.4 -78.1 -58.1 -44.2 -39.7
##             40269 40272 40273 40274 40278 40283 40290 40300 40302 40304 40310
## Predicted   104.7   138   143 115.0  94.2 29.92  40.4 143.8 104.0  85.2  51.5
## cvpred      105.7   137   143 115.1  93.8 30.37  41.8 144.5 103.7  85.1  52.0
## pm2.5        23.0    26    32  34.0  63.0 23.00   4.0 101.0  93.0  62.0  41.0
## CV residual -82.7  -111  -111 -81.1 -30.8 -7.37 -37.8 -43.5 -10.7 -23.1 -11.0
##             40311 40314 40316 40317 40327 40329 40331 40333 40336 40337 40338
## Predicted    59.8  61.5  91.0  93.2 108.8 110.3  94.1 72.71 53.27  57.4  65.3
## cvpred       61.5  63.0  92.4  94.5 109.1 110.3  95.5 74.36 54.75  58.9  66.6
## pm2.5        39.0  44.0  40.0  64.0  69.0  90.0  76.0 72.00 46.00  39.0  49.0
## CV residual -22.5 -19.0 -52.4 -30.5 -40.1 -20.3 -19.5 -2.36 -8.75 -19.9 -17.6
##             40340 40341 40343 40352  40354 40356 40360 40362 40363 40373 40375
## Predicted    84.4  97.0 116.2   143 119.71 102.6  80.8  74.3  95.0 116.0 131.1
## cvpred       85.7  98.1 117.2   144 120.69 102.5  81.9  75.2  95.8 114.9 130.6
## pm2.5        62.0  59.0  59.0   154 124.00  80.0  53.0  44.0  33.0  21.0  31.0
## CV residual -23.7 -39.1 -58.2    10   3.31 -22.5 -28.9 -31.2 -62.8 -93.9 -99.6
##             40378 40384 40386 40389 40390 40400 40402 40404 40408 40410 40411
## Predicted     127  68.6  78.8 106.5 117.4  80.7  52.7  9.91  34.9  40.6  50.6
## cvpred        127  68.2  79.7 107.1 117.9  80.3  53.3 10.19  36.1  41.7  50.3
## pm2.5          25  30.0  20.0  53.0  49.0  13.0  12.0 11.00  10.0   9.0  14.0
## CV residual  -102 -38.2 -59.7 -54.1 -68.9 -67.3 -41.3  0.81 -26.1 -32.7 -36.3
##             40414 40416 40424 40425 40429 40435 40437 40440 40445 40446 40447
## Predicted   20.01  81.0  50.4  43.1  54.9  87.7   113  46.3 113.7   148   147
## cvpred      19.99  80.4  50.0  43.6  56.3  88.7   114  46.4 113.7   148   146
## pm2.5       23.00  42.0  12.0  17.0  19.0  31.0    29  19.0  18.0    19    38
## CV residual  3.01 -38.4 -38.0 -26.6 -37.3 -57.7   -85 -27.4 -95.7  -129  -108
##             40448 40455 40460 40463 40465 40467 40468 40478 40480 40486 40487
## Predicted   122.4   118   141   148 114.1   121 116.3  88.5  88.0  56.7 123.4
## cvpred      122.5   118   142   147 113.5   121 115.6  89.8  89.2  56.7 122.7
## pm2.5        36.0    17    24    24  29.0    22  22.0  42.0  31.0  37.0  26.0
## CV residual -86.5  -101  -118  -123 -84.5   -99 -93.6 -47.8 -58.2 -19.7 -96.7
##             40491 40494 40495 40499 40502 40504 40508 40509 40510 40514 40517
## Predicted   127.9 128.4   151 107.3  58.6  60.6   133   142   142 136.2 101.0
## cvpred      127.6 128.2   150 107.2  58.7  61.9   132   141   141 135.6 100.6
## pm2.5        34.0  35.0    71  64.0  17.0  17.0    30    27    24  70.0  82.0
## CV residual -93.6 -93.2   -79 -43.2 -41.7 -44.9  -102  -114  -117 -65.6 -18.6
##             40518 40519 40521 40523 40528 40532 40541 40546 40552 40556 40558
## Predicted   103.2 103.2  95.6  84.9  60.9 104.7   123  83.6  74.9 100.3 115.5
## cvpred      102.6 102.6  96.2  85.0  62.4 105.7   124  84.3  76.4 101.7 115.6
## pm2.5        52.0  46.0  37.0  71.0  28.0  61.0    23  36.0  38.0  35.0  55.0
## CV residual -50.6 -56.6 -59.2 -14.0 -34.4 -44.7  -101 -48.3 -38.4 -66.7 -60.6
##             40560 40564 40575 40579 40582 40583 40585 40588 40595 40599 40600
## Predicted   127.5 105.5 86.14  87.8 109.7  95.2 118.2 105.5 86.56 62.61 58.51
## cvpred      127.4 106.1 87.84  89.3 111.1  96.7 119.4 106.1 87.21 64.56 60.45
## pm2.5        81.0  56.0 80.00  65.0  74.0  57.0  74.0  74.0 97.00 61.00 55.00
## CV residual -46.4 -50.1 -7.84 -24.3 -37.1 -39.7 -45.4 -32.1  9.79 -3.56 -5.45
##             40601 40603 40606 40609  40618 40621 40634 40636  40638 40642 40645
## Predicted    66.4  72.7  98.2 117.0 108.11 74.63 121.9 138.6 138.14 128.0  89.9
## cvpred       68.2  74.4  99.7 118.2 108.25 76.38 122.8 139.3 137.58 127.8  91.2
## pm2.5        48.0  59.0  84.0  73.0 114.00 81.00  99.0 119.0 133.00 173.0 138.0
## CV residual -20.2 -15.4 -15.7 -45.2   5.75  4.62 -23.8 -20.3  -4.58  45.2  46.8
##             40648 40650 40654 40658 40660 40663 40666 40668 40669 40674  40685
## Predicted    89.3  85.2 116.7  99.5   141 107.3   118 109.7 107.3 108.3 150.15
## cvpred       90.6  86.5 117.7  99.8   140 106.8   118 109.8 107.2 108.1 149.39
## pm2.5       134.0 113.0  69.0  23.0    23  30.0    19  31.0  42.0  87.0 142.00
## CV residual  43.4  26.5 -48.7 -76.8  -117 -76.8   -99 -78.8 -65.2 -21.1  -7.39
##             40686 40688 40691 40692 40695  40699 40700 40701 40704 40712 40717
## Predicted   146.0 150.1 112.4   106 79.83  98.86 103.5 120.2  79.1   144  57.2
## cvpred      145.3 149.4 112.2   106 79.64  99.87 104.6 121.1  78.8   144  57.2
## pm2.5       128.0 138.0 133.0   134 87.00 104.00 118.0 133.0  35.0    29   4.0
## CV residual -17.3 -11.4  20.8    28  7.36   4.13  13.4  11.9 -43.8  -115 -53.2
##             40718 40720 40722 40723 40724 40728 40730 40735 40738 40740 40741
## Predicted    50.4    52  63.4  82.0 101.1 125.1 102.5 106.8  32.2  20.2  4.55
## cvpred       50.4    52  64.5  83.1 102.2 124.8 102.9 106.4  32.7  21.6  5.29
## pm2.5         8.0    10   6.0   7.0  12.0  38.0  16.0  15.0  17.0   7.0  7.00
## CV residual -42.4   -42 -58.5 -76.1 -90.2 -86.8 -86.9 -91.4 -15.7 -14.6  1.71
##             40744 40746 40749 40752 40753 40754 40758 40760 40763 40770 40774
## Predicted    33.6  39.9  55.5  78.8 116.4 133.0 103.8  74.9  1.86 0.961  41.3
## cvpred       35.3  41.5  57.1  79.4 116.2 132.7 103.4  75.0  2.84 1.732  43.1
## pm2.5         9.0   6.0  18.0  26.0  26.0  41.0  23.0  15.0 17.00 6.000  31.0
## CV residual -26.3 -35.5 -39.1 -53.4 -90.2 -91.7 -80.4 -60.0 14.16 4.268 -12.1
##             40786 40787 40789 40790 40792 40794 40795 40796 40797 40798 40799
## Predicted    44.1  60.3 37.24  30.5  28.5  43.0 51.44 68.12  99.4 110.2 93.56
## cvpred       45.4  61.0 39.48  31.6  30.7  45.1 53.39 69.89  99.7 111.7 95.18
## pm2.5        24.0  30.0 38.00  43.0  48.0  63.0 62.00 67.00  73.0  82.0 94.00
## CV residual -21.4 -31.0 -1.48  11.4  17.3  17.9  8.61 -2.89 -26.7 -29.7 -1.18
##             40803  40804 40805 40807 40809 40812 40814 40817  40819 40824 40826
## Predicted   116.5 105.71  96.0 114.5   107  56.3  77.3  95.0 105.86 140.9 102.2
## cvpred      117.9 105.87  96.9 114.7   107  57.0  78.1  95.5 107.51 142.2 102.4
## pm2.5       100.0 103.00 108.0  83.0    64  68.0  60.0  80.0  98.00  58.0  77.0
## CV residual -17.9  -2.87  11.1 -31.7   -43  11.0 -18.1 -15.5  -9.51 -84.2 -25.4
##             40828 40829 40831 40832 40834 40843  40847  40851 40853 40856 40860
## Predicted     142   113   113   113 115.3 102.6 134.35 129.81 136.1 129.8  94.1
## cvpred        142   114   114   114 115.7 104.5 135.98 130.16 136.4 130.2  95.3
## pm2.5          85    74    90    89  71.0  87.0 132.00 125.00 151.0 148.0 173.0
## CV residual   -57   -40   -24   -25 -44.7 -17.5  -3.98  -5.16  14.6  17.8  77.7
##             40866 40867   40871 40873 40874 40875 40876  40877 40885 40888
## Predicted   101.5 134.6 138.785 110.5 141.0 141.0 112.1 113.75   112 111.6
## cvpred      102.4 135.8 138.808 111.3 140.9 140.9 112.8 114.32   112 113.1
## pm2.5       164.0 149.0 138.000 100.0 107.0 131.0 139.0 121.00    58  78.0
## CV residual  61.6  13.2  -0.808 -11.3 -33.9  -9.9  26.2   6.68   -54 -35.1
##             40891 40893  40894 40907 40911 40912 40913 40917 40924 40925 40932
## Predicted   136.7 98.90 103.57 120.9 117.3 142.0 109.1 115.4 119.2 108.1 117.0
## cvpred      137.9 99.13 103.81 122.5 118.8 141.8 109.6 115.8 119.4 107.8 117.3
## pm2.5        72.0 93.00  99.00 132.0 146.0 163.0  95.0 175.0  49.0  30.0  37.0
## CV residual -65.9 -6.13  -4.81   9.5  27.2  21.2 -14.6  59.2 -70.4 -77.8 -80.3
##             40935 40939 40940 40941 40942 40948 40952 40953 40956 40957 40958
## Predicted    98.1   113 102.4   101  97.3   120  94.8  86.3  77.8  69.0  30.8
## cvpred       98.8   114 102.2   102  97.9   120  94.6  86.3  78.0  69.2  31.0
## pm2.5        19.0    12   9.0     8  10.0    12  14.0  11.0  13.0   8.0  12.0
## CV residual -79.8  -102 -93.2   -94 -87.9  -108 -80.6 -75.3 -65.0 -61.2 -19.0
##             40959 40965 40967 40971 40975 40980 40982 40987 40990 40993 40995
## Predicted    62.3  92.6   130 132.2 125.6  87.7  56.0  84.6 133.2 134.2 142.2
## cvpred       63.6  93.4   129 131.8 124.3  88.7  57.2  85.5 132.4 134.7 141.2
## pm2.5        10.0  15.0    19  38.0  53.0  27.0  45.0  35.0  60.0  60.0  64.0
## CV residual -53.6 -78.4  -110 -93.8 -71.3 -61.7 -12.2 -50.5 -72.4 -74.7 -77.2
##             41006 41007 41011 41012 41015  41016  41019 41020  41022  41023
## Predicted    96.0 93.49 106.1 116.5 132.1 132.08 142.47 136.7 143.03 143.03
## cvpred       97.6 94.97 107.4 117.7 133.2 133.23 143.54 137.9 144.11 144.11
## pm2.5       114.0 90.00  70.0  88.0 147.0 143.00 152.00 152.0 143.00 139.00
## CV residual  16.4 -4.97 -37.4 -29.7  13.8   9.77   8.46  14.1  -1.11  -5.11
##               41024 41026 41027 41028   41037  41038 41041  41044  41045 41050
## Predicted   142.597 122.1 116.3 104.9 122.748 122.75   125 143.24 143.24 139.0
## cvpred      142.408 122.3 117.8 105.2 123.864 123.86   126 143.97 143.97 138.7
## pm2.5       142.000 133.0 137.0 138.0 123.000 132.00   162 145.00 147.00 196.0
## CV residual  -0.408  10.7  19.2  32.8  -0.864   8.14    36   1.03   3.03  57.3
##             41051 41053 41055  41057 41064 41069 41079 41080 41081 41082 41085
## Predicted   133.1   112 90.16  95.89  95.0   110 -4.23  41.4  45.9  62.6  79.8
## cvpred      134.2   113 91.29  96.91  94.9   109 -3.94  41.4  47.2  63.7  80.8
## pm2.5       207.0   176 85.00 100.00 156.0     5  6.00   6.0   4.0  10.0  14.0
## CV residual  72.8    63 -6.29   3.09  61.1  -104  9.94 -35.4 -43.2 -53.7 -66.8
##             41088 41090 41092 41094 41096 41101 41102 41106 41110 41113 41118
## Predicted     144 123.5 116.6   157 102.4  79.8  73.6  75.2 105.3 128.8 139.8
## cvpred        143 123.2 115.7   156 101.8  81.2  75.0  76.5 106.5 129.8 140.6
## pm2.5          22  37.0  45.0    39  23.0  31.0  43.0  35.0  61.0  41.0  79.0
## CV residual  -121 -86.2 -70.7  -117 -78.8 -50.2 -32.0 -41.5 -45.5 -88.8 -61.6
##              41121 41128 41130 41136 41138 41140 41142 41143  41147 41151
## Predicted   117.23  68.7  72.8 121.8 125.6 129.8 131.4 129.8 113.28  68.4
## cvpred      117.33  70.5  74.6 123.1 126.7 129.7 131.2 129.7 114.86  69.5
## pm2.5       108.00  30.0  36.0  95.0  61.0  77.0  81.0  81.0 108.00  84.0
## CV residual  -9.33 -40.5 -38.6 -28.1 -65.7 -52.7 -50.2 -48.7  -6.86  14.5
##              41159 41161 41162  41164 41165 41167 41168 41171 41172 41173 41177
## Predicted   101.65 101.7 141.5 141.54 101.7   142   142 128.3 117.5 112.8 104.5
## cvpred      101.79 101.8 141.5 141.47 101.8   142   142 129.8 117.8 113.2 106.1
## pm2.5       104.00 121.0 124.0 147.00  82.0    60    52  59.0  74.0  68.0  36.0
## CV residual   2.21  19.2 -17.5   5.53 -19.8   -82   -90 -70.8 -43.8 -45.2 -70.1
##             41179 41180 41182 41185 41187 41191 41194 41196 41197 41204 41208
## Predicted   110.8 121.2 125.9 136.2   113   113 122.0  88.4  88.4 104.2 141.8
## cvpred      112.3 122.6 127.3 137.6   114   114 123.7  90.1  90.1 105.6 141.5
## pm2.5        54.0  48.0  58.0  52.0    54    95  96.0  60.0  50.0  53.0  79.0
## CV residual -58.3 -74.6 -69.3 -85.6   -60   -19 -27.7 -30.1 -40.1 -52.6 -62.5
##             41210 41211 41212 41215 41216 41217 41218 41220 41225 41226 41230
## Predicted     136 141.8   136 133.9  86.1 84.48 68.72  36.2 18.32  67.0 119.9
## cvpred        137 141.5   137 133.8  86.4 84.92 69.78  37.4 19.05  67.5 121.3
## pm2.5          71  76.0    75  95.0 106.0 79.00 63.00  27.0 12.00  13.0  34.0
## CV residual   -66 -65.5   -62 -38.8  19.6 -5.92 -6.78 -10.4 -7.05 -54.5 -87.3
##             41231 41232 41235 41236 41240 41242  41244 41247 41251 41252 41253
## Predicted   127.7   107 102.6 100.7  92.7  62.5 -1.600 -37.7  39.2  52.1  54.3
## cvpred      127.8   108 102.6 100.6  92.9  63.8 -0.477 -36.6  40.8  53.7  55.8
## pm2.5        36.0    42  47.0  28.0  16.0  11.0  7.000   6.0  16.0  18.0  20.0
## CV residual -91.8   -66 -55.6 -72.6 -76.9 -52.8  7.477  42.6 -24.8 -35.7 -35.8
##             41254 41262 41266 41271 41272 41274 41278 41282 41283 41284 41286
## Predicted    63.0 100.4  61.7 100.1  98.0  81.6 111.4  99.1   130 103.2   139
## cvpred       64.6 100.1  62.7 100.5  99.6  82.7 113.1 100.7   131 103.9   140
## pm2.5        25.0  33.0  20.0  45.0  69.0  98.0  56.0  30.0    25  16.0    13
## CV residual -39.6 -67.1 -42.7 -55.5 -30.6  15.3 -57.1 -70.7  -106 -87.9  -127
##             41288 41289 41291 41294 41296 41302 41306 41307 41310 41313 41315
## Predicted   112.6 105.8  74.8  95.2  95.1 120.3 116.6 145.5 107.8  78.8  47.4
## cvpred      114.2 106.3  76.1  95.9  97.1 120.7 117.4 145.5 107.9  79.5  48.5
## pm2.5        25.0  22.0  19.0  75.0  60.0  49.0  62.0  80.0  99.0  99.0  93.0
## CV residual -89.2 -84.3 -57.1 -20.9 -37.1 -71.7 -55.4 -65.5  -8.9  19.5  44.5
##             41317 41321 41322 41329 41330 41333 41335 41338 41343 41355 41356
## Predicted    21.4 33.49  51.8 141.5 141.5 123.9 123.9 138.1 102.8 152.4 154.0
## cvpred       22.7 35.65  53.7 142.4 142.4 123.9 123.9 139.1 103.9 151.7 153.2
## pm2.5        67.0 34.00  21.0  59.0  70.0  97.0 106.0 121.0  86.0 145.0 142.0
## CV residual  44.3 -1.65 -32.7 -83.4 -72.4 -26.9 -17.9 -18.1 -17.9  -6.7 -11.2
##             41357 41372 41375   41381 41382 41384 41388 41390 41391  41393
## Predicted   154.0 123.6 141.1 124.079 124.1 122.5  94.2  91.4  99.6 94.982
## cvpred      153.2 124.5 142.1 124.099 124.1 122.6  96.0  93.3 101.5 96.843
## pm2.5       141.0 153.0 200.0 125.000  79.0  72.0  52.0  78.0  89.0 96.000
## CV residual -12.2  28.5  57.9   0.901 -45.1 -50.6 -44.0 -15.3 -12.5 -0.843
##              41394 41395 41396 41398 41400 41404 41406 41407 41408 41413 41415
## Predicted   101.27 111.7 122.6 125.1 119.4 125.7 123.2 121.1 121.1  90.1  93.3
## cvpred      103.04 113.3 124.2 126.8 121.2 127.4 124.8 121.6 121.6  91.4  94.4
## pm2.5       100.00  93.0  85.0  82.0  59.0  80.0  79.0  89.0 106.0 127.0 135.0
## CV residual  -3.04 -20.3 -39.2 -44.8 -62.2 -47.4 -45.8 -32.6 -15.6  35.6  40.6
##             41416 41417 41418  41420 41423  41429 41430 41432 41435 41438 41449
## Predicted    93.3  95.0  92.7 102.09  97.3  98.97 105.3   104  97.9 106.5 143.2
## cvpred       94.4  95.9  93.1 103.23  97.8  99.34 105.5   104  98.4 107.4 143.2
## pm2.5       133.0 124.0 112.0 109.00 117.0 102.00  95.0    73  51.0  34.0  50.0
## CV residual  38.6  28.1  18.9   5.77  19.2   2.66 -10.5   -31 -47.4 -73.4 -93.2
##             41450 41451 41454 41458 41459 41461 41465 41468 41469 41470 41472
## Predicted   114.4 114.4   105  82.9  85.4  96.7  79.2 121.8 126.4   133 143.2
## cvpred      115.1 115.1   105  83.4  86.7  97.2  79.6 123.1 127.8   134 143.2
## pm2.5        38.0  38.0    20  22.0  13.0  14.0  10.0  39.0  56.0    61 101.0
## CV residual -77.1 -77.1   -85 -61.4 -73.7 -83.2 -69.6 -84.1 -71.8   -73 -42.2
##             41475 41476 41480  41483 41484 41486 41488 41489  41490 41491 41501
## Predicted     146 151.7 147.9 131.51 127.3 122.6 117.5 125.9 127.48 137.9 143.9
## cvpred        147 151.5 147.9 131.89 128.9 124.2 117.8 127.3 128.76 139.1 144.8
## pm2.5          84  89.0  99.0 139.00 141.0 168.0 159.0 151.0 137.00 128.0  99.0
## CV residual   -63 -62.5 -48.9   7.11  12.1  43.8  41.2  23.7   8.24 -11.1 -45.8
##             41503 41509 41511 41514 41519  41521  41522 41524 41526 41532 41533
## Predicted     153 129.9 124.2 145.6   109 123.06 125.25   115 109.6  52.6  76.8
## cvpred        154 130.7 123.7 144.9   109 123.25 125.34   114 109.3  53.9  77.3
## pm2.5         107 123.0 146.0 194.0   166 119.00 132.00     9  42.0  15.0  10.0
## CV residual   -47  -7.7  22.3  49.1    57  -4.25   6.66  -105 -67.3 -38.9 -67.3
##             41537 41539 41542 41548 41549 41551 41560 41567 41568 41571 41572
## Predicted    63.8 115.3 103.7   135 116.8 145.7   103 148.1 154.4   157 156.3
## cvpred       65.5 115.3 104.3   135 117.3 145.4   104 147.7 153.9   156 155.5
## pm2.5        17.0  22.0  52.0    66  59.0  58.0    62  58.0  75.0    97 105.0
## CV residual -48.5 -93.3 -52.3   -69 -58.3 -87.4   -42 -89.7 -78.9   -59 -50.5
##              41577 41587 41588 41592 41596 41597 41598 41600 41602 41611 41613
## Predicted   105.62  28.1  66.7  93.6 108.6 104.5 104.5 100.4  97.8 107.4 128.2
## cvpred      106.32  29.4  68.6  95.5 110.5 106.4 106.4 102.3  98.5 108.7 129.3
## pm2.5        97.00  12.0  12.0  23.0  22.0  17.0  17.0  13.0  15.0  26.0  44.0
## CV residual  -9.32 -17.4 -56.6 -72.5 -88.5 -89.4 -89.4 -89.3 -83.5 -82.7 -85.3
##             41619 41635 41636 41639 41643 41644 41648 41649 41660 41667 41668
## Predicted   107.9 121.4 165.3 159.6 125.2 123.0 125.2   121 142.5 131.6 152.0
## cvpred      108.2 120.6 164.4 158.7 124.2 122.1 124.2   120 143.3 131.8 151.5
## pm2.5        83.0 100.0  97.0  82.0  66.0  59.0  74.0    79  60.0 113.0 135.0
## CV residual -25.2 -20.6 -67.4 -76.7 -58.2 -63.1 -50.2   -41 -83.3 -18.8 -16.5
##             41672 41676 41683 41691 41693 41694 41695 41697 41705 41706 41711
## Predicted   110.5   132 112.5 148.0 148.0 150.2 148.6 147.0 138.1 144.4 140.5
## cvpred      110.4   132 113.1 149.1 149.1 151.2 149.7 148.1 138.2 144.3 142.1
## pm2.5        73.0    57 207.0  81.0  78.0  69.0  59.0  54.0 100.0 107.0  80.0
## CV residual -37.4   -75  93.9 -68.1 -71.1 -82.2 -90.7 -94.1 -38.2 -37.3 -62.1
##             41712 41713 41714 41715 41716 41731 41732 41733 41734 41737 41739
## Predicted   142.7 146.3 142.7 144.4   153  49.7  89.6  79.2 102.8   145   149
## cvpred      144.2 146.6 144.2 144.6   154  51.1  90.8  79.8 103.8   145   149
## pm2.5        77.0  79.0  86.0  72.0    70  11.0  17.0  22.0  27.0    39    28
## CV residual -67.2 -67.6 -58.2 -72.6   -84 -40.1 -73.8 -57.8 -76.8  -106  -121
##             41740 41741 41742 41743 41746 41748 41758 41759 41760 41761  41763
## Predicted    86.0   146 108.7 107.1  54.6  62.7 135.4 131.3 138.0 138.0 116.63
## cvpred       86.6   146 108.8 107.2  55.6  63.8 135.3 131.2 139.1 139.1 116.97
## pm2.5        28.0    22  27.0  22.0  21.0  18.0  74.0  79.0  77.0  91.0 107.00
## CV residual -58.6  -124 -81.8 -85.2 -34.6 -45.8 -61.3 -52.2 -62.1 -48.1  -9.97
##             41765 41766 41767 41768 41770 41774 41779 41780 41793 41798 41802
## Predicted   118.2 118.2 118.2 156.4  94.5  94.6 127.4 142.5   103   111   104
## cvpred      117.8 117.8 117.8 155.9  95.4  94.9 127.3 142.3   103   111   105
## pm2.5       104.0  93.0  85.0  75.0  66.0 118.0 189.0 220.0   243   266   383
## CV residual -13.8 -24.8 -32.8 -80.9 -29.4  23.1  61.7  77.7   140   155   278
##             41803 41805 41806 41815 41819 41822 41826 41827 41828 41838 41845
## Predicted     112   146   118   117   129   107   112   134   142   150   104
## cvpred        113   146   118   117   129   107   113   134   142   150   105
## pm2.5         402   419   432   341   334   350   398   430   442   348   328
## CV residual   289   273   314   224   205   243   285   296   300   198   223
##             41854 41857 41859 41863 41864 41867 41870 41872 41876 41878 41880
## Predicted     133   142   147 145.2 145.7 137.7   118  75.5  42.5  37.3  42.0
## cvpred        135   143   148 145.4 147.1 139.4   118  76.3  43.6  38.5  43.2
## pm2.5         330   328   290 204.0 217.0 230.0   243 233.0  21.0   5.0   7.0
## CV residual   195   185   142  58.6  69.9  90.6   125 156.7 -22.6 -33.5 -36.2
##             41881 41882 41883 41887 41888 41891 41895  41898 41902 41909 41913
## Predicted    54.9  57.1  81.9  56.0 4.903  16.8 -6.05  6.526  46.5  75.7  44.5
## cvpred       56.1  58.2  82.9  57.2 6.362  19.0 -4.52  7.875  47.6  76.0  45.6
## pm2.5         8.0   5.0   7.0   8.0 7.000   4.0  6.00  7.000   8.0   7.0   5.0
## CV residual -48.1 -53.2 -75.9 -49.2 0.638 -15.0 10.52 -0.875 -39.6 -69.0 -40.6
##             41914 41915  41916 41927 41936 41954 41955 41957 41959 41965 41967
## Predicted      26  2.70 -1.963 149.4 111.4 163.7   132 173.8 136.1  9.26 -15.6
## cvpred         27  3.83 -0.852 148.9 110.8 162.4   131 172.2 134.6  9.31 -15.4
## pm2.5           7  9.00  8.000  51.0  25.0 149.0   149  92.0  89.0 13.00  12.0
## CV residual   -20  5.17  8.852 -97.9 -85.8 -13.4    18 -80.2 -45.6  3.69  27.4
##             41973 41981 41984 41985 41987 41988 41989 41992 41994 41998 42004
## Predicted    8.55   151   158   117  76.7  35.2  26.5 20.39  41.2 101.6 163.2
## cvpred       8.65   150   158   117  77.2  37.2  28.4 22.01  42.6 102.4 162.1
## pm2.5       16.00    31    43    44  25.0  17.0  17.0 29.00  59.0  60.0  98.0
## CV residual  7.35  -119  -115   -73 -52.2 -20.2 -11.4  6.99  16.4 -42.4 -64.1
##             42005 42006 42007 42013 42018  42019 42020 42023 42027 42030 42033
## Predicted   131.2 131.8 120.8  76.8  72.0 117.49 139.3 133.1 127.8 118.9 102.6
## cvpred      130.1 130.7 119.8  76.8  73.3 116.95 139.8 132.5 127.7 118.2 102.2
## pm2.5       103.0 101.0  98.0  87.0 109.0 118.00 127.0 190.0 200.0 180.0 111.0
## CV residual -27.1 -29.7 -21.8  10.2  35.7   1.05 -12.8  57.5  72.3  61.8   8.8
##             42034  42035 42039 42040 42042 42043 42047 42050 42052 42063 42067
## Predicted    93.1 104.71  69.7  71.7  98.8   101   150   139   151 114.9 113.2
## cvpred       93.7 104.71  70.0  73.2 100.0   102   149   138   152 115.9 113.5
## pm2.5        94.0 112.00 194.0 210.0 230.0   239   357   405   397 210.0 169.0
## CV residual   0.3   7.29 124.0 136.8 130.0   137   208   267   245  94.1  55.5
##             42068 42072 42074 42076 42077 42079 42082 42083 42087 42097 42098
## Predicted   135.8 139.3 145.6 126.4 132.7 162.1 152.3  96.4   134 114.3 120.6
## cvpred      135.4 140.3 146.5 126.5 132.7 161.3 152.1  97.2   135 115.9 122.1
## pm2.5       196.0 161.0 166.0 177.0 177.0 187.0 234.0 261.0   264  61.0  34.0
## CV residual  60.6  20.7  19.5  50.5  44.3  25.7  81.9 163.8   129 -54.9 -88.1
##             42102 42103 42104 42105 42106 42107 42108 42109 42115 42116 42117
## Predicted   106.3 102.2  96.5  80.4  76.3  80.4  76.3  65.9 111.9 128.9 131.5
## cvpred      107.8 103.7  98.0  82.1  78.0  82.1  78.0  67.7 111.8 128.8 132.6
## pm2.5        24.0  31.0  38.0  38.0  38.0  38.0  36.0  38.0  38.0  51.0  67.0
## CV residual -83.8 -72.7 -60.0 -44.1 -40.0 -44.1 -42.0 -29.7 -73.8 -77.8 -65.6
##             42119 42121 42122 42123 42124 42131 42132 42140 42147 42148 42152
## Predicted   129.9 146.1 141.5   148 116.7 122.6 120.4 104.1 136.6 142.4 141.9
## cvpred      131.1 145.8 141.2   147 117.2 122.6 120.5 104.6 137.4 141.9 141.3
## pm2.5        91.0  60.0  50.0    47  52.0  83.0  92.0 117.0 108.0 108.0 108.0
## CV residual -40.1 -85.8 -91.2  -100 -65.2 -39.6 -28.5  12.4 -29.4 -33.9 -33.3
##              42153 42155 42156 42157 42160 42161 42166 42173 42174 42175 42180
## Predicted   113.02  98.0 120.5 122.2 125.3 125.3 171.8   135 131.2 131.2 137.1
## cvpred      113.23  98.2 120.1 121.6 125.8 125.8 171.8   134 129.9 129.9 136.4
## pm2.5       116.00 134.0 136.0 145.0 143.0 149.0 196.0   179 191.0 178.0 231.0
## CV residual   2.77  35.8  15.9  23.4  17.2  23.2  24.2    45  61.1  48.1  94.6
##             42181 42191 42193 42195 42197 42198 42199 42204 42205 42218 42220
## Predicted     137   137   164   127   135   137   131   145   137   119   124
## cvpred        136   137   163   126   133   135   129   145   136   119   124
## pm2.5         253   383   381   319   331   332   315   324   331   379   312
## CV residual   117   246   218   193   198   197   186   179   195   260   188
##             42221 42222 42223 42224 42230 42231  42236 42237 42239 42242 42249
## Predicted     123  65.7  51.7  51.3 -4.65 -19.1 -1.898 -8.26  28.8 6.939  77.9
## cvpred        124  65.7  51.8  52.2 -3.24 -17.7 -0.575 -7.49  30.0 8.432  78.8
## pm2.5         257 183.0  39.0  16.0  7.00   9.0 17.000 15.00  12.0 9.000  23.0
## CV residual   133 117.3 -12.8 -36.2 10.24  26.7 17.575 22.49 -18.0 0.568 -55.8
##             42251 42254 42256 42257 42258 42260 42262 42266 42268 42271 42276
## Predicted   50.86 31.57  40.8  55.3  59.1  70.1  99.1 132.0 137.7 121.4 109.8
## cvpred      51.95 33.98  43.1  57.5  61.1  72.0 100.9 132.2 137.8 122.1 110.3
## pm2.5       57.00 31.00  25.0  33.0  39.0  60.0  57.0  42.0  74.0  77.0  94.0
## CV residual  5.05 -2.98 -18.1 -24.5 -22.1 -12.0 -43.9 -90.2 -63.8 -45.1 -16.3
##             42283 42286 42289 42291 42292  42295  42300 42301 42305 42307 42310
## Predicted    98.4   130 112.9   152 149.7 116.06  99.91  95.2  97.3 128.5   135
## cvpred      100.1   131 113.6   152 149.4 115.89 100.38  95.7  98.9 129.8   136
## pm2.5        51.0    59  93.0   111 139.0 114.00 106.00 105.0 126.0 158.0   183
## CV residual -49.1   -72 -20.6   -41 -10.4  -1.89   5.62   9.3  27.1  28.2    47
##             42311 42312 42319 42320 42329 42330 42331 42337 42343 42346 42347
## Predicted   126.4 137.2 146.3 144.7 108.3 118.7 127.5 119.4 145.8 129.4 129.4
## cvpred      126.6 138.6 146.1 144.6 108.5 118.8 127.6 120.1 145.6 129.6 129.6
## pm2.5       193.0 215.0 176.0 159.0 182.0 192.0 199.0 212.0 194.0 169.0 144.0
## CV residual  66.4  76.4  29.9  14.4  73.5  73.2  71.4  91.9  48.4  39.4  14.4
##             42348 42349 42350 42364 42366 42367 42372 42374  42375 42383 42385
## Predicted   131.0 125.1 126.8 123.9 132.7   135  37.2  22.5 13.706  27.7  26.4
## cvpred      131.1 126.6 128.1 123.4 131.7   135  37.4  22.5 13.696  27.7  26.3
## pm2.5       150.0 144.0 143.0 180.0  78.0    24  11.0  11.0 13.000  14.0  10.0
## CV residual  18.9  17.4  14.9  56.6 -53.7  -111 -26.4 -11.5 -0.696 -13.7 -16.3
##             42390 42392 42395 42398 42400 42409 42410 42413 42415 42421 42426
## Predicted    33.2  39.8  21.5 -2.34  -7.0   145   145   145   164  50.6  24.8
## cvpred       33.1  39.8  21.8 -2.02  -6.7   144   144   144   163  50.9  26.2
## pm2.5         3.0   8.0   6.0  9.00   7.0    17    22    26    20  11.0  11.0
## CV residual -30.1 -31.8 -15.8 11.02  13.7  -127  -122  -118  -143 -39.9 -15.2
##             42430 42431 42432 42434 42436 42437 42439 42442 42443  42444 42447
## Predicted     159   159   159   159 144.7 173.6   176 140.5 118.0 111.69  91.4
## cvpred        158   158   158   158 143.8 171.9   174 139.4 118.4 112.23  92.0
## pm2.5          43    48    57    60  76.0  72.0    80  85.0  96.0 109.00 159.0
## CV residual  -115  -110  -101   -98 -67.8 -99.9   -94 -54.4 -22.4  -3.23  67.0
##             42448 42449 42455 42456 42459 42467 42473 42475 42479 42481 42484
## Predicted    95.1  97.1 162.9 169.2 145.0 86.67 -12.3 -1.35  47.4  58.9  76.2
## cvpred       94.4  97.6 161.5 167.7 144.3 86.32 -12.2 -1.29  47.4  58.9  76.0
## pm2.5       153.0 153.0 215.0 255.0 210.0 90.00   6.0 10.00   5.0   4.0   3.0
## CV residual  58.6  55.4  53.5  87.3  65.7  3.68  18.2 11.29 -42.4 -54.9 -73.0
##             42489 42492 42494 42495  42496 42499 42504 42513 42517 42520 42522
## Predicted    58.0  31.5  8.00 1.421 -0.768  99.2 134.1 107.0  83.6  57.5  96.7
## cvpred       59.3  33.1  9.37 2.664  0.576  99.3 135.6 107.9  84.4  58.7  97.1
## pm2.5         9.0   9.0  4.00 3.000  4.000   6.0  44.0  70.0  60.0  33.0  28.0
## CV residual -50.3 -24.1 -5.37 0.336  3.424 -93.3 -91.6 -37.9 -24.4 -25.7 -69.1
##             42527 42529 42534 42537 42541 42542 42546 42550 42552 42555 42559
## Predicted     143   153 123.3  96.5  89.3 82.72  94.6 126.9 162.0 164.2 118.3
## cvpred        143   153 122.9  96.6  89.8 83.08  96.0 127.2 161.5 163.6 117.8
## pm2.5          35    46  65.0  79.0  74.0 77.00  77.0  94.0  97.0 116.0  54.0
## CV residual  -108  -107 -57.9 -17.6 -15.8 -6.08 -19.0 -33.2 -64.5 -47.6 -63.8
##             42561 42562 42565 42572 42574 42575 42582 42583 42584 42587 42592
## Predicted    93.2  64.2  46.6 133.0 150.2 150.2 104.0 116.6 116.6 47.42 62.79
## cvpred       93.0  64.6  47.0 132.4 149.5 149.5 103.2 115.6 115.6 47.42 63.88
## pm2.5        42.0  38.0  33.0  57.0  76.0  98.0  44.0  33.0  45.0 42.00 59.00
## CV residual -51.0 -26.6 -14.0 -75.4 -73.5 -51.5 -59.2 -82.6 -70.6 -5.42 -4.88
##             42596  42599 42600 42603 42604  42605 42608 42615 42618 42621 42622
## Predicted   100.5 156.13 160.2 176.6 166.2 170.34  45.1  43.0  41.0  79.1  34.3
## cvpred      101.5 154.99 159.1 175.1 164.8 168.89  44.7  42.6  40.6  78.3  34.0
## pm2.5       111.0 145.00 143.0 239.0 185.0 163.00   9.0  18.0   7.0  16.0   8.0
## CV residual   9.5  -9.99 -16.1  63.9  20.2  -5.89 -35.7 -24.6 -33.6 -62.3 -26.0
##             42623 42626 42629 42631 42634 42636 42639  42640 42642 42643 42644
## Predicted   26.63  29.4  48.3  44.2 14.97 0.477 -6.38 -0.653  30.5  18.5  28.9
## cvpred      26.37  29.0  47.6  43.5 14.83 0.419 -6.35 -0.732  30.2  18.4  28.7
## pm2.5       19.00   5.0   3.0   6.0  5.00 6.000  6.00  5.000   5.0   7.0   9.0
## CV residual -7.37 -24.0 -44.6 -37.5 -9.83 5.581 12.35  5.732 -25.2 -11.4 -19.7
##             42645 42650 42653  42662  42665 42674 42676 42678 42684 42685 42688
## Predicted    27.3  42.3  83.3  0.418 -0.436  96.4 101.1 107.3  46.4  45.8  6.01
## cvpred       27.2  42.1  82.8  0.647 -0.437  95.6 100.2 106.4  46.7  46.1  7.13
## pm2.5        11.0  11.0  11.0 26.000 35.000  52.0  52.0  52.0  30.0  21.0 21.00
## CV residual -16.2 -31.1 -71.8 25.353 35.437 -43.6 -48.2 -54.4 -16.7 -25.1 13.87
##             42690 42699 42709 42710 42714 42715 42722 42724 42726 42728 42730
## Predicted    60.5  90.2  91.8  93.8  73.7  75.9   151   103   153   161  94.5
## cvpred       61.7  90.0  91.9  95.2  73.8  75.9   151   102   152   160  94.4
## pm2.5        25.0 210.0 128.0 141.0 246.0 230.0   281   222   304   284 256.0
## CV residual -36.7 120.0  36.1  45.8 172.2 154.1   130   120   152   124 161.6
##             42731 42732 42733 42737 42738 42740 42742 42743 42745 42746 42749
## Predicted   77.82  54.9  42.0  42.0  48.3  39.0  46.2  44.5  46.7  53.0  55.2
## cvpred      77.91  55.2  42.3  42.3  48.5  39.4  46.6  45.1  47.2  53.4  55.5
## pm2.5       79.00  38.0  22.0  19.0  16.0  15.0  12.0  19.0  12.0  13.0  11.0
## CV residual  1.09 -17.2 -20.3 -23.3 -32.5 -24.4 -34.6 -26.1 -35.2 -40.4 -44.5
##             42751 42754 42755 42756 42761 42762 42763 42764 42765 42767 42773
## Predicted     112  35.6 25.17 20.51 -3.60 -3.60  78.4 101.4 120.0 131.4 113.7
## cvpred        112  36.5 26.17 21.49 -2.81 -2.81  78.7 101.4 119.9 132.5 113.3
## pm2.5           9  19.0 19.00 16.00 13.00 16.00  27.0  47.0  54.0  66.0  78.0
## CV residual  -103 -17.5 -7.17 -5.49 15.81 18.81 -51.7 -54.4 -65.9 -66.5 -35.3
##             42775 42776 42778 42779 42786 42787 42796 42799 42802 42803 42805
## Predicted     103 101.1  68.1  38.8 72.61 104.2   158 161.4   139   138   127
## cvpred        103 100.9  68.4  39.5 72.84 105.5   157 160.5   139   138   126
## pm2.5          45  39.0  42.0  41.0 63.00  86.0   371 255.0   275   320   346
## CV residual   -58 -61.9 -26.4   1.5 -9.84 -19.5   214  94.5   136   182   220
##             42808 42809 42811 42819 42820 42823 42827 42828 42830 42832 42850
## Predicted     123   138   161   126   179   144   122   156   130   130   157
## cvpred        122   139   160   125   177   143   121   154   129   130   156
## pm2.5         399   370   346   330   324   368   305   290   315   292   287
## CV residual   277   231   186   205   147   225   184   136   186   162   131
##              42853 42854 42856 42860 42864 42867 42876 42879 42883 42885 42886
## Predicted   100.38 85.32  1.97  41.8  51.0  85.9  17.2  55.6  93.2 112.1 138.9
## cvpred       99.86 84.87  1.95  42.1  50.7  86.1  17.8  55.8  94.1 113.2 139.9
## pm2.5        93.00 82.00 88.00  22.0  30.0   9.0  36.0  28.0  65.0 101.0 123.0
## CV residual  -6.86 -2.87 86.05 -20.1 -20.7 -77.1  18.2 -27.8 -29.1 -12.2 -16.9
##              42887    42897 42898 42899 42900 42904 42909 42912 42913 42916
## Predicted   141.39 111.1750  98.6  88.2 132.6 125.2 164.1 166.1   133 127.1
## cvpred      142.51 110.9156  98.5  88.2 133.7 126.4 164.7 165.6   132 126.5
## pm2.5       146.00 111.0000 113.0 101.0 101.0 141.0 182.0 193.0   240 188.0
## CV residual   3.49   0.0844  14.5  12.8 -32.7  14.6  17.3  27.4   108  61.5
##             42917  42919 42925 42926 42927 42929 42933 42937 42939 42940 42947
## Predicted   124.9 114.77 23.26  47.4  38.7  68.1   137 118.4 132.6 153.0 137.3
## cvpred      124.5 114.22 24.21  47.6  38.8  69.4   138 118.5 132.4 152.2 136.6
## pm2.5       175.0 116.00 19.00  22.0  22.0  31.0    62  90.0  86.0 111.0 151.0
## CV residual  50.5   1.78 -5.21 -25.6 -16.8 -38.4   -76 -28.5 -46.4 -41.2  14.4
##             42950 42954 42955 42956 42959 42962 42963 42968 42971 42972 42975
## Predicted   129.1 147.5 149.2 163.5   168   176   184 186.3 165.7 154.7   137
## cvpred      128.2 147.8 149.3 162.1   167   174   182 185.5 164.2 153.3   136
## pm2.5       174.0 159.0 205.0 230.0   311   299   283 226.0 201.0 234.0   259
## CV residual  45.8  11.2  55.7  67.9   144   125   101  40.5  36.8  80.7   123
##             42983 42984 42987 42988 42989 42990 42991 42998 43002 43006 43016
## Predicted     171   171   124  79.5  67.2  48.6  45.1  32.8  42.6  60.8 113.6
## cvpred        170   170   123  79.7  67.4  48.9  45.3  33.0  42.7  60.5 112.4
## pm2.5         502   522   362 176.0  98.0  24.0  20.0  13.0  16.0  34.0  92.0
## CV residual   332   352   239  96.3  30.6 -24.9 -25.3 -20.0 -26.7 -26.5 -20.4
##             43017 43018  43019 43024 43025 43032 43034 43040 43043 43049 43053
## Predicted   101.5  72.3 66.000 102.4 108.7 155.5 169.8   176   164   135   129
## cvpred      100.6  71.7 65.504 103.1 109.3 155.8 168.5   175   163   135   128
## pm2.5        95.0  83.0 66.000  86.0  90.0 211.0 237.0   291   287   393   323
## CV residual  -5.6  11.3  0.496 -17.1 -19.3  55.2  68.5   116   124   258   195
##             43054 43061  43073  43077 43078 43079 43082 43083 43084 43088 43091
## Predicted     127   121  1.523 -0.317  22.9  27.6  51.9  58.5  66.4  61.5  45.7
## cvpred        126   120  0.914 -0.893  22.3  27.0  51.1  57.8  65.6  61.0  45.6
## pm2.5         328   227 19.000 31.000  44.0  32.0  36.0  25.0  21.0  13.0  10.0
## CV residual   202   107 18.086 31.893  21.7   5.0 -15.1 -32.8 -44.6 -48.0 -35.6
##             43092 43094 43095 43097 43098 43100 43101 43102 43103 43112 43115
## Predicted    41.0  26.0 19.41  28.2  42.7  49.0  66.2  64.0  58.3 100.3  62.6
## cvpred       40.9  25.9 19.22  28.0  42.4  48.6  65.7  63.6  58.0  99.1  62.0
## pm2.5        12.0  11.0 10.00   9.0   8.0  15.0  19.0   8.0  15.0  13.0  23.0
## CV residual -28.9 -14.9 -9.22 -19.0 -34.4 -33.6 -46.7 -55.6 -43.0 -86.1 -39.0
##             43116 43118 43126 43130 43133 43135 43138 43144 43145 43146 43149
## Predicted    97.8  92.0 141.5 112.3  65.0  60.9  56.0 18.77  27.0  29.2  49.2
## cvpred       97.0  91.1 140.1 110.7  63.9  59.8  55.3 17.99  26.2  28.3  48.5
## pm2.5        43.0  76.0 111.0 126.0  11.0   9.0  17.0  9.00  11.0   8.0   9.0
## CV residual -54.0 -15.1 -29.1  15.3 -52.9 -50.8 -38.3 -8.99 -15.2 -20.3 -39.5
##             43150 43157 43159 43160 43161 43162 43163 43165 43166 43167 43170
## Predicted    61.7  63.4  91.1  61.2  59.6  53.3  47.0  30.0  25.3  25.3  35.7
## cvpred       60.9  62.4  90.5  60.3  58.8  52.6  46.4  29.4  24.7  24.7  35.0
## pm2.5         7.0   8.0   6.0   9.0   6.0   7.0   7.0   9.0  11.0  10.0   7.0
## CV residual -53.9 -54.4 -84.5 -51.3 -52.8 -45.6 -39.4 -20.4 -13.7 -14.7 -28.0
##             43171 43172 43176 43178 43181 43183 43185 43187 43189 43193 43198
## Predicted    44.5  63.4  49.7  66.4  81.5  95.7  78.7  49.5  21.5  73.3 146.6
## cvpred       43.8  62.4  49.1  65.6  81.3  94.5  77.9  49.0  21.1  73.7 146.4
## pm2.5        10.0   8.0  10.0   6.0   7.0  14.0  25.0  16.0  13.0  11.0 130.0
## CV residual -33.8 -54.4 -39.1 -59.6 -74.3 -80.5 -52.9 -33.0  -8.1 -62.7 -16.4
##             43199  43203 43205 43206 43214 43221  43222 43231 43237 43238 43243
## Predicted   102.2 153.01 152.4 114.7  68.5 102.6 112.52   166  27.0  22.3  42.3
## cvpred      100.9 151.51 150.9 113.3  67.8 103.1 111.66   165  26.7  22.0  42.1
## pm2.5       138.0 149.00  84.0  60.0  17.0 122.0 119.00    59  54.0  34.0  13.0
## CV residual  37.1  -2.51 -66.9 -53.3 -50.8  18.9   7.34  -106  27.3  12.0 -29.1
##             43244 43247 43261 43263 43264 43266 43285 43287 43288 43289 43290
## Predicted    48.6  52.2  79.0  76.0  80.5  97.3   133   128   129   129   100
## cvpred       48.3  52.1  79.5  76.3  82.1  97.5   133   129   129   129   101
## pm2.5        11.0  16.0  40.0 117.0 100.0 136.0   339   388   390   375   367
## CV residual -37.3 -36.1 -39.5  40.7  17.9  38.5   206   259   261   246   266
##             43292 43293 43297 43300 43302 43303 43304  43306 43307 43310 43311
## Predicted    89.1   101   147   165   177   181   181 148.20 72.65  30.5  20.7
## cvpred       89.1   101   146   166   176   180   180 147.94 72.42  30.2  20.5
## pm2.5       351.0   356   311   303   306   311   318 152.00 65.00  62.0  45.0
## CV residual 261.9   255   165   137   130   131   138   4.06 -7.42  31.8  24.5
##             43315 43327 43328 43329 43337 43343 43346 43347 43349 43353 43357
## Predicted    45.1  71.9  71.9  89.2  64.1  37.4  61.8  63.9  70.2  63.9 25.63
## cvpred       44.8  71.8  71.8  88.8  65.0  37.2  61.3  63.4  69.6  63.4 25.21
## pm2.5        31.0   7.0  15.0  11.0  29.0   9.0   8.0   8.0  12.0   8.0 17.00
## CV residual -13.8 -64.8 -56.8 -77.8 -36.0 -28.2 -53.3 -55.4 -57.6 -55.4 -8.21
##             43361 43362 43363 43364 43365 43369 43372 43373 43378 43382 43384
## Predicted    25.1  25.1  82.2 100.8 115.8   143   160   158 129.0  82.6  59.4
## cvpred       24.6  24.6  81.4  99.9 114.9   142   159   158 128.3  83.5  60.3
## pm2.5        12.0   9.0  14.0  17.0  21.0    12    13    16  37.0  46.0  41.0
## CV residual -12.6 -15.6 -67.4 -82.9 -93.9  -130  -146  -142 -91.3 -37.5 -19.3
##             43386 43387 43388 43394 43397 43399 43405 43408 43410 43412 43414
## Predicted   77.69  90.3 86.45 159.0 127.6 123.5 63.05  58.0  89.1   119 135.4
## cvpred      78.35  90.7 87.14 157.6 126.2 122.1 62.73  58.7  89.6   119 135.5
## pm2.5       72.00  80.0 86.00 192.0 107.0  90.0 53.00  44.0  68.0   129 109.0
## CV residual -6.35 -10.7 -1.14  34.4 -19.2 -32.1 -9.73 -14.7 -21.6    10 -26.5
##             43418 43420 43423 43431 43432 43433 43439 43441 43443 43446 43450
## Predicted     135   116   156  23.4  28.1  35.0  56.1  62.4  68.1  73.8  65.4
## cvpred        134   115   154  23.1  27.8  34.6  55.9  62.1  67.7  73.3  65.1
## pm2.5         257   305   269  11.0   8.0  13.0  11.0   6.0   6.0   9.0  12.0
## CV residual   123   190   115 -12.1 -19.8 -21.6 -44.9 -56.1 -61.7 -64.3 -53.1
##             43453 43462 43464 43466 43467 43469 43470 43473 43483 43490 43497
## Predicted    50.3  71.4  68.6  70.2   144   146 131.0 156.0  80.4 114.3 112.6
## cvpred       50.1  70.8  68.1  69.6   144   146 131.1 154.7  80.6 113.4 111.9
## pm2.5         9.0  14.0   8.0   9.0     8    30  43.0  80.0  93.0 170.0 135.0
## CV residual -41.1 -56.8 -60.1 -60.6  -136  -116 -88.1 -74.7  12.4  56.6  23.1
##             43498 43500 43502 43503 43504 43505 43507 43521 43525 43527 43529
## Predicted    97.9  72.7 117.6 127.5 129.1 135.4 153.2  67.1  36.2  33.8  34.9
## cvpred       97.4  72.6 118.5 128.2 129.7 135.9 152.2  66.2  35.8  33.2  34.4
## pm2.5       136.0 135.0 133.0 142.0 163.0 166.0 202.0  22.0  17.0  14.0   7.0
## CV residual  38.6  62.4  14.5  13.8  33.3  30.1  49.8 -44.2 -18.8 -19.2 -27.4
##             43531 43534 43536 43538 43539 43543 43556 43558 43559 43560 43561
## Predicted    40.1  56.0  60.7  67.0  67.0  89.7  49.7  56.6  61.3  61.3  57.2
## cvpred       39.6  55.7  60.4  66.6  66.6  88.8  49.5  56.3  61.0  61.0  56.8
## pm2.5        15.0   8.0  11.0  14.0   8.0  15.0  10.0   8.0   6.0   4.0   4.0
## CV residual -24.6 -47.7 -49.4 -52.6 -58.6 -73.8 -39.5 -48.3 -55.0 -57.0 -52.8
##             43567 43568 43569 43570 43573 43576 43579 43584 43585 43589 43594
## Predicted    73.0  77.1  77.1  64.5  50.5  45.3  57.3 132.2 134.3 162.0 112.9
## cvpred       72.3  76.4  76.4  64.0  49.9  44.7  56.5 130.7 132.8 160.2 112.5
## pm2.5         9.0   9.0   9.0   8.0  21.0  15.0  20.0  64.0  53.0  98.0 145.0
## CV residual -63.3 -67.4 -67.4 -56.0 -28.9 -29.7 -36.5 -66.7 -79.8 -62.2  32.5
##             43597 43600 43601 43605 43611 43615 43617 43618 43622 43630 43631
## Predicted   82.13 62.85 69.14 133.9 133.9 120.4 126.7 116.0  27.4  91.7  87.9
## cvpred      81.62 63.65 69.85 133.8 132.9 118.7 124.9 114.6  26.8  90.4  86.8
## pm2.5       80.00 71.00 63.00 105.0 163.0  84.0  82.0  88.0  81.0  33.0  21.0
## CV residual -1.62  7.35 -6.85 -28.8  30.1 -34.7 -42.9 -26.6  54.2 -57.4 -65.8
##             43634 43639 43644 43645 43652 43654 43656 43657 43659 43661 43663
## Predicted    91.5  96.0  47.7  30.4  42.4  42.4  47.1  48.7  53.4  78.5 106.2
## cvpred       90.6  95.4  48.8  31.0  42.8  42.8  47.5  49.0  53.7  78.5 106.6
## pm2.5         9.0  13.0  11.0  12.0  20.0  16.0  18.0  20.0  22.0  14.0  18.0
## CV residual -81.6 -82.4 -37.8 -19.0 -22.8 -26.8 -29.5 -29.0 -31.7 -64.5 -88.6
##             43664 43668 43669 43672 43676 43678 43682  43683 43684 43685 43689
## Predicted    93.6 26.58 21.35  37.8 121.4 113.5 130.7 141.09 136.9 111.3 151.2
## cvpred       94.2 27.39 22.13  38.8 121.1 113.4 130.5 140.79 137.8 110.9 150.6
## pm2.5        13.0 25.00 16.00   8.0  49.0  50.0  94.0 147.00 226.0 179.0 119.0
## CV residual -81.2 -2.39 -6.13 -30.8 -72.1 -63.4 -36.5   6.21  88.2  68.1 -31.6
##             43698 43703 43706 43707 43708 43709 43710 43714 43717 43719 43720
## Predicted     133 151.7 114.0 114.0   116   116 124.1 105.5  65.3  91.2  97.9
## cvpred        132 150.9 113.4 113.4   115   115 123.1 105.1  65.3  90.9  98.8
## pm2.5         234 210.0 194.0 187.0   216   225 199.0 182.0 194.0 192.0 208.0
## CV residual   102  59.1  80.6  73.6   101   110  75.9  76.9 128.7 101.1 109.2
##             43724 43725 43726 43727 43728 43731 43734 43746 43747 43751 43753
## Predicted     133   152   158   168   166   119   125 47.33    52   131   170
## cvpred        132   151   157   167   165   118   123 46.33    51   129   168
## pm2.5         328   349   327   348   363   388   284 42.00    41   324   362
## CV residual   196   198   170   181   198   270   161 -4.33   -10   195   194
##             43756 43757  43758 43761 43764 43770 43771 43773  43774 43781 43782
## Predicted     180   184 184.22 177.9 112.9 28.38  91.8 133.9 134.48 122.8 110.2
## cvpred        178   181 181.41 175.2 111.2 27.08  90.0 131.8 132.41 120.7 108.3
## pm2.5         372   318 188.00 124.0 134.0 22.00 120.0 112.0 128.00  25.0   9.0
## CV residual   194   137   6.59 -51.2  22.8 -5.08  30.0 -19.8  -4.41 -95.7 -99.3
##             43783 43785 43787 43788 43790 43791 43798 43800 43801 43803 43805
## Predicted    99.8   120  62.0  80.9  84.1  88.2  60.6  39.8  56.8  63.4  58.2
## cvpred       98.0   118  61.7  81.2  84.2  88.3  60.0  39.1  56.1  62.8  57.8
## pm2.5         9.0    17  25.0  48.0  73.0  65.0  20.0  16.0  10.0  20.0   8.0
## CV residual -89.0  -101 -36.7 -33.2 -11.2 -23.3 -40.0 -23.1 -46.1 -42.8 -49.8
##             43806 43807 43812 43818 43822 43823
## Predicted    56.3  51.1  39.4  34.8  45.7  52.0
## cvpred       55.8  50.7  39.4  34.7  45.6  51.8
## pm2.5         9.0   8.0  12.0   9.0  10.0   8.0
## CV residual -46.8 -42.7 -27.4 -25.7 -35.6 -43.8
## 
## Sum of squares = 89916295    Mean square = 6460    n = 13919 
## 
## fold 3 
## Observations in test set: 13919 
##                25     26     27    30    31    34     38    45    48   50   53
## Predicted   139.6 143.75 164.82 185.9 184.3 174.7 170.62 169.9 173.7  175  185
## cvpred      142.2 146.27 167.22 188.2 186.5 176.6 172.56 171.5 175.5  177  187
## pm2.5       129.0 148.00 159.00 109.0 105.0 132.0 164.00 154.0 126.0   63   65
## CV residual -13.2   1.73  -8.22 -79.2 -81.5 -44.6  -8.56 -17.5 -49.5 -114 -122
##               54    55   56    63    64   67   68    72  73   76    77  80
## Predicted    187 182.9  189 191.6 191.6  190  188 154.9 153  129 122.9 124
## cvpred       189 185.3  192 194.5 194.5  192  190 156.8 155  131 124.8 126
## pm2.5         83  91.0   86  96.0  95.0   61   53  73.0  79   26  28.0  29
## CV residual -106 -94.3 -106 -98.5 -99.5 -131 -137 -83.8 -76 -105 -96.8 -97
##                81    83    86    92    95    96   99   101   102   105   108
## Predicted   118.3 108.8 104.4 108.0  98.8 103.2  128 124.2 118.0 120.5 105.7
## cvpred      120.3 110.4 105.8 109.3 100.1 104.7  130 126.2 119.9 122.2 107.1
## pm2.5        26.0  27.0  32.0  26.0  29.0  31.0   27  28.0  28.0  27.0  30.0
## CV residual -94.3 -83.4 -73.8 -83.3 -71.1 -73.7 -103 -98.2 -91.9 -95.2 -77.1
##               110   111   112   113   114   120 121   122   123   127   129
## Predicted   102.1 139.2  96.8  92.7  96.8 129.1 123 115.2 109.5 111.1 109.5
## cvpred      103.6 140.9  98.3  94.2  98.3 130.8 125 116.9 111.2 112.9 111.2
## pm2.5        39.0  41.0  33.0  50.0  56.0  50.0  56  77.0  50.0  21.0  20.0
## CV residual -64.6 -99.9 -65.3 -44.2 -42.3 -80.8 -69 -39.9 -61.2 -91.9 -91.2
##               135 136   137  139   140    141   149   159   163   168   170
## Predicted    85.1 119  78.8 85.1 154.8 100.69 117.6  80.7 122.6 174.7 144.6
## cvpred       86.1 120  79.7 86.1 156.6 101.84 119.3  81.5 123.9 176.9 146.5
## pm2.5        48.0  49  52.0 96.0  75.0 105.00  30.0  52.0  54.0 190.0 195.0
## CV residual -38.1 -71 -27.7  9.9 -81.6   3.16 -89.3 -29.5 -69.9  13.1  48.5
##               173   183   184   188   189 200   203   205   209  215 218  224
## Predicted   184.0 154.6 156.3 169.4 175.7 145 110.5 108.3  99.9  147 131  129
## cvpred      186.2 156.5 158.2 171.6 177.9 147 111.6 109.3 100.6  148 132  130
## pm2.5       110.0 200.0 231.0 227.0 226.0 106  73.0  40.0  41.0   47  82   25
## CV residual -76.2  43.5  72.8  55.4  48.1 -41 -38.6 -69.3 -59.6 -101 -50 -105
##              225   232   233   234   237   240   241   258  264  265  269  270
## Predicted    127 101.7  96.0 102.3  94.9  77.2  83.5  68.1  145  166  118  109
## cvpred       129 102.3  96.5 102.9  95.4  77.5  83.8  68.7  147  168  120  111
## pm2.5         27  68.0  71.0  88.0  66.0  22.0  23.0  13.0   15   21   15    9
## CV residual -102 -34.3 -25.5 -14.9 -29.4 -55.5 -60.8 -55.7 -132 -147 -105 -102
##              271   272   277   280   283   286   288   289   290   291   295
## Predicted    113  96.5 100.0 104.1  91.1  95.7  98.2  94.1  95.7  91.6  93.3
## cvpred       115  98.2 101.7 105.8  92.5  97.1  99.5  95.4  97.1  93.1  94.8
## pm2.5         11  11.0  24.0  22.0  25.0  25.0  22.0  15.0  16.0  11.0  12.0
## CV residual -104 -87.2 -77.7 -83.8 -67.5 -72.1 -77.5 -80.4 -81.1 -82.1 -82.8
##               297   304   306   308   312   316   320   324   327 329   337
## Predicted    93.3  68.0 133.2 141.3 147.4 150.3 155.7 121.8 102.4 134  94.2
## cvpred       94.8  69.1 135.4 143.1 149.4 152.7 158.5 123.6 103.9 136  94.9
## pm2.5        28.0  47.0  39.0  76.0  65.0 164.0  64.0  95.0  79.0  72  36.0
## CV residual -66.8 -22.1 -96.4 -67.1 -84.4  11.3 -94.5 -28.6 -24.9 -64 -58.9
##               338   341   342   343   347   350   352   353   357   360 364
## Predicted    96.0  92.5 103.5  97.8  86.1  66.0 101.2  94.9 132.8 161.4 143
## cvpred       96.6  93.2 104.3  98.5  86.3  65.9 101.5  95.1 133.9 162.5 144
## pm2.5        37.0  21.0  13.0  23.0  28.0  31.0  36.0  37.0  90.0  87.0 271
## CV residual -59.6 -72.2 -91.3 -75.5 -58.3 -34.9 -65.5 -58.1 -43.9 -75.5 127
##               369   371   374    379   382 384   387    389   400 404   405 407
## Predicted   124.7 116.2 137.8 156.62 167.6 132 173.6 139.98 129.5 136 167.2 180
## cvpred      125.7 116.9 138.6 157.75 168.8 133 175.2 141.27 130.4 137 168.7 181
## pm2.5       102.0 135.0 127.0 154.00 261.0 266 205.0 150.00 166.0 250 268.0 291
## CV residual -23.7  18.1 -11.6  -3.75  92.2 133  29.8   8.73  35.6 113  99.3 110
##             419   423   424   425   426 428 432 433 435 437 439 441 445 446 450
## Predicted   117  99.5 128.4 132.9 149.6 162 152 122 119 126 128 162 153 159 133
## cvpred      118  99.9 129.1 134.2 151.1 164 152 122 120 127 129 163 154 160 134
## pm2.5       161 154.0 173.0 188.0 203.0 408 402 358 332 256 330 297 301 310 357
## CV residual  43  54.1  43.9  53.8  51.9 244 250 236 212 129 201 134 147 150 223
##             459   467   472   473   477   478   479   481   482   486   490
## Predicted   133  68.9  76.1  67.6  54.8  63.5  57.8  66.3  66.3  68.7  56.7
## cvpred      134  68.7  76.3  67.5  54.8  63.6  57.8  66.5  66.5  69.4  57.2
## pm2.5       368  35.0  23.0  28.0  16.0  20.0  20.0  18.0  17.0  19.0  18.0
## CV residual 234 -33.7 -53.3 -39.5 -38.8 -43.6 -37.8 -48.5 -49.5 -50.4 -39.2
##               497   503   507   508   510   512   514   523   526   527  530
## Predicted    45.1  98.2  57.5  63.8  77.4  75.8  63.2  65.4  75.7  75.7  139
## cvpred       45.4  98.9  57.7  64.1  78.0  76.3  63.5  65.8  76.2  76.2  140
## pm2.5        15.0  72.0  26.0  18.0  15.0  21.0  22.0  37.0  39.0  35.0   24
## CV residual -30.4 -26.9 -31.7 -46.1 -63.0 -55.3 -41.5 -28.8 -37.2 -41.2 -116
##               531   533   541   543   544   545   613   618   630   634   637
## Predicted    82.0  79.6  41.0  41.2  36.5  36.5 116.8 127.4 126.3 124.2  87.5
## cvpred       82.6  80.3  41.3  41.8  37.1  37.1 118.5 129.4 128.1 125.8  88.6
## pm2.5        23.0  19.0  15.0  17.0  17.0  22.0  88.0 203.0 153.0 158.0 143.0
## CV residual -59.6 -61.3 -26.3 -24.8 -20.1 -15.1 -30.5  73.6  24.9  32.2  54.4
##               641   646   659   663   666   678   684   687   688  690   692
## Predicted   48.10  63.5  63.9 21.24  27.5 101.6 16.01 -0.46 -0.46 18.1 26.33
## cvpred      49.05  64.3  64.5 22.01  28.4 103.3 16.74  0.37  0.37 19.0 27.11
## pm2.5       41.00  38.0  16.0 13.00  13.0  17.0 12.00 12.00 31.00 42.0 26.00
## CV residual -8.05 -26.3 -48.5 -9.01 -15.4 -86.3 -4.74 11.63 30.63 23.0 -1.11
##               694  703   711   712  721   724 725   729   733   734   738   742
## Predicted    38.9  150  8.80  4.70 58.1  87.6  75  62.0 18.21  43.2  78.7 143.8
## cvpred       39.9  152  9.62  5.55 59.1  88.8  76  62.7 18.52  43.5  80.1 145.3
## pm2.5        25.0   22 16.00 26.00 85.0  24.0  20  22.0 11.00  16.0  26.0 129.0
## CV residual -14.9 -130  6.38 20.45 25.9 -64.8 -56 -40.7 -7.52 -27.5 -54.1 -16.3
##               745   746   749   750   752   762   771   774   776   778   779
## Predicted   154.8 127.7 158.6 162.8 152.5 137.3 178.2 153.7 172.3 116.5  93.8
## cvpred      156.3 128.5 160.4 164.1 153.6 138.9 179.8 155.2 174.4 117.5  94.8
## pm2.5        65.0  70.0  76.0  68.0  73.0  63.0  87.0  97.0  86.0  92.0  55.0
## CV residual -91.3 -58.5 -84.4 -96.1 -80.6 -75.9 -92.8 -58.2 -88.4 -25.5 -39.8
##               782   784   787   789   792   794   797   799   804   807   810
## Predicted    62.1  78.1 69.94 124.9 95.95 127.6 169.6 135.6 54.12 25.34 37.64
## cvpred       62.8  79.2 70.88 126.3 97.08 129.2 172.1 137.2 54.66 26.08 38.29
## pm2.5        25.0  32.0 70.00  66.0 88.00  71.0 107.0 121.0 58.00 17.00 34.00
## CV residual -37.8 -47.2 -0.88 -60.3 -9.08 -58.2 -65.1 -16.2  3.34 -9.08 -4.29
##              811   813   819  823   825   826   827  832  833  834   835   838
## Predicted   33.5 111.4 137.2  169 120.0  80.3  63.7 43.7 43.7 54.1 85.84  77.9
## cvpred      34.2 112.9 139.1  171 121.4  81.3  64.5 44.7 44.7 55.1 87.13  79.0
## pm2.5       96.0  87.0 102.0   29  27.0  26.0  33.0 61.0 64.0 80.0 91.00  59.0
## CV residual 61.8 -25.9 -37.1 -142 -94.4 -55.3 -31.5 16.3 19.3 24.9  3.87 -20.0
##               839   842   843   846   849   850   861 864  869   870 872   873
## Predicted   101.1  86.7 113.9 122.3  94.4  90.6 140.4 152  160 159.5 155 149.3
## cvpred      102.4  87.8 115.2 123.2  95.4  91.4 141.9 153  161 161.1 157 150.2
## pm2.5        82.0  54.0  42.0 105.0 126.0 114.0  67.0  58   47  85.0  68  64.0
## CV residual -20.4 -33.8 -73.2 -18.2  30.6  22.6 -74.9 -95 -114 -76.1 -89 -86.2
##               875   876   877  888   895   898   903   906   918   919    922
## Predicted   147.0 140.7 136.0  176 142.3 140.1 168.2 174.4 153.0 142.0 138.15
## cvpred      148.3 141.9 137.3  177 143.4 141.1 169.7 176.5 154.4 143.3 139.28
## pm2.5        80.0  74.0  93.0   43  81.0  92.0 118.0 152.0 180.0 172.0 133.00
## CV residual -68.3 -67.9 -44.3 -134 -62.4 -49.1 -51.7 -24.5  25.6  28.7  -6.28
##                923    924    925   926    929    930   931   939 941   945
## Predicted   131.86 167.08 160.79 111.6 143.41 149.70 154.5 177.0 143 175.6
## cvpred      132.89 168.51 162.12 112.5 145.06 151.45 155.7 178.5 145 176.8
## pm2.5       140.00 159.00 169.00 170.0 140.00 144.00 166.0 273.0 254 193.0
## CV residual   7.11  -9.51   6.88  57.5  -5.06  -7.45  10.3  94.5 109  16.2
##               946  949   950   953   954   955   956   958   962   973   974
## Predicted    88.5 43.7  82.4 100.4 109.6 120.0 130.7 114.6  59.9  39.2 15.31
## cvpred       88.8 44.1  83.2 101.2 110.9 121.4 131.9 115.1  60.5  39.7 15.74
## pm2.5       207.0 58.0  39.0  49.0  54.0 153.0 181.0 182.0  22.0  14.0 10.00
## CV residual 118.2 13.9 -44.2 -52.2 -56.9  31.6  49.1  66.9 -38.5 -25.7 -5.74
##               975   976   978   982   985   987   988   990   995   996  1001
## Predicted    28.0  44.4  46.6  56.2  55.1  55.1  61.4  65.2  47.1  51.9  33.7
## cvpred       28.6  44.8  47.2  56.5  55.4  55.4  61.8  65.9  47.3  52.0  33.9
## pm2.5         7.0   8.0  15.0  16.0  11.0  10.0  12.0  10.0  12.0  12.0  18.0
## CV residual -21.6 -36.8 -32.2 -40.5 -44.4 -45.4 -49.8 -55.9 -35.3 -40.0 -15.9
##              1006  1009  1012  1013  1014  1016  1017  1020  1022  1025  1027
## Predicted    59.1  62.8  77.0  68.2  72.3  72.8  81.1  48.8  35.3  43.3  61.6
## cvpred       59.5  63.0  77.5  68.8  72.8  73.4  81.6  49.0  35.6  43.7  62.3
## pm2.5        24.0  17.0  16.0  11.0  10.0  11.0  14.0  21.0  13.0  13.0  19.0
## CV residual -35.5 -46.0 -61.5 -57.8 -62.8 -62.4 -67.6 -28.0 -22.6 -30.7 -43.3
##              1030  1032  1035  1037  1043  1044  1045  1050   1051   1052 1058
## Predicted   124.1 107.8  94.3 108.5 119.4 108.9  87.1  75.8  96.55 113.52  152
## cvpred      125.2 108.8  95.4 109.9 120.6 110.5  88.0  77.3  98.19 115.07  153
## pm2.5        58.0  69.0  54.0  27.0  23.0  37.0  46.0  64.0 100.00 113.00  980
## CV residual -67.2 -39.8 -41.4 -82.9 -97.6 -73.5 -42.0 -13.3   1.81  -2.07  827
##              1063  1067  1070  1072  1073  1074  1077  1085  1087  1090  1093
## Predicted    82.1  44.1  43.9  45.5  45.5  49.6  52.6 113.8  91.2  58.1  38.4
## cvpred       82.6  44.3  44.3  46.0  46.0  50.1  53.0 114.9  92.0  58.3  38.5
## pm2.5         8.0  16.0  21.0  16.0  15.0  16.0  36.0  15.0  11.0  39.0   8.0
## CV residual -74.6 -28.3 -23.3 -30.0 -31.0 -34.1 -17.0 -99.9 -81.0 -19.3 -30.5
##              1096  1098  1101  1102  1109 1110  1111  1114  1116  1117  1118
## Predicted    53.6  53.6 108.6 102.7 160.2  131 112.1  84.8  97.0  42.1  71.0
## cvpred       54.3  54.3 109.6 103.6 161.9  132 113.4  85.5  97.9  42.5  71.7
## pm2.5        15.0  13.0  50.0  73.0  65.0   51  29.0  26.0  21.0  24.0  39.0
## CV residual -39.3 -41.3 -59.6 -30.6 -96.9  -81 -84.4 -59.5 -76.9 -18.5 -32.7
##             1119  1125  1126 1127 1128  1130 1131  1138 1142  1145  1147 1150
## Predicted   76.6 138.4 152.2  158  117 149.7  120  49.2 19.6 13.04  69.7  120
## cvpred      77.9 140.1 153.6  160  118 151.2  121  50.0 20.3 13.88  70.9  122
## pm2.5       79.0 167.0 178.0  192  198 237.0  247  22.0 12.0 12.00   9.0   39
## CV residual  1.1  26.9  24.4   32   80  85.8  126 -28.0 -8.3 -1.88 -61.9  -83
##              1153 1156  1158  1162  1167  1169  1170  1174   1177  1179 1190
## Predicted   128.1  153 114.5  79.8 20.61  67.2  67.2  83.9 149.60 167.9 64.4
## cvpred      129.7  155 116.1  80.7 21.32  69.0  69.0  85.9 151.66 170.2 66.0
## pm2.5        50.0   41  70.0 107.0 26.00  27.0  29.0 265.0 159.00 115.0 99.0
## CV residual -79.7 -114 -46.1  26.3  4.68 -42.0 -40.0 179.1   7.34 -55.2 33.0
##              1192  1198   1200 1208  1209  1213  1215  1218  1219  1221 1224
## Predicted   46.86 136.7 153.34  147 182.0 106.4 101.2 112.8  79.2 115.9  174
## cvpred      48.51 138.8 155.61  149 184.6 108.3 103.1 114.3  80.3 117.6  176
## pm2.5       58.00 101.0 165.00  122 152.0 184.0 175.0 163.0 172.0 178.0  282
## CV residual  9.49 -37.8   9.39  -27 -32.6  75.7  71.9  48.7  91.7  60.4  106
##              1226 1237  1239  1240  1242   1249  1254  1255  1257  1259  1266
## Predicted   176.0 20.8  3.22  3.22 25.21 161.35 164.5 168.6 160.7 144.1 132.4
## cvpred      178.2 21.2  3.69  3.69 25.85 162.73 166.6 170.7 162.6 145.8 134.5
## pm2.5       215.0 35.0 27.00 36.00 23.00 154.00  89.0  90.0  99.0  80.0  92.0
## CV residual  36.8 13.8 23.31 32.31 -2.85  -8.73 -77.6 -80.7 -63.6 -65.8 -42.5
##             1271  1273  1274  1275  1278  1280  1281  1284   1285  1286  1291
## Predicted    172 158.6 192.0 189.1 170.4 160.9 196.5 157.9 146.91 142.7 151.7
## cvpred       174 160.7 194.9 191.6 172.8 163.4 199.1 160.1 149.04 145.4 154.6
## pm2.5         87  90.0 111.0 104.0 105.0 130.0 134.0 150.0 148.00 160.0 196.0
## CV residual  -87 -70.7 -83.9 -87.6 -67.8 -33.4 -65.1 -10.1  -1.04  14.6  41.4
##              1295  1300 1305 1307  1310 1316  1320  1321  1324  1325   1326
## Predicted   185.1 176.4  145  118  96.3  173 176.8 178.9 177.9 151.2 144.86
## cvpred      187.9 179.2  148  120  97.6  175 178.2 180.5 179.4 152.5 146.09
## pm2.5       274.0 223.0  262  301 307.0  368 218.0 164.0 134.0 139.0 148.00
## CV residual  86.1  43.8  114  181 209.4  193  39.8 -16.5 -45.4 -13.5   1.91
##              1327  1329   1339  1343 1347 1351  1353  1355  1363  1368 1373
## Predicted   145.4 182.5 139.04 134.2  154  158 152.3 139.7 132.5 129.3  137
## cvpred      146.7 184.6 140.42 135.8  156  160 153.9 141.1 134.1 131.2  139
## pm2.5       210.0 253.0 136.00  56.0   46   50  58.0  72.0  70.0  66.0   31
## CV residual  63.3  68.4  -4.42 -79.8 -110 -110 -95.9 -69.1 -64.1 -65.2 -108
##             1376 1377 1378  1381  1383  1385  1388  1391  1392  1393  1394
## Predicted    183  183  177 169.6 166.9 164.5 164.5 160.8 165.9 140.7 171.2
## cvpred       185  184  179 170.9 168.9 166.6 166.6 162.1 167.8 141.7 172.6
## pm2.5         34   52   65  77.0  95.0 101.0 105.0 112.0 123.0 126.0 114.0
## CV residual -151 -132 -114 -93.9 -73.9 -65.6 -61.6 -50.1 -44.8 -15.7 -58.6
##              1395  1397  1401  1403  1404  1407  1408  1409 1411  1413 1417
## Predicted   171.2 175.6 128.0 81.97  65.6  47.0  60.3  95.8  134 130.3  173
## cvpred      172.6 177.2 128.8 82.46  66.2  47.6  60.9  96.4  134 130.7  174
## pm2.5       115.0 138.0 114.0 80.00  37.0  14.0  13.0  16.0   21  85.0   69
## CV residual -57.6 -39.2 -14.8 -2.46 -29.2 -33.6 -47.9 -80.4 -113 -45.7 -105
##             1419 1422 1428 1429  1430  1431  1432 1433  1434  1435  1437  1439
## Predicted    177  177  159  163 158.5 164.3 164.3  166 165.9 172.2 172.2 173.8
## cvpred       178  178  161  165 160.3 166.1 166.1  168 167.8 174.2 174.2 175.9
## pm2.5         42   29   44   51  61.0  70.0  70.0   65  75.0  86.0  95.0  96.0
## CV residual -136 -149 -117 -114 -99.3 -96.1 -96.1 -103 -92.8 -88.2 -79.2 -79.9
##              1440  1442 1444  1447   1449  1450   1453  1454  1455  1456  1460
## Predicted   173.8 173.4  181 190.3 145.00 120.1 61.899  53.7 44.93 38.64 41.69
## cvpred      175.9 174.9  183 192.3 146.27 120.7 62.047  53.9 45.17 38.78 41.73
## pm2.5        99.0 101.0  108 120.0 138.00 164.0 63.000  37.0 37.00 36.00 34.00
## CV residual -76.9 -73.9  -75 -72.3  -8.27  43.3  0.953 -16.9 -8.17 -2.78 -7.73
##               1463  1466   1468  1470  1471   1475 1479 1481  1484   1486 1503
## Predicted   130.14 151.5 149.57 147.1 147.1 135.37  125  116 140.7 146.59  131
## cvpred      131.29 152.8 151.06 148.7 148.7 136.56  126  117 142.2 147.62  133
## pm2.5       139.00  97.0 158.00 135.0 111.0 133.00  230  236 187.0 144.00  252
## CV residual   7.71 -55.8   6.94 -13.7 -37.7  -3.56  104  119  44.8  -3.62  119
##             1510  1516  1517  1521  1522  1523  1525  1527  1531  1533  1534
## Predicted    119  60.5  70.9  61.5  40.4 25.91 14.18  5.42  31.5 32.07  38.6
## cvpred       120  61.4  71.9  62.2  41.2 26.69 14.54  5.80  32.0 32.63  39.1
## pm2.5        255  19.0  15.0  19.0  24.0 24.00 11.00 14.00  22.0 27.00  29.0
## CV residual  135 -42.4 -56.9 -43.2 -17.2 -2.69 -3.54  8.20 -10.0 -5.63 -10.1
##              1540  1543  1552  1554  1555  1557  1558  1560  1561  1562  1563
## Predicted    61.4  63.6 96.36 115.0 130.0 128.4 139.3 137.7 137.7 144.0 150.3
## cvpred       61.8  64.1 97.16 115.8 130.9 129.2 140.2 138.5 138.5 144.9 151.3
## pm2.5        13.0  19.0 91.00  99.0  99.0  96.0  76.0  83.0  62.0  51.0  53.0
## CV residual -48.8 -45.1 -6.16 -16.8 -31.9 -33.2 -64.2 -55.5 -76.5 -93.9 -98.3
##              1565  1567  1568  1569  1573  1577   1583 1588 1589 1590 1592 1594
## Predicted   150.3 152.5 152.6 146.6 109.0 113.9 118.98  156  156  156  156  150
## cvpred      151.3 153.6 153.2 146.9 109.5 114.6 118.96  156  156  156  156  151
## pm2.5        71.0  58.0  69.0  74.0  83.0 132.0 114.00   75   63   73   63   43
## CV residual -80.3 -95.6 -84.2 -72.9 -26.5  17.4  -4.96  -81  -93  -83  -93 -108
##             1598  1602  1606  1607  1608  1609  1610  1614  1621  1622  1624
## Predicted    135  92.8  83.6  80.0  75.9  74.0  69.9  73.4  66.5  57.7  33.6
## cvpred       135  92.1  82.8  79.4  75.3  73.6  69.5  73.5  66.4  57.7  33.8
## pm2.5         29  50.0  27.0  20.0  16.0   5.0   7.0  11.0  19.0  20.0  23.0
## CV residual -106 -42.1 -55.8 -59.4 -59.3 -68.6 -62.5 -62.5 -47.4 -37.7 -10.8
##              1628  1634  1639  1640 1641 1644  1645  1651 1653  1656  1661
## Predicted    49.7 112.8 130.9 168.6  152 37.9  68.4  91.5  121 126.7 182.8
## cvpred       50.0 113.9 132.4 170.4  153 38.2  69.2  93.3  123 128.8 185.2
## pm2.5        16.0  51.0  84.0  87.0  111 53.0  48.0  32.0   51  89.0 140.0
## CV residual -34.0 -62.9 -48.4 -83.4  -42 14.8 -21.2 -61.3  -72 -39.8 -45.2
##              1666  1667  1672  1673 1676 1679  1682  1687  1688  1692  1693
## Predicted   148.3 132.8 117.2 114.6  108  114  61.1  75.7  70.0 13.75  7.46
## cvpred      150.8 134.6 119.8 116.5  110  116  62.3  77.0  71.2 14.33  7.94
## pm2.5       183.0 199.0 163.0 163.0  210  219 314.0  20.0  18.0 23.00 14.00
## CV residual  32.2  64.4  43.2  46.5  100  103 251.7 -57.0 -53.2  8.67  6.06
##              1697  1698  1699  1703  1706 1707 1708  1709  1710  1711  1716
## Predicted    53.5  26.7  58.2 111.8 144.1  148  144 138.4 134.3 126.1  91.1
## cvpred       55.0  27.2  59.7 113.3 145.3  149  145 139.5 135.4 127.3  91.9
## pm2.5        16.0  17.0  19.0  52.0  71.0   47   40  41.0  41.0  38.0  76.0
## CV residual -39.0 -10.2 -40.7 -61.3 -74.3 -102 -105 -98.5 -94.4 -89.3 -15.9
##              1721  1724  1729  1732 1739  1740  1742  1744  1746  1750  1751
## Predicted    86.4 101.2 114.3 129.4  136 140.3 135.7 137.3 178.8 137.3 131.0
## cvpred       87.1 102.2 115.6 130.3  137 141.1 136.4 138.1 180.1 138.1 131.7
## pm2.5        58.0  75.0  37.0  68.0   90  73.0  68.0  83.0  94.0 105.0 112.0
## CV residual -29.1 -27.2 -78.6 -62.3  -47 -68.1 -68.4 -55.1 -86.1 -33.1 -19.7
##              1752  1755  1761  1763  1766  1772  1774  1776  1779  1780 1782
## Predicted   139.5 119.0  75.3  80.3  75.6  63.6  64.2 131.1 159.8 161.4  178
## cvpred      140.4 119.5  76.0  80.7  76.0  63.9  64.5 132.1 161.1 162.8  180
## pm2.5        87.0 153.0  50.0  36.0  27.0  52.0  33.0  44.0  72.0  67.0   50
## CV residual -53.4  33.5 -26.0 -44.7 -49.0 -11.9 -31.5 -88.1 -89.1 -95.8 -130
##              1785  1789  1795 1799 1800  1803  1807  1811  1812 1814  1817
## Predicted   115.3  67.5  67.9 63.0 74.1 106.1  79.9  55.8  44.9   32  53.7
## cvpred      116.1  67.9  68.4 63.3 74.4 106.4  80.2  55.9  44.8   32  54.2
## pm2.5        79.0  53.0  54.0 85.0 89.0  83.0  27.0  27.0  23.0   26  24.0
## CV residual -37.1 -14.9 -14.4 21.7 14.6 -23.4 -53.2 -28.9 -21.8   -6 -30.2
##              1818  1821  1825  1826  1829  1831   1836 1837  1842  1849  1853
## Predicted    57.8 108.6 154.5 160.8 163.6 161.4 157.83  154 123.0 177.6 191.7
## cvpred       58.2 109.8 155.8 162.2 164.6 162.3 158.72  155 124.1 179.4 193.8
## pm2.5        23.0  51.0  71.0  89.0  86.0  80.0 166.00  179 202.0 241.0 228.0
## CV residual -35.2 -58.8 -84.8 -73.2 -78.6 -82.3   7.28   24  77.9  61.6  34.2
##              1854  1858  1859  1870  1871  1872  1876 1877 1882 1888  1895
## Predicted   153.5 155.1 156.7 186.1 191.9 192.4 157.8  143  101 16.1  78.2
## cvpred      155.2 156.9 158.6 188.9 194.3 195.3 159.7  145  103 17.0  78.8
## pm2.5       225.0 217.0 231.0 217.0 180.0 180.0 215.0  700  274 47.0  27.0
## CV residual  69.8  60.1  72.4  28.1 -14.3 -15.3  55.3  555  171 30.0 -51.8
##              1896 1897  1898 1905  1911 1912 1913  1919  1920  1921  1926  1933
## Predicted    92.7  101 145.2  139 49.26 55.0 59.1 128.6 128.1 134.9 125.5  30.6
## cvpred       93.3  102 146.4  141 50.77 56.6 60.6 130.4 129.4 136.8 126.9  31.0
## pm2.5        41.0   46  55.0   48 53.00 73.0 82.0 111.0  83.0  85.0  95.0 204.0
## CV residual -52.3  -56 -91.4  -93  2.23 16.4 21.4 -19.4 -46.4 -51.8 -31.9 173.0
##              1934  1938 1942  1945  1946  1947 1949  1951   1953  1955  1956
## Predicted    18.6  8.74 34.0  51.5  79.2  68.8  131 103.7 85.154  82.0  77.4
## cvpred       18.8  8.99 34.1  51.6  79.5  69.1  132 104.5 85.319  82.5  77.8
## pm2.5       122.0 49.00 27.0  28.0  16.0  24.0   25  54.0 86.000  63.0  59.0
## CV residual 103.2 40.01 -7.1 -23.6 -63.5 -45.1 -107 -50.5  0.681 -19.5 -18.8
##              1957  1958  1959  1961  1962  1964 1970  1971  1973 1981  1984
## Predicted    68.6  63.9  67.2 68.79  71.0  79.7  118 129.8 124.1 16.9  77.1
## cvpred       69.1  64.4  67.8 69.55  71.9  80.6  119 131.2 125.4 16.8  77.8
## pm2.5        59.0  54.0  53.0 60.00  55.0  64.0   72  71.0  71.0 36.0  53.0
## CV residual -10.1 -10.4 -14.8 -9.55 -16.9 -16.6  -47 -60.2 -54.4 19.2 -24.8
##              1987  1998  2003  2008  2010  2011  2012  2015  2018  2019 2021
## Predicted   114.8 112.3  22.4  6.69  60.9  77.1  89.5 102.3 143.9  91.7  154
## cvpred      115.6 112.2  22.1  6.85  62.1  78.3  90.1 102.9 144.8  92.3  155
## pm2.5        97.0  69.0   9.0 20.00  18.0  30.0  27.0  34.0  67.0  62.0   48
## CV residual -18.6 -43.2 -13.1 13.15 -44.1 -48.3 -63.1 -68.9 -77.8 -30.3 -107
##              2029 2031  2035  2039 2040  2041  2043   2045  2046  2048  2049
## Predicted   42.84 41.1 62.98  66.8 75.2  88.1 53.78 132.05 143.0 125.0 113.0
## cvpred      43.99 42.2 64.21  67.2 75.9  88.7 53.94 133.04 144.1 126.1 113.9
## pm2.5       50.00 64.0 72.00 142.0 97.0 106.0 61.00 127.00 134.0  85.0  75.0
## CV residual  6.01 21.8  7.79  74.8 21.1  17.3  7.06  -6.04 -10.1 -41.1 -38.9
##              2054  2055  2056  2064  2067  2068  2069  2072 2075 2076  2078
## Predicted   71.13  72.8  65.5 121.7 138.4 144.3 151.0 150.8 67.5 58.7  63.6
## cvpred      71.51  73.2  65.2 122.7 139.5 144.9 152.3 151.3 66.9 58.2  62.9
## pm2.5       71.00  58.0  48.0  44.0  44.0  56.0  59.0  99.0 86.0 93.0 120.0
## CV residual -0.51 -15.2 -17.2 -78.7 -95.5 -88.9 -93.3 -52.3 19.1 34.8  57.1
##              2085  2087   2092  2099  2101  2102 2104 2108 2111  2116  2126
## Predicted   61.24  88.9 121.66  94.6  81.7  85.4  126  149  122 162.3 150.8
## cvpred      61.56  89.5 122.58  94.7  81.9  85.0  127  149  121 163.2 151.5
## pm2.5       60.00  72.0 129.00 203.0 220.0 222.0  245  280  317 254.0 195.0
## CV residual -1.56 -17.5   6.42 108.3 138.1 137.0  118  131  196  90.8  43.5
##              2145  2154  2156  2157 2160 2163  2164  2168 2169  2170  2175
## Predicted   151.7  31.6  32.8  38.0 23.6 36.7  53.4 19.27 13.0 -3.69 -7.87
## cvpred      152.2  31.6  32.8  38.1 23.6 37.0  53.9 19.63 13.2 -3.61 -7.77
## pm2.5       129.0 200.0 149.0 113.0 42.0 49.0  35.0 22.00 30.0 25.00 31.00
## CV residual -23.2 168.4 116.2  74.9 18.4 12.0 -18.9  2.37 16.8 28.61 38.77
##              2179  2181  2184 2185  2190  2193  2194  2196 2198 2199  2207
## Predicted   -2.43 15.10 106.4  142  73.3 28.53 18.71  2.03  -13  -13 112.9
## cvpred      -2.01 15.47 107.5  144  74.2 28.89 19.03  2.18  -13  -13 114.4
## pm2.5       15.00 24.00  39.0   27  45.0 27.00 21.00 14.00   13   17  77.0
## CV residual 17.01  8.53 -68.5 -117 -29.2 -1.89  1.97 11.82   26   30 -37.4
##              2210 2211  2212  2214  2216  2218 2220  2226  2227  2229  2230
## Predicted   139.5  154 120.9 131.3 147.7  91.3 67.4  84.0  96.6  98.2 112.7
## cvpred      140.7  155 122.1 132.6 148.8  92.3 68.4  85.1  97.9  99.6 114.1
## pm2.5        53.0   52  53.0  56.0 100.0 138.0 59.0 136.0 132.0 131.0 161.0
## CV residual -87.7 -103 -69.1 -76.6 -48.8  45.7 -9.4  50.9  34.1  31.4  46.9
##              2234  2236  2239  2240  2241  2242  2244  2245  2249 2250  2251
## Predicted   106.3 112.6 124.6 110.4 100.3  82.0  54.6  3.73 16.13 15.8 32.80
## cvpred      107.1 113.5 125.7 111.2 100.8  82.2  55.0  3.66 17.01 17.0 33.86
## pm2.5       178.0 206.0 200.0 170.0 197.0 184.0 111.0 92.00 27.00 32.0 43.00
## CV residual  70.9  92.5  74.3  58.8  96.2 101.8  56.0 88.34  9.99 15.0  9.14
##              2255 2256  2264  2269  2273  2286  2287  2288  2290  2297  2304
## Predicted   116.5  123 151.1  96.6 113.2  47.2  47.8 31.09 -7.99 -35.4  80.2
## cvpred      117.6  124 152.1  97.3 114.2  47.0  47.6 30.79 -8.70 -36.1  80.3
## pm2.5        98.0  173 180.0 176.0 130.0  33.0  26.0 24.00 27.00  17.0  34.0
## CV residual -19.6   49  27.9  78.7  15.8 -14.0 -21.6 -6.79 35.70  53.1 -46.3
##              2305  2307  2308  2310  2311  2313  2315  2316  2318  2320 2322
## Predicted    90.8 111.1 92.65  96.8  98.3 113.3  77.2  66.1  41.7  30.5 31.3
## cvpred       90.7 111.7 92.95  97.0  98.7 113.5  76.8  66.2  41.7  30.6 31.7
## pm2.5        52.0  69.0 87.00  79.0  75.0  78.0 114.0 135.0 118.0 103.0 90.0
## CV residual -38.7 -42.7 -5.95 -18.0 -23.7 -35.5  37.2  68.8  76.3  72.4 58.3
##             2323  2327  2331  2334  2343  2345  2352  2358  2361  2365   2379
## Predicted   41.7  81.6 119.8 134.0  87.4  79.7 114.9  91.9  82.0 142.5 106.64
## cvpred      42.1  82.3 121.1 135.6  88.5  80.8 115.4  92.1  82.2 143.8 106.69
## pm2.5       87.0 110.0  74.0  69.0 128.0 113.0 131.0  50.0  62.0 121.0 102.00
## CV residual 44.9  27.7 -47.1 -66.6  39.5  32.2  15.6 -42.1 -20.2 -22.8  -4.69
##              2384  2388  2394 2397  2400  2404  2405  2411  2414 2417  2421
## Predicted    61.7  6.35 36.48  101 108.4 134.9 134.9 158.5 151.3  102 110.5
## cvpred       62.1  6.19 37.51  102 109.6 136.4 136.4 159.7 152.6  102 110.7
## pm2.5        14.0 19.00 30.00   56  37.0  48.0  54.0  68.0  68.0   50  79.0
## CV residual -48.1 12.81 -7.51  -46 -72.6 -88.4 -82.4 -91.7 -84.6  -52 -31.7
##              2425  2426  2427  2433  2436  2442  2444  2445  2447  2449  2452
## Predicted   159.9 159.9 117.8 112.9  59.9 24.92  45.5  43.9  42.8  47.5  53.8
## cvpred      160.9 160.9 118.2 113.1  60.2 25.33  45.8  44.1  42.9  47.6  54.0
## pm2.5        87.0  84.0  86.0  33.0  42.0 23.00  14.0  12.0   8.0   8.0  13.0
## CV residual -73.9 -76.9 -32.2 -80.1 -18.2 -2.33 -31.8 -32.1 -34.9 -39.6 -41.0
##               2457  2463  2470  2472 2483  2485 2486 2490 2491  2494  2496
## Predicted   19.355 -21.1  96.9 74.29 18.7 -10.5 20.7 54.1 76.8 100.0 120.8
## cvpred      19.181 -21.5  97.7 74.61 18.1 -11.1 20.5 54.5 77.2 100.5 121.4
## pm2.5       19.000  12.0  47.0 69.00 43.0  57.0 38.0 81.0 96.0  67.0  76.0
## CV residual -0.181  33.5 -50.7 -5.61 24.9  68.1 17.5 26.5 18.8 -33.5 -45.4
##              2499  2511  2514  2520 2523 2524 2525 2531 2532 2536  2538  2539
## Predicted   133.4 140.2 130.4 155.6  132  126  130  106  101  103 102.9 119.6
## cvpred      134.2 141.1 130.7 156.3  133  126  131  106  101  103 103.3 120.1
## pm2.5        84.0 199.0 202.0 225.0  244  255  247  254  266  215 151.0 134.0
## CV residual -50.2  57.9  71.3  68.7  111  129  116  148  165  112  47.7  13.9
##              2545  2547  2550  2557  2558  2561   2563 2567  2570  2577 2582
## Predicted   141.3 149.8 152.0 114.3 120.0 128.9 134.67  101 148.3 149.5  106
## cvpred      141.7 150.5 152.8 114.4 120.2 129.4 135.24  100 149.1 149.9  107
## pm2.5        91.0 103.0 116.0 162.0 170.0 156.0 140.00  223 212.0 184.0  215
## CV residual -50.7 -47.5 -36.8  47.6  49.8  26.6   4.76  123  62.9  34.1  108
##             2587 2589 2596 2597 2598 2601  2603  2606  2608  2614  2615  2619
## Predicted    106  123  103  105  104  109 103.7  76.6 109.4 144.8 140.7 157.5
## cvpred       106  123  103  105  104  109 103.2  75.9 109.6 145.1 141.1 157.5
## pm2.5        264  300  382  369  343  307 131.0  17.0  27.0 167.0 155.0 100.0
## CV residual  158  177  279  264  239  198  27.8 -58.9 -82.6  21.9  13.9 -57.5
##              2621  2622  2624  2627 2628 2631  2641  2642  2645  2647  2654
## Predicted   155.5 161.7 151.6 118.1  108 72.1  86.9 101.4  57.0  70.5  67.1
## cvpred      156.2 162.5 152.1 117.4  107 71.9  87.1 101.6  56.3  69.7  66.1
## pm2.5        94.0  87.0  83.0  84.0   69 95.0  48.0  52.0  30.0  27.0  51.0
## CV residual -62.2 -75.5 -69.1 -33.4  -38 23.1 -39.1 -49.6 -26.3 -42.7 -15.1
##              2655  2662 2664 2670 2671  2674  2675  2680  2681  2682  2685
## Predicted    63.0  89.1  116  112  112 106.2 110.3  97.4 131.0  80.7 132.0
## cvpred       62.1  88.3  115  112  112 105.6 109.7  96.9 130.8  80.0 132.4
## pm2.5        39.0  46.0   41   37   45  48.0  47.0  30.0  34.0  35.0  33.0
## CV residual -23.1 -42.3  -74  -75  -67 -57.6 -62.7 -66.9 -96.8 -45.0 -99.4
##              2692  2693  2694 2700  2702  2703  2707  2711  2718  2721  2722
## Predicted   127.5 123.4 121.2 13.2 12.89 -35.8 -17.5  50.8 129.5 100.0 81.10
## cvpred      127.7 123.6 121.3 12.1 12.24 -36.8 -18.2  51.0 130.6 100.4 81.22
## pm2.5        62.0  36.0  31.0 31.0 19.00  18.0  21.0  39.0  73.0  90.0 86.00
## CV residual -65.7 -87.6 -90.3 18.9  6.76  54.8  39.2 -12.0 -57.6 -10.4  4.78
##              2730  2733  2734  2735  2736  2740  2741   2745  2748  2750  2754
## Predicted    63.2  92.5 90.86 107.5 107.5 124.8 135.2 135.17 103.7  87.8 110.7
## cvpred       63.1  92.7 90.98 107.8 107.8 125.3 135.7 135.75 103.8  88.0 110.7
## pm2.5       103.0  78.0 83.00  89.0  93.0  92.0 106.0 141.00 134.0 128.0  22.0
## CV residual  39.9 -14.7 -7.98 -18.8 -14.8 -33.3 -29.7   5.25  30.2  40.0 -88.7
##             2757 2761  2768  2772  2773  2777  2779  2785  2788  2789  2793
## Predicted    164  122  64.8  86.9  90.5 102.8  95.9  64.2  65.5  75.9  62.8
## cvpred       164  122  65.4  87.6  92.0 104.2  96.7  65.3  67.0  77.4  64.1
## pm2.5         16   10   6.0  11.0  18.0  24.0  10.0  13.0  17.0  18.0  27.0
## CV residual -148 -112 -59.4 -76.6 -74.0 -80.2 -86.7 -52.3 -50.0 -59.4 -37.1
##              2797  2799  2800  2804  2806  2807  2809  2810  2813  2817  2820
## Predicted   51.00  56.2  50.4  40.9  56.8  56.8  57.4  75.9  75.7  47.8 22.66
## cvpred      51.83  57.0  51.2  41.9  57.7  57.7  58.3  76.9  76.9  48.5 22.92
## pm2.5       50.00  47.0  30.0  17.0  14.0  14.0  24.0  27.0  11.0  14.0 19.00
## CV residual -1.83 -10.0 -21.2 -24.9 -43.7 -43.7 -34.3 -49.9 -65.9 -34.5 -3.92
##              2823  2824  2829  2832  2833  2836  2838  2839  2843  2846  2848
## Predicted   13.33 13.33  42.9  59.6  59.6 107.4  61.2  71.6 24.01 -5.24 -3.62
## cvpred      13.57 13.57  43.2  60.1  60.1 108.5  61.8  72.3 24.06 -5.57 -3.85
## pm2.5       15.00 11.00  16.0  15.0  18.0  18.0  19.0  17.0 17.00 17.00 19.00
## CV residual  1.43 -2.57 -27.2 -45.1 -42.1 -90.5 -42.8 -55.3 -7.06 22.57 22.85
##               2849   2851  2853  2854  2859  2861  2866  2867  2869 2875  2878
## Predicted    0.480  1.045 22.68  31.4  52.8 48.69 -1.35 -7.64 -31.5 12.0  64.5
## cvpred       0.219  0.822 22.38  31.1  52.6 48.57 -1.98 -8.37 -32.2 12.4  65.3
## pm2.5       17.000 27.000 18.00  19.0  24.0 40.00 21.00 20.00  19.0 23.0  39.0
## CV residual 16.781 26.178 -4.38 -12.1 -28.6 -8.57 22.98 28.37  51.2 10.6 -26.3
##              2879  2886 2892   2896  2897 2899  2900 2901  2905  2908   2911
## Predicted    64.5 117.2 37.8  0.736 -1.74 18.7 31.33 37.6  91.2 122.4 117.94
## cvpred       65.3 118.1 37.5  0.668 -1.68 19.2 31.99 38.4  92.4 123.8 118.57
## pm2.5        45.0  97.0 70.0 52.000 48.00 31.0 37.00 63.0  75.0  93.0 127.00
## CV residual -20.3 -21.1 32.5 51.332 49.68 11.8  5.01 24.6 -17.4 -30.8   8.43
##              2914  2919  2920  2927  2928  2935  2936 2937  2943  2944  2945
## Predicted    81.1 -52.7 -47.0 27.14 -1.71  95.0 75.90 15.8  74.9  82.8  59.2
## cvpred       80.9 -53.5 -47.7 27.59 -1.61  95.7 75.73 15.3  75.1  83.2  58.8
## pm2.5       151.0  65.0  57.0 32.00 24.00  64.0 80.00 53.0 146.0 150.0 150.0
## CV residual  70.1 118.5 104.7  4.41 25.61 -31.7  4.27 37.7  70.9  66.8  91.2
##              2947  2948   2954  2955  2956  2960   2962  2965  2967  2971  2972
## Predicted    59.8  38.4 119.52 140.7 151.1 104.5 111.48  90.8 107.0 141.4 162.8
## cvpred       59.4  37.9 119.98 141.9 152.4 104.7 112.26  90.9 107.5 142.3 163.9
## pm2.5       142.0 138.0 114.00 111.0 113.0 118.0 118.00 135.0 118.0 172.0 208.0
## CV residual  82.6 100.1  -5.98 -30.9 -39.4  13.3   5.74  44.1  10.5  29.7  44.1
##              2976  2977   2980  2991  2993  2999  3002  3008  3017  3019  3021
## Predicted   165.0 172.9 178.33  43.9  46.1  61.0  64.1  67.4 -10.3 -10.6  63.3
## cvpred      166.2 174.3 180.06  44.0  46.3  61.6  64.6  67.6 -11.0 -11.0  64.0
## pm2.5       154.0 165.0 181.00  32.0   9.0  12.0   9.0  17.0  16.0  18.0  32.0
## CV residual -12.2  -9.3   0.94 -12.0 -37.3 -49.6 -55.6 -50.6  27.0  29.0 -32.0
##              3024  3027  3033  3034    3038  3039  3042  3043  3047  3048  3055
## Predicted    61.4 110.9 119.4 106.8  -0.792 -19.4 -15.3 -10.6 43.02  60.3 154.9
## cvpred       62.3 112.2 120.4 107.6  -1.168 -19.8 -15.7 -11.0 43.09  60.5 155.5
## pm2.5        41.0  52.0  81.0  85.0 228.000 204.0 130.0 115.0 38.00  48.0 140.0
## CV residual -21.3 -60.2 -39.4 -22.6 229.168 223.8 145.7 126.0 -5.09 -12.5 -15.5
##              3059  3060  3065  3067  3070   3075  3078  3079  3081  3082  3083
## Predicted    96.5  75.3  83.8  90.1  97.6 126.92  86.5  78.9  60.8  54.5  48.3
## cvpred       96.7  74.8  84.4  90.7  98.3 127.31  86.7  79.1  61.1  54.8  48.4
## pm2.5       203.0 202.0 110.0 132.0 148.0 122.00 294.0 100.0  32.0  19.0  18.0
## CV residual 106.3 127.2  25.6  41.3  49.7  -5.31 207.3  20.9 -29.1 -35.8 -30.4
##              3084 3086  3094  3097 3101 3102  3104  3105  3106  3107  3110
## Predicted    39.8 16.5  40.6 103.3  162  170 125.9 107.1  98.5  4.43  4.71
## cvpred       39.6 16.4  40.8 104.8  164  172 126.8 107.6  99.0  4.65  4.68
## pm2.5        14.0 27.0 108.0 132.0   46   50  55.0  50.0  55.0 45.00 62.00
## CV residual -25.6 10.6  67.2  27.2 -118 -122 -71.8 -57.6 -44.0 40.35 57.32
##              3112 3116  3118  3121  3123  3126  3129  3131  3134  3137  3139
## Predicted    8.81   42  45.0  52.7  59.0  86.6  64.9  43.8  28.8  59.1  65.4
## cvpred       8.75   42  44.9  52.6  58.9  86.9  64.3  42.8  27.7  59.0  65.4
## pm2.5       28.00   15  20.0  10.0   7.0   5.0  10.0  12.0  16.0  11.0  20.0
## CV residual 19.25  -27 -24.9 -42.6 -51.9 -81.9 -54.3 -30.8 -11.7 -48.0 -45.4
##              3141  3143  3147  3148  3159  3160  3171  3175  3177 3183  3186
## Predicted    55.8 100.8 124.6 130.9  68.7  60.3 132.5 130.4 106.0 49.9 65.99
## cvpred       55.0 100.9 124.8 131.2  68.4  59.7 132.9 130.2 105.7 49.2 65.45
## pm2.5        24.0  35.0  40.0  37.0  40.0  43.0  60.0  72.0  83.0 41.0 68.00
## CV residual -31.0 -65.9 -84.8 -94.2 -28.4 -16.7 -72.9 -58.2 -22.7 -8.2  2.55
##              3187  3190   3200   3201  3202  3208  3209  3210  3211  3213  3216
## Predicted   72.28  79.7 117.15 110.87 104.0  52.2  94.1  60.1  70.5 102.3 139.9
## cvpred      71.84  79.4 117.21 110.82 103.8  50.9  93.9  59.0  69.4 101.5 139.4
## pm2.5       78.00  64.0 123.00 117.00 130.0 140.0 159.0 158.0 168.0 181.0 216.0
## CV residual  6.16 -15.4   5.79   6.18  26.2  89.1  65.1  99.0  98.6  79.5  76.6
##             3217 3221  3226  3228  3230  3231  3232  3234  3239   3242    3245
## Predicted    111  112  77.1  91.8  76.2  63.7  63.3  71.6  91.9 109.17 121.748
## cvpred       110  112  75.9  90.6  74.9  63.0  62.0  71.1  91.6 109.01 121.791
## pm2.5        219  238 203.0 185.0 162.0 185.0 188.0 142.0 114.0 105.00 121.000
## CV residual  109  126 127.1  94.4  87.1 122.0 126.0  70.9  22.4  -4.01  -0.791
##              3251  3253  3256  3257  3261 3262 3263 3270 3272  3274  3277  3285
## Predicted   103.2 104.8 112.7 114.9 152.9  153  149  160  160 153.7 140.5 139.7
## cvpred      102.6 104.4 112.5 114.8 153.2  153  149  160  160 154.3 140.9 140.2
## pm2.5       163.0 137.0  81.0  56.0  69.0   47   48   50   48  77.0  75.0  83.0
## CV residual  60.4  32.6 -31.5 -58.8 -84.2 -106 -101 -110 -112 -77.3 -65.9 -57.2
##              3291 3297  3300 3302  3303 3305 3306  3312 3317  3319  3320  3322
## Predicted   157.1  129  86.4 52.2  92.0  139  149  92.4  149 129.9 132.0  74.2
## cvpred      158.2  130  86.6 52.2  92.9  140  150  92.9  151 130.7 132.7  75.0
## pm2.5        94.0   17  37.0 72.0  64.0   54   29  58.0   27  34.0  34.0  50.0
## CV residual -64.2 -113 -49.6 19.8 -28.9  -86 -121 -34.9 -124 -96.7 -98.7 -25.0
##              3326  3330  3331  3332  3336  3338  3342  3345 3346  3348 3350
## Predicted   -25.7 -38.6 -38.0 -29.3  7.12 118.5 159.2 67.99 34.0 50.64 17.4
## cvpred      -26.2 -39.1 -38.5 -29.7  6.94 119.7 160.1 67.57 33.2 49.71 17.0
## pm2.5        29.0  21.0  19.0  21.0 44.00  65.0 113.0 75.00 65.0 53.00 58.0
## CV residual  55.2  60.1  57.5  50.7 37.06 -54.7 -47.1  7.43 31.8  3.29 41.0
##              3352   3355 3364  3366  3371 3377 3378  3379  3383  3384  3386
## Predicted   -14.0  0.736  116 136.8  91.6 63.6 59.5 74.04 124.2 137.2 122.1
## cvpred      -14.4  0.668  117 136.9  91.4 63.5 59.4 73.95 124.1 137.9 122.2
## pm2.5        36.0 37.000  106  90.0 129.0 86.0 77.0 82.00 197.0 234.0 214.0
## CV residual  50.4 36.332  -11 -46.9  37.6 22.5 17.6  8.05  72.9  96.1  91.8
##             3389  3392  3393  3394  3395  3400  3401  3402 3406   3409   3411
## Predicted    107  90.6 117.9 103.1 101.0  58.4  72.9  83.3  110 140.02 158.76
## cvpred       107  90.2 117.7 102.6 100.3  58.2  72.7  83.2  110 140.33 159.89
## pm2.5        163 131.0 157.0 178.0 187.0 108.0 121.0 127.0  123 149.00 155.00
## CV residual   56  40.8  39.3  75.4  86.7  49.8  48.3  43.8   13   8.67  -4.89
##               3412  3413  3414  3417  3418  3419  3423 3425 3427  3428  3429
## Predicted   147.81 122.3 118.2  84.5  61.6  54.7 -21.9 13.0 38.3 100.9 118.2
## cvpred      148.83 122.6 118.6  84.3  61.1  54.1 -22.8 12.8 38.8 101.6 119.1
## pm2.5       150.00 155.0 176.0 139.0 140.0 139.0 104.0 63.0 79.0  72.0 165.0
## CV residual   1.17  32.4  57.4  54.7  78.9  84.9 126.8 50.2 40.2 -29.6  45.9
##              3430  3434 3435 3443  3444  3445  3449   3452  3453  3455 3458
## Predicted   123.4 150.3  156 18.4 29.33 29.33  7.42 30.952 48.84  47.4 11.1
## cvpred      124.4 151.2  158 17.5 28.56 28.56  6.43 30.274 48.37  47.2 10.6
## pm2.5       149.0  78.0   78 30.0 31.00 24.00 28.00 30.000 44.00  28.0 24.0
## CV residual  24.6 -73.2  -80 12.5  2.44 -4.56 21.57 -0.274 -4.37 -19.2 13.4
##              3462 3467   3470  3473  3476   3482   3483  3486  3492 3493 3497
## Predicted    49.4 12.2  -9.67 19.41  48.7  99.12 113.61  97.6  52.6 46.3 51.7
## cvpred       49.0 10.7 -11.39 18.82  48.4  98.64 113.17  96.8  51.5 45.1 50.9
## pm2.5        14.0 33.0  28.00 27.00  33.0 105.00 104.00  86.0 115.0 80.0 63.0
## CV residual -35.0 22.3  39.39  8.18 -15.4   6.36  -9.17 -10.8  63.5 34.9 12.1
##              3500  3502 3508 3511  3513  3517  3518  3519  3529  3530  3534
## Predicted    66.8  73.9 80.2  109  77.3 104.6 104.6 75.15 119.3 105.7 113.1
## cvpred       66.0  73.0 78.8  108  75.9 103.4 103.4 73.56 118.3 104.9 112.4
## pm2.5        48.0  48.0 92.0   80 108.0  84.0  85.0 83.00  90.0  89.0  94.0
## CV residual -18.0 -25.0 13.2  -28  32.1 -19.4 -18.4  9.44 -28.3 -15.9 -18.4
##              3537  3539   3543  3544   3546  3549  3550  3551  3552  3555  3557
## Predicted   153.4 146.6 109.72  77.8 113.66 145.3 152.0 150.4 150.4 157.8 162.1
## cvpred      153.7 146.7 109.04  76.8 112.94 145.1 152.4 150.7 150.7 157.8 162.9
## pm2.5       127.0 157.0 117.00 111.0 107.00 206.0 193.0 186.0 168.0 174.0 219.0
## CV residual -26.7  10.3   7.96  34.2  -5.94  60.9  40.6  35.3  17.3  16.2  56.1
##             3561  3567  3570  3576  3585  3589  3590  3592  3598  3602 3603
## Predicted    151 -7.07 -1.34 69.05  55.1 36.84 21.71  82.8 117.4 138.1  134
## cvpred       151 -8.10 -2.31 68.68  54.2 35.65 20.48  82.1 116.7 138.1  134
## pm2.5        251 65.00 20.00 71.00  18.0 41.00 26.00  37.0  65.0  69.0   59
## CV residual  100 73.10 22.31  2.32 -36.2  5.35  5.52 -45.1 -51.7 -69.1  -75
##             3605  3610  3616  3617 3618  3622  3623  3626  3627  3633  3634
## Predicted    134  69.4  62.2  73.1 83.5 120.1 122.3 130.9 131.4 122.5 109.9
## cvpred       134  67.8  60.9  72.4 82.8 119.5 121.9 130.2 131.2 121.5 108.7
## pm2.5         88 103.0  39.0  45.0 99.0  60.0 132.0 177.0 112.0  98.0  87.0
## CV residual  -46  35.2 -21.9 -27.4 16.2 -59.5  10.1  46.8 -19.2 -23.5 -21.7
##              3646  3668   3670  3671  3674   3677  3682  3695  3702  3704  3782
## Predicted   135.4  95.3 126.56 126.6 137.9 136.03  96.2 102.1 139.8 128.7  51.4
## cvpred      135.1  94.5 125.53 125.5 137.6 135.84  94.8 101.5 139.9 127.8  50.3
## pm2.5        92.0 119.0 129.00 141.0 154.0 133.00 127.0  81.0  89.0  95.0 129.0
## CV residual -43.1  24.5   3.47  15.5  16.4  -2.84  32.2 -20.5 -50.9 -32.8  78.7
##              3784  3785  3837  3839  3840  3843  3845  3851  3853  3857  3860
## Predicted    43.2  44.9  77.2  88.1 104.4 108.6 106.0  89.4  83.1  99.6 116.2
## cvpred       42.1  43.9  76.5  87.5 103.4 108.4 105.1  88.1  81.7  99.1 115.9
## pm2.5       112.0 109.0  40.0  51.0  42.0  43.0  63.0  39.0  34.0  35.0  77.0
## CV residual  69.9  65.1 -36.5 -36.5 -61.4 -65.4 -42.1 -49.1 -47.7 -64.1 -38.9
##              3862  3865  3869 3873  3875  3878   3879   3880   3881  3885  3887
## Predicted   133.5 143.9 139.8  127 110.0 104.9 105.29 100.62 100.62 125.2 123.6
## cvpred      133.4 143.9 139.8  127 109.6 103.9 104.88 100.21 100.21 125.2 123.4
## pm2.5        58.0  88.0  78.0   78  74.0  92.0 100.00  95.00  98.00  93.0  94.0
## CV residual -75.4 -55.9 -61.8  -49 -35.6 -11.9  -4.88  -5.21  -2.21 -32.2 -29.4
##             3891  3894  3896  3902  3903  3904  3906 3913 3915  3917  3924
## Predicted    142 144.1 136.2  80.3  79.3 81.96  93.4  115  132 140.5 119.4
## cvpred       142 144.3 136.2  79.8  78.2 81.52  93.1  115  132 140.8 119.3
## pm2.5        160  97.0  90.0 115.0 111.0 84.00 104.0   13   23 126.0 154.0
## CV residual   18 -47.3 -46.2  35.2  32.8  2.48  10.9 -102 -109 -14.8  34.7
##              3929  3932 3934 3936  3938  3939  3941  3949  3950  3951  3952
## Predicted   104.9  91.4  156  151 123.8 160.5 122.3 75.08 100.9  99.1  94.5
## cvpred      104.7  90.7  157  151 123.4 160.7 122.1 73.96 100.2  98.9  94.2
## pm2.5       174.0 198.0   35   38  68.0  63.0  63.0 65.00  68.0  67.0  77.0
## CV residual  69.3 107.3 -122 -113 -55.4 -97.7 -59.1 -8.96 -32.2 -31.9 -17.2
##              3954  3955  3956   3957     3960  3963  3967 3968  3970  3971
## Predicted   93.90 106.5 112.8 116.87 138.7770 153.0 148.4  101  81.8 114.8
## cvpred      93.61 106.4 112.8 116.85 138.9733 153.5 148.4  100  80.8 114.1
## pm2.5       85.00  95.0 100.0 118.00 139.0000 216.0 159.0  196 150.0 128.0
## CV residual -8.61 -11.4 -12.8   1.15   0.0267  62.5  10.6   96  69.2  13.9
##              3972  3975 3977  3980  3986  3988  3990  3991  3994  3998  4000
## Predicted    68.6  95.1 70.4  98.9 120.6 113.7 114.3 114.9 115.0  97.1 109.2
## cvpred       67.4  94.3 70.3  98.4 120.3 113.3 113.9 114.5 115.1  97.0 109.2
## pm2.5       139.0 117.0 75.0 118.0 139.0 149.0 155.0  86.0  63.0 120.0 130.0
## CV residual  71.6  22.7  4.7  19.6  18.7  35.7  41.1 -28.5 -52.1  23.0  20.8
##              4001  4002 4021 4023 4035  4036 4037  4040  4043  4044  4051  4057
## Predicted   105.1 115.5  158  130  165 121.4  164 109.7 100.2 130.7 130.0 150.1
## cvpred      105.2 115.6  159  130  166 121.5  164 109.3  99.5 130.4 130.2 150.2
## pm2.5       133.0 139.0   19   21   58  57.0   39  44.0  74.0  93.0  95.0  70.0
## CV residual  27.8  23.4 -140 -109 -108 -64.5 -125 -65.3 -25.5 -37.4 -35.2 -80.2
##              4060  4061  4062  4063   4067 4072  4074  4075  4076  4077  4079
## Predicted   160.5 156.9 156.4 154.2 114.32 86.0  92.3 109.5 119.9 128.7 139.2
## cvpred      160.7 157.6 156.6 154.3 113.62 85.5  91.9 109.3 119.8 128.5 138.6
## pm2.5        96.0  98.0  96.0  90.0 120.00 99.0  80.0  78.0  83.0  92.0 116.0
## CV residual -64.7 -59.6 -60.6 -64.3   6.38 13.5 -11.9 -31.3 -36.8 -36.5 -22.6
##              4080  4082 4088  4097  4101  4106 4108  4115 4116 4130  4134
## Predicted   137.6 117.2 78.3  23.3  98.1 126.0  134 108.7 62.2  101 113.3
## cvpred      136.9 116.4 76.9  21.8  97.8 126.3  134 108.8 61.1  100 112.8
## pm2.5       117.0 202.0 99.0  10.0  71.0  62.0   63  64.0 86.0  117 140.0
## CV residual -19.9  85.6 22.1 -11.8 -26.8 -64.3  -71 -44.8 24.9   17  27.2
##               4135  4163  4166  4168  4171  4176  4177  4178  4183  4187  4191
## Predicted   132.05  51.0 50.30 45.63 63.94  85.8 102.5 119.2 129.4  81.5 45.07
## cvpred      131.59  49.8 49.62 44.95 63.52  85.6 102.5 119.3 128.8  81.0 44.35
## pm2.5       122.00 136.0 42.00 35.00 55.00  69.0  54.0  78.0 100.0 104.0 49.00
## CV residual  -9.59  86.2 -7.62 -9.95 -8.52 -16.6 -48.5 -41.3 -28.8  23.0  4.65
##             4195  4199  4204  4205  4206  4208  4211  4213  4214  4215  4216
## Predicted   46.7 103.9 127.4 131.1 114.8 121.0 100.1  78.3  63.2  61.5  63.7
## cvpred      46.1 103.6 127.5 130.6 114.1 120.1  99.6  77.1  62.0  60.6  62.9
## pm2.5       57.0  83.0 214.0 188.0 165.0 149.0 151.0 166.0 136.0 116.0 118.0
## CV residual 10.9 -20.6  86.5  57.4  50.9  28.9  51.4  88.9  74.0  55.4  55.1
##              4217  4221  4225  4226 4229  4230  4231  4234  4240  4241  4250
## Predicted    65.3  92.4 119.5 125.8  135 141.3 141.3 112.1  72.9  75.1 111.5
## cvpred       64.7  92.0 118.9 125.3  135 141.4 141.4 111.8  72.2  74.5 111.7
## pm2.5       107.0 131.0 190.0 207.0  252 238.0 224.0 209.0 152.0 149.0  97.0
## CV residual  42.3  39.0  71.1  81.7  117  96.6  82.6  97.2  79.8  74.5 -14.7
##              4253  4257  4259  4260  4262  4263  4265  4270   4276   4280  4286
## Predicted   121.9 108.9  99.8  93.3  86.4  82.2  75.3 101.3 148.44 106.37  96.1
## cvpred      122.2 108.4  99.1  92.7  85.7  82.0  75.0 100.6 148.41 105.79  95.9
## pm2.5        80.0 133.0 153.0 139.0 120.0 118.0 111.0 121.0 140.00 112.00 153.0
## CV residual -42.2  24.6  53.9  46.3  34.3  36.0  36.0  20.4  -8.41   6.21  57.1
##              4287 4291 4298  4305  4306  4309  4310  4311  4319  4320  4321
## Predicted    89.8  100  139 130.4 124.1  86.6  86.6  81.9 124.0 119.9 126.2
## cvpred       89.5  100  139 129.9 123.5  86.1  86.1  81.4 123.9 119.8 126.2
## pm2.5       164.0  189  228 201.0 211.0 172.0 134.0 153.0 153.0 170.0 188.0
## CV residual  74.5   89   89  71.1  87.5  85.9  47.9  71.6  29.1  50.2  61.8
##              4324  4329  4336  4337  4339 4343  4346  4347  4348  4349   4354
## Predicted   132.5 130.9 109.0 104.9 116.9  132 139.8 143.9 145.6 145.6 146.12
## cvpred      132.6 130.9 108.7 104.7 116.8  132 140.1 144.2 145.9 145.9 146.48
## pm2.5       154.0 205.0 150.0 159.0 174.0  203 198.0 203.0 241.0 239.0 154.00
## CV residual  21.4  74.1  41.3  54.3  57.2   71  57.9  58.8  95.1  93.1   7.52
##              4362  4368 4375  4376  4377  4382  4384  4386  4388  4394 4399
## Predicted   116.5 111.8  118 109.6  91.3  55.2  34.8  27.8  72.3 136.9  135
## cvpred      116.3 111.5  118 109.2  90.7  54.2  34.3  26.9  72.1 136.7  135
## pm2.5        28.0  37.0   11  17.0  20.0  17.0  12.0  14.0  31.0  43.0   55
## CV residual -88.3 -74.5 -107 -92.2 -70.7 -37.2 -22.3 -12.9 -41.1 -93.7  -80
##              4400  4401 4408  4414  4415  4418  4420  4421  4423  4426 4430
## Predicted   125.2 123.0 48.7  99.3 107.5 122.2  99.6 130.6  93.2  64.0 37.3
## cvpred      124.6 122.3 48.2  99.4 107.5 121.6  98.8 130.4  92.4  62.8 36.6
## pm2.5        50.0  73.0 85.0  67.0  54.0  94.0 153.0 168.0 145.0 103.0 58.0
## CV residual -74.6 -49.3 36.8 -32.4 -53.5 -27.6  54.2  37.6  52.6  40.2 21.4
##             4432  4435  4436  4437  4438  4439  4444  4445  4447  4448 4449
## Predicted   33.8 56.65  75.8  98.8 107.5 112.2 105.8 101.7 100.1 54.42 25.7
## cvpred      32.7 56.32  75.5  98.8 107.5 112.2 105.2 101.1  99.4 53.49 24.5
## pm2.5       43.0 51.00  60.0  61.0  66.0  77.0 132.0 114.0  78.0 59.00 35.0
## CV residual 10.3 -5.32 -15.5 -37.8 -41.5 -35.2  26.8  12.9 -21.4  5.51 10.5
##              4452  4456    4462  4470  4473   4474  4478  4479  4485  4489
## Predicted    8.44 -61.8  0.7722  86.2  8.77 -0.978 -14.8 -8.65 43.29 105.7
## cvpred       7.18 -63.4 -0.0824  86.0  7.57 -2.247 -16.1 -9.31 42.99 105.8
## pm2.5       15.00  10.0 34.0000  28.0 21.00 27.000   3.0  9.00 36.00  47.0
## CV residual  7.82  73.4 34.0824 -58.0 13.43 29.247  19.1 18.31 -6.99 -58.8
##              4490  4491  4492 4494  4497  4507  4513  4516  4517  4518 4524
## Predicted   107.9 107.5 107.5  124  97.8  95.9 115.3 113.7 126.3 132.1 12.4
## cvpred      108.2 107.2 107.2  124  97.7  95.4 115.2 113.5 126.3 131.7 10.6
## pm2.5        24.0  29.0  35.0   52  49.0  68.0  52.0  50.0  52.0  52.0 49.0
## CV residual -84.2 -78.2 -72.2  -72 -48.7 -27.4 -63.2 -63.5 -74.3 -79.7 38.4
##              4525  4526  4527  4535  4538  4539  4542 4543  4544  4546  4549
## Predicted   33.55 31.07 24.35  94.3 109.6 109.6 125.8  124 107.0 94.83 87.97
## cvpred      32.68 30.33 22.94  93.7 109.4 109.4 125.3  123 106.1 94.33 87.34
## pm2.5       31.00 28.00 21.00  70.0  86.0  81.0  69.0   79  84.0 86.00 90.00
## CV residual -1.68 -2.33 -1.94 -23.7 -23.4 -28.4 -56.3  -44 -22.1 -8.33  2.66
##               4550   4552    4553  4556  4558  4560  4561  4564  4566  4569
## Predicted   98.363 116.66 122.388 144.3 144.4 148.2 112.5 150.3 154.4 148.7
## cvpred      97.796 116.36 122.153 144.3 143.9 147.9 111.7 150.6 154.7 148.9
## pm2.5       97.000 119.00 123.000  83.0  91.0  58.0  31.0  68.0  88.0  98.0
## CV residual -0.796   2.64   0.847 -61.3 -52.9 -89.9 -80.7 -82.6 -66.7 -50.9
##              4570 4571  4573  4574  4576 4577 4578  4579  4585 4587  4593  4595
## Predicted   148.7  153 144.3 146.5 151.8  146  146 141.8 144.0  146 148.1 141.8
## cvpred      148.9  153 144.3 146.6 151.4  146  146 141.9 144.2  146 148.3 141.9
## pm2.5        84.0   79 100.0 116.0  92.0   72   83  88.0  77.0  107 168.0 181.0
## CV residual -64.9  -74 -44.3 -30.6 -59.4  -74  -63 -53.9 -67.2  -39  19.7  39.1
##              4596  4600 4603  4604 4607  4610 4611 4613  4615  4616  4619  4620
## Predicted   141.8 147.1  116 145.4  109 150.3  148  152 146.0 106.2 93.59 135.9
## cvpred      141.9 146.7  115 145.4  108 150.6  148  152 145.6 105.3 92.52 135.2
## pm2.5       164.0 186.0  220 193.0  211  60.0   42   45  87.0  92.0 86.00 111.0
## CV residual  22.1  39.3  105  47.6  103 -90.6 -106 -107 -58.6 -13.3 -6.52 -24.2
##             4629  4633  4636  4639  4643 4648  4650  4652  4653  4655  4663
## Predicted    107 141.0 143.2 145.3 100.0 78.6  80.2  80.2  74.5  94.3  93.7
## cvpred       106 140.8 143.2 144.5  98.5 76.9  78.7  78.7  72.9  92.7  92.1
## pm2.5        181 189.0 206.0  51.0  85.0 96.0 110.0 121.0 110.0 117.0 118.0
## CV residual   75  48.2  62.8 -93.5 -13.5 19.1  31.3  42.3  37.1  24.3  25.9
##               4666  4669     4670  4672  4674  4677  4679  4680  4681  4684
## Predicted   127.27 112.6 116.7474 112.6 114.3 130.5 130.9 132.6 138.9 140.5
## cvpred      125.98 111.8 115.9132 111.8 113.6 129.4 130.4 132.1 138.5 140.2
## pm2.5       120.00 161.0 116.0000 131.0 102.0 150.0 174.0 161.0 168.0 126.0
## CV residual  -5.98  49.2   0.0868  19.2 -11.6  20.6  43.6  28.9  29.5 -14.2
##              4687  4688  4691  4692  4697  4698 4700 4704  4709  4712  4724
## Predicted   135.9 135.9 140.5 135.8 112.8 143.7  144  144 149.6 143.7 119.6
## cvpred      135.2 135.2 140.2 135.6 111.8 143.7  144  144 149.1 143.7 119.2
## pm2.5       167.0 163.0 216.0 193.0 211.0 183.0  262  266 225.0 231.0 161.0
## CV residual  31.8  27.8  75.8  57.4  99.2  39.3  118  122  75.9  87.3  41.8
##              4730  4737  4740  4742  4745  4748   4749  4752  4753   4757  4761
## Predicted   127.1 132.0 102.8  77.6 93.42 108.2 106.56 115.3 129.5 136.10 135.9
## cvpred      126.8 131.5 101.9  75.8 92.55 107.7 105.93 114.7 129.2 136.14 135.2
## pm2.5        57.0 100.0 172.0 176.0 98.00 130.0 111.00 176.0 219.0 140.00  83.0
## CV residual -69.8 -31.5  70.1 100.2  5.45  22.3   5.07  61.3  89.8   3.86 -52.2
##              4767  4768  4770  4773  4778 4782 4785 4786 4787  4793  4796  4803
## Predicted    91.2  84.9  92.9 120.5 129.0  140  136  130  124 132.3 115.0 118.0
## cvpred       90.2  83.8  91.9 119.9 128.6  140  136  129  123 132.1 114.1 117.5
## pm2.5       158.0 122.0 164.0 148.0 161.0  275  241  232  246  78.0  56.0  53.0
## CV residual  67.8  38.2  72.1  28.1  32.4  135  105  103  123 -54.1 -58.1 -64.5
##              4812  4816  4818 4824  4841  4842 4844  4845  4849  4850  4851
## Predicted    62.9  90.1 111.4  138  93.4  99.7  111 117.0 132.6 132.6 138.9
## cvpred       61.7  89.6 111.1  138  92.6  98.9  110 116.4 132.1 132.1 138.5
## pm2.5        34.0  47.0  36.0   34  42.0  53.0   62  70.0  67.0  73.0  91.0
## CV residual -27.7 -42.6 -75.1 -104 -50.6 -45.9  -48 -46.4 -65.1 -59.1 -47.5
##              4852  4854 4856  4857  4863  4865  4866  4871  4874  4878 4882
## Predicted   138.9 138.9  112 134.6  96.2  93.7  89.6 126.0 128.2 140.3  114
## cvpred      138.5 138.5  111 133.5  94.9  92.6  88.5 125.2 127.5 139.3  112
## pm2.5       121.0 202.0  227 227.0 153.0 130.0 137.0 170.0 207.0 233.0  222
## CV residual -17.5  63.5  116  93.5  58.1  37.4  48.5  44.8  79.5  93.7  110
##              4886  4887  4888   4895   4896  4899  4902  4903  4906  4914  4915
## Predicted    88.3  75.4  75.4 103.60 103.60 122.5 133.4 101.9 108.6 66.15  76.5
## cvpred       86.8  74.0  74.0 102.53 102.53 121.7 132.8 100.2 107.2 64.76  75.2
## pm2.5       154.0 144.0 122.0 101.00 105.00  85.0 114.0 116.0 125.0 60.00  64.0
## CV residual  67.2  70.0  48.0  -1.53   2.47 -36.7 -18.8  15.8  17.8 -4.76 -11.2
##              4917  4921 4926  4928 4930  4933 4936  4940  4941  4947  4948
## Predicted    97.9 112.4  128 100.3  110  80.5 77.9  91.0  97.3 128.2 123.7
## cvpred       96.7 111.3  127  98.5  109  78.3 76.4  89.7  96.1 127.5 122.4
## pm2.5        81.0 165.0  201 204.0  231 137.0 96.0 125.0 131.0 173.0 186.0
## CV residual -15.7  53.7   74 105.5  122  58.7 19.6  35.3  34.9  45.5  63.6
##              4950  4952  4956  4965  4966  4968  4969  4972  4975 4976 4978
## Predicted   134.5 126.1  82.5 125.0 125.4 133.4 127.6 131.4 137.7  136  110
## cvpred      133.9 124.8  80.5 123.6 124.6 132.7 126.9 130.9 137.3  135  108
## pm2.5       211.0 215.0 245.0 196.0 171.0 174.0 178.0 220.0 224.0  243  210
## CV residual  77.1  90.2 164.5  72.4  46.4  41.3  51.1  89.1  86.7  108  102
##              4983  4984  4985  4986  4987  4989  4997  5000  5001  5002  5005
## Predicted    82.5  77.8  81.9  85.7  96.1 108.7 139.6 137.9 131.6 129.5  97.2
## cvpred       81.5  76.8  80.9  84.9  95.4 108.2 139.5 137.8 131.4 129.1  96.5
## pm2.5       189.0 173.0 171.0 161.0 148.0 130.0 154.0 198.0 179.0 180.0 181.0
## CV residual 107.5  96.2  90.1  76.1  52.6  21.8  14.5  60.2  47.6  50.9  84.5
##              5008  5014  5015  5024 5028 5034 5038 5039 5041 5045  5049 5050
## Predicted    81.3 120.9 131.3 143.9  129  105  103  139  140  147 151.1  111
## cvpred       80.7 120.8 131.3 144.1  129  104  102  138  140  147 150.7  110
## pm2.5       198.0 169.0 172.0 155.0  192  244  276  246  246  216 206.0  215
## CV residual 117.3  48.2  40.7  10.9   63  140  174  108  106   69  55.3  105
##              5051  5052  5054  5055 5056 5058  5062  5063  5065  5068  5069
## Predicted   116.0 145.3 144.3 138.4  138  135 109.1 109.1 144.3 153.8 147.5
## cvpred      115.1 145.3 143.7 138.3  138  135 108.1 108.1 143.7 153.5 147.1
## pm2.5       204.0 229.0 227.0 192.0  240  302 165.0 170.0 185.0 201.0 208.0
## CV residual  88.9  83.7  83.3  53.7  102  167  56.9  61.9  41.3  47.5  60.9
##             5074 5075  5076  5077  5081 5091 5095  5097  5098  5101  5102  5107
## Predicted    140  107 101.5  93.0  64.6  136  138 101.7  72.3  68.2  60.4  74.6
## cvpred       139  106 100.6  91.9  63.4  136  138 100.2  70.5  66.7  59.5  74.0
## pm2.5        281  306 182.0  46.0  21.0   35   33  53.0  57.0  47.0  49.0  25.0
## CV residual  142  200  81.4 -45.9 -42.4 -101 -105 -47.2 -13.5 -19.7 -10.5 -49.0
##              5108  5109  5111  5123  5125   5126  5129  5132  5137  5138  5139
## Predicted    95.4 100.1 119.2  95.8  81.2 71.991  65.3  85.8 112.8 131.1 135.2
## cvpred       94.9  99.6 118.8  94.6  80.4 70.695  64.7  85.6 112.9 131.4 135.5
## pm2.5        28.0  23.0  66.0 117.0 100.0 71.000  36.0  41.0  74.0  71.0  83.0
## CV residual -66.9 -76.6 -52.8  22.4  19.6  0.305 -28.7 -44.6 -38.9 -60.4 -52.5
##              5140  5141   5145  5148  5151  5153  5154  5163 5171  5175  5179
## Predicted   136.9 136.9 135.24  81.8  99.8 110.6 112.2 104.3  139 105.0  96.3
## cvpred      137.2 137.2 135.51  80.8  99.0 110.5 112.2 103.5  138 104.1  95.4
## pm2.5        94.0  85.0 142.00 166.0 139.0 165.0 174.0 199.0  205  69.0  33.0
## CV residual -43.2 -52.2   6.49  85.2  40.0  54.5  61.8  95.5   67 -35.1 -62.4
##              5182  5183  5186  5189  5191 5195  5196  5199  5200  5201  5202
## Predicted    96.8  96.8 115.8 103.1 101.5 11.6 18.46  3.69 -2.60 -2.03 -6.13
## cvpred       96.0  96.0 115.2 102.4 100.6 10.0 17.04  1.94 -4.45 -3.85 -7.92
## pm2.5        41.0  37.0  36.0  31.0  32.0 23.0 15.00 11.00 13.00 16.00 24.00
## CV residual -55.0 -59.0 -79.2 -71.4 -68.6 13.0 -2.04  9.06 17.45 19.85 31.92
##              5206  5207  5213  5223  5224  5227  5228  5232  5236  5238   5242
## Predicted    34.9  25.1  88.0  48.8  48.8  76.9  87.8 113.3 128.7 128.7 114.34
## cvpred       33.4  23.6  86.9  47.5  47.5  75.9  86.9 112.5 127.8 127.8 113.65
## pm2.5        12.0  12.0  16.0  18.0  18.0  19.0  18.0  48.0  85.0  79.0 108.00
## CV residual -21.4 -11.6 -70.9 -29.5 -29.5 -56.9 -68.9 -64.5 -42.8 -48.8  -5.65
##               5243   5244     5245  5251  5253  5255  5264  5266  5269  5270
## Predicted   111.59 105.30 106.9232 101.1 103.9  97.8 110.0  97.4 107.9  96.9
## cvpred      110.73 104.34 106.0559 100.7 103.6  96.7 109.3  96.6 107.6  96.6
## pm2.5       105.00 106.00 106.0000  38.0  42.0  38.0  56.0  57.0  75.0  81.0
## CV residual  -5.73   1.66  -0.0559 -62.7 -61.6 -58.7 -53.3 -39.6 -32.6 -15.6
##              5280 5281  5286  5288 5289 5290 5291 5292 5294 5296 5297 5299 5300
## Predicted   130.7  112 148.6 142.7  143  133  131  116  101  103  103  109  116
## cvpred      129.9  111 148.8 142.1  143  133  130  115  101  102  102  109  115
## pm2.5       221.0  221 231.0 211.0  255  258  246  239  224  221  208  224  270
## CV residual  91.1  110  82.2  68.9  112  125  116  124  123  119  106  115  155
##             5301 5305 5306  5309  5317  5318  5321  5322  5323  5327  5333
## Predicted    124  138  104  93.6  63.2  73.8  85.2 101.9 108.2 133.6 147.8
## cvpred       123  137  103  92.5  62.0  72.8  84.4 101.3 107.7 133.2 147.7
## pm2.5        271  336  360 284.0  40.0  60.0 121.0 155.0 168.0 172.0 122.0
## CV residual  148  199  257 191.5 -22.0 -12.8  36.6  53.7  60.3  38.8 -25.7
##              5335 5338 5340   5342  5345  5350  5352  5354  5360  5362  5375
## Predicted   143.7  135  135 135.25 122.4 130.4 143.4 150.9 156.6 125.2 137.5
## cvpred      143.7  135  135 134.96 122.2 129.9 143.6 150.8 156.5 124.6 136.8
## pm2.5       100.0  120  223 128.00  96.0  76.0  70.0  81.0 115.0 110.0  96.0
## CV residual -43.7  -15   88  -6.96 -26.2 -53.9 -73.6 -69.8 -41.5 -14.6 -40.8
##              5376  5379  5380  5388  5389  5390  5391  5392  5393  5394  5395
## Predicted   139.6 147.5 147.5 135.7 135.7 129.0 131.1 124.8 124.8 132.7 132.7
## cvpred      139.5 147.6 147.6 135.5 135.5 128.1 130.8 124.4 124.4 132.5 132.5
## pm2.5       111.0  88.0  79.0 174.0 167.0 184.0 194.0 190.0 146.0 183.0 157.0
## CV residual -28.5 -59.6 -68.6  38.5  31.5  55.9  63.2  65.6  21.6  50.5  24.5
##               5396 5466  5469  5471  5472  5479 5481  5485  5487  5492  5494
## Predicted   138.99 58.4 74.05  94.8 111.5 137.1  121  61.8  59.3  86.4 107.7
## cvpred      138.91 57.7 73.41  94.3 111.2 136.4  120  60.7  58.3  85.6 107.1
## pm2.5       144.00 68.0 68.00  79.0  68.0 158.0  166 173.0 125.0 152.0 145.0
## CV residual   5.09 10.3 -5.41 -15.3 -43.2  21.6   46 112.3  66.7  66.4  37.9
##              5496 5499 5501 5508 5510 5511 5512  5513  5518   5519 5522  5525
## Predicted   126.8  131  137  119  113  115  115 124.9  93.7 92.324  138 103.8
## cvpred      126.3  130  137  117  112  114  114 124.1  92.1 90.926  137 102.5
## pm2.5       171.0  300  281  230  309  283  237 164.0 136.0 90.000  106  84.0
## CV residual  44.7  170  144  113  197  169  123  39.9  43.9 -0.926  -31 -18.5
##              5530   5538  5540  5545  5547  5549  5553 5554  5557  5558  5565
## Predicted    86.3 107.21  94.6 129.1  99.8 135.0  80.9 72.4  86.9 89.20 122.3
## cvpred       84.6 106.09  92.7 128.2  98.0 133.6  78.8 70.1  84.8 87.55 121.2
## pm2.5       102.0 116.00 121.0 195.0 152.0 165.0 119.0 88.0  63.0 79.00 132.0
## CV residual  17.4   9.91  28.3  66.8  54.0  31.4  40.2 17.9 -21.8 -8.55  10.8
##               5566  5567  5575  5576  5577  5581  5585  5590  5600  5605  5607
## Predicted   122.83 129.1 140.4 140.4 100.5  98.6 113.5  95.1 108.3  52.3  76.9
## cvpred      121.82 128.2 139.4 139.4  99.1  97.3 112.5  93.9 107.3  50.4  75.9
## pm2.5       113.00  63.0  52.0  52.0  53.0  51.0  19.0  29.0  11.0  11.0  18.0
## CV residual  -8.82 -65.2 -87.4 -87.4 -46.1 -46.3 -93.5 -64.9 -96.3 -39.4 -57.9
##              5610  5611  5616  5619  5621  5622  5625  5627  5635  5637  5641
## Predicted    86.7  99.3 130.0 143.7 110.8 139.6  89.6 74.88  99.0 116.3 131.3
## cvpred       85.7  98.5 129.4 142.9 109.6 138.8  88.1 72.99  97.9 115.4 130.5
## pm2.5        11.0  24.0  42.0  57.0  61.0  64.0  76.0 66.00  59.0 108.0 186.0
## CV residual -74.7 -74.5 -87.4 -85.9 -48.6 -74.8 -12.1 -6.99 -38.9  -7.4  55.5
##              5644  5647  5649  5650  5652  5658  5661  5672  5674  5681  5687
## Predicted   134.7 139.4 102.0 124.6 102.1  89.2 104.5 142.1 116.9 78.80 133.6
## cvpred      133.6 138.2 100.3 123.1 100.9  88.1 103.8 141.2 115.6 77.63 132.5
## pm2.5       178.0 177.0 159.0 181.0 157.0  70.0  34.0  93.0 100.0 73.00 184.0
## CV residual  44.4  38.8  58.7  57.9  56.1 -18.1 -69.8 -48.2 -15.6 -4.63  51.5
##              5689   5692  5693 5699 5701 5703   5708  5711  5715  5719  5720
## Predicted   104.8 99.743  99.7 46.2 31.1 31.2 111.59  56.0  74.3  97.3  84.7
## cvpred      103.3 98.523  98.5 44.0 28.8 28.9 110.73  54.4  72.9  96.2  83.4
## pm2.5       122.0 98.000  70.0 60.0 42.0 41.0 102.00  22.0  36.0  35.0  42.0
## CV residual  18.7 -0.523 -28.5 16.0 13.2 12.1  -8.73 -32.4 -36.9 -61.2 -41.4
##              5723  5727  5728  5730  5733  5734  5738  5740  5742  5746  5750
## Predicted    66.1  67.7  58.9  73.8  88.6  91.1 130.7 104.6 104.6  61.2  60.4
## cvpred       64.2  66.1  57.4  72.9  88.0  90.4 130.5 103.7 103.7  59.5  59.5
## pm2.5        40.0  31.0  24.0  26.0  59.0  66.0  94.0  48.0  73.0  24.0  17.0
## CV residual -24.2 -35.1 -33.4 -46.9 -29.0 -24.4 -36.5 -55.7 -30.7 -35.5 -42.5
##              5751  5753  5755   5761  5764  5769  5772  5774  5775  5776   5780
## Predicted    53.7  57.9  82.8 133.70 147.9 101.3  98.8  84.2  79.5 77.02 100.55
## cvpred       52.1  57.2  82.2 133.34 147.8 100.2  97.4  83.3  78.6 76.27 100.12
## pm2.5        22.0  11.0  42.0 132.00 168.0 135.0  82.0 110.0 138.0 79.00  91.00
## CV residual -30.1 -46.2 -40.2  -1.34  20.2  34.8 -15.4  26.7  59.4  2.73  -9.12
##              5798  5799  5802   5804  5816  5820  5821  5822  5823   5824  5829
## Predicted    92.9  92.5 109.0 121.62 141.7 117.0 127.4 114.8 108.5 108.55 132.1
## cvpred       92.0  91.0 108.3 121.07 141.1 116.5 126.9 114.2 107.8 107.77 131.6
## pm2.5        61.0  77.0  74.0 128.00 112.0  92.0 102.0  92.0  89.0 103.00  89.0
## CV residual -31.0 -14.0 -34.3   6.93 -29.1 -24.5 -24.9 -22.2 -18.8  -4.77 -42.6
##              5838  5840  5842  5843  5846   5847  5850  5861  5862  5863  5867
## Predicted   100.8 139.4  89.1  81.2  70.2 57.634  65.5 84.98  89.6  89.6 56.58
## cvpred       99.6 138.2  87.5  79.4  68.3 55.536  63.6 83.42  88.1  88.1 54.42
## pm2.5        79.0  90.0  76.0  44.0  45.0 55.000  43.0 85.00  49.0  45.0 51.00
## CV residual -20.6 -48.2 -11.5 -35.4 -23.3 -0.536 -20.6  1.58 -39.1 -43.1 -3.42
##              5868  5882  5883  5885 5890  5892  5896  5897  5901  5903  5912
## Predicted   56.58  91.6  91.6 93.18 83.4  78.7 107.1 107.1 128.4 132.2 139.1
## cvpred      54.42  89.8  89.8 91.56 81.7  77.0 105.7 105.7 127.2 131.2 138.2
## pm2.5       50.00 284.0 228.0 94.00 95.0  52.0  62.0  70.0 103.0 142.0  92.0
## CV residual -4.42 194.2 138.2  2.44 13.3 -25.0 -43.7 -35.7 -24.2  10.8 -46.2
##             5915 5918  5919  5920  5922  5923  5931  5934  5939  5940  5944
## Predicted   62.0 78.5 82.17  84.2  94.6 96.81 138.5 140.7 111.7 107.1 97.59
## cvpred      60.2 77.6 80.67  83.4  93.8 96.17 137.6 139.9 110.3 105.7 96.71
## pm2.5       72.0 86.0 77.00  71.0  80.0 88.00  92.0 100.0 146.0 133.0 89.00
## CV residual 11.8  8.4 -3.67 -12.4 -13.8 -8.17 -45.6 -39.9  35.7  27.3 -7.71
##              5946   5949   5951   5952  5953   5954  5955  5959  5961  5964
## Predicted   95.12 114.84 135.89 139.56 141.7 142.18 141.7 146.4 135.7  67.2
## cvpred      94.36 114.16 135.66 138.73 141.1 142.05 141.1 145.7 134.7  65.4
## pm2.5       87.00 117.00 144.00 147.00 129.0 148.00 163.0 182.0 151.0 135.0
## CV residual -7.36   2.84   8.34   8.27 -12.1   5.95  21.9  36.3  16.3  69.6
##              5965 5977 5978  5980  5984  5987  5989  5993  5994  6000  6001
## Predicted    51.5  105  105  87.9 126.2  79.1 54.74  87.8  96.0 123.5 132.3
## cvpred       49.6  103  103  86.3 124.9  77.1 52.71  86.9  95.1 122.6 131.3
## pm2.5       117.0  226  250 249.0 222.0 210.0 56.00  48.0  43.0  74.0 103.0
## CV residual  67.4  123  147 162.7  97.1 132.9  3.29 -38.9 -52.1 -48.6 -28.3
##              6004 6007  6008  6010 6015 6017 6023  6024  6029  6030  6037  6038
## Predicted   146.5  141 113.8 122.2   63 73.1  103 129.7 135.2 141.5  94.8  96.8
## cvpred      145.8  141 112.6 120.9   62 72.4  102 129.4 134.7 141.1  93.5  96.2
## pm2.5        69.0  129 133.0  81.0  113 97.0  128 118.0 109.0 159.0 216.0 211.0
## CV residual -76.8  -12  20.4 -39.9   51 24.6   26 -11.4 -25.7  17.9 122.5 114.8
##              6040  6042   6043   6045  6047  6048 6049  6050  6051 6055 6057
## Predicted    93.8 100.1 110.45 123.59 134.0 131.5  142 114.8 114.8  158 62.2
## cvpred       93.2  99.6 110.06 123.45 133.9 131.6  142 114.1 114.1  158 61.2
## pm2.5       122.0  85.0 114.00 131.00 147.0 160.0  175 176.0 193.0   50 57.0
## CV residual  28.8 -14.6   3.94   7.55  13.1  28.4   33  61.9  78.9 -108 -4.2
##             6060  6063 6067  6077  6095  6098 6100  6102  6103 6110  6114  6117
## Predicted   24.7  5.03 17.0  99.9 129.9 136.2  108 109.0 120.0 42.2  64.5 100.6
## cvpred      23.4  3.63 15.8  99.5 129.8 136.2  108 108.3 119.4 40.6  63.6 100.2
## pm2.5       62.0 24.00 27.0  28.0  76.0 207.0  221  98.0  69.0 69.0 115.0 132.0
## CV residual 38.6 20.37 11.2 -71.5 -53.8  70.8  113 -10.3 -50.4 28.4  51.4  31.8
##              6119  6120  6122  6130  6134  6140  6144  6145 6146  6154  6164
## Predicted   115.7  99.0 131.9  97.2  62.7  75.5 111.8 134.4  139  55.7  99.3
## cvpred      115.3  97.9 131.2  95.8  60.9  74.6 110.7 133.5  138  53.8  98.5
## pm2.5       132.0 155.0 155.0 120.0 141.0 138.0 191.0 209.0  275 160.0 169.0
## CV residual  16.7  57.1  23.8  24.2  80.1  63.4  80.3  75.5  137 106.2  70.5
##              6165  6168 6169 6174 6175 6176  6181  6185  6186  6187 6190  6194
## Predicted   116.0 130.6  131  141  139  139  94.3  93.5  93.5  99.8  125 125.2
## cvpred      115.4 129.5  131  140  138  138  93.3  92.6  92.6  99.0  125 124.6
## pm2.5       212.0 225.0  321  414  349  298 313.0 187.0 211.0 196.0  297 186.0
## CV residual  96.6  95.5  190  274  211  160 219.7  94.4 118.4  97.0  172  61.4
##             6195  6199  6200 6206  6207  6208  6209 6212  6214  6215  6217
## Predicted    132 137.8 136.2  120 121.1 121.1 122.7  138 142.7 142.7 146.6
## cvpred       131 137.4 135.7  119 120.6 120.6 122.3  138 142.7 142.7 146.7
## pm2.5        205 188.0 181.0  244 199.0 157.0 194.0  174 153.0 104.0 117.0
## CV residual   74  50.6  45.3  125  78.4  36.4  71.7   36  10.3 -38.7 -29.7
##              6218  6222 6226 6230  6232 6237 6238  6240  6242 6243  6245 6249
## Predicted   152.8 150.9  149  119 125.3  153  124 120.1 120.1  151 117.0  126
## cvpred      153.1 151.3  149  118 124.7  153  124 119.5 119.5  150 116.5  126
## pm2.5        94.0  84.0   34   13  33.0   12    8  31.0  20.0   19  17.0   20
## CV residual -59.1 -67.3 -115 -105 -91.7 -141 -116 -88.5 -99.5 -131 -99.5 -106
##              6253 6262 6263  6266  6267  6269  6272   6273   6276  6277  6278
## Predicted   117.9  150  145 122.0 122.0 119.5 110.4 104.12 125.14  79.0  99.1
## cvpred      117.2  150  145 121.3 121.3 118.9 109.6 103.16 124.29  77.6  98.1
## pm2.5        33.0   44   44  45.0  54.0  55.0  84.0 106.00 118.00 138.0 118.0
## CV residual -84.2 -106 -101 -76.3 -67.3 -63.9 -25.6   2.84  -6.29  60.4  19.9
##              6281  6282  6283  6292   6294 6298  6300  6303  6304 6308  6309
## Predicted    97.1 103.4 107.2 109.0 148.87 93.2  93.2 105.8  94.8  117 115.2
## cvpred       96.7 103.1 107.2 108.3 148.62 92.1  92.1 104.9  93.8  116 114.3
## pm2.5        49.0  37.0  47.0  76.0 147.00 99.0 119.0 128.0 106.0   34  35.0
## CV residual -47.7 -66.1 -60.2 -32.3  -1.62  6.9  26.9  23.1  12.2  -82 -79.3
##              6310  6312 6314 6315 6317  6473  6551 6554  6561 6568 6570 6571
## Predicted   119.8 121.4  124  118  125 -8.48 146.6  150 105.0  103  115  130
## cvpred      118.9 120.7  123  117  124 -9.55 145.9  150 103.9  102  115  129
## pm2.5        52.0  49.0   20   11    4 45.00 204.0  268 162.0  224  259  247
## CV residual -66.9 -71.7 -103 -106 -120 54.55  58.1  118  58.1  122  144  118
##             6572  6575  6579  6582  6586  6590  6596  6602  6603  6605  6606
## Predicted    130  88.3 149.1 114.5  99.5  57.6  75.4  94.8  88.6  65.9  59.6
## cvpred       129  86.9 149.1 113.6  98.5  56.6  74.7  94.5  88.1  65.4  59.0
## pm2.5        266 242.0  67.0  54.0  34.0  12.0   6.0  13.0  12.0  13.0  12.0
## CV residual  137 155.1 -82.1 -59.6 -64.5 -44.6 -68.7 -81.5 -76.1 -52.4 -47.0
##              6607  6612  6618  6621 6625  6627  6628  6629 6630  6642  6649
## Predicted    59.6  25.2 16.12  31.7  109 104.7 111.0 111.0  105  82.7 147.6
## cvpred       59.0  24.2 14.87  30.6  109 104.4 110.8 110.8  105  82.3 147.6
## pm2.5        12.0  12.0  5.00   7.0    9  21.0  25.0  22.0   14  24.0  85.0
## CV residual -47.0 -12.2 -9.87 -23.6 -100 -83.4 -85.8 -88.8  -91 -58.3 -62.6
##              6650  6651  6652  6654 6655  6657  6658  6664  6665  6669  6670
## Predicted   129.1 122.5 133.5 122.5  116 103.3  91.4  70.6  81.0 147.8 150.0
## cvpred      128.8 122.4 133.5 122.4  116 102.6  90.5  70.0  80.5 147.5 149.8
## pm2.5        88.0  90.0  73.0  50.0   43  52.0  31.0  56.0  60.0 133.0 166.0
## CV residual -40.8 -32.4 -60.5 -72.4  -73 -50.6 -59.5 -14.0 -20.5 -14.5  16.2
##               6671  6673   6676  6681  6682 6683  6688 6689 6699 6707 6708 6720
## Predicted   144.15 123.9 163.15 113.2 139.9  123  93.3  104  130  133  113  154
## cvpred      144.43 123.5 163.21 112.5 139.4  123  92.7  103  130  132  112  153
## pm2.5       152.00 206.0 170.00 154.0 198.0  252 284.0  252  468  381  359  423
## CV residual   7.57  82.5   6.79  41.5  58.6  129 191.3  149  338  249  247  270
##             6721 6722 6726 6731 6743 6744 6751 6756 6760 6761 6764 6766 6767
## Predicted    125  151  162  139  156  157  169  141  123  124  114  132  132
## cvpred       124  151  162  138  156  157  169  140  123  124  114  132  132
## pm2.5        429  439  408  350  459  378  329  307  396  435  429  430  431
## CV residual  305  288  246  212  303  221  160  167  273  311  315  298  299
##             6768 6770 6773 6777 6788 6791 6795 6796  6798  6800  6801  6804
## Predicted    132  141  170  129  160  114  114  114  90.2 103.6 100.4  71.8
## cvpred       132  141  170  129  160  113  114  114  89.8 103.2  99.8  70.8
## pm2.5        440  438  394  383  420  348    6    5   6.0  16.0   2.0   5.0
## CV residual  308  297  224  254  260  235 -108 -109 -83.8 -87.2 -97.8 -65.8
##              6805  6806  6809 6810  6816  6819  6820 6821  6825  6826 6835
## Predicted    50.3  65.5  57.6   66  96.6 113.9 153.8  154  99.1  80.8  112
## cvpred       49.2  64.4  56.3   65  95.8 113.3 153.6  154  98.2  79.6  112
## pm2.5         4.0   7.0  10.0   10  21.0  45.0  56.0   42  42.0  32.0   45
## CV residual -45.2 -57.4 -46.3  -55 -74.8 -68.3 -97.6 -112 -56.2 -47.6  -67
##              6837  6838 6839 6840  6857    6858  6863  6865  6871  6872  6879
## Predicted   131.2 141.5  143  143  85.9 102.593 111.8  87.2  87.3  91.9 13.15
## cvpred      131.2 141.7  143  143  85.7 102.589 111.3  86.4  87.0  91.7 12.01
## pm2.5        75.0 107.0  125  154 137.0 102.000 164.0  41.0   2.0   7.0  7.00
## CV residual -56.2 -34.7  -18   11  51.3  -0.589  52.7 -45.4 -85.0 -84.7 -5.01
##              6881  6882  6885  6886  6887  6888  6889  6890  6893  6896  6899
## Predicted   13.15 15.34  68.4  64.3  69.0 35.63  41.9  45.7  72.2  64.0  27.9
## cvpred      12.01 14.33  67.8  63.8  68.4 34.74  41.1  45.2  71.9  63.7  27.1
## pm2.5       11.00 18.00  22.0  13.0  21.0 30.00  19.0  19.0  56.0  48.0   9.0
## CV residual -1.01  3.67 -45.8 -50.8 -47.4 -4.74 -22.1 -26.2 -15.9 -15.7 -18.1
##              6900  6903  6909  6910  6920  6925  6932  6944  6948  6950  6952
## Predicted    23.3  69.8  87.7 136.1 123.3  99.4 122.9  90.6  86.8  92.5  94.1
## cvpred       22.4  70.0  87.6 136.4 123.5  99.2 123.1  90.7  86.7  92.5  94.2
## pm2.5         8.0  26.0  71.0  64.0  73.0 123.0  53.0  34.0  38.0  46.0  44.0
## CV residual -14.4 -44.0 -16.6 -72.4 -50.5  23.8 -70.1 -56.7 -48.7 -46.5 -50.2
##              6954  6957  6960  6962  6964 6967  6969  6973  6974  6978 6984
## Predicted    99.8 114.7 127.0 119.3 120.9  125 114.7  86.3 106.5 118.5  151
## cvpred      100.0 114.2 126.4 119.2 120.9  124 114.2  85.4 105.8 117.9  151
## pm2.5        64.0  62.0  89.0  73.0  86.0   71  77.0  71.0  75.0  64.0   39
## CV residual -36.0 -52.2 -37.4 -46.2 -34.9  -53 -37.2 -14.4 -30.8 -53.9 -112
##             6986 6988  6990  6992  6993 6998  7012  7014  7020 7024  7027 7028
## Predicted    153  152 152.6 154.6 147.1  136 145.5 116.2 92.61  136 106.9  136
## cvpred       153  152 152.8 154.2 147.1  136 145.4 115.2 91.29  135 105.8  135
## pm2.5         43   45  57.0  57.0  63.0   89  88.0  81.0 89.00   81  80.0   74
## CV residual -110 -107 -95.8 -97.2 -84.1  -47 -57.4 -34.2 -2.29  -54 -25.8  -61
##              7029  7030  7035   7037   7042  7043  7045 7046 7047  7049  7056
## Predicted   113.2 113.2 147.8 109.49 114.24 143.1 138.4  105  139 135.8 116.9
## cvpred      112.2 112.2 147.2 108.62 113.33 142.5 137.9  104  139 135.9 116.2
## pm2.5        85.0  91.0  93.0 101.00 115.00 130.0 154.0  172  151 109.0 179.0
## CV residual -27.2 -21.2 -54.2  -7.62   1.67 -12.5  16.1   68   12 -26.9  62.8
##               7060  7063  7067  7068  7070 7074  7075  7076  7078  7091 7096
## Predicted   147.39 112.2 137.9 110.6 138.9  116 122.1 105.3 145.2 109.4  133
## cvpred      147.08 111.5 137.3 109.8 138.4  115 121.3 104.5 144.8 108.5  132
## pm2.5       152.00 137.0 154.0 161.0 161.0  197 201.0 195.0 187.0 188.0  260
## CV residual   4.92  25.5  16.7  51.2  22.6   82  79.7  90.5  42.2  79.5  128
##             7097 7098 7101 7103 7104 7105 7108 7115 7116 7117 7118 7121  7127
## Predicted    144  121  150  109  109  109  115  116  117  118  115  101  83.3
## cvpred       143  120  150  108  108  108  114  116  116  117  115  100  82.6
## pm2.5        271  265  261  278  270  262  259   13   11   12   12   10  14.0
## CV residual  128  145  111  170  162  154  145 -103 -105 -105 -103  -90 -68.6
##              7132  7135  7136  7138  7139  7140     7144 7147  7148  7150  7157
## Predicted    55.5  49.5  41.6  41.3  39.1 24.05  8.13724 15.6 18.60  22.2  50.2
## cvpred       54.7  48.9  40.8  40.2  37.9 22.77  7.00336 14.6 17.55  21.1  49.1
## pm2.5         8.0  16.0  10.0  15.0  15.0 14.00  7.00000 12.0 14.00  11.0   6.0
## CV residual -46.7 -32.9 -30.8 -25.2 -22.9 -8.77 -0.00336 -2.6 -3.55 -10.1 -43.1
##              7161  7162  7163 7166  7168  7172  7173 7174  7176 7179  7183
## Predicted    71.9  34.4  40.7 5.89  40.3 102.0 106.1   88 133.6  153 152.5
## cvpred       70.7  32.9  39.4 4.38  39.4 101.5 105.6   88 133.9  153 152.6
## pm2.5         6.0   7.0   8.0 8.00  12.0  28.0  35.0   32  35.0   46  74.0
## CV residual -64.7 -25.9 -31.4 3.62 -27.4 -73.5 -70.6  -56 -98.9 -107 -78.6
##              7191  7192  7194  7195  7197  7199  7205  7206  7213  7214  7222
## Predicted   77.44 83.16  99.8 124.8 141.5 129.9 156.3 110.7  74.5  61.4  82.9
## cvpred      77.36 83.15 100.0 124.6 141.4 129.7 156.5 110.5  73.5  60.1  82.6
## pm2.5       83.00 77.00  90.0  88.0 112.0 158.0 111.0  91.0  45.0  42.0  41.0
## CV residual  5.64 -6.15 -10.0 -36.6 -29.4  28.3 -45.5 -19.5 -28.5 -18.1 -41.6
##              7225  7227  7229  7235  7242  7249  7254  7255  7262  7268  7271
## Predicted   109.8 112.0 107.9 43.42  56.9  98.9 109.6 107.9  4.54  57.4 138.2
## cvpred      109.3 111.6 107.5 41.91  56.4  98.2 109.3 107.5  2.90  57.0 137.9
## pm2.5        47.0  76.0  72.0 49.00  24.0  52.0  47.0  51.0 23.00 102.0  68.0
## CV residual -62.3 -35.6 -35.5  7.09 -32.4 -46.2 -62.3 -56.5 20.10  45.0 -69.9
##              7272   7274  7278  7279 7285  7291   7292  7293  7294  7295  7298
## Predicted   100.5 106.80 106.5 108.7 32.7 105.6 120.11 132.7 91.18 103.8 110.6
## cvpred       99.9 106.33 106.3 108.6 31.3 105.3 119.83 132.6 90.59 103.4 110.4
## pm2.5        64.0 102.00  76.0  51.0 57.0  76.0 111.00  98.0 89.00  77.0  83.0
## CV residual -35.9  -4.33 -30.3 -57.6 25.7 -29.3  -8.83 -34.6 -1.59 -26.4 -27.4
##              7360  7366  7367  7368  7378  7381 7389  7391  7392  7393  7400
## Predicted   47.88 146.9 113.9 107.6  72.0  61.3  136 140.6  96.6 115.5 105.1
## cvpred      47.12 147.1 113.8 107.4  71.4  60.5  136 140.7  96.4 115.5 105.1
## pm2.5       50.00 167.0 183.0 154.0  50.0  30.0   63 119.0 136.0 144.0  67.0
## CV residual  2.88  19.9  69.2  46.6 -21.4 -30.5  -73 -21.7  39.6  28.5 -38.1
##              7407 7409  7419  7420  7422  7425  7427 7428 7430 7433 7434 7437
## Predicted   51.28 65.5 131.8 127.7 129.9 149.1 131.8  113  104  120  139  163
## cvpred      50.98 65.5 132.3 128.2 130.5 149.7 131.9  113  103  120  140  164
## pm2.5       58.00 98.0 221.0 195.0 143.0 127.0 164.0  249  298  352  374  400
## CV residual  7.02 32.5  88.7  66.8  12.5 -22.7  32.1  136  195  232  234  236
##              7444 7445 7446  7449  7453  7456  7459  7463  7464  7471  7475
## Predicted   109.6  156  158  74.9  44.0  42.4  42.5  68.5  51.8  74.5  40.6
## cvpred      109.6  156  159  74.7  43.9  42.2  42.3  68.5  51.6  74.3  40.1
## pm2.5        95.0   34   18  12.0  17.0  14.0  10.0  10.0   9.0   7.0   8.0
## CV residual -14.6 -122 -141 -62.7 -26.9 -28.2 -32.3 -58.5 -42.6 -67.3 -32.1
##              7476  7479 7481  7483  7484  7486  7488 7490  7492  7494 7495 7496
## Predicted    22.0  9.18 5.08 21.76  40.9  64.5  63.9  128 110.9 116.6  133  156
## cvpred       21.5  8.66 4.59 21.44  40.6  64.5  63.9  129 111.5 117.3  134  158
## pm2.5        10.0  6.00 7.00 17.00  19.0  42.0  13.0   25  15.0  19.0   21   39
## CV residual -11.5 -2.66 2.41 -4.44 -21.6 -22.5 -50.9 -104 -96.5 -98.3 -113 -119
##             7497  7500  7502  7503  7507  7508  7510  7513   7516  7517  7518
## Predicted    159  93.1  98.6  99.8 118.8 122.9 162.7 131.6 131.29 137.6 131.3
## cvpred       160  93.5  99.8 100.5 119.5 123.6 163.9 132.3 132.28 138.7 132.3
## pm2.5         45  47.0  75.0  71.0  78.0  99.0 128.0 144.0 129.00 114.0  94.0
## CV residual -115 -46.5 -24.8 -29.5 -41.5 -24.6 -35.9  11.7  -3.28 -24.7 -38.3
##              7519 7520  7522  7527  7528  7533 7534  7539  7541  7544  7546
## Predicted   137.6  140 154.2 102.6 102.6 164.7  144 114.2 166.1  88.7  91.2
## cvpred      138.7  141 155.2 103.8 103.8 166.5  145 115.2 167.7  89.6  92.0
## pm2.5        70.0   99  80.0 126.0 121.0 230.0  207 155.0 149.0 302.0  27.0
## CV residual -68.7  -42 -75.2  22.2  17.2  63.5   62  39.8 -18.7 212.4 -65.0
##              7552  7553  7554  7555 7556 7558 7559 7560  7568  7574  7577  7583
## Predicted    91.2  91.2  91.2  91.2  114  128  128  128 132.1 132.1 132.1  33.5
## cvpred       92.0  92.0  92.0  92.0  115  129  129  129 133.4 133.4 133.4  33.6
## pm2.5        11.0  12.0  12.0   9.0   10    8    6    7  45.0  68.0  99.0 112.0
## CV residual -81.0 -80.0 -80.0 -83.0 -105 -121 -123 -122 -88.4 -65.4 -34.4  78.4
##              7590  7594  7595  7601  7606  7607  7624  7627  7628  7633  7634
## Predicted    50.7  52.1  52.1  52.1  82.6  82.6  82.6  82.6  82.6  82.6  82.6
## cvpred       51.0  52.3  52.3  52.3  82.1  82.1  82.1  82.1  82.1  82.1  82.1
## pm2.5         7.0  12.0  15.0  11.0  43.0  42.0  19.0  10.0  11.0  10.0  16.0
## CV residual -44.0 -40.3 -37.3 -41.3 -39.1 -40.1 -63.1 -72.1 -71.1 -72.1 -66.1
##              7635  7641  7644  7647  7648  7651  7652  7655  7657  7659  7662
## Predicted    82.6  82.6  82.6  82.6  97.3 124.8 124.8 124.8 124.8 124.8 124.8
## cvpred       82.1  82.1  82.1  82.1  97.1 125.4 125.4 125.4 125.4 125.4 125.4
## pm2.5        19.0  26.0  47.0  60.0  70.0  77.0  82.0 139.0 166.0 206.0 152.0
## CV residual -63.1 -56.1 -35.1 -22.1 -27.1 -48.4 -43.4  13.6  40.6  80.6  26.6
##              7666  7671  7677  7679  7685  7686  7687   7688   7690  7693 7699
## Predicted   124.8 124.8 124.8 124.8 177.3 177.3 139.6 139.56 129.83  95.9  153
## cvpred      125.4 125.4 125.4 125.4 178.5 178.5 140.5 140.51 130.15  95.8  154
## pm2.5        92.0  63.0 175.0 217.0 220.0 220.0 177.0 138.00 129.00 247.0  503
## CV residual -33.4 -62.4  49.6  91.6  41.5  41.5  36.5  -2.51  -1.15 151.2  349
##             7700 7703 7709 7712 7718 7720 7721 7724 7725 7726 7729 7734 7737
## Predicted    114  139  132  138  131  135  141  160  166  162  132  142  136
## cvpred       114  140  133  139  132  136  142  160  167  163  133  143  137
## pm2.5        503  502  350  362  307  307  324  476  503  470  535  470  466
## CV residual  389  362  217  223  175  171  182  316  336  307  402  327  329
##             7738 7742  7750 7754 7758  7763  7767  7769 7771 7773 7774 7777
## Predicted    129  122 165.3  142  140  96.7 105.9 128.8  156  169  175  160
## cvpred       130  123 166.6  144  141  97.3 106.7 130.4  157  170  176  162
## pm2.5        501  364 192.0  422  282 200.0 200.0 217.0  280  353  395  433
## CV residual  371  241  25.4  278  141 102.7  93.3  86.6  123  183  219  271
##             7779 7781  7789  7794  7795  7796  7797 7800 7801 7805 7807 7810
## Predicted    149  147  35.8  49.8  44.1  48.7  73.9  100  127  168  174 64.7
## cvpred       151  148  36.3  50.3  44.5  49.2  74.8  101  129  170  176 65.0
## pm2.5        439  355  16.0  11.0  11.0  12.0  18.0   24   19   55   66 80.0
## CV residual  288  207 -20.3 -39.3 -33.5 -37.2 -56.8  -77 -110 -115 -110 15.0
##              7814  7816  7817  7831  7833 7837  7844 7852  7859  7863  7867
## Predicted   25.78  63.5  80.6 145.6 135.0  107  91.6  121  33.0 24.23  37.7
## cvpred      25.96  63.9  81.8 146.9 135.9  108  92.2  122  33.1 24.34  37.8
## pm2.5       33.00  28.0  43.0 225.0 232.0  238 251.0  225  17.0 16.00  12.0
## CV residual  7.04 -35.9 -38.8  78.1  96.1  130 158.8  103 -16.1 -8.34 -25.8
##              7868  7869  7874  7878 7879  7880  7886  7890  7892  7893  7895
## Predicted   38.22  48.6  90.7 102.7  159 136.7  78.5  87.6 127.9 115.9 115.9
## cvpred      38.35  48.8  91.3 103.4  161 137.8  79.6  88.4 128.9 116.8 116.8
## pm2.5       30.00  19.0  26.0  23.0   22  45.0  54.0  63.0 106.0 104.0 177.0
## CV residual -8.35 -29.8 -65.3 -80.4 -139 -92.8 -25.6 -25.4 -22.9 -12.8  60.2
##              7900  7901  7904   7909  7912  7915 7917 7920 7922 7923  7926
## Predicted   120.7 171.0 134.9 119.71 118.3  87.2  171 21.3 12.6 23.6  51.5
## cvpred      121.9 172.6 136.4 121.34 120.1  88.5  173 22.3 13.7 24.7  52.7
## pm2.5        89.0  85.0  80.0 124.00 130.0 148.0  206 56.0 61.0 69.0  21.0
## CV residual -32.9 -87.6 -56.4   2.66   9.9  59.5   33 33.7 47.3 44.3 -31.7
##              7927  7930  7931  7932  7935  7936  7946  7948  7949 7951    7954
## Predicted    49.9  35.2  27.3  28.9  17.9  24.2 143.8 151.3 147.2  160 140.792
## cvpred       51.0  35.9  27.8  29.6  18.5  24.9 145.8 152.9 148.9  162 142.862
## pm2.5        12.0  12.0  13.0  11.0   8.0   9.0  59.0  74.0  74.0   64 142.000
## CV residual -39.0 -23.9 -14.8 -18.6 -10.5 -15.9 -86.8 -78.9 -74.9  -98  -0.862
##              7955 7967 7972  7974  7975  7977   7979  7981 7983  7987   7988
## Predicted   129.4  164  160 130.5 132.1 119.3 110.80 116.0  115 181.0 178.81
## cvpred      130.8  166  162 131.7 133.5 120.1 111.39 116.6  116 182.4 180.12
## pm2.5       150.0  360  309 166.0 154.0 144.0 121.00 136.0  103 168.0 179.00
## CV residual  19.2  194  147  34.3  20.5  23.9   9.61  19.4  -13 -14.4  -1.12
##              7990 7993  7998 8001  8006  8010  8012  8014  8021  8024  8027
## Predicted   139.5  140 152.3  184 172.4 169.5 172.4 170.3 177.4 154.8 183.7
## cvpred      140.4  141 153.8  186 174.1 170.8 174.1 171.4 178.9 156.1 185.3
## pm2.5       174.0  236 176.0  164 261.0 236.0 234.0 243.0 239.0 245.0 248.0
## CV residual  33.6   95  22.2  -22  86.9  65.2  59.9  71.6  60.1  88.9  62.7
##             8029  8031  8033  8034 8035  8047  8052  8054  8055  8056  8061
## Predicted    153 183.9 185.5 185.5  155  55.7  52.6  41.4  41.4  43.9  74.8
## cvpred       155 185.8 187.5 187.5  157  56.6  53.2  42.2  42.2  44.6  75.5
## pm2.5        264 276.0 259.0 257.0  266 128.0  33.0  22.0  14.0  19.0  21.0
## CV residual  109  90.2  71.5  69.5  109  71.4 -20.2 -20.2 -28.2 -25.6 -54.5
##              8063  8065 8071  8074  8076  8077 8080  8082 8083  8084  8085
## Predicted    90.5  96.8  127 145.7 116.5 75.96  103 104.2  122 157.1 142.3
## cvpred       91.3  97.7  128 147.6 117.9 76.64  104 105.5  123 159.6 143.9
## pm2.5        25.0  15.0   28 107.0  72.0 72.00   58  69.0   88 146.0 162.0
## CV residual -66.3 -82.7 -100 -40.6 -45.9 -4.64  -46 -36.5  -35 -13.6  18.1
##              8088  8095  8096  8097  8098  8099   8103   8104  8108 8113  8116
## Predicted   136.7 130.6 141.6 185.6 124.6 141.5 106.78 112.50 163.1  130 141.3
## cvpred      138.6 132.7 143.7 188.1 126.3 143.4 108.43 114.22 165.4  132 143.2
## pm2.5       167.0 158.0 154.0 133.0 100.0 113.0 118.00 121.00 233.0  322 169.0
## CV residual  28.4  25.3  10.3 -55.1 -26.3 -30.4   9.57   6.78  67.6  190  25.8
##              8117 8118   8120  8140  8142  8143  8146  8148  8154  8159  8160
## Predicted   137.2  129 119.20  50.9  53.1  58.8  41.6  30.7 18.01  96.8  94.4
## cvpred      139.1  131 120.56  50.7  53.0  58.8  41.4  30.4 18.04  98.2  95.9
## pm2.5       130.0  161 125.00  10.0   9.0   9.0  15.0  15.0 12.00  46.0  44.0
## CV residual  -9.1   30   4.44 -40.7 -44.0 -49.8 -26.4 -15.4 -6.04 -52.2 -51.9
##             8162  8163  8166  8168  8176  8178  8180  8182  8183  8186  8188
## Predicted    131 53.19 47.67 153.9  84.0 102.3 102.3  96.0 100.1 153.8 106.0
## cvpred       132 53.94 48.63 156.2  86.2 104.8 104.8  98.4 101.9 156.1 107.7
## pm2.5         53 45.00 46.00  94.0  50.0  53.0  50.0  56.0  52.0 100.0  46.0
## CV residual  -79 -8.94 -2.63 -62.2 -36.2 -51.8 -54.8 -42.4 -49.9 -56.1 -61.7
##              8194  8196  8204  8209  8215  8220  8221  8222  8224  8226 8229
## Predicted    91.1  57.7  55.5 158.2 175.5 151.8 147.1 144.1 137.0 157.0  116
## cvpred       92.1  58.4  56.7 160.7 177.7 154.2 149.6 146.6 139.6 159.5  117
## pm2.5        26.0  36.0  20.0 116.0 154.0 212.0 209.0 215.0 218.0 238.0  257
## CV residual -66.1 -22.4 -36.7 -44.7 -23.7  57.8  59.4  68.4  78.4  78.5  140
##              8233 8234  8237  8238  8239  8245  8247  8248  8250  8255  8256
## Predicted   149.6  151 159.2 146.6 152.9  75.6  55.4  52.2  60.5  81.6  85.7
## cvpred      152.2  154 162.1 149.3 155.7  77.3  57.1  53.7  61.9  82.9  87.0
## pm2.5       230.0  218 231.0 237.0 230.0  35.0  25.0  25.0  18.0  16.0  19.0
## CV residual  77.8   64  68.9  87.7  74.3 -42.3 -32.1 -28.7 -43.9 -66.9 -68.0
##              8257  8258 8259  8260 8262  8263 8265  8270  8275  8276  8278
## Predicted    86.3  80.0  132  92.5  132 107.0  150  97.8 134.4 140.7 148.9
## cvpred       87.6  81.2  134  94.0  134 108.5  152  99.8 136.9 143.3 151.5
## pm2.5        17.0  36.0   18  14.0   22  23.0   23  36.0  43.0  53.0 116.0
## CV residual -70.6 -45.2 -116 -80.0 -112 -85.5 -129 -63.8 -93.9 -90.3 -35.5
##              8283  8284 8288  8291   8292  8295  8296  8297  8300  8303  8306
## Predicted   172.5 174.6  147 109.9  95.45  88.6  99.6  85.3 151.5 126.0 102.0
## cvpred      174.8 177.5  149 111.3  96.77  89.8 100.9  86.3 152.9 126.7 102.8
## pm2.5       112.0 115.0  101  87.0 100.00 104.0 118.0 117.0 122.0 179.0  15.0
## CV residual -62.8 -62.5  -48 -24.3   3.23  14.2  17.1  30.7 -30.9  52.3 -87.8
##              8312  8315  8321  8327  8329  8332  8335  8338  8340  8341  8345
## Predicted    86.2  66.0  62.9  73.1  84.1  96.0  91.9  69.2  58.9  54.2  49.5
## cvpred       87.3  66.9  64.0  74.0  85.0  97.2  93.1  69.9  59.4  54.8  50.1
## pm2.5        16.0  19.0  18.0  21.0  16.0  13.0  19.0  22.0  23.0  22.0  16.0
## CV residual -71.3 -47.9 -46.0 -53.0 -69.0 -84.2 -74.1 -47.9 -36.4 -32.8 -34.1
##              8350  8352  8359  8362  8369 8372  8375  8376  8377  8381  8382
## Predicted    59.4  62.5  82.7  70.1  56.6   98 55.16  50.5  56.8  65.8  67.4
## cvpred       60.0  63.0  83.8  71.1  57.6  100 56.32  51.6  58.0  67.3  69.0
## pm2.5        15.0  15.0  13.0  17.0  24.0   43 54.00  27.0  20.0  27.0  27.0
## CV residual -45.0 -48.0 -70.8 -54.1 -33.6  -57 -2.32 -24.6 -38.0 -40.3 -42.0
##              8387 8392  8397  8399  8401  8403  8413  8419 8424 8438 8441 8443
## Predicted   110.2 35.5 112.7 158.5  85.3  87.4 67.62 119.1  134  116  117  154
## cvpred      112.1 37.4 115.8 161.3  87.3  89.7 69.97 121.3  136  118  119  156
## pm2.5        54.0 89.0  72.0  98.0  55.0  39.0 71.00 135.0  379  224  255  302
## CV residual -58.1 51.6 -43.8 -63.3 -32.3 -50.7  1.03  13.7  243  106  136  146
##             8444 8445 8450 8454 8457 8458   8461  8462  8464  8468 8476  8479
## Predicted    138  146  178  159 46.7 30.9 40.472 38.28 27.89  79.3  170 137.8
## cvpred       140  148  181  161 47.9 31.7 40.975 38.65 28.19  80.2  172 139.8
## pm2.5        315  296  485  298 72.0 64.0 40.000 43.00 22.00  64.0  206 220.0
## CV residual  175  148  304  137 24.1 32.3 -0.975  4.35 -6.19 -16.2   34  80.2
##              8481 8486  8495 8497 8499 8502 8508 8513 8514 8519 8525  8529
## Predicted   173.9 70.0 159.4  133  145  142  148  149  167  187  138 103.6
## cvpred      176.1 70.8 161.4  135  147  144  149  151  169  190  140 104.9
## pm2.5       254.0 91.0 245.0  410  391  367  430  474  500  615  365  67.0
## CV residual  77.9 20.2  83.6  275  244  223  281  323  331  425  225 -37.9
##              8530  8532  8535  8537  8538  8541  8545  8546  8549  8550  8553
## Predicted    83.2  46.3  46.3  36.4  49.3  47.3  78.5 107.1  75.2  63.4  52.8
## cvpred       84.0  46.9  46.9  37.0  50.4  48.2  79.1 107.5  75.6  64.0  53.6
## pm2.5        48.0  35.0  15.0  14.0  13.0  29.0  10.0  10.0  13.0  10.0  21.0
## CV residual -36.0 -11.9 -31.9 -23.0 -37.4 -19.2 -69.1 -97.5 -62.6 -54.0 -32.6
##              8556  8559  8560  8567  8575  8576  8578  8581  8584  8585  8587
## Predicted    35.1  38.6 38.64  74.1  91.9  80.8  68.3  41.7  50.7  61.1  86.3
## cvpred       35.6  39.1 39.11  74.7  92.7  81.6  68.9  42.1  51.3  61.8  87.3
## pm2.5        21.0  24.0 33.00  32.0  24.0  23.0  27.0  25.0  26.0  23.0  71.0
## CV residual -14.6 -15.1 -6.11 -42.7 -68.7 -58.6 -41.9 -17.1 -25.3 -38.8 -16.3
##               8593 8594  8596 8601  8604  8605  8607  8608    8613  8614  8617
## Predicted   128.76 76.3  67.5  137  68.6  59.3  77.6  73.0 117.980 145.1 125.3
## cvpred      130.44 77.4  68.6  139  69.7  60.4  79.0  74.3 120.136 147.5 127.6
## pm2.5       135.00 97.0  17.0   19  35.0  22.0  26.0  21.0 121.000 117.0 163.0
## CV residual   4.56 19.6 -51.6 -120 -34.7 -38.4 -53.0 -53.3   0.864 -30.5  35.4
##              8618  8621  8623  8625  8626  8628  8630  8635  8636  8637  8638
## Predicted   137.3 109.4 111.1 104.8  98.5  80.7  59.0 121.8 117.7 132.1 159.1
## cvpred      139.8 111.3 113.1 106.7 100.3  82.2  60.7 124.6 120.5 135.1 161.9
## pm2.5       128.0  20.0  27.0  27.0  30.0  29.0  48.0  55.0  60.0  76.0  75.0
## CV residual -11.8 -91.3 -86.1 -79.7 -70.3 -53.2 -12.7 -69.6 -60.5 -59.1 -86.9
##              8641 8646  8648  8649  8652  8659  8663  8666  8667  8669  8677
## Predicted   139.7  147 169.0 158.0  90.4  59.2  82.6  95.7  96.3  94.1  59.4
## cvpred      142.5  150 172.2 161.1  92.5  61.1  84.5  97.9  98.5  96.2  60.8
## pm2.5        81.0  125 121.0 124.0 137.0  21.0  15.0  17.0  18.0  16.0  19.0
## CV residual -61.5  -25 -51.2 -37.1  44.5 -40.1 -69.5 -80.9 -80.5 -80.2 -41.8
##              8681  8683 8685  8686  8687  8691  8695 8697 8698  8699  8704
## Predicted    49.0 120.6  142 123.5 125.7 118.2 115.2  107  107 102.9  80.5
## cvpred       50.3 122.6  145 125.4 127.7 120.1 117.1  109  109 104.4  81.7
## pm2.5        14.0  34.0   39  88.0 106.0  35.0  40.0   49   67  59.0  21.0
## CV residual -36.3 -88.6 -106 -37.4 -21.7 -85.1 -77.1  -60  -42 -45.4 -60.7
##              8711  8715  8716  8721  8723  8726  8732  8733  8734  8735  8736
## Predicted    84.1  94.2  90.1  83.6  81.4  72.0  75.7  80.3  80.3  82.8  89.1
## cvpred       85.4  95.8  91.7  85.3  83.0  73.7  77.2  81.9  81.9  84.2  90.6
## pm2.5        14.0  17.0  14.0  10.0  15.0  23.0  19.0  23.0  21.0  16.0  20.0
## CV residual -71.4 -78.8 -77.7 -75.3 -68.0 -50.7 -58.2 -58.9 -60.9 -68.2 -70.6
##              8737  8740  8741  8745  8749  8751  8753  8754  8757  8786  8789
## Predicted    85.0  85.0  89.6  87.5  60.1  59.6  68.3  68.3  77.6  97.5  99.7
## cvpred       86.6  86.6  91.2  88.9  61.0  60.4  69.2  69.2  78.5  97.9 100.2
## pm2.5        20.0  16.0  16.0  18.0  18.0  21.0  18.0  20.0  17.0  31.0  18.0
## CV residual -66.6 -70.6 -75.2 -70.9 -43.0 -39.4 -51.2 -49.2 -61.5 -66.9 -82.2
##              8792  8795  8801 8802  8805  8806 8808  8809  8810  8814  8815
## Predicted    99.7  72.9  95.1  101 128.9 128.5  133 112.2 105.9 149.0 126.4
## cvpred      100.2  72.9  95.6  102 130.3 129.3  134 112.9 106.5 150.2 127.4
## pm2.5        14.0  25.0  37.0   40  72.0  76.0   67  65.0  78.0 188.0 167.0
## CV residual -86.2 -47.9 -58.6  -62 -58.3 -53.3  -67 -47.9 -28.5  37.8  39.6
##              8816  8824  8827 8828  8831 8834  8835  8845  8846  8850  8855
## Predicted   115.4 110.3 110.2  109 160.1  168 130.4 123.5 112.5 61.96  71.9
## cvpred      116.3 111.6 111.1  109 161.8  170 131.9 124.5 113.5 62.68  72.6
## pm2.5       173.0 180.0 188.0  255 234.0  275 153.0  96.0  85.0 65.00  46.0
## CV residual  56.7  68.4  76.9  146  72.2  105  21.1 -28.5 -28.5  2.32 -26.6
##              8856  8860  8863  8865  8867  8868  8869  8877  8879  8889  8891
## Predicted    76.5  85.6  87.7  74.1  71.9  59.3  61.0  69.0  67.3  81.9  55.1
## cvpred       77.3  86.6  88.9  75.0  72.7  59.9  61.7  69.3  67.6  82.2  54.9
## pm2.5        38.0  21.0  24.0  19.0  19.0  21.0  18.0  17.0  30.0   9.0  14.0
## CV residual -39.3 -65.6 -64.9 -56.0 -53.7 -38.9 -43.7 -52.3 -37.6 -73.2 -40.9
##              8893  8895  8898  8904  8906  8913  8915  8922  8923  8925  8927
## Predicted    43.6  40.6  46.3  76.7  82.4  87.8  68.4 106.9 106.9 119.0 131.1
## cvpred       43.3  40.3  46.1  76.9  82.7  88.5  68.7 108.6 108.6 120.8 132.6
## pm2.5        18.0  18.0  20.0  22.0  17.0  44.0  32.0  54.0  69.0  79.0  86.0
## CV residual -25.3 -22.3 -26.1 -54.9 -65.7 -44.5 -36.7 -54.6 -39.6 -41.8 -46.6
##              8928  8929   8931  8932  8937  8942  8994  8997  8998  9000  9007
## Predicted   150.0 158.6 161.98 115.8  91.5  65.0  97.5 116.2 113.7 132.1  86.0
## cvpred      151.8 160.9 163.96 117.3  92.3  65.6  98.9 118.4 116.1 134.3  87.6
## pm2.5       109.0 120.0 156.00 156.0  25.0  23.0  50.0  88.0 106.0 100.0  18.0
## CV residual -42.8 -40.9  -7.96  38.7 -67.3 -42.6 -48.9 -30.4 -10.1 -34.3 -69.6
##              9012  9014  9015  9018  9022  9023  9030  9040  9045   9056   9059
## Predicted    68.5  55.1  59.2  57.3  75.1 121.3 102.2 80.36 130.5 140.38 128.06
## cvpred       69.6  56.2  60.3  58.5  76.6 123.3 103.9 82.39 132.6 142.77 129.66
## pm2.5        21.0  16.0   8.0  13.0  22.0  37.0  37.0 81.00  66.0 139.00 123.00
## CV residual -48.6 -40.2 -52.3 -45.5 -54.6 -86.3 -66.9 -1.39 -66.6  -3.77  -6.66
##               9061 9062 9065  9066  9071  9075  9077  9081  9086  9089  9091
## Predicted   100.14 34.8 33.2  86.4 133.7  76.0  77.1  79.1  49.2  36.4  46.3
## cvpred      101.71 35.8 34.1  88.2 135.9  76.7  77.9  79.7  49.5  36.7  46.6
## pm2.5       111.00 79.0 75.0  60.0 125.0  25.0  12.0  16.0  14.0  13.0  21.0
## CV residual   9.29 43.2 40.9 -28.2 -10.9 -51.7 -65.9 -63.7 -35.5 -23.7 -25.6
##              9094  9098  9099  9100  9103  9105  9106  9108  9110  9113  9114
## Predicted    56.7  62.0  57.9  57.9  64.2  56.2  54.1  43.1  42.0  43.0  43.0
## cvpred       57.2  62.5  58.4  58.4  64.8  56.7  54.4  43.3  42.1  43.2  43.2
## pm2.5        13.0  12.0  15.0  12.0  10.0  11.0  18.0  10.0  17.0  14.0  15.0
## CV residual -44.2 -50.5 -43.4 -46.4 -54.8 -45.7 -36.4 -33.3 -25.1 -29.2 -28.2
##              9115  9117  9120 9125  9126  9132  9135  9140  9141  9142  9144
## Predicted    47.7 106.4  70.9  123 100.3  51.8  48.2 115.7 132.4 130.2 107.3
## cvpred       47.9 107.4  71.7  124 101.4  51.9  48.4 116.6 133.5 131.1 108.3
## pm2.5        15.0  27.0  33.0   13  13.0  25.0  30.0  72.0  61.0  70.0  77.0
## CV residual -32.9 -80.4 -38.7 -111 -88.4 -26.9 -18.4 -44.6 -72.5 -61.1 -31.3
##              9147  9151  9152  9155  9163  9164  9166  9167  9174  9177  9180
## Predicted    86.5  92.8  97.4  67.9  61.8  60.2  70.9  73.3  96.6 102.9  63.0
## cvpred       87.3  93.7  98.4  68.2  62.3  60.6  71.6  74.0  97.8 104.2  63.5
## pm2.5       128.0  34.0  37.0  27.0  20.0  17.0  24.0  16.0  16.0  24.0  30.0
## CV residual  40.7 -59.7 -61.4 -41.2 -42.3 -43.6 -47.6 -58.0 -81.8 -80.2 -33.5
##              9183  9186  9192  9195  9197  9199  9201  9203  9204  9207  9208
## Predicted    53.1  50.6  98.2  98.2 104.5  87.3 103.0  68.7  57.7  39.6  39.6
## cvpred       53.5  51.2  99.5  99.5 105.9  88.4 104.2  69.3  58.2  40.1  40.1
## pm2.5        18.0  18.0  16.0  20.0  21.0  23.0  14.0  26.0  25.0  24.0  13.0
## CV residual -35.5 -33.2 -83.5 -79.5 -84.9 -65.4 -90.2 -43.3 -33.2 -16.1 -27.1
##              9210  9215  9221  9228  9229  9230  9235  9237  9238  9239  9240
## Predicted    35.5  83.5 102.4  55.2  54.7  45.9 105.7 118.3 128.7 143.7 135.5
## cvpred       36.1  84.4 103.6  55.9  55.3  46.5 107.1 119.9 130.4 145.5 137.3
## pm2.5        12.0  34.0  17.0  27.0  44.0  29.0  59.0  74.0  82.0  91.0 100.0
## CV residual -24.1 -50.4 -86.6 -28.9 -11.3 -17.5 -48.1 -45.9 -48.4 -54.5 -37.3
##              9241  9243  9244  9251  9255  9260  9263 9265  9267 9269  9270
## Predicted    89.4  89.4  97.9  73.6 37.64 103.7 133.1  116 115.9  110 111.8
## cvpred       90.7  90.7  99.4  74.5 38.29 105.2 134.5  118 117.4  111 113.3
## pm2.5       124.0  45.0  36.0  36.0 30.00 155.0 170.0  191  74.0   43  44.0
## CV residual  33.3 -45.7 -63.4 -38.5 -8.29  49.8  35.5   73 -43.4  -68 -69.3
##              9271 9272  9280  9283  9285  9288  9289 9290  9291  9292  9293
## Predicted   130.6  121  58.1  67.2  57.9  67.8  74.1   70  76.3  87.3  80.4
## cvpred      132.5  122  58.6  68.0  58.7  68.6  75.0   71  77.4  88.4  81.4
## pm2.5        61.0   67  46.0  36.0  29.0  16.0  11.0   12  13.0  12.0  12.0
## CV residual -71.5  -55 -12.6 -32.0 -29.7 -52.6 -64.0  -59 -64.4 -76.4 -69.4
##              9294  9296  9297  9302  9303  9306  9310  9311  9313  9316  9318
## Predicted    80.4  86.7  78.8  58.8  54.1  48.4  61.8  68.7  81.3 102.3  96.0
## cvpred       81.4  87.8  79.7  59.3  54.7  48.9  62.3  69.3  82.1 103.6  97.2
## pm2.5        11.0  10.0  12.0  21.0  19.0  20.0  11.0  16.0   9.0  19.0  23.0
## CV residual -70.4 -77.8 -67.7 -38.3 -35.7 -28.9 -51.3 -53.3 -73.1 -84.6 -74.2
##              9325  9326  9328  9331  9332  9333  9339  9341  9343  9348  9350
## Predicted    59.6  88.6 83.90 103.2 109.1 103.2 86.41 101.2  94.9  48.8  41.9
## cvpred       60.0  89.2 84.53 104.7 110.1 104.1 87.25 102.4  96.0  49.0  42.0
## pm2.5        36.0  49.0 79.00  52.0  58.0  70.0 90.00  66.0  40.0  13.0  21.0
## CV residual -24.0 -40.2 -5.53 -52.7 -52.1 -34.1  2.75 -36.4 -56.0 -36.0 -21.0
##              9351  9355 9358  9359  9360  9364  9365  9375 9377 9378  9382
## Predicted    41.3  48.8  104  94.3  89.5  92.0  92.0  74.6 71.7 62.0 129.4
## cvpred       41.4  49.0  105  95.0  90.3  92.6  92.6  75.2 71.9 61.9 130.1
## pm2.5        17.0  11.0   23  32.0  31.0  35.0  21.0  55.0 83.0 85.0 144.0
## CV residual -24.4 -38.0  -82 -63.0 -59.3 -57.6 -71.6 -20.2 11.1 23.1  13.9
##              9385  9388  9391  9395  9399  9400  9405  9407  9412  9413  9415
## Predicted    84.4  82.8  74.8  59.7  44.8  44.8  44.7  57.3  73.1  77.8  85.7
## cvpred       84.6  82.8  74.7  59.2  44.5  44.5  44.5  57.3  73.5  78.1  86.3
## pm2.5       128.0  40.0  16.0  23.0  13.0  14.0  26.0  20.0  23.0  23.0  23.0
## CV residual  43.4 -42.8 -58.7 -36.2 -31.5 -30.5 -18.5 -37.3 -50.5 -55.1 -63.3
##              9420  9421  9428  9430  9434  9435  9436  9437  9441  9446  9448
## Predicted    45.8  41.1  42.5  71.7  64.1  64.1  66.3  78.9  83.0  44.1  29.0
## cvpred       45.6  40.9  42.6  72.2  64.7  64.7  67.0  79.8  83.9  44.3  29.2
## pm2.5        21.0  18.0  12.0  14.0   6.0  10.0   7.0   4.0   8.0  11.0  15.0
## CV residual -24.6 -22.9 -30.6 -58.2 -58.7 -54.7 -60.0 -75.8 -75.9 -33.3 -14.2
##              9449  9450  9453  9458  9461  9469 9470  9472  9473  9475   9476
## Predicted    33.1  35.3  63.0  61.3  65.4 25.22 22.2 19.14 18.57 23.24 35.816
## cvpred       33.3  35.6  63.5  61.8  65.8 25.15 22.2 19.24 18.64 23.31 36.093
## pm2.5        13.0  11.0  16.0  22.0   7.0 16.00 14.0 16.00 11.00 16.00 37.000
## CV residual -20.3 -24.6 -47.5 -39.8 -58.8 -9.15 -8.2 -3.24 -7.64 -7.31  0.907
##              9478  9479  9485 9487  9489  9491  9498  9507  9513  9515  9519
## Predicted    59.1 107.4  83.4  142  98.4  39.4  5.64  93.4  93.5  66.4 -8.65
## cvpred       59.4 108.4  84.3  144  99.4  39.6  5.74  94.6  94.7  67.4 -8.31
## pm2.5        45.0  49.0  15.0   10  43.0  27.0 28.00  28.0  44.0  46.0 27.00
## CV residual -14.4 -59.4 -69.3 -134 -56.4 -12.6 22.26 -66.6 -50.7 -21.4 35.31
##              9521  9522 9528  9530  9535  9536  9537 9541 9543  9546  9548
## Predicted    3.36  5.55 29.1 125.3 105.9 101.8  89.5 20.6 15.4  38.6  43.9
## cvpred       3.87  6.19 30.0 127.3 107.9 103.8  91.0 21.3 16.0  39.3  44.6
## pm2.5       28.00 22.00 59.0  73.0  42.0  56.0  48.0 65.0 38.0  19.0  29.0
## CV residual 24.13 15.81 29.0 -54.3 -65.9 -47.8 -43.0 43.7 22.0 -20.3 -15.6
##              9549  9554  9556  9557  9559  9562  9563  9564  9565 9567  9569
## Predicted    54.3  82.4  95.0 113.9 109.2  80.3  72.1  48.5 43.86 25.8 67.71
## cvpred       55.1  83.6  96.4 115.5 110.9  81.2  73.1  49.3 44.59 26.5 69.52
## pm2.5        44.0 348.0  40.0  25.0  23.0  46.0  47.0  30.0 36.00 44.0 78.00
## CV residual -11.1 264.4 -56.4 -90.5 -87.9 -35.2 -26.1 -19.3 -8.59 17.5  8.48
##              9570 9576  9584 9586  9592  9594 9595  9596  9597 9605 9606 9611
## Predicted    69.9  151  93.0 66.8  78.5  91.5  113 121.9 134.8  174  173  160
## cvpred       71.8  153  94.5 67.8  79.1  92.9  115 123.7 136.5  176  175  162
## pm2.5       100.0  289  83.0 86.0  32.0  21.0  196 161.0 143.0   63   74   97
## CV residual  28.2  136 -11.5 18.2 -47.1 -71.9   81  37.3   6.5 -113 -101  -65
##              9612  9613 9618  9620    9623  9624  9626 9628  9634  9635  9636
## Predicted   157.3 154.6  146 133.7 171.934 128.2 144.5  122  84.2  65.3  48.0
## cvpred      158.7 156.7  148 135.6 174.211 129.9 146.2  123  84.8  65.6  48.1
## pm2.5       100.0 105.0  165 169.0 174.000 201.0 186.0   89  54.0  34.0  29.0
## CV residual -58.7 -51.7   17  33.4  -0.211  71.1  39.8  -34 -30.8 -31.6 -19.1
##              9641  9643  9647  9648  9649  9654  9655  9659  9663  9664  9665
## Predicted    81.9  98.9 114.2 128.7 139.1 160.6 158.6 151.7 118.7 122.8 126.6
## cvpred       82.9 100.4 116.1 130.6 141.1 163.1 160.3 153.4 121.1 125.2 129.2
## pm2.5        29.0  22.0  69.0  83.0  93.0 130.0 126.0 113.0 117.0 138.0 146.0
## CV residual -53.9 -78.4 -47.1 -47.6 -48.1 -33.1 -34.3 -40.4  -4.1  12.8  16.8
##              9667   9678  9679  9683  9684  9685  9687  9688  9690  9692  9693
## Predicted   137.6 151.69 151.7  90.9 76.66  74.5  57.8  57.8  50.2  90.9 139.4
## cvpred      140.3 154.17 154.2  92.1 77.64  75.3  58.5  58.5  50.9  92.2 141.6
## pm2.5        77.0 162.00 168.0 109.0 80.00  52.0  37.0  26.0  27.0  37.0  47.0
## CV residual -63.3   7.83  13.8  16.9  2.36 -23.3 -21.5 -32.5 -23.9 -55.2 -94.6
##              9694  9696   9702 9705 9707  9711  9712  9715 9719 9725 9727 9729
## Predicted   151.8 117.2 175.29  149  159 118.7 122.5 137.0  149  176  176  174
## cvpred      153.4 118.5 177.23  150  160 119.7 123.8 138.3  150  177  177  176
## pm2.5       100.0 132.0 176.00  208  199  96.0  68.0  80.0   38   44   34   52
## CV residual -53.4  13.5  -1.23   58   39 -23.7 -55.8 -58.3 -112 -133 -143 -124
##             9730  9733  9736  9737  9740  9741  9744  9751  9754  9755  9759
## Predicted    174 169.6 166.5 162.4 165.0 165.5 140.3 139.9  82.8  82.8  68.3
## cvpred       176 170.9 167.9 163.9 165.8 166.8 140.7 140.6  83.1  83.1  68.6
## pm2.5         66  81.0  76.0  78.0  90.0  95.0  97.0 102.0 239.0 132.0  10.0
## CV residual -110 -89.9 -91.9 -85.9 -75.8 -71.8 -43.7 -38.6 155.9  48.9 -58.6
##              9765  9767 9769  9770  9772  9779  9780  9788 9794 9796 9797  9798
## Predicted    68.4  86.3  109 103.5 101.1  76.9  68.4 129.1  175  181  181 147.4
## cvpred       68.7  86.8  110 104.3 101.9  77.4  68.7 130.8  176  183  183 148.3
## pm2.5        10.0   9.0    7  12.0  17.0  21.0  22.0  41.0   52   58   65  68.0
## CV residual -58.7 -77.8 -103 -92.3 -84.9 -56.4 -46.7 -89.8 -124 -125 -118 -80.3
##              9806  9807  9808  9811  9813  9819  9821  9824  9825  9826  9830
## Predicted   157.7 109.6 140.7 145.8 154.6  87.0  97.4 104.2 110.9  87.9  96.8
## cvpred      158.3 109.9 141.4 147.1 155.9  87.9  98.3 105.3 111.8  88.5  97.3
## pm2.5        79.0  86.0  86.0 104.0 113.0   8.0   7.0  22.0  33.0  29.0  22.0
## CV residual -79.3 -23.9 -55.4 -43.1 -42.9 -79.9 -91.3 -83.3 -78.8 -59.5 -75.3
##              9831  9835  9836 9838  9842  9845  9847  9848  9849 9855  9857
## Predicted    52.2 119.0 119.0  148 168.3 132.8 176.8 150.2 148.0  131 134.5
## cvpred       52.4 120.4 120.4  149 169.9 134.2 178.6 151.7 149.4  131 135.9
## pm2.5        28.0  39.0  40.0   61 125.0 122.0 138.0 125.0 117.0  274 216.0
## CV residual -24.4 -81.4 -80.4  -88 -44.9 -12.2 -40.6 -26.7 -32.4  143  80.1
##              9858 9867 9875 9876  9882  9883 9886 9887 9890 9891 9894 9895 9897
## Predicted   140.8  143  159  148 149.2 155.5  167  167  143  143  138  134  124
## cvpred      142.3  144  160  149 150.9 157.3  169  169  145  145  139  135  125
## pm2.5       209.0  299  285  282 214.0 192.0  249  278  327  328  273  254  237
## CV residual  66.7  155  125  133  63.1  34.7   80  109  182  183  134  119  112
##             9898  9899  9901  9905 9911 9917  9919  9924 9935 9938 9940   9943
## Predicted    120  97.5  65.8  86.0  146  136 121.6 42.61  147  166  130 113.63
## cvpred       121  97.6  65.6  86.1  147  137 122.6 42.45  149  168  131 114.41
## pm2.5        224 234.0 104.0  49.0  404  384  88.0 51.00  262  274  283 120.00
## CV residual  103 136.4  38.4 -37.1  257  247 -34.6  8.55  113  106  152   5.59
##              9945  9946  9948  9952  9955  9956 9965   9967 9971 9973  9974
## Predicted   101.6  89.0  55.1  60.4  89.6  92.1  133 134.97  124  105  97.5
## cvpred      102.2  89.4  55.1  60.9  90.6  92.9  134 135.93  124  105  97.3
## pm2.5       166.0 144.0 131.0 127.0 174.0 221.0  342 130.00  156  379 437.0
## CV residual  63.8  54.6  75.9  66.1  83.4 128.1  208  -5.93   32  274 339.7
##              9977 9980 9981 9982 9985 9988 9994 9995 9997 9999 10004 10008
## Predicted    97.4  128  147  149  166  142  160  154  138  119   106   169
## cvpred       97.6  129  148  150  167  142  161  155  138  120   106   170
## pm2.5       526.0  474  482  482  527  515  495  486  464  452   498   478
## CV residual 428.4  345  334  332  360  373  334  331  326  332   392   308
##             10012 10013 10016 10020 10023 10024 10025 10030 10035 10040 10050
## Predicted     133   141   137   104   117   114   114   162   154   143   134
## cvpred        134   142   138   105   117   115   114   164   156   144   135
## pm2.5         481   445   457   292   360   376   369   395   396   421   387
## CV residual   347   303   319   187   243   261   255   231   240   277   252
##             10057 10058 10059 10066 10072 10074 10076 10078 10079 10080 10081
## Predicted     121   120   128  56.2 -6.45 -10.5  71.9 143.6 142.5 147.2 145.6
## cvpred        122   121   129  56.3 -6.53 -10.6  73.1 144.7 143.6 148.3 146.5
## pm2.5         418   424   413  38.0 34.00  24.0  41.0 142.0  99.0  55.0  55.0
## CV residual   296   303   284 -18.3 40.53  34.6 -32.1  -2.7 -44.6 -93.3 -91.5
##             10083 10087 10089 10093 10094 10096 10098 10099 10100 10102 10118
## Predicted   164.0 166.5 132.2  94.7  86.0 77.22  87.3  83.2  97.7  98.3 165.5
## cvpred      164.7 167.1 132.1  94.9  86.2 77.42  87.8  83.8  98.3  98.9 166.3
## pm2.5        67.0  80.0  95.0  74.0  71.0 73.00  47.0  44.0  61.0  55.0  80.0
## CV residual -97.7 -87.1 -37.1 -20.9 -15.2 -4.42 -40.8 -39.8 -37.3 -43.9 -86.3
##             10119 10120 10121 10124 10126  10127 10129  10133 10135 10138 10145
## Predicted   167.2 162.5 162.5 174.4 124.0 117.74 135.1 124.03 162.7 130.2  99.8
## cvpred      168.1 163.4 163.4 176.1 124.3 117.94 135.4 124.33 163.9 130.3 100.0
## pm2.5        85.0  96.0 111.0 109.0 103.0 109.00 125.0 115.00  90.0  39.0  35.0
## CV residual -83.1 -67.4 -52.4 -67.1 -21.3  -8.94 -10.4  -9.33 -73.9 -91.3 -65.0
##             10156 10158 10162 10165 10168 10172 10173 10175 10179 10180 10181
## Predicted    97.8 101.6  84.2  56.5  40.6  55.7  62.0  65.0 102.7 102.7  96.5
## cvpred       98.2 102.2  84.3  56.4  40.6  55.7  62.1  65.1 103.4 103.4  97.0
## pm2.5        26.0  15.0  37.0  13.0  12.0  18.0  15.0   7.0   9.0  11.0  17.0
## CV residual -72.2 -87.2 -47.3 -43.4 -28.6 -37.7 -47.1 -58.1 -94.4 -92.4 -80.0
##             10183 10185 10187 10191 10205 10206 10210 10220 10222 10227 10228
## Predicted    90.4  76.2  44.5  27.5   123   140  76.3  42.5  45.6  61.2  69.4
## cvpred       91.2  76.7  44.7  27.8   125   141  76.8  42.9  45.9  61.6  69.7
## pm2.5        11.0  17.0  18.0  11.0    12    15  22.0  69.0  20.0   9.0  10.0
## CV residual -80.2 -59.7 -26.7 -16.8  -113  -126 -54.8  26.1 -25.9 -52.6 -59.7
##             10229 10234 10236 10242 10248 10250 10252 10253 10261 10263 10270
## Predicted    75.7  40.7 19.36 15.18  53.2 141.5   149 122.1  23.4 49.27 105.5
## cvpred       76.1  40.7 19.18 15.02  53.4 142.5   151 123.1  23.2 49.44 106.8
## pm2.5         8.0  13.0 15.00 17.00  40.0  48.0    45  46.0  57.0 51.00  89.0
## CV residual -68.1 -27.7 -4.18  1.98 -13.4 -94.5  -106 -77.1  33.8  1.56 -17.8
##             10275 10277 10278 10279 10280  10284  10285 10287 10289 10290 10291
## Predicted   119.1 123.2   158 140.9 153.5 113.72 109.06  98.0 87.59 87.59 104.4
## cvpred      120.7 124.7   159 142.7 155.5 114.43 109.76  99.1 88.63 88.63 105.1
## pm2.5        61.0  74.0    82  77.0  82.0 109.00 106.00 136.0 92.00 90.00  92.0
## CV residual -59.7 -50.7   -77 -65.7 -73.5  -5.43  -3.76  36.9  3.37  1.37 -13.1
##             10294  10295 10296  10297 10300 10304 10305 10306 10307 10308 10309
## Predicted     101 146.02  65.1 55.322  43.3  59.2  57.6  57.6  40.9  37.5  1.55
## cvpred        102 147.02  65.5 55.626  43.4  59.2  57.5  57.5  40.6  37.2  1.12
## pm2.5         130 142.00 129.0 55.000  14.0   6.0  19.0  13.0  18.0  14.0 16.00
## CV residual    28  -5.02  63.5 -0.626 -29.4 -53.2 -38.5 -44.5 -22.6 -23.2 14.88
##             10310 10313 10324 10325 10326 10327 10329 10330 10331   10333 10337
## Predicted   15.83  7.06  53.8  49.7   102  58.1  45.9  39.6  28.6 19.2841  7.19
## cvpred      15.66  6.92  54.0  49.9   103  58.6  45.9  39.5  28.4 19.0908  7.36
## pm2.5       15.00 17.00   9.0  11.0    20  14.0  21.0  17.0  15.0 19.0000 16.00
## CV residual -0.66 10.08 -45.0 -38.9   -83 -44.6 -24.9 -22.5 -13.4 -0.0908  8.64
##             10338 10340 10342 10346 10347 10351 10353 10356 10362 10364 10372
## Predicted    3.09  30.2 53.12  41.7  60.0  60.8  42.5  41.0  55.8  27.5  47.0
## cvpred       3.29  30.6 53.85  42.3  60.8  61.5  42.9  41.2  56.4  27.8  47.1
## pm2.5       22.00  16.0 46.00  25.0  10.0  18.0  21.0  16.0  24.0  15.0   7.0
## CV residual 18.71 -14.6 -7.85 -17.3 -50.8 -43.5 -21.9 -25.2 -32.4 -12.8 -40.1
##             10374 10380 10384 10388 10391 10392 10394 10398  10401 10403 10407
## Predicted    49.5  7.63 -13.5 -5.59  61.8  73.8  88.2  90.4 103.48  22.4 -22.3
## cvpred       49.4  7.03 -14.0 -5.90  62.7  74.9  88.8  91.1 104.16  22.1 -22.8
## pm2.5        10.0 19.00  24.0 18.00  36.0  46.0  51.0  74.0 112.00  54.0  19.0
## CV residual -39.4 11.97  38.0 23.90 -26.7 -28.9 -37.8 -17.1   7.84  31.9  41.8
##             10412 10414 10420 10422 10428 10431 10433 10441 10443 10448 10451
## Predicted    11.3 29.17  74.5 118.6  65.5  46.9  72.8   137 169.8   123   119
## cvpred       11.4 29.53  75.4 119.6  66.7  48.0  74.1   138 172.2   125   120
## pm2.5        26.0 38.00  40.0  26.0 109.0  85.0 116.0   263 253.0   272   254
## CV residual  14.6  8.47 -35.4 -93.6  42.3  37.0  41.9   125  80.8   147   134
##             10456 10459 10461 10466 10471 10476 10478 10479 10480 10481 10489
## Predicted    82.0   107  99.2   164   120  42.0  8.68  10.3  15.0 19.64  44.3
## cvpred       83.2   109 100.1   166   122  42.1  8.36  10.1  14.7 19.42  44.2
## pm2.5       225.0   272 367.0   377   320 164.0 27.00  31.0  25.0 24.00   8.0
## CV residual 141.8   163 266.9   211   198 121.9 18.64  20.9  10.3  4.58 -36.2
##             10490 10493 10495 10498 10499 10500 10501 10502 10503 10505 10506
## Predicted    34.5  32.2  36.9  18.6  6.28  1.62 -4.67 -7.15 -3.61 -3.90 -3.90
## cvpred       34.4  32.0  36.7  18.1  5.89  1.22 -5.18 -7.53 -4.06 -4.09 -4.09
## pm2.5         6.0   8.0   8.0  21.0 18.00 13.00 25.00 22.00 21.00 25.00 17.00
## CV residual -28.4 -24.0 -28.7   2.9 12.11 11.78 30.18 29.53 25.06 29.09 21.09
##             10509 10511 10517 10518 10520 10523 10527 10532 10533 10536 10539
## Predicted    6.78 12.01  47.0  38.8  39.4 16.38 -1.22 12.98  28.3  28.9  81.5
## cvpred       6.40 11.68  47.1  39.0  39.6 16.32 -1.26 13.24  28.4  29.0  81.9
## pm2.5       18.00 17.00   9.0  11.0  13.0 11.00 23.00 18.00  16.0  16.0   7.0
## CV residual 11.60  5.32 -38.1 -28.0 -26.6 -5.32 24.26  4.76 -12.4 -13.0 -74.9
##             10541 10545 10548 10549 10558 10559  10566 10567  10571 10572 10577
## Predicted    97.6  65.4 34.90  70.1 104.1 112.4 109.73 120.1 104.75  92.6  41.9
## cvpred       98.2  65.7 34.83  70.5 105.6 113.4 110.82 121.3 105.21  93.4  42.7
## pm2.5        19.0  19.0 30.00  26.0  70.0  76.0 109.00 105.0 115.00 116.0  96.0
## CV residual -79.2 -46.7 -4.83 -44.5 -35.6 -37.4  -1.82 -16.3   9.79  22.6  53.3
##             10578 10581 10674 10678 10680 10685 10686 10688 10692 10693 10696
## Predicted      40  96.3 -19.2  4.08  4.65  21.3  31.7  25.4 -7.15 -5.52 -9.13
## cvpred         41  97.9 -19.3  4.11  4.71  21.6  32.0  25.6 -7.53 -5.81 -9.37
## pm2.5          96 126.0  13.0 20.00 24.00   8.0   9.0  13.0 14.00 12.00 22.00
## CV residual    55  28.1  32.3 15.89 19.29 -13.6 -23.0 -12.6 21.53 17.81 31.37
##             10697 10703 10705 10706 10708 10711 10715  10716 10720 10722 10723
## Predicted   -13.8  4.01  52.4  48.3  69.1  43.7  4.30 -0.364  45.9  47.5 24.15
## cvpred      -14.0  4.02  52.9  48.8  69.7  44.1  4.05 -0.624  46.9  48.7 24.25
## pm2.5        19.0 60.00  30.0  23.0  24.0  20.0 12.00 20.000  18.0  16.0 22.00
## CV residual  33.0 55.98 -22.9 -25.8 -45.7 -24.1  7.95 20.624 -28.9 -32.7 -2.25
##             10724 10725  10730 10734 10738 10739 10740 10743 10744 10746  10751
## Predicted   21.97 24.44 11.925  29.2 13.63  9.53  2.68 -13.5 -16.0 -20.1 3.2425
## cvpred      21.92 24.28 12.127  29.6 13.39  9.32  2.33 -14.0 -16.4 -20.4 2.9335
## pm2.5       28.00 32.00 13.000   9.0 18.00 15.00 13.00  15.0  12.0  17.0 3.0000
## CV residual  6.08  7.72  0.873 -20.6  4.61  5.68 10.67  29.0  28.4  37.4 0.0665
##             10754 10755 10756 10757  10763 10769 10773 10775 10779 10786 10789
## Predicted   15.82  26.2  27.8  88.5 -0.846  7.64  64.6  81.2 110.1  91.9  11.7
## cvpred      15.71  26.2  27.9  89.1 -1.678  6.98  65.1  81.9 110.6  92.4  11.0
## pm2.5       13.00  13.0  15.0  23.0 23.000 25.00  39.0  24.0  57.0 178.0  60.0
## CV residual -2.71 -13.2 -12.9 -66.1 24.678 18.02 -26.1 -57.9 -53.6  85.6  49.0
##             10791 10794  10795 10798 10801 10805 10810  10811 10813 10814 10816
## Predicted   -14.3 -12.7 10.807  22.3  6.21 14.13 -6.93 -0.641 -20.6 -23.1  9.06
## cvpred      -15.2 -13.5 10.379  22.0  5.80 13.91 -7.59 -1.196 -21.6 -23.9  8.75
## pm2.5        39.0  23.0 11.000  12.0 20.00 16.00 20.00 26.000  29.0  25.0 23.00
## CV residual  54.2  36.5  0.621 -10.0 14.20  2.09 27.59 27.196  50.6  48.9 14.25
##             10825 10834 10836 10838  10839 10843 10844 10850 10851 10854  10855
## Predicted    84.8  25.4  19.1 39.26 36.779 49.23 57.99 129.7 135.5 143.4 120.86
## cvpred       85.4  24.5  18.1 38.56 36.209 49.38 58.13 130.2 135.6 143.7 120.93
## pm2.5        43.0  48.0  39.0 36.00 36.000 42.00 51.00  76.0  58.0 100.0 128.00
## CV residual -42.4  23.5  20.9 -2.56 -0.209 -7.38 -7.13 -54.2 -77.6 -43.7   7.07
##             10857 10858 10861 10866 10869 10870 10874 10881 10882 10888 10889
## Predicted    76.8  64.2  20.9  7.60  26.5  41.5 107.8 97.69  85.6  5.90  13.8
## cvpred       76.2  63.4  19.7  7.45  26.6  41.8 108.2 97.73  85.9  5.64  13.8
## pm2.5       116.0  97.0 101.0 60.00  73.0  70.0  87.0 95.00 123.0 84.00  66.0
## CV residual  39.8  33.6  81.3 52.55  46.4  28.2 -21.2 -2.73  37.1 78.36  52.2
##             10891 10897 10907 10912 10914 10918 10919 10920 10922 10923 10927
## Predicted    26.1  97.2   105  65.0  79.6   129  81.6  81.6  65.5  47.4  52.2
## cvpred       26.5  98.0   106  64.4  79.9   129  81.2  81.2  64.9  46.9  51.7
## pm2.5        57.0 148.0   212 188.0 166.0   295 328.0 287.0 222.0 147.0  18.0
## CV residual  30.5  50.0   106 123.6  86.1   166 246.8 205.8 157.1 100.1 -33.7
##             10928 10942 10943 10948 10951 10957 10959 10963 10967 10968 10976
## Predicted    40.7 102.8   141 105.0 107.2  61.5  31.6  55.5   106 115.9  87.4
## cvpred       40.1 101.8   141 104.1 106.5  60.7  31.0  55.8   106 116.2  87.2
## pm2.5        15.0  36.0    33  44.0  32.0 158.0  63.0  11.0     5  55.0 149.0
## CV residual -25.1 -65.8  -108 -60.1 -74.5  97.3  32.0 -44.8  -101 -61.2  61.8
##             10977 10978  10979 10980 10981 10984  10985 10993 10997 10998
## Predicted    47.8  16.6   4.04 -15.1 -34.3 -34.1   3.63  77.4  89.3  78.9
## cvpred       47.1  15.7   2.93 -16.3 -35.5 -35.0   2.99  77.8  89.4  78.9
## pm2.5       156.0 144.0 135.00  94.0 105.0 138.0 170.00  65.0 123.0 151.0
## CV residual 108.9 128.3 132.07 110.3 140.5 173.0 167.01 -12.8  33.6  72.1
##              11007  11008  11009 11012 11013 11015 11017 11022 11025 11032
## Predicted     7.89   3.22   1.31  34.9  54.1 60.67  75.7 123.3  90.5  46.4
## cvpred        7.48   2.81   1.06  35.3  54.5 60.96  76.1 124.3  90.7  46.4
## pm2.5       171.00 211.00 124.00  22.0  17.0 59.00 146.0 152.0 231.0 188.0
## CV residual 163.52 208.19 122.94 -13.3 -37.5 -1.96  69.9  27.7 140.3 141.6
##             11034 11037 11040 11043  11045 11046 11050 11103 11126  11128
## Predicted    54.3  71.0  87.7  89.3 111.98 119.5   111 14.09  17.0   5.75
## cvpred       54.5  71.3  88.2  89.9 112.57 119.7   112 14.32  17.1   6.00
## pm2.5       227.0 184.0 233.0 196.0 103.00  94.0   169 24.00 105.0 105.00
## CV residual 172.5 112.7 144.8 106.1  -9.57 -25.7    57  9.68  87.9  99.00
##              11133 11134 11139 11140  11143 11144 11150 11151 11152 11153 11164
## Predicted     1.83  15.3  68.8  66.9  0.129 -5.59 -5.92 -8.67 -55.1 -57.6 -16.3
## cvpred        1.37  14.8  68.4  66.7 -0.112 -5.90 -6.30 -9.22 -55.9 -58.3 -16.4
## pm2.5       107.00  77.0  39.0  24.0 13.000 11.00 12.00 13.00  14.0  11.0   9.0
## CV residual 105.63  62.2 -29.4 -42.7 13.112 16.90 18.30 22.22  69.9  69.3  25.4
##             11171 11176 11177 11184 11185 11186 11187 11188 11192 11195 11210
## Predicted   -37.6 -21.0 -10.8 53.74 47.01 106.9  99.1 115.3  75.5  56.6 120.7
## cvpred      -38.5 -21.5 -10.7 54.42 47.03 107.4 100.3 116.2  75.9  56.3 121.3
## pm2.5        16.0  11.0  12.0 50.00 51.00  64.0  67.0  77.0  91.0  88.0 186.0
## CV residual  54.5  32.5  22.7 -4.42  3.97 -43.4 -33.3 -39.2  15.1  31.7  64.7
##             11217 11219 11221 11223 11225 11228 11233  11234 11241 11242 11244
## Predicted   110.9  63.2  79.3    70  73.3 100.5 121.5 148.57  82.7  70.1 -22.1
## cvpred      110.9  62.5  79.3    70  73.4 100.3 121.8 149.13  82.6  69.9 -22.6
## pm2.5       169.0 142.0 141.0   131 152.0 172.0 163.0 144.00 184.0 191.0  74.0
## CV residual  58.1  79.5  61.7    61  78.6  71.7  41.2  -5.13 101.4 121.1  96.6
##             11273 11299 11302 11304 11306 11309 11313 11314 11315 11316 11317
## Predicted   -5.44  73.2  75.4  92.1  95.8  37.6  31.1 24.79  18.5  20.7  28.9
## cvpred      -6.11  74.0  76.3  93.1  96.2  37.9  31.0 24.61  18.2  20.5  28.7
## pm2.5       25.00 149.0  58.0  56.0  60.0  23.0  16.0 22.00  35.0  72.0 249.0
## CV residual 31.11  75.0 -18.3 -37.1 -36.2 -14.9 -15.0 -2.61  16.8  51.5 220.3
##             11321 11322  11323  11328 11330 11331 11337 11339 11340  11341
## Predicted    11.4  5.42   8.46 -0.231  36.9  41.0  1.68  4.24 -8.98  -9.55
## cvpred       11.3  5.46   8.42 -0.232  37.5  41.6  1.52  3.90 -9.52 -10.12
## pm2.5        44.0 93.00 118.00 18.000  21.0  10.0  4.00  5.00  9.00  12.00
## CV residual  32.7 87.54 109.58 18.232 -16.5 -31.6  2.48  1.10 18.52  22.12
##             11342 11344 11346 11347 11348 11353 11355 11357 11358 11368 11369
## Predicted   -3.18 -10.0 -7.85 -1.56  58.9 117.2 100.5 117.2 139.7  24.7  32.6
## cvpred      -3.69 -10.7 -8.37 -1.98  59.6 117.8 100.4 117.3 140.1  24.7  32.8
## pm2.5       11.00  13.0 10.00 15.00  19.0  56.0  52.0  48.0  62.0  58.0  68.0
## CV residual 14.69  23.7 18.37 16.98 -40.6 -61.8 -48.4 -69.3 -78.1  33.3  35.2
##             11372 11379 11381 11382 11386 11387 11388 11395 11397 11401 11407
## Predicted    71.7 127.4 147.5 147.9 118.4 109.5  97.4 101.1 114.5  92.1 109.9
## cvpred       72.3 128.7 148.6 149.6 119.3 109.6  97.9 101.8 115.2  92.0 110.6
## pm2.5       105.0 114.0  87.0  91.0 160.0 175.0 166.0 143.0 156.0 175.0 140.0
## CV residual  32.7 -14.7 -61.6 -58.6  40.7  65.4  68.1  41.2  40.8  83.0  29.4
##             11408 11409 11422 11449 11474 11483 11484 11491 11493 11499 11500
## Predicted   102.6  67.6   151   156  65.9  27.3 24.79  24.4  94.0 154.0   162
## cvpred      103.1  67.1   152   157  65.9  27.0 24.61  24.5  95.4 155.4   164
## pm2.5       161.0 169.0    49    49   9.0  15.0 22.00  12.0  24.0  73.0    60
## CV residual  57.9 101.9  -103  -108 -56.9 -12.0 -2.61 -12.5 -71.4 -82.4  -104
##             11504 11506 11507 11509  11513 11520 11523 11528  11533 11544 11545
## Predicted   109.5   130   130 131.4 118.25 165.6 163.1 160.5 41.041 171.5 142.7
## cvpred      110.5   132   132 133.1 119.71 167.4 165.1 161.8 41.246 172.9 143.7
## pm2.5        93.0   165   156 167.0 117.00  96.0 148.0 143.0 41.000  82.0  79.0
## CV residual -17.5    33    24  33.9  -2.71 -71.4 -17.1 -18.8 -0.246 -90.9 -64.7
##             11546 11548 11552 11555 11559 11561 11562 11565 11567 11570 11573
## Predicted   131.6 138.5   146 32.58  51.5  80.4  86.7 118.4 135.6 131.5 144.7
## cvpred      132.6 139.6   147 32.27  51.5  81.0  87.4 119.3 136.8 132.7 145.6
## pm2.5        51.0  67.0    44 25.00  27.0  36.0  39.0  64.0  59.0  61.0  70.0
## CV residual -81.6 -72.6  -103 -7.27 -24.5 -45.0 -48.4 -55.3 -77.8 -71.7 -75.6
##             11576 11578 11579 11582 11602 11603 11604 11606 11607 11609  11617
## Predicted   143.0  86.6  71.6  82.5   156 145.2 139.0 134.3 134.3 137.3 179.59
## cvpred      144.3  86.8  71.7  83.2   158 146.9 140.5 135.9 135.9 138.8 180.87
## pm2.5        82.0  90.0  84.0 105.0   185 162.0 163.0 165.0 163.0 157.0 178.00
## CV residual -62.3   3.2  12.3  21.8    27  15.1  22.5  29.1  27.1  18.2  -2.87
##             11619 11624 11627 11629 11634 11639 11640 11644 11646 11648 11650
## Predicted     188 180.0 162.8  32.6  45.4  49.9  41.7  38.4  48.8  37.1  14.4
## cvpred        190 181.9 164.4  33.1  45.9  50.1  41.9  38.5  49.0  36.8  13.6
## pm2.5         172 195.0 232.0  97.0  81.0 251.0 234.0  88.0  83.0 100.0  89.0
## CV residual   -18  13.1  67.6  63.9  35.1 200.9 192.1  49.5  34.0  63.2  75.4
##             11652 11653 11655 11657 11659 11660 11661 11666 11669 11672 11673
## Predicted   -6.93   -11 -26.1 -18.2 -22.3  47.6  53.9  35.5   119  48.0 29.18
## cvpred      -7.92   -12 -27.1 -19.0 -23.1  47.9  54.3  35.1   120  47.9 28.71
## pm2.5       60.00    49  38.0  39.0  41.0  33.0  37.0  48.0    18  24.0 23.00
## CV residual 67.92    61  65.1  58.0  64.1 -14.9 -17.3  12.9  -102 -23.9 -5.71
##             11675 11684 11688 11689 11690 11692 11696 11699 11704  11706 11707
## Predicted   -33.2 -21.2 -4.68 16.66  50.3 8.187  29.5 -1.26  27.8 32.334 38.62
## cvpred      -34.1 -21.3 -4.97 16.56  50.5 7.846  28.8 -2.49  27.2 32.261 38.65
## pm2.5        27.0  19.0 14.00 13.00  16.0 8.000  11.0 14.00  13.0 33.000 33.00
## CV residual  61.1  40.3 18.97 -3.56 -34.5 0.154 -17.8 16.49 -14.2  0.739 -5.65
##             11708 11710 11720 11721 11723 11726 11735 11740 11741 11746 11747
## Predicted    51.2  70.4 115.4 129.9 125.8 122.8 158.0 179.1 134.5 171.7 123.9
## cvpred       51.4  70.6 115.9 130.5 126.4 123.4 159.4 180.4 135.4 172.8 124.4
## pm2.5        28.0  35.0  81.0  50.0  44.0  55.0  93.0 107.0 114.0 148.0 168.0
## CV residual -23.4 -35.6 -34.9 -80.5 -82.4 -68.4 -66.4 -73.4 -21.4 -24.8  43.6
##             11750 11752 11754 11762 11766 11767 11771 11773 11774 11775 11778
## Predicted    79.6  1.38 -2.72 159.2 146.3 127.2  11.0 -4.05 -8.72 -13.4 -7.66
## cvpred       79.6  1.70 -2.37 160.6 147.8 128.4  11.1 -4.06 -8.73 -13.4 -7.62
## pm2.5       150.0 84.00 44.00 110.0  86.0  58.0  33.0 34.00 37.00  38.0 26.00
## CV residual  70.4 82.30 46.37 -50.6 -61.8 -70.4  21.9 38.06 45.73  51.4 33.62
##             11782 11785 11787 11789 11791 11793 11794 11796 11797 11800 11801
## Predicted    75.9 128.0  92.5  97.2  76.7  58.7  46.1  65.2  20.6  55.7 51.62
## cvpred       76.2 128.7  93.0  97.7  76.8  58.3  45.5  64.9  19.9  55.9 51.85
## pm2.5        43.0  40.0  30.0  26.0  19.0  27.0  23.0  18.0  14.0  29.0 45.00
## CV residual -33.2 -88.7 -63.0 -71.7 -57.8 -31.3 -22.5 -46.9  -5.9 -26.9 -6.85
##             11802 11803 11807 11808 11809 11810 11812 11821 11822 11825 11828
## Predicted    62.0  66.7 103.6  95.7 121.2 127.5 129.6  99.3  91.1   155 122.6
## cvpred       62.3  67.0 104.2  96.1 121.7 128.1 130.4  99.6  91.5   156 122.8
## pm2.5        46.0  48.0  55.0  50.0  69.0  80.0  62.0  59.0  53.0    42  41.0
## CV residual -16.3 -19.0 -49.2 -46.1 -52.7 -48.1 -68.4 -40.6 -38.5  -114 -81.8
##             11834 11835 11839 11842 11847 11851  11852 11853 11854 11855 11857
## Predicted     132 137.0   132 108.9  75.9 12.15 20.346 20.91 29.68 37.88  50.5
## cvpred        132 137.7   132 108.8  76.2 11.73 19.874 20.48 29.22 37.36  50.1
## pm2.5          78  74.0    88  94.0  22.0 20.00 20.000 25.00 35.00 28.00  31.0
## CV residual   -54 -63.7   -44 -14.8 -54.2  8.27  0.126  4.52  5.78 -9.36 -19.1
##             11858 11862 11867 11869 11880 11881 11886 11887 11895 11898 11899
## Predicted    44.2   103  40.4  48.4 147.6 155.5 172.0 139.4 -24.8 -30.8 -24.0
## cvpred       43.7   103  39.7  48.4 148.3 156.5 172.9 139.6 -25.5 -31.3 -24.3
## pm2.5        26.0    24  27.0  21.0  56.0  80.0  98.0 104.0 165.0 118.0  61.0
## CV residual -17.7   -79 -12.7 -27.4 -92.3 -76.5 -74.9 -35.6 190.5 149.3  85.3
##             11902 11903 11904 11905 11906 11907 11912 11915 11920  11921 11926
## Predicted   -29.9 -25.3   -19 -12.7 -6.39  2.09  20.1  15.7 17.10 12.434 15.75
## cvpred      -30.1 -25.4   -19 -12.6 -6.23  2.48  20.5  15.8 16.44 11.765 15.29
## pm2.5        60.0  56.0    68  51.0 75.00 72.00  63.0  35.0 12.00 11.000 24.00
## CV residual  90.1  81.4    87  63.6 81.23 69.52  42.5  19.2 -4.44 -0.765  8.71
##             11927 11928   11933 11934 11935 11936 11937  11938 11943 11949
## Predicted    55.4 22.04 23.9405  72.6 109.8  80.5  5.36 -0.926 -20.6 -14.9
## cvpred       55.4 21.68 23.9734  73.0 110.2  80.6  4.83 -1.559 -21.4 -15.5
## pm2.5        16.0 29.00 24.0000  18.0  29.0  20.0 28.00 28.000  28.0  70.0
## CV residual -39.4  7.32  0.0266 -55.0 -81.2 -60.6 23.17 29.559  49.4  85.5
##              11952 11957 11958 11965 11968 11972 11982 11984 11986 11987 11991
## Predicted    0.204 -4.75  11.9 -45.8 -6.90  42.6  83.5 22.68 10.96  2.76 12.18
## cvpred      -0.353 -5.06  11.8 -46.9 -6.87  43.1  83.8 22.32 10.17  2.03 11.46
## pm2.5       59.000 25.00  22.0  26.0 18.00  29.0  58.0 18.00 16.00 15.00  8.00
## CV residual 59.353 30.06  10.2  72.9 24.87 -14.1 -25.8 -4.32  5.83 12.97 -3.46
##              11995 12004 12011 12012 12018 12020 12034 12035 12037 12039 12048
## Predicted   56.083   105 72.56 59.41 19.40 38.26 129.7 127.5 122.3 128.0   111
## cvpred      56.045   105 72.41 59.03 19.36 38.53 130.7 128.4 123.1 128.9   111
## pm2.5       57.000    37 71.00 69.00 24.00 35.00 147.0 153.0 149.0 159.0   250
## CV residual  0.955   -68 -1.41  9.97  4.64 -3.53  16.3  24.6  25.9  30.1   139
##             12050 12061 12062 12065 12068 12069 12070 12075 12076 12078 12079
## Predicted     164 117.9   117   117  45.6  50.9  53.9  69.0  86.3  59.8  54.1
## cvpred        165 118.5   118   118  45.3  50.6  53.5  68.7  86.2  59.5  53.7
## pm2.5         251 217.0   237   221  75.0  32.0  27.0   7.0   6.0   5.0   6.0
## CV residual    86  98.5   119   103  29.7 -18.6 -26.5 -61.7 -80.2 -54.5 -47.7
##             12086 12087 12088 12090 12092 12093 12095 12097 12103 12105 12107
## Predicted    53.2  44.7  61.2  69.2  78.5  93.0  95.2 101.5  15.5 16.39 25.15
## cvpred       52.7  44.0  61.2  69.3  78.7  93.2  95.5 101.9  15.4 15.99 24.73
## pm2.5        13.0  14.0  16.0  19.0  15.0  20.0  27.0  28.0  46.0 14.00 16.00
## CV residual -39.7 -30.0 -45.2 -50.3 -63.7 -73.2 -68.5 -73.9  30.6 -1.99 -8.73
##             12110 12111 12115 12116 12119 12121 12129 12145 12146 12155 12156
## Predicted   18.30  29.3  72.5  78.8 106.5  97.7  14.5  88.1 119.4  66.8  49.6
## cvpred      17.73  28.8  73.0  79.3 107.3  98.5  13.7  88.6 119.6  66.5  48.7
## pm2.5       12.00   7.0  47.0  31.0  22.0  26.0  54.0  36.0  40.0 114.0  69.0
## CV residual -5.73 -21.8 -26.0 -48.3 -85.3 -72.5  40.3 -52.6 -79.6  47.5  20.3
##             12159 12161 12162 12163 12165 12170 12171 12172 12175 12178 12180
## Predicted   -9.29  2.72 14.73 21.02  38.3 108.3 120.4 135.9 136.2 102.9  94.4
## cvpred      -9.67  2.51 14.69 21.08  38.5 108.9 120.7 136.8 136.9 102.6  93.9
## pm2.5       25.00 21.00 24.00 31.00 118.0  69.0  66.0  77.0  89.0 155.0 200.0
## CV residual 34.67 18.49  9.31  9.92  79.5 -39.9 -54.7 -59.8 -47.9  52.4 106.1
##             12181 12182 12183 12190 12193 12200  12202 12204 12215 12223 12228
## Predicted    88.1  81.3  62.1  68.9  98.5 129.9 103.17  84.3  84.6 132.1 61.05
## cvpred       87.5  80.5  61.3  68.9  98.5 129.9 102.65  83.5  84.1 132.3 60.21
## pm2.5       187.0 152.0 123.0  47.0  53.0  81.0 100.00 109.0  59.0  56.0 69.00
## CV residual  99.5  71.5  61.7 -21.9 -45.5 -48.9  -2.65  25.5 -25.1 -76.3  8.79
##             12229 12237 12238 12240 12243 12244  12248  12249 12281 12291 12297
## Predicted    50.7  81.3  93.7 113.3   113 119.3 110.79 125.28  79.3 148.2 130.2
## cvpred       49.7  81.1  92.9 113.1   113 119.4 110.73 125.26  78.7 148.4 129.9
## pm2.5        73.0  47.0  48.0  57.0    97  95.0 115.00 116.00  97.0 177.0 171.0
## CV residual  23.3 -34.1 -44.9 -56.1   -16 -24.4   4.27  -9.26  18.3  28.6  41.1
##             12298 12300 12303 12304 12305 12306 12307 12308  12311 12315 12320
## Predicted   117.6  85.9  41.3  42.9  50.8  66.9  73.5  86.1  91.58 128.7 133.4
## cvpred      117.1  85.1  40.3  42.0  50.1  66.4  72.8  85.6  90.89 128.6 133.3
## pm2.5       154.0 140.0 119.0 124.0 105.0 106.0 104.0 112.0 100.00 100.0  90.0
## CV residual  36.9  54.9  78.7  82.0  54.9  39.6  31.2  26.4   9.11 -28.6 -43.3
##             12322 12326 12332 12334  12335  12336 12339 12341 12342 12343 12344
## Predicted   116.7 103.6  83.8  64.6 62.697 92.030  93.6 118.8 107.8 111.9  93.0
## cvpred      116.5 103.1  82.7  63.5 61.715 91.383  93.1 118.7 107.6 111.6  92.5
## pm2.5       105.0 118.0 146.0 114.0 61.000 92.000  82.0  58.0  55.0  62.0  56.0
## CV residual -11.5  14.9  63.3  50.5 -0.715  0.617 -11.1 -60.7 -52.6 -49.6 -36.5
##             12345 12346 12347 12350 12353 12355 12358 12364 12365 12369 12370
## Predicted    86.7  63.8  91.1  60.8  46.3  81.3   128  56.9  50.6  57.2  42.4
## cvpred       86.1  62.8  90.3  60.5  46.5  81.9   129  56.9  50.5  57.0  41.8
## pm2.5        52.0  99.0  65.0  85.0  26.0  28.0    15  15.0  17.0   9.0   9.0
## CV residual -34.1  36.2 -25.3  24.5 -20.5 -53.9  -114 -41.9 -33.5 -48.0 -32.8
##             12371 12375 12386 12388 12392 12399 12400 12401 12406 12413 12415
## Predicted    36.1  66.7  57.0  57.0  59.4  7.17 15.77  28.4  79.0 130.9 128.3
## cvpred       35.5  66.2  56.5  56.5  58.8  6.12 14.69  28.0  79.2 131.5 128.2
## pm2.5         8.0  13.0  17.0  16.0   8.0 10.00 11.00  17.0  29.0  45.0  57.0
## CV residual -27.5 -53.2 -39.5 -40.5 -50.8  3.88 -3.69 -11.0 -50.2 -86.5 -71.2
##             12418 12420 12422 12425 12427 12428 12432 12434 12439 12445 12446
## Predicted    88.5  66.2  29.8  22.8  39.5  44.1  60.7 64.80  42.8 -24.5 -29.2
## cvpred       88.5  65.4  28.7  22.6  39.5  44.2  60.4 64.49  42.5 -25.5 -30.2
## pm2.5        99.0 105.0  81.0  64.0 100.0  92.0  73.0 68.00  18.0   9.0   9.0
## CV residual  10.5  39.6  52.3  41.4  60.5  47.8  12.6  3.51 -24.5  34.5  39.2
##             12447 12448 12452 12454 12455 12456 12457 12463 12470 12471 12475
## Predicted   -25.1  33.8 -10.6 61.45  59.8 107.7 109.4 65.73 32.05  34.4  36.3
## cvpred      -26.1  33.8 -11.6 61.71  60.0 108.2 109.6 65.21 31.11  33.9  36.1
## pm2.5        11.0  11.0  15.0 56.00  45.0  48.0  53.0 57.00 30.00  44.0  21.0
## CV residual  37.1 -22.8  26.6 -5.71 -15.0 -60.2 -56.6 -8.21 -1.11  10.1 -15.1
##             12476 12477 12479 12481  12488 12489 12490 12491 12496 12497 12499
## Predicted    42.6  57.6  95.2   116 115.10  99.9    81  71.1  37.4  43.7  53.8
## cvpred       42.5  57.7  95.1   117 115.28  99.2    80  70.5  36.7  43.1  53.5
## pm2.5        18.0  25.0  24.0    28 125.00 133.0   133 126.0  90.0  83.0  67.0
## CV residual -24.5 -32.7 -71.1   -89   9.72  33.8    53  55.5  53.3  39.9  13.5
##             12500 12506 12507 12516 12517 12521 12527 12528 12533 12552 12553
## Predicted   62.52 118.3 126.2  95.9 91.27  62.8 120.4 120.4 136.7 127.7 151.9
## cvpred      62.28 118.6 126.7  95.5 90.83  62.1 120.3 120.3 137.1 127.8 152.3
## pm2.5       67.00  65.0  50.0  87.0 85.00  86.0 163.0 170.0 201.0  59.0  66.0
## CV residual  4.72 -53.6 -76.7  -8.5 -5.83  23.9  42.7  49.7  63.9 -68.8 -86.3
##             12558 12560 12566 12571 12572 12573 12575 12586 12587 12588 12589
## Predicted     123   166  63.6  92.8 101.5 116.6   138 124.7 112.1  91.2  88.3
## cvpred        124   166  62.9  92.9 101.7 116.8   138 124.1 111.3  90.8  87.4
## pm2.5           6     7  22.0  27.0  28.0  40.0    33 189.0 165.0 152.0 126.0
## CV residual  -118  -159 -40.9 -65.9 -73.7 -76.8  -105  64.9  53.7  61.2  38.6
##             12591 12594  12600 12601 12603 12606 12612 12621 12624 12626 12638
## Predicted    73.7 76.94 121.25 129.2 145.8 148.0  97.7 101.0   149 154.1 102.9
## cvpred       73.3 76.72 121.49 129.6 146.4 148.8  97.6 100.6   150 154.7 102.9
## pm2.5       112.0 67.00 119.00 121.0 121.0 176.0 130.0  48.0    84 122.0  67.0
## CV residual  38.7 -9.72  -2.49  -8.6 -25.4  27.2  32.4 -52.6   -66 -32.7 -35.9
##             12640 12642 12645 12647 12652 12658 12659 12668 12670 12671 12672
## Predicted    99.9   128   138 107.1 106.7  49.1 19.52  66.6  86.3 111.2  94.5
## cvpred      100.0   129   137 106.5 106.4  47.8 18.16  66.4  86.2 111.1  93.7
## pm2.5        85.0    25    33  55.0  14.0  12.0 11.00  48.0  39.0  34.0  45.0
## CV residual -15.0  -104  -104 -51.5 -92.4 -35.8 -7.16 -18.4 -47.2 -77.1 -48.7
##             12678 12679  12680  12681 12684 12686 12691 12692 12693  12695
## Predicted   151.0 143.1 124.65 124.65 88.54  73.5 69.59  78.4 101.3 118.85
## cvpred      150.8 142.7 124.56 124.56 87.94  72.8 69.22  78.0 101.2 118.69
## pm2.5        96.0  98.0 117.00 119.00 96.00  95.0 63.00  45.0  70.0 116.00
## CV residual -54.8 -44.7  -7.56  -5.56  8.06  22.2 -6.22 -33.0 -31.2  -2.69
##               12696  12697 12699 12702 12705 12706 12711 12712 12713 12717
## Predicted   126.764 122.66 131.1 139.6 108.2  95.6  66.8  68.5  76.7 105.1
## cvpred      126.795 122.73 131.4 140.1 108.2  95.4  66.3  68.0  76.2 105.2
## pm2.5       127.000 132.00 156.0  93.0 133.0 153.0 236.0 231.0 220.0 141.0
## CV residual   0.205   9.27  24.6 -47.1  24.8  57.6 169.7 163.0 143.8  35.8
##             12724 12728 12731 12732 12736  12744 12745 12746 12749 12752  12756
## Predicted   156.4 140.5 119.9   107 110.6 145.76   108 110.0 146.3 152.6 103.27
## cvpred      156.5 140.3 119.8   107 110.5 145.57   107 109.3 146.2 152.6 102.48
## pm2.5       128.0 165.0 156.0   167 152.0 138.00   154 192.0  96.0  76.0  95.00
## CV residual -28.5  24.7  36.2    60  41.5  -7.57    47  82.7 -50.2 -76.6  -7.48
##             12757 12758  12762 12763 12768  12770 12772 12774 12775 12778 12779
## Predicted   134.2   128 133.62   128 137.2 137.22 136.8 145.6  99.4 116.3 114.1
## cvpred      134.4   128 133.79   128 137.3 137.35 136.3 145.1  98.4 115.5 113.1
## pm2.5        95.0    97 139.00   144 114.0 134.00 125.0 121.0 110.0  88.0  87.0
## CV residual -39.4   -31   5.21    16 -23.3  -3.35 -11.3 -24.1  11.6 -27.5 -26.1
##             12780 12781 12783 12789 12793 12798 12801 12802 12804 12808 12810
## Predicted   107.8 96.87  92.2 121.9 139.1   122 135.9 119.3  90.0  58.4  72.4
## cvpred      106.7 95.68  91.0 121.6 139.1   122 135.2 118.3  88.7  57.7  71.6
## pm2.5        85.0 88.00  80.0  87.0 151.0   257 227.0 198.0 154.0 101.0  99.0
## CV residual -21.7 -7.68 -11.0 -34.6  11.9   135  91.8  79.7  65.3  43.3  27.4
##             12811 12813 12815 12826 12827 12830 12831 12832 12834 12844 12845
## Predicted    93.1   115   130 128.0 117.6  99.8  91.5  91.5  86.8   138 137.8
## cvpred       92.5   115   130 127.1 116.6  98.5  90.8  90.8  86.1   137 137.5
## pm2.5       113.0   269   245 198.0 205.0 182.0 167.0 161.0 155.0   254 205.0
## CV residual  20.5   154   115  70.9  88.4  83.5  76.2  70.2  68.9   117  67.5
##             12846 12848 12854 12858 12859 12862 12865 12867 12870 12873 12874
## Predicted     122 135.7  94.8  58.6  60.8 105.4 107.6 118.0 133.1 118.3 101.6
## cvpred        121 135.1  94.2  58.2  60.5 105.3 107.6 118.1 133.2 118.1 101.2
## pm2.5         230 187.0 158.0 120.0 111.0 192.0 199.0 158.0 171.0 172.0 169.0
## CV residual   109  51.9  63.8  61.8  50.5  86.7  91.4  39.9  37.8  53.9  67.8
##             12875 12876 12877 12878 12880 12888 12891  12892 12897 12901 12902
## Predicted    82.7  77.6  55.4  57.0  52.3 106.2 120.7 128.59 132.7   130   132
## cvpred       82.1  76.4  54.7  56.4  51.8 106.4 120.9 128.99 133.1   130   132
## pm2.5       178.0 149.0 164.0 117.0 109.0 164.0 146.0 137.00 217.0   251   337
## CV residual  95.9  72.6 109.3  60.6  57.2  57.6  25.1   8.01  83.9   121   205
##             12903 12905 12907 12908 12910 12913 12915  12920 12921 12924 12925
## Predicted     132   132   138   138 142.5 155.1 167.1 161.38 161.4 148.8 148.8
## cvpred        132   132   138   138 142.9 155.7 167.9 162.09 162.1 149.3 149.3
## pm2.5         402   442   445   352 132.0 139.0 152.0 169.00 182.0 169.0 185.0
## CV residual   270   310   307   214 -10.9 -16.7 -15.9   6.91  19.9  19.7  35.7
##             12928 12930  12931 12934 12936 12941 12942 12943 12947 12948 12952
## Predicted     150 137.0 126.01   160   131   121 119.6   120  78.6  81.2  49.3
## cvpred        151 137.1 126.04   160   131   121 119.3   119  77.5  79.9  47.8
## pm2.5         163 194.0 133.00    34    29    11  25.0    18  16.0  22.0  23.0
## CV residual    12  56.9   6.96  -126  -102  -110 -94.3  -101 -61.5 -57.9 -24.8
##             12960 12962 12977 12979 12980 12986   12988 12989 12992 12996 12998
## Predicted    58.7  90.4  50.6  72.6  79.3   141 109.483 102.9  84.0  58.7  47.2
## cvpred       57.2  89.2  49.7  71.3  78.7   141 108.832 102.4  83.2  57.7  46.0
## pm2.5        41.0  43.0  22.0  25.0  26.0    87 109.000 134.0  52.0  24.0  19.0
## CV residual -16.2 -46.2 -27.7 -46.3 -52.7   -54   0.168  31.6 -31.2 -33.7 -27.0
##             13000 13001 13011 13014 13019 13021 13025 13026 13028 13029 13030
## Predicted    68.9  49.8 104.9 132.9  88.8  69.6  88.7  88.7  99.6  98.0 114.7
## cvpred       68.2  48.8 105.1 133.1  88.5  69.3  88.9  88.9  99.9  98.2 115.1
## pm2.5        21.0  20.0  49.0  49.0  59.0  26.0  39.0  40.0  53.0  58.0  55.0
## CV residual -47.2 -28.8 -56.1 -84.1 -29.5 -43.3 -49.9 -48.9 -46.9 -40.2 -60.1
##             13031 13032 13033 13036   13037 13038 13040  13041 13045 13049
## Predicted   117.1 133.8 133.8 146.4 121.779 144.3  96.5 130.14   107  81.3
## cvpred      117.4 134.3 134.3 147.1 121.528 144.3  95.9 129.84   107  80.8
## pm2.5        56.0  93.0 108.0 118.0 121.000 119.0 123.0 125.00   162 166.0
## CV residual -61.4 -41.3 -26.3 -29.1  -0.528 -25.3  27.1  -4.84    55  85.2
##             13063 13068 13073 13074 13075 13077 13081 13088 13091 13096 13101
## Predicted     143   129   111   115   123 128.1   147 157.6 119.9 121.3   132
## cvpred        144   129   110   115   123 127.9   147 158.1 119.2 120.9   132
## pm2.5         265   242   223   228   243 224.0   266 145.0  37.0  52.0   213
## CV residual   121   113   113   113   120  96.1   119 -13.1 -82.2 -68.9    81
##             13102 13104 13106 13116 13117 13118 13119 13120 13122 13126 13134
## Predicted     132 136.9   145   151 148.9 148.9 110.8 141.7 141.7 146.4 126.7
## cvpred        132 136.7   145   151 148.9 148.9 109.9 141.8 141.8 146.5 126.1
## pm2.5         213 233.0   254    39  61.0  77.0  93.0 109.0  81.0 112.0 179.0
## CV residual    81  96.3   109  -112 -87.9 -71.9 -16.9 -32.8 -60.8 -34.5  52.9
##             13136 13140  13143 13145 13148 13150 13154 13156 13157 13159 13160
## Predicted   154.3 105.5 134.89 136.1 136.6 147.6 154.3 131.3   160   112   106
## cvpred      154.6 104.6 134.84 135.6 136.2 147.2 154.6 130.8   160   112   105
## pm2.5       166.0 162.0 140.00 122.0 170.0 187.0 215.0 195.0   245   220   244
## CV residual  11.4  57.4   5.16 -13.6  33.8  39.8  60.4  64.2    85   108   139
##             13163 13166 13169 13170 13171 13182 13184 13185 13186 13191 13196
## Predicted    62.9 22.98  58.2  59.8  64.9 105.3  88.9  72.2 51.47 47.19 94.19
## cvpred       61.7 21.53  57.2  58.9  64.5 104.7  87.9  71.0 50.08 46.58 93.64
## pm2.5        72.0 26.00  26.0  23.0  30.0  85.0  48.0  46.0 47.00 40.00 96.00
## CV residual  10.3  4.47 -31.2 -35.9 -34.5 -19.7 -39.9 -25.0 -3.08 -6.58  2.36
##              13197 13202 13205 13209 13214 13217  13224  13225 13226 13234
## Predicted   73.689 112.8   111 116.6  90.8  92.5 150.56 150.56   157 129.9
## cvpred      73.288 112.8   111 116.8  90.1  91.8 150.64 150.64   157 130.1
## pm2.5       73.000  82.0    67 105.0 165.0 141.0 145.00 152.00   173 142.0
## CV residual -0.288 -30.8   -44 -11.8  74.9  49.2  -5.64   1.36    16  11.9
##             13238 13243 13246 13247 13254 13255 13259 13265 13270 13276 13277
## Predicted   105.4 115.9 133.2 122.8 129.3 125.2  57.1  71.4 116.0   137   166
## cvpred      104.7 116.1 133.6 123.1 129.5 125.4  56.9  72.0 116.8   137   166
## pm2.5       180.0 170.0 188.0 179.0  42.0  44.0  11.0  16.0  19.0    37    38
## CV residual  75.3  53.9  54.4  55.9 -87.5 -81.4 -45.9 -56.0 -97.8  -100  -128
##             13281 13283 13287 13289 13292 13296 13297 13298 13300 13305 13315
## Predicted   136.6  90.8  31.1  27.6  43.2  78.0  86.4   131   131  66.8  57.6
## cvpred      136.7  91.2  30.1  26.7  42.4  77.3  86.0   131   131  65.8  57.0
## pm2.5        37.0  26.0  14.0  16.0  12.0  28.0  18.0    22    41  14.0  21.0
## CV residual -99.7 -65.2 -16.1 -10.7 -30.4 -49.3 -68.0  -109   -90 -51.8 -36.0
##             13316 13317 13318 13323 13327 13336 13338 13340 13346 13347 13349
## Predicted    68.5  85.2  94.0 125.7   124 95.61 89.89 100.0 138.9 145.1   145
## cvpred       68.1  85.0  93.7 125.7   124 94.87 89.08  99.5 138.5 144.9   144
## pm2.5        18.0  23.0  25.0  57.0    93 89.00 91.00  66.0 171.0 185.0   275
## CV residual -50.1 -62.0 -68.7 -68.7   -31 -5.87  1.92 -33.5  32.5  40.1   131
##             13358 13360 13365  13369 13373 13375 13376 13378  13379  13380
## Predicted   100.6  91.8 104.9 116.46 137.2 145.1 137.2   125 124.66 114.27
## cvpred       99.6  90.8 104.2 115.88 136.8 144.9 136.8   124 124.02 113.56
## pm2.5       197.0 130.0 132.0 112.00 105.0 107.0 127.0   111 126.00 109.00
## CV residual  97.4  39.2  27.8  -3.88 -31.8 -37.9  -9.8   -13   1.98  -4.56
##              13381 13382 13383 13388 13393 13396 13397 13398 13399 13400 13401
## Predicted   101.26 101.1  97.0 112.9 133.6   142   142   142 148.4 138.0   142
## cvpred       99.78 100.2  96.1 112.3 133.2   142   142   142 148.3 137.9   142
## pm2.5       108.00 122.0 112.0  92.0 120.0    95    92    89 102.0  99.0    97
## CV residual   8.22  21.8  15.9 -20.3 -13.2   -47   -50   -53 -46.3 -38.9   -45
##             13405 13412 13423 13425 13428 13430 13431 13433 13436 13441 13443
## Predicted     111 113.9 137.6 129.5 119.0 113.8  69.8  96.7 124.3   151   148
## cvpred        110 113.4 136.9 129.2 117.8 112.5  68.1  96.0 123.9   151   148
## pm2.5          95  91.0  90.0  94.0 131.0 144.0 144.0 132.0 133.0    44    42
## CV residual   -15 -22.4 -46.9 -35.2  13.2  31.5  75.9  36.0   9.1  -107  -106
##             13450  13455  13456 13461 13464 13466 13468 13478 13483 13488 13492
## Predicted     111 112.29 112.29 128.7 127.6 123.5 141.8  95.3 106.8   150 113.5
## cvpred        110 111.72 111.72 128.5 127.4 123.4 141.9  94.8 106.4   150 112.8
## pm2.5          70 103.00 109.00 107.0 100.0  78.0  77.0  70.0  90.0    47  69.0
## CV residual   -40  -8.72  -2.72 -21.5 -27.4 -45.4 -64.9 -24.8 -16.4  -103 -43.8
##             13493 13494 13496 13502 13503 13506 13507 13512 13513 13518 13520
## Predicted   153.8 153.4 105.6 119.8 130.6   143 137.2   111   104 112.5 106.2
## cvpred      154.1 153.1 104.7 118.8 130.3   143 137.3   110   103 111.7 105.3
## pm2.5        71.0  80.0  93.0 181.0 186.0    77  87.0    88   117  69.0  64.0
## CV residual -83.1 -73.1 -11.7  62.2  55.7   -66 -50.3   -22    14 -42.7 -41.3
##             13524 13527 13528 13529 13531 13534 13542 13546 13547 13548 13549
## Predicted   125.0 109.4 109.4   107  77.4 136.2 108.8  94.1  98.8  77.4  77.4
## cvpred      124.1 108.4 108.4   106  76.2 135.7 108.1  93.0  97.7  76.2  76.2
## pm2.5        76.0 127.0 128.0   128 142.0 151.0 121.0 150.0 117.0 105.0  66.0
## CV residual -48.1  18.6  19.6    22  65.8  15.3  12.9  57.0  19.3  28.8 -10.2
##             13553 13556 13562 13563 13570 13577 13579 13580 13582 13588 13589
## Predicted     125 131.4 154.9   155 112.9 140.1   136 140.7 153.3 152.8 124.0
## cvpred        125 131.4 155.2   155 112.2 140.1   136 140.7 153.5 152.5 123.3
## pm2.5          73  79.0  57.0    53  14.0  58.0    65  56.0  80.0  87.0  89.0
## CV residual   -52 -52.4 -98.2  -102 -98.2 -82.1   -71 -84.7 -73.5 -65.5 -34.3
##             13590 13591 13595 13596 13597 13601 13602 13604 13608 13609 13617
## Predicted   152.8 156.9   139 142.7   132 127.5 133.3 144.2 144.8 143.2 149.5
## cvpred      152.5 156.6   139 142.1   131 127.3 133.1 144.2 144.8 143.1 149.5
## pm2.5        83.0  77.0    90  92.0    95  88.0  88.0  78.0 106.0  94.0  74.0
## CV residual -69.5 -79.6   -49 -50.1   -36 -39.3 -45.1 -66.2 -38.8 -49.1 -75.5
##             13618  13619 13620 13623 13626 13628 13634 13635 13637 13638 13639
## Predicted   149.5 143.17 141.0 135.7 137.4   142   148   148   119   146   146
## cvpred      149.5 143.07 140.8 135.5 137.2   142   147   147   118   146   146
## pm2.5       111.0 146.00 155.0 189.0 211.0   256   296   321   288   293   307
## CV residual -38.5   2.93  14.2  53.5  73.8   114   149   174   170   147   161
##             13640 13644 13652 13653 13654 13657 13658 13660 13662 13663 13667
## Predicted     146   132   131   135 137.7   144   144   146   144   145   130
## cvpred        146   130   130   135 137.2   144   144   146   143   144   129
## pm2.5         335   336   235   244 237.0   361   325   354   383   355   376
## CV residual   189   206   105   109  99.8   217   181   208   240   211   247
##             13668 13671 13674 13675 13677 13680 13681 13684 13687 13688 13691
## Predicted     123   126  98.7 113.4 130.8   120   156   157   158   156 154.9
## cvpred        122   126  97.6 112.7 130.2   119   155   157   158   155 154.7
## pm2.5         356   310  62.0  49.0  53.0    19    20    40    31    38  64.0
## CV residual   234   184 -35.6 -63.7 -77.2  -100  -135  -117  -127  -117 -90.7
##             13693 13700 13701  13703 13704 13705 13708 13711 13712 13714 13726
## Predicted     155   142 153.2 126.10 126.1 159.6 161.2 121.9   152  99.9 139.0
## cvpred        156   142 153.4 125.54 125.5 159.4 161.1 121.4   151  98.9 138.9
## pm2.5          48    40  63.0 118.00  84.0  85.0  80.0  38.0    39  24.0  60.0
## CV residual  -108  -102 -90.4  -7.54 -41.5 -74.4 -81.1 -83.4  -112 -74.9 -78.9
##             13732 13733 13735 13736 13749 13757 13759 13763 13766 13767 13769
## Predicted   127.2 116.2 116.2   154 137.9 147.3 147.3 129.3   112 116.1 116.1
## cvpred      126.7 115.6 115.6   154 137.8 147.1 147.1 128.6   110 115.2 115.2
## pm2.5        61.0  53.0  40.0    37  90.0 183.0 202.0 218.0   213 210.0 215.0
## CV residual -65.7 -62.6 -75.6  -117 -47.8  35.9  54.9  89.4   103  94.8  99.8
##             13770 13774 13775 13778 13779 13781 13783 13786 13791 13792 13793
## Predicted   128.1   137   137   140   139   141   113 106.5  93.9 116.9 101.2
## cvpred      127.4   137   137   139   138   140   111 105.3  92.6 115.8 100.1
## pm2.5       184.0   238   259   311   306   313   284  88.0  32.0  54.0  66.0
## CV residual  56.6   101   122   172   168   173   173 -17.3 -60.6 -61.8 -34.1
##             13795 13800 13801 13803 13806 13811 13812 13819 13820 13822 13829
## Predicted   101.2 109.7   155 130.8 121.4  89.4  83.1 119.8 130.8 135.5 124.0
## cvpred      100.1 108.8   155 130.3 120.9  88.4  82.0 119.7 130.8 135.4 123.3
## pm2.5        38.0  41.0    39  41.0  36.0  38.0  35.0  48.0  44.0  57.0 102.0
## CV residual -62.1 -67.8  -116 -89.3 -84.9 -50.4 -47.0 -71.7 -86.8 -78.4 -21.3
##             13830 13833 13838 13840 13841 13843 13909 13910 13911 13914 13915
## Predicted   128.1  96.6  67.4  48.2  66.7 108.7 109.8  94.8  94.8 111.4 109.5
## cvpred      127.4  95.4  65.8  46.6  65.3 108.2 109.4  94.2  94.2 111.1 109.3
## pm2.5        87.0  59.0  46.0  20.0  41.0  82.0  59.0  46.0  49.0  50.0  66.0
## CV residual -40.4 -36.4 -19.8 -26.6 -24.3 -26.2 -50.4 -48.2 -45.2 -61.1 -43.3
##             13922 13928 13929  13933 13936   13937  13939   13940  13941 13945
## Predicted   147.5 143.7 135.8 111.29 101.3 101.333 109.81 116.099 120.76   146
## cvpred      147.7 143.7 135.6 110.12 100.7 100.659 109.37 115.762 120.43   146
## pm2.5        77.0 110.0 109.0 106.00 114.0 101.000 117.00 115.000 117.00   118
## CV residual -70.7 -33.7 -26.6  -4.12  13.3   0.341   7.63  -0.762  -3.43   -28
##             13947  13948 13952 13954 13955 13956 13961 13964 13968 14026 14027
## Predicted     142 146.21 138.3 136.1 129.8 117.2 110.1 122.7 134.2  91.3 91.97
## cvpred        142 146.03 137.9 135.6 129.2 116.4 109.4 122.2 133.8  90.1 90.75
## pm2.5         166 144.00 190.0 200.0 178.0 134.0 132.0 175.0 104.0 109.0 98.00
## CV residual    24  -2.03  52.1  64.4  48.8  17.6  22.6  52.8 -29.8  18.9  7.25
##             14030 14032 14033 14035 14037 14038   14040 14044 14045 14051 14055
## Predicted    61.9  90.1  88.1 113.0 130.2 132.7 139.559 145.8 152.1   121 108.4
## cvpred       60.5  89.1  87.7 112.7 130.2 132.5 139.516 145.9 152.3   120 107.6
## pm2.5        84.0  75.0 102.0  92.0  94.0  92.0 139.000 208.0 211.0   217 195.0
## CV residual  23.5 -14.1  14.3 -20.7 -36.2 -40.5  -0.516  62.1  58.7    97  87.4
##             14058 14059 14061 14063 14089 14090 14093 14095 14099 14115 14116
## Predicted   115.3  82.1   153 103.2 113.1   142 119.1 110.6 110.0 140.5 147.3
## cvpred      114.6  80.9   153 101.9 111.8   142 118.2 109.4 108.4 139.8 147.1
## pm2.5       202.0 102.0    30  42.0  74.0    64 146.0  64.0  96.0 111.0 105.0
## CV residual  87.4  21.1  -123 -59.9 -37.8   -78  27.8 -45.4 -12.4 -28.8 -42.1
##             14119  14121 14125 14129 14134   14135 14136 14137 14138 14140
## Predicted   146.8 134.25 104.9 108.1 140.4 140.413 143.8 144.2 144.2 152.1
## cvpred      146.1 133.37 104.1 107.6 140.1 140.149 143.2 144.2 144.2 152.3
## pm2.5       107.0 128.00 132.0 161.0 154.0 140.000 130.0 113.0 100.0  91.0
## CV residual -39.1  -5.37  27.9  53.4  13.9  -0.149 -13.2 -31.2 -44.2 -61.3
##              14149  14150 14151 14154 14161 14168 14172 14173 14180   14184
## Predicted   132.71 122.32 117.7 129.7 137.4   156 139.8 133.6 154.6 155.179
## cvpred      132.52 122.06 117.4 129.6 137.2   156 139.5 133.2 154.6 155.252
## pm2.5       135.00 125.00 148.0 147.0 125.0    33 110.0 108.0 128.0 156.000
## CV residual   2.48   2.94  30.6  17.4 -12.2  -123 -29.5 -25.2 -26.6   0.748
##             14195 14196  14197 14198 14209 14215 14221 14225 14226 14227 14234
## Predicted   150.5 121.2 127.52 127.5   114 108.8  59.7  76.2  80.3  96.9 148.4
## cvpred      150.6 120.4 126.77 126.8   113 108.1  58.3  75.6  79.7  96.6 148.3
## pm2.5        99.0 143.0 118.00 116.0    10  17.0   7.0   4.0   8.0  17.0  51.0
## CV residual -51.6  22.6  -8.77 -10.8  -103 -91.1 -51.3 -71.6 -71.7 -79.6 -97.3
##             14241 14244 14249 14252 14255 14257 14258 14259 14261 14267 14269
## Predicted   137.9 85.40  75.3  82.1  85.2   127   126   131   143  54.3  79.1
## cvpred      136.9 83.84  74.0  80.9  83.9   127   125   131   143  52.6  77.7
## pm2.5        69.0 88.00  37.0  29.0  19.0    16    16    18     3  10.0   9.0
## CV residual -67.9  4.16 -37.0 -51.9 -64.9  -111  -109  -113  -140 -42.6 -68.7
##             14270 14272 14274 14275 14277 14279 14282 14283 14287 14288 14289
## Predicted   22.57  62.3  91.9 104.4 125.8   135 140.8 147.1 147.7 140.4 130.3
## cvpred      20.57  61.3  90.9 103.7 125.2   134 140.4 146.8 147.4 139.4 128.9
## pm2.5       18.00  29.0  21.0  29.0  37.0    44  55.0  61.0  63.0  60.0  75.0
## CV residual -2.57 -32.3 -69.9 -74.7 -88.2   -90 -85.4 -85.8 -84.4 -79.4 -53.9
##             14297 14301 14302 14304 14306 14308 14309 14311 14316 14322 14323
## Predicted    82.0   114 126.4 138.9 138.9 147.7 120.6 114.3 101.1  83.4    96
## cvpred       81.1   113 125.8 138.6 138.6 147.4 119.5 113.1  99.3  82.2    95
## pm2.5        48.0    54  50.0  69.0  68.0  76.0  81.0  96.0  79.0  54.0    47
## CV residual -33.1   -59 -75.8 -69.6 -70.6 -71.4 -38.5 -17.1 -20.3 -28.2   -48
##             14324 14328 14329  14342 14346 14349 14355 14356 14358 14362 14365
## Predicted   106.9 136.7 140.8  91.59  97.0 100.6 144.1 117.0 152.1  77.6  87.6
## cvpred      106.1 136.3 140.4  90.35  96.1  99.1 143.8 115.9 151.5  75.8  85.9
## pm2.5        45.0  57.0  60.0 100.00  69.0  77.0 120.0 127.0 134.0  97.0 110.0
## CV residual -61.1 -79.3 -80.4   9.65 -27.1 -22.1 -23.8  11.1 -17.5  21.2  24.1
##             14366 14368 14372 14373 14411 14414 14419 14421  14423 14427 14435
## Predicted    83.5  77.4 103.4 131.6 113.6  81.7 108.5 111.6 112.12 143.2   117
## cvpred       81.8  76.4 102.6 130.6 112.1  79.9 107.8 110.2 110.77 142.3   116
## pm2.5       117.0  92.0 120.0 113.0 137.0 129.0  94.0  88.0 115.00  98.0   106
## CV residual  35.2  15.6  17.4 -17.6  24.9  49.1 -13.8 -22.2   4.23 -44.3   -10
##             14438 14448 14451 14455 14456 14463 14465  14470 14474 14478 14481
## Predicted   91.63 137.7 141.8 107.3 105.1 74.60  65.8 129.25 139.8 141.5  97.3
## cvpred      89.88 136.5 140.6 105.6 103.3 72.42  63.7 127.82 139.2 140.6  95.6
## pm2.5       97.00 118.0 121.0 120.0 126.0 82.00  80.0 118.00 111.0 111.0 120.0
## CV residual  7.12 -18.5 -19.6  14.4  22.7  9.58  16.3  -9.82 -28.2 -29.6  24.4
##             14482 14487 14493 14495 14499  14504 14507 14509 14512 14514 14515
## Predicted    91.0  95.5 128.1 140.7 154.9 106.53 90.21 75.16 95.12 107.1 109.3
## cvpred       89.2  94.5 127.2 139.9 154.4 105.43 88.64 73.51 94.36 106.5 108.9
## pm2.5       115.0  80.0  55.0  62.0 102.0  97.00 84.00 77.00 86.00  63.0  75.0
## CV residual  25.8 -14.5 -72.2 -77.9 -52.4  -8.43 -4.64  3.49 -8.36 -43.5 -33.9
##             14518 14519  14526 14530 14531  14533 14537  14540 14541 14544
## Predicted   128.6 141.2 152.13   132 118.5 107.98 96.74 113.98 133.1 141.5
## cvpred      127.7 140.4 151.51   131 117.2 107.17 96.08 113.53 132.7 140.5
## pm2.5        69.0  75.0 143.00   146 160.0 104.00 93.00 104.00 117.0 188.0
## CV residual -58.7 -65.4  -8.51    15  42.8  -3.17 -3.08  -9.53 -15.7  47.5
##             14547 14548 14549 14556 14560 14561 14564 14571 14575 14576 14578
## Predicted     114   114   114 115.7   107 108.5 115.3 123.8 148.0 152.1 137.3
## cvpred        113   113   113 114.3   106 107.7 114.7 122.8 147.4 151.4 136.3
## pm2.5         195   203   191 174.0   134 136.0 161.0 203.0 206.0 205.0 205.0
## CV residual    82    90    78  59.7    28  28.3  46.3  80.2  58.6  53.6  68.7
##             14580 14581 14582 14584 14586 14587 14588 14593 14599 14609 14610
## Predicted   120.1 120.1 115.8   111  92.3  98.5   140  94.9   141  69.5  71.1
## cvpred      118.9 118.9 115.2   111  90.8  97.2   139  93.7   141  68.8  70.5
## pm2.5       201.0 213.0 204.0   233 240.0 269.0   272 280.0    16  12.0  23.0
## CV residual  82.1  94.1  88.8   122 149.2 171.8   133 186.3  -125 -56.8 -47.5
##             14619 14624 14625 14626 14627 14628 14630 14633 14634 14637 14638
## Predicted     153 136.0  99.0 79.46 106.8  94.6  80.8  84.7  93.2 127.1 127.1
## cvpred        153 135.3  97.9 78.11 105.6  93.8  79.4  83.9  92.6 126.9 126.9
## pm2.5          40  83.0  81.0 88.00  78.0  52.0  39.0  57.0  59.0  51.0  71.0
## CV residual  -113 -52.3 -16.9  9.89 -27.6 -41.8 -40.4 -26.9 -33.6 -75.9 -55.9
##             14639 14642 14643 14644 14648 14650 14655 14657 14658 14661 14667
## Predicted     131   142 111.3 140.1   141 120.9 103.7  93.0 101.8 127.2 112.7
## cvpred        131   142 110.1 139.3   140 120.1 102.6  92.1 100.9 126.5 111.4
## pm2.5          72    39  49.0  60.0   102 103.0  78.0  69.0  69.0 107.0 191.0
## CV residual   -59  -103 -61.1 -79.3   -38 -17.1 -24.6 -23.1 -31.9 -19.5  79.6
##              14670 14671 14681 14685 14687 14689 14690 14694 14700 14701 14702
## Predicted   150.02 150.0 60.83 101.5   120 143.3 120.3   152  92.2  73.1  79.4
## cvpred      149.28 149.3 59.15 100.8   120 143.3 119.4   151  91.0  71.8  78.2
## pm2.5       159.00 112.0 62.00  36.0    37  73.0  78.0    83 161.0 151.0 105.0
## CV residual   9.72 -37.3  2.85 -64.8   -83 -70.3 -41.4   -68  70.0  79.2  26.8
##             14717 14721 14725 14729 14732 14734 14735 14742 14744 14745 14748
## Predicted   138.8  97.3  92.1  88.5 121.9 132.8 134.5   157   153   151   132
## cvpred      138.2  96.2  91.5  87.9 121.6 132.7 134.4   157   153   151   131
## pm2.5        73.0 109.0 103.0  98.0 143.0 164.0 200.0   230   249   256   277
## CV residual -65.2  12.8  11.5  10.1  21.4  31.3  65.6    73    96   105   146
##             14749 14751 14752 14758 14761 14764 14769 14770 14771 14774 14776
## Predicted     127  77.0  81.1 118.3 105.7  97.5 101.1 110.5  95.4   125 135.1
## cvpred        127  76.8  80.9 117.6 104.8  96.7 100.2 109.6  94.5   125 135.1
## pm2.5         287 116.0  50.0  66.0  80.0  17.0  21.0  17.0  27.0    24  40.0
## CV residual   160  39.2 -30.9 -51.6 -24.8 -79.7 -79.2 -92.6 -67.5  -101 -95.1
##             14777 14782 14788 14789 14791 14792 14794 14796 14799 14801 14802
## Predicted   133.5   145 105.5  99.8   107  90.3  37.0  43.6 16.29  26.7  26.7
## cvpred      133.4   145 104.4  98.6   106  88.8  35.3  41.8 14.45  24.9  24.9
## pm2.5        45.0    44  48.0  34.0     5   6.0  13.0   3.0  8.00  10.0  12.0
## CV residual -88.4  -101 -56.4 -64.6  -101 -82.8 -22.3 -38.8 -6.45 -14.9 -12.9
##             14804 14807 14808 14810 14811 14812 14813 14816 14819 14822 14823
## Predicted   114.5  50.1  73.7  73.1  73.1 117.5  86.0  96.9  91.2  98.6 107.4
## cvpred      113.8  48.2  72.1  71.4  71.4 116.8  84.2  95.3  89.5  97.0 105.8
## pm2.5        23.0  19.0  21.0  31.0  31.0  25.0  23.0  10.0  10.0  19.0  20.0
## CV residual -90.8 -29.2 -51.1 -40.4 -40.4 -91.8 -61.2 -85.3 -79.5 -78.0 -85.8
##             14824 14825 14828 14832 14834 14836 14838 14842 14846 14849 14852
## Predicted     140  98.0 105.9 105.9 107.5 105.0 105.0   122   108 104.0 120.7
## cvpred        139  96.4 104.5 104.5 106.2 103.9 103.9   121   107 103.3 120.1
## pm2.5          14  24.0  29.0  28.0  27.0  28.0  28.0    38    56  71.0  56.0
## CV residual  -125 -72.4 -75.5 -76.5 -79.2 -75.9 -75.9   -83   -51 -32.3 -64.1
##             14853 14861 14865 14869 14870 14871 14872 14874 14875 14876 14881
## Predicted   125.4 123.1   148 126.4 126.4 128.0 129.7 136.0 137.6 142.3 140.1
## cvpred      124.8 122.5   147 125.9 125.9 127.6 129.4 135.7 137.5 142.1 139.8
## pm2.5        52.0  78.0   118 149.0 114.0 142.0 168.0 154.0 176.0 180.0 108.0
## CV residual -72.8 -44.5   -29  23.1 -11.9  14.4  38.6  18.3  38.5  37.9 -31.8
##             14884 14885 14888 14889  14893 14898  14901 14904  14905  14906
## Predicted   145.8 145.8 145.8 145.8 134.83 132.4 142.74 140.7 149.03 148.60
## cvpred      145.6 145.6 145.6 145.6 134.54 132.2 142.65 139.9 149.04 148.05
## pm2.5       113.0 117.0 113.0 117.0 126.00 102.0 140.00 120.0 142.00 146.00
## CV residual -32.6 -28.6 -32.6 -28.6  -8.54 -30.2  -2.65 -19.9  -7.04  -2.05
##             14909 14914 14917 14919 14923 14925  14927 14941 14942 14944 14945
## Predicted   150.7 140.6 128.0 112.4 133.4 146.0 156.51  83.0 107.8 109.9 114.0
## cvpred      150.8 140.3 127.5 111.8 133.3 146.1 156.16  81.6 106.7 109.5 113.5
## pm2.5       180.0 177.0 196.0 133.0  99.0 131.0 155.00 160.0 168.0 164.0 145.0
## CV residual  29.2  36.7  68.5  21.2 -34.3 -15.1  -1.16  78.4  61.3  54.5  31.5
##             14953 14956 14958 14963 14964 14965 14968 14969 14971 14973 14975
## Predicted     103 109.3   155  72.3  67.6  63.5  61.3  66.0  71.6  80.4  82.8
## cvpred        102 108.3   155  70.7  66.1  62.0  60.2  64.9  70.6  79.4  81.7
## pm2.5          36  17.0    22  22.0  21.0  11.0  23.0  12.0  16.0  26.0  26.0
## CV residual   -66 -91.3  -133 -48.7 -45.1 -51.0 -37.2 -52.9 -54.6 -53.4 -55.7
##             14976 14977 14987 14988 14991 14996 14997 15000 15004 15013 15032
## Predicted    80.7 102.0 20.86 20.94 12.17  75.1  69.4  94.4  95.6  8.93 100.0
## cvpred       79.4 100.9 19.63 19.67 10.93  74.9  69.1  93.5  94.7  7.00  98.8
## pm2.5        31.0  25.0 12.00 12.00  4.00  20.0  26.0  59.0  28.0  5.00  41.0
## CV residual -48.4 -75.9 -7.63 -7.67 -6.93 -54.9 -43.1 -34.5 -66.7 -2.00 -57.8
##             15034 15036 15040 15043 15047 15050 15052 15053 15057 15059 15062
## Predicted    54.0  30.5  37.5  62.5 125.4 148.0 114.4 110.3  60.5 41.65 -7.61
## cvpred       52.3  28.5  36.1  62.1 125.4 147.7 113.8 109.7  59.2 40.01 -9.46
## pm2.5        22.0  15.0  13.0  18.0  37.0  78.0  76.0  59.0  49.0 39.00 26.00
## CV residual -30.3 -13.5 -23.1 -44.1 -88.4 -69.7 -37.8 -50.7 -10.2 -1.01 35.46
##             15064 15065 15066 15069 15071 15073 15075 15076 15080 15085 15090
## Predicted   -4.37  30.9  33.5  61.1 135.6 146.0   120 109.9 102.0  7.08  52.3
## cvpred      -6.02  29.6  32.9  60.8 135.4 145.8   120 109.6 101.5  5.56  52.0
## pm2.5       12.00   7.0   7.0  28.0  39.0  57.0    60  66.0  58.0 18.00  19.0
## CV residual 18.02 -22.6 -25.9 -32.8 -96.4 -88.8   -60 -43.6 -43.5 12.44 -33.0
##             15092 15094 15096 15099 15100 15107 15110  15112 15114 15115  15119
## Predicted    69.5 132.0 148.7 111.0   113 20.51 -13.1  -9.81  46.3  93.7 143.22
## cvpred       69.5 131.8 148.7 110.7   113 18.97 -14.7 -11.29  45.6  92.9 142.92
## pm2.5        37.0  50.0  68.0  66.0    59 28.00  16.0  14.00  26.0  31.0 133.00
## CV residual -32.5 -81.8 -80.7 -44.7   -54  9.03  30.7  25.29 -19.6 -61.9  -9.92
##              15122 15126 15128 15131 15132 15135 15137 15139 15149 15153 15154
## Predicted   143.66 106.1  96.0  90.1  78.7  63.2  64.9 94.12 117.0 103.1 125.7
## cvpred      143.92 105.5  95.1  89.4  77.3  62.5  64.2 93.88 116.5 102.1 124.9
## pm2.5       140.00  58.0  84.0  76.0  94.0 100.0 104.0 90.00 130.0 122.0 132.0
## CV residual  -3.92 -47.5 -11.1 -13.4  16.7  37.5  39.8 -3.88  13.5  19.9   7.1
##             15155 15159 15160 15164 15165 15172 15174 15193 15206 15207 15209
## Predicted   113.1  56.4  56.4  91.9 135.8   126 153.6   139  77.2  56.2  57.8
## cvpred      112.1  55.5  55.5  91.6 135.3   126 153.4   138  76.0  55.1  56.8
## pm2.5       137.0 127.0 135.0 140.0 158.0   247 240.0   299 263.0 156.0 107.0
## CV residual  24.9  71.5  79.5  48.4  22.7   121  86.6   161 187.0 100.9  50.2
##             15210 15213 15214 15216 15220 15221 15225 15230 15232 15236 15238
## Predicted    70.4 135.5 141.8 137.7   125   148   144  92.6  80.2 119.8   118
## cvpred       69.6 135.2 141.6 137.6   124   148   143  91.2  79.4 119.5   118
## pm2.5       118.0 112.0 129.0 153.0   226   218   282 247.0 132.0 161.0   242
## CV residual  48.4 -23.2 -12.6  15.4   102    70   139 155.8  52.6  41.5   124
##             15239 15248 15251 15255 15259 15262 15266 15270 15271 15272 15273
## Predicted     125   113   128   129   135   146   111  37.7  39.9 27.92    20
## cvpred        124   112   127   128   134   145   110  37.0  39.3 27.11    19
## pm2.5         235   277   286   283   338   373   328  18.0  15.0 25.00    15
## CV residual   111   165   159   155   204   228   218 -19.0 -24.3 -2.11    -4
##             15276 15282 15284 15286 15287 15289 15292 15309 15310 15311 15312
## Predicted    15.6 -4.09 20.30  58.3  92.5  74.6  59.0 101.2 130.8 141.2 141.2
## cvpred       14.4 -5.45 19.03  57.4  91.9  73.8  58.1 100.7 130.3 140.8 140.8
## pm2.5        26.0 14.00 25.00  33.0  23.0  19.0  11.0  41.0  35.0  50.0  49.0
## CV residual  11.6 19.45  5.97 -24.4 -68.9 -54.8 -47.1 -59.7 -95.3 -90.8 -91.8
##             15314 15316 15318 15319 15322 15324 15326 15329 15330 15332 15337
## Predicted   145.8  99.7  95.6 104.0 49.92 -14.3 -17.4 7.303  45.4  88.0  62.8
## cvpred      145.5  98.8  94.7 103.4 48.24 -16.3 -19.2 5.773  44.7  87.8  61.7
## pm2.5        72.0  72.0  50.0  31.0 39.00  15.0  23.0 6.000  27.0  60.0  19.0
## CV residual -73.5 -26.8 -44.7 -72.4 -9.24  31.3  42.2 0.227 -17.7 -27.8 -42.7
##             15340 15341 15353 15354 15355 15365 15367 15368 15370 15474 15478
## Predicted    94.6  99.3  6.04  41.6  77.4 100.3 108.8  98.1  22.9 100.2 134.1
## cvpred       93.7  98.4  4.18  40.8  76.8  99.5 108.2  97.1  21.0  99.8 134.1
## pm2.5        22.0  47.0  8.00   9.0  22.0  37.0  28.0  50.0  36.0 139.0 162.0
## CV residual -71.7 -51.4  3.82 -31.8 -54.8 -62.5 -80.2 -47.1  15.0  39.2  27.9
##              15480 15482  15483 15485 15489  15492 15493 15495 15498 15500
## Predicted   146.83 109.1 115.42 114.9  99.0 109.10  81.6 107.4   118   141
## cvpred      146.48 108.5 114.89 114.3  98.1 108.14  80.1 106.3   117   141
## pm2.5       145.00 146.0 122.00 125.0 164.0 111.00 111.0 160.0   250   293
## CV residual  -1.48  37.5   7.11  10.7  65.9   2.86  30.9  53.7   133   152
##             15501 15503 15506 15510 15514 15516 15518 15519 15521 15525 15526
## Predicted     140   145   152   108  81.8  77.1  43.6  81.1 100.2   128   127
## cvpred        139   145   151   107  80.1  75.4  41.7  80.0  99.2   128   126
## pm2.5         325   329   354   324 312.0 404.0 318.0 297.0 303.0   562   514
## CV residual   186   184   203   217 231.9 328.6 276.3 217.0 203.8   434   388
##             15527 15532 15535 15539 15540 15543 15545 15546 15548 15555 15556
## Predicted     125 125.6 120.1  26.0  18.8  56.3 64.23  74.6  93.8 122.8 122.3
## cvpred        124 124.5 118.7  23.9  16.9  55.2 63.34  73.8  93.0 122.1 121.1
## pm2.5         485  66.0  54.0  75.0  64.0  89.0 67.00  63.0  69.0  35.0  39.0
## CV residual   361 -58.5 -64.7  51.1  47.1  33.8  3.66 -10.8 -24.0 -87.1 -82.1
##             15557 15567 15569 15570 15572 15578 15580 15581 15582 15584 15590
## Predicted    97.6  83.6  91.5 101.9 114.5   110   110   111 146.6 147.0   112
## cvpred       95.9  82.5  90.6 101.1 113.8   109   109   110 145.9 146.9   110
## pm2.5        41.0 139.0 132.0 151.0 179.0   212   234   235 221.0 211.0   307
## CV residual -54.9  56.5  41.4  49.9  65.2   103   125   125  75.1  64.1   197
##             15596 15597 15598 15599 15602  15608 15613 15614 15616 15618 15620
## Predicted   119.6   134   141   141 152.9 118.03  80.7 100.7 111.0 117.3 119.9
## cvpred      119.5   134   141   141 153.2 117.63  79.9 100.4 111.2 117.6 119.6
## pm2.5       205.0   246   239   196 236.0 108.00  17.0  21.0  36.0  33.0  52.0
## CV residual  85.5   112    98    55  82.8  -9.63 -62.9 -79.4 -75.2 -84.6 -67.6
##             15622 15624 15625 15629 15631 15633 15634 15638 15641 15643 15648
## Predicted    69.9 110.2  74.3   110 103.5  66.6  56.2 12.22  24.2 102.0  78.7
## cvpred       69.4 110.1  74.0   110 103.6  66.5  56.0 11.83  24.0 103.1  78.7
## pm2.5        57.0  39.0  23.0    24   9.0   4.0   3.0  7.00  10.0  16.0   9.0
## CV residual -12.4 -71.1 -51.0   -86 -94.6 -62.5 -53.0 -4.83 -14.0 -87.1 -69.7
##             15649 15650 15658 15662 15663 15664 15669 15675 15678  15688 15699
## Predicted    84.9  86.6  67.1  47.4  43.3  52.1  63.0  71.8  84.9  0.493   148
## cvpred       85.0  86.8  67.0  47.2  43.1  51.9  62.9  71.7  85.0 -0.323   148
## pm2.5         9.0  11.0  23.0  10.0  14.0   9.0  20.0   9.0  29.0  7.000    28
## CV residual -76.0 -75.8 -44.0 -37.2 -29.1 -42.9 -42.9 -62.7 -56.0  7.323  -120
##             15700 15702 15703 15709 15711 15712 15714 15719 15722 15725 15730
## Predicted     146 102.9  96.6  45.9  51.6  53.3  76.2 143.4 143.7 152.1 100.9
## cvpred        147 102.7  96.4  45.3  51.1  52.8  76.1 143.1 143.1 151.8  99.5
## pm2.5          31  22.0  17.0   9.0  16.0  19.0  22.0  73.0  78.0 102.0  60.0
## CV residual  -116 -80.7 -79.4 -36.3 -35.1 -33.8 -54.1 -70.1 -65.1 -49.8 -39.5
##             15732 15733 15735  15737 15738 15739 15741 15746 15748 15752 15761
## Predicted   102.1  97.4  77.7 81.970  92.4 121.6 142.0 151.0 119.6 113.3 121.8
## cvpred      100.8  96.1  76.3 81.307  91.8 121.4 141.3 150.6 119.1 112.7 121.3
## pm2.5        75.0  83.0  91.0 82.000  72.0  87.0 123.0 163.0 150.0  96.0 190.0
## CV residual -25.8 -13.1  14.7  0.693 -19.8 -34.4 -18.3  12.4  30.9 -16.7  68.7
##             15770 15772 15777 15779 15785 15787 15788 15793 15799 15804 15806
## Predicted     154 149.7   152   138   130  94.7   118   154 154.2 122.0 111.0
## cvpred        154 149.8   152   138   129  93.4   117   154 154.1 120.9 109.9
## pm2.5         270 243.0   269   296   293 300.0   298   298 248.0 190.0 204.0
## CV residual   116  93.2   117   158   164 206.6   181   144  93.9  69.1  94.1
##             15808 15809 15811 15819 15822 15832 15834 15838 15840 15846 15847
## Predicted     102   109   145   155   123   123   147   151   158   160   112
## cvpred        101   109   145   155   123   122   147   151   158   160   111
## pm2.5         231   233   254   267   227   347   401   408   402   418   409
## CV residual   130   124   109   112   104   225   254   257   244   258   298
##             15848 15849 15852 15853 15855 15856 15857 15867 15868 15869 15873
## Predicted     112   115   109 102.4 100.4  99.5 100.0   158   121   121  89.9
## cvpred        111   114   108 101.6  99.8  98.8  99.4   158   120   120  89.0
## pm2.5         420   407    26  19.0  11.0   8.0  16.0     6     8     9  11.0
## CV residual   309   293   -82 -82.6 -88.8 -90.8 -83.4  -152  -112  -111 -78.0
##             15875 15877 15885 15887 15891 15893 15894 15895 15899 15902 15904
## Predicted   18.81  21.1 104.8  86.9   135   147   152 108.0  70.5  48.2  49.8
## cvpred      17.49  19.9 104.1  86.3   135   147   152 107.6  69.5  47.7  49.4
## pm2.5       16.00   6.0  60.0  45.0     8    19    18  38.0  16.0  26.0  25.0
## CV residual -1.49 -13.9 -44.1 -41.3  -127  -128  -134 -69.6 -53.5 -21.7 -24.4
##             15916 15920 15921 15929 15950 15952 15953  15955 15962 15963  15967
## Predicted   148.3 125.7   147   122   103  92.1  98.4 131.85   121   119 158.69
## cvpred      148.3 125.5   147   122   103  91.7  98.1 131.44   120   119 158.81
## pm2.5       163.0  98.0    80   280   242 207.0 176.0 137.00   261   242 166.00
## CV residual  14.7 -27.5   -67   158   139 115.3  77.9   5.56   141   123   7.19
##             15969 15975 15982 15983 15986 15987 15992 15993 15995 15996 16003
## Predicted    77.3  84.3   154   127   124   126 161.9   160 144.7   128 147.8
## cvpred       76.1  83.2   154   127   124   126 162.2   160 144.2   128 148.1
## pm2.5       125.0 118.0   259   280   342   316 135.0   146 215.0   248 170.0
## CV residual  48.9  34.8   105   153   218   190 -27.2   -14  70.8   120  21.9
##             16008 16009 16011 16014 16015 16022 16024 16025 16026 16028 16032
## Predicted     159   163   129   167   169   135   133 133.6   140 138.3   143
## cvpred        159   164   129   168   170   135   133 133.6   140 138.3   143
## pm2.5         332   350   306   288   293   420   270 181.0   211 224.0   253
## CV residual   173   186   177   120   123   285   137  47.4    71  85.7   110
##             16034 16043 16045 16047 16051 16056 16061 16071 16072 16078 16083
## Predicted     147   139   132 131.3 137.6   142   115   135   113  95.9 109.0
## cvpred        146   138   132 130.3 136.7   141   114   134   112  94.7 108.1
## pm2.5         258   268   263 205.0 227.0   264   254   343   339  57.0  45.0
## CV residual   112   130   131  74.7  90.3   123   140   209   227 -37.7 -63.1
##             16085 16095 16096 16100 16102 16104 16111 16115 16116 16117 16119
## Predicted   113.9  72.3  88.5 111.7 126.6 116.3 134.1  93.1  54.6  94.5  97.7
## cvpred      113.4  71.1  87.4 110.7 126.2 115.7 133.3  92.1  52.9  93.2  96.7
## pm2.5        30.0  32.0  35.0  63.0  86.0  42.0  61.0  64.0  68.0  71.0  54.0
## CV residual -83.4 -39.1 -52.4 -47.7 -40.2 -73.7 -72.3 -28.1  15.1 -22.2 -42.7
##             16121 16122 16125  16126 16127 16131 16141 16142 16144 16146  16148
## Predicted    97.7 118.5   129 95.291  93.1  98.5  69.9  60.5  62.1  88.2 119.56
## cvpred       96.7 117.6   128 94.122  91.8  97.6  68.6  59.2  60.9  87.1 118.69
## pm2.5        79.0  85.0   100 94.000 108.0  78.0  96.0 102.0 113.0 107.0 121.00
## CV residual -17.7 -32.6   -28 -0.122  16.2 -19.6  27.4  42.8  52.1  19.9   2.31
##             16155 16159 16163 16164 16169 16170 16173 16175 16180 16184 16185
## Predicted    58.1  66.9  93.8  91.6  77.9  75.6  86.7 132.5 147.1 106.1  83.1
## cvpred       56.9  65.7  92.5  90.2  76.8  74.4  85.5 131.6 147.1 105.3  82.0
## pm2.5        27.0  11.0  37.0  37.0  35.0  26.0  38.0  41.0  69.0  59.0  48.0
## CV residual -29.9 -54.7 -55.5 -53.2 -41.8 -48.4 -47.5 -90.6 -78.1 -46.3 -34.0
##             16186 16189 16192 16202 16204 16207 16213 16218 16219 16220 16227
## Predicted    77.4 42.85    86 109.8 105.7 107.9 49.22  92.7 101.5 101.5  94.5
## cvpred       76.3 41.31    85 109.3 105.2 107.5 47.73  92.4 101.2 101.2  93.6
## pm2.5        35.0 45.00    45 129.0  63.0  32.0 40.00  49.0  56.0  68.0 157.0
## CV residual -41.3  3.69   -40  19.7 -42.2 -75.5 -7.73 -43.4 -45.2 -33.2  63.4
##             16242 16243 16247 16254 16256 16258 16260 16264 16267 16272 16277
## Predicted     107 119.8 103.1 107.6 110.1  50.1  17.7  13.8 124.5   150 125.9
## cvpred        107 119.7 102.3 107.5 109.9  48.9  16.3  12.7 124.5   151 126.5
## pm2.5          19  21.0  62.0  27.0  24.0  23.0  28.0  23.0  30.0    79  56.0
## CV residual   -88 -98.7 -40.3 -80.5 -85.9 -25.9  11.7  10.3 -94.5   -72 -70.5
##             16278 16280 16281 16288 16294  16299  16302 16303 16309 16312 16313
## Predicted   121.8   112 103.2  63.8 159.8 135.89 144.36 142.2 114.4 119.7 130.5
## cvpred      122.5   112 103.3  64.3 161.3 136.87 145.58 143.3 115.4 120.2 131.6
## pm2.5        42.0    34  40.0  45.0  92.0 145.00 153.00 105.0  96.0 153.0 152.0
## CV residual -80.5   -78 -63.3 -19.3 -69.3   8.13   7.42 -38.3 -19.4  32.8  20.4
##             16314 16317 16318 16321 16322 16327 16328 16329  16330 16336 16340
## Predicted   135.2 151.4 155.5   128 132.9  74.1   143 47.92 43.815  5.22 48.58
## cvpred      136.3 152.1 156.2   129 133.4  74.2   144 47.49 43.418  4.98 49.23
## pm2.5       179.0 197.0 211.0   277 208.0  21.0    30 38.00 43.000 46.00 47.00
## CV residual  42.7  44.9  54.8   148  74.6 -53.2  -114 -9.49 -0.418 41.02 -2.23
##             16342 16343 16345 16346 16350 16354 16355 16357 16358 16359 16362
## Predicted   65.15 101.2  45.5  37.6  46.9 16.60 10.31 27.07  51.7 19.93  82.9
## cvpred      65.48 101.7  45.8  37.7  47.0 16.26  9.87 26.75  52.3 19.73  83.7
## pm2.5       75.00  23.0  21.0  15.0   7.0  9.00 12.00 18.00   9.0 18.00  19.0
## CV residual  9.52 -78.7 -24.8 -22.7 -40.0 -7.26  2.13 -8.75 -43.3 -1.73 -64.7
##             16364 16367 16369 16370  16371  16372 16383 16384 16386 16387 16389
## Predicted   140.9   146 131.3 139.3 135.08 134.65  71.6  71.2  98.3 124.1 138.8
## cvpred      141.4   147 132.5 140.2 136.53 135.54  72.0  71.0  98.3 124.9 139.1
## pm2.5        58.0    88  93.0 126.0 145.00 141.00 129.0 124.0 150.0 178.0 204.0
## CV residual -83.4   -59 -39.5 -14.2   8.47   5.46  57.0  53.0  51.7  53.1  64.9
##             16395 16396 16398 16402 16407 16408 16410 16411 16414 16415 16420
## Predicted     132   121 162.3  91.8 119.8 121.0 135.7 139.8 150.8 157.1 106.8
## cvpred        132   121 162.9  91.3 119.7 120.5 135.6 139.6 150.7 157.1 106.3
## pm2.5         285   289 183.0 172.0 173.0 158.0 168.0 184.0 185.0 225.0 202.0
## CV residual   153   168  20.1  80.7  53.3  37.5  32.4  44.4  34.3  67.9  95.7
##             16425 16430 16432 16433 16435  16440 16442  16451  16452 16457
## Predicted   124.0 125.8   125   136   134 126.63 138.2 118.74 124.46 120.9
## cvpred      123.8 125.6   125   136   133 126.74 137.9 118.42 124.21 120.6
## pm2.5       193.0 210.0   271   306   358 128.00 100.0 127.00 119.00 153.0
## CV residual  69.2  84.4   146   170   225   1.26 -37.9   8.58  -5.21  32.4
##             16458 16461 16464  16466  16468 16471 16476 16477 16482 16489 16490
## Predicted   120.9 131.5   171 135.33 134.77 126.3  72.2 64.04 145.3 133.3   165
## cvpred      120.6 131.7   172 135.72 135.12 126.4  71.8 63.68 146.2 133.5   166
## pm2.5       160.0 166.0   128 141.00 142.00  85.0  56.0 60.00  70.0  90.0    82
## CV residual  39.4  34.3   -44   5.28   6.88 -41.4 -15.8 -3.68 -76.2 -43.5   -84
##             16498 16503 16505 16508 16511 16512 16514 16515 16520 16522 16525
## Predicted    56.7  41.7  50.5  59.8  81.7  80.1  92.6  98.9 114.0  68.9  86.9
## cvpred       56.9  41.7  50.5  59.8  81.9  80.2  93.0  99.4 114.5  68.7  86.9
## pm2.5        13.0  15.0   6.0  10.0  22.0   9.0  10.0  12.0  29.0  21.0  58.0
## CV residual -43.9 -26.7 -44.5 -49.8 -59.9 -71.2 -83.0 -87.4 -85.5 -47.7 -28.9
##             16531 16538  16540 16541 16546 16550  16551 16553 16555 16560 16563
## Predicted   130.4 160.2 120.29 122.5 101.7 98.05 108.31 109.9 141.2 143.3   152
## cvpred      130.4 160.7 120.38 122.7 101.2 97.86 108.71 110.4 141.4 144.1   153
## pm2.5        45.0 191.0 123.00 106.0  81.0 99.00 115.00 135.0 163.0 239.0   364
## CV residual -85.4  30.3   2.62 -16.7 -20.2  1.14   6.29  24.6  21.6  94.9   211
##             16565 16567 16572 16573 16575 16576 16578 16579 16586 16589 16590
## Predicted     133   134 140.2   129    41  37.5  53.7  57.3  66.1  66.7  65.1
## cvpred        134   135 141.1   129    41  37.6  53.9  57.5  66.3  66.9  65.2
## pm2.5         322   271 223.0   241    55  12.0   7.0   7.0   7.0  10.0  10.0
## CV residual   188   136  81.9   112    14 -25.6 -46.9 -50.5 -59.3 -56.9 -55.2
##             16594 16595 16598 16599 16605 16607 16609 16610 16612 16616 16617
## Predicted    41.9  37.8  21.3  25.4 121.8 102.6   131 158.0 132.9 138.7 136.5
## cvpred       41.5  37.4  21.0  25.1 122.8 103.6   132 158.9 133.7 139.5 137.2
## pm2.5        13.0  14.0  11.0  10.0  40.0  63.0    91  98.0 100.0 121.0  96.0
## CV residual -28.5 -23.4 -10.0 -15.1 -82.8 -40.6   -41 -60.9 -33.7 -18.5 -41.2
##             16623 16625 16629 16637 16638  16643 16644 16645 16648 16651 16653
## Predicted   102.0   137   148   118 128.5 135.02 126.3 121.6 128.4   143 159.8
## cvpred      102.3   138   149   119 129.1 135.11 126.4 121.7 128.6   144 160.6
## pm2.5       180.0   251   282   232 155.0 126.00 145.0 163.0 196.0   259 258.0
## CV residual  77.7   113   133   113  25.9  -9.11  18.6  41.3  67.4   115  97.4
##             16656 16657 16661 16664 16670 16671 16672 16674 16676 16677 16681
## Predicted     139   147 133.3   129  85.6  76.9  76.9  91.9   159   130   122
## cvpred        139   148 134.1   129  85.8  77.1  77.1  92.2   160   131   122
## pm2.5         343   337 222.0   233 193.0 200.0 200.0 222.0   271   300   330
## CV residual   204   189  87.9   104 107.2 122.9 122.9 129.8   111   169   208
##             16690 16691  16692  16695 16697 16698 16699 16703 16705 16708 16710
## Predicted    92.8  86.5 109.71 102.44 129.5 145.7   124   168   122 122.0 115.8
## cvpred       92.9  86.5 109.91 103.28 130.6 146.4   124   169   122 122.5 116.1
## pm2.5       133.0 115.0 115.00 102.00 178.0 216.0   243   404   362 222.0 174.0
## CV residual  40.1  28.5   5.09  -1.28  47.4  69.6   119   235   240  99.5  57.9
##             16719 16721 16722 16724 16735 16739 16740 16744 16746 16749 16755
## Predicted   119.5   125 133.2 132.1 129.7 101.6  89.3  92.5 105.0 124.4   106
## cvpred      119.7   125 133.7 132.6 130.3 101.9  89.7  93.1 104.9 124.2   106
## pm2.5       131.0   143 100.0  64.0  52.0  34.0  42.0  48.0  73.0  90.0   119
## CV residual  11.3    18 -33.7 -68.6 -78.3 -67.9 -47.7 -45.1 -31.9 -34.2    13
##             16756 16757 16761 16763 16767 16770  16774 16777 16778 16780 16782
## Predicted   150.4   102  74.9  35.8 10.47  82.5  96.30 127.7 142.5 148.2 116.3
## cvpred      150.4   102  74.1  34.7  9.51  82.8  95.75 127.7 142.8 148.6 116.4
## pm2.5       174.0   238 146.0  21.0 33.00  40.0 100.00 125.0 149.0 224.0 186.0
## CV residual  23.6   136  71.9 -13.7 23.49 -42.8   4.25  -2.7   6.2  75.4  69.6
##             16786 16787 16790 16792 16793 16796 16797 16798 16799 16804 16806
## Predicted   144.9 129.9 98.90 115.4   128 150.0 158.6 164.5 169.0   174   176
## cvpred      145.1 129.9 99.03 116.3   129 150.7 159.8 165.2 170.3   175   177
## pm2.5        82.0  53.0 92.00 160.0   271 183.0 209.0 187.0 198.0   282   290
## CV residual -63.1 -76.9 -7.03  43.7   142  32.3  49.2  21.8  27.7   107   113
##             16808 16809 16812 16813 16814 16820 16823 16825 16827 16829 16834
## Predicted     145   149   144   177 172.8   148   169   176   142 144.2 112.9
## cvpred        145   149   145   178 174.2   149   170   177   143 145.2 113.4
## pm2.5         306   309   293   289 254.0   365   490   473   301  96.0  34.0
## CV residual   161   160   148   111  79.8   216   320   296   158 -49.2 -79.4
##             16839 16840 16841 16845 16851 16853 16858 16863 16872 16873 16875
## Predicted    48.8  55.1  89.3 146.0 169.1 163.0 153.0 143.9   169   169   167
## cvpred       48.8  55.1  89.7 147.1 169.9 164.5 153.7 144.7   170   169   167
## pm2.5        32.0  35.0  39.0 168.0 178.0 260.0 113.0 126.0   355   365   324
## CV residual -16.8 -20.1 -50.7  20.9   8.1  95.5 -40.7 -18.7   185   196   157
##             16876 16877 16881 16882 16887 16889 16895 16901 16904 16906 16909
## Predicted     127   127   165   157 157.7   158   157   118   120 120.3 113.4
## cvpred        127   127   165   157 157.8   158   157   117   120 119.8 112.8
## pm2.5         386   397   296   275 248.0   306   304   237   231 181.0 209.0
## CV residual   259   270   131   118  90.2   148   147   120   111  61.2  96.2
##             16916 16919 16922 16926 16929 16930 16934 16935 16939 16945 16947
## Predicted   165.0   136   162   133 158.6 125.9  46.2  50.0  57.5  66.0  60.3
## cvpred      165.8   136   162   133 158.4 125.2  45.5  49.5  57.1  65.9  60.1
## pm2.5       240.0   456   306   281 218.0 202.0  17.0  18.0  16.0  12.0   8.0
## CV residual  74.2   320   144   148  59.6  76.8 -28.5 -31.5 -41.1 -53.9 -52.1
##             16948 16950 16953 16964 16967 16968 16969 16970 16971 16972 16973
## Predicted    72.9  68.8  84.7  52.4  61.7  61.7  74.3  86.3  80.0  86.3  75.3
## cvpred       72.9  68.8  84.6  52.0  61.4  61.4  74.1  86.3  79.9  86.3  75.3
## pm2.5         9.0   8.0  10.0  15.0   7.0   7.0   7.0  17.0  17.0  18.0  13.0
## CV residual -63.9 -60.8 -74.6 -37.0 -54.4 -54.4 -67.1 -69.3 -62.9 -68.3 -62.3
##             16974 16979 16980 16981 16984 16992 16994 16996 16998 16999 17000
## Predicted    81.6  73.2  52.9  40.0  44.9  71.9  79.8  79.8  83.1  79.0  79.0
## cvpred       81.6  73.0  52.5  39.7  44.9  72.2  80.3  80.3  83.7  79.7  79.7
## pm2.5        13.0  26.0  25.0  19.0  16.0  11.0  11.0  17.0  15.0  13.0  15.0
## CV residual -68.6 -47.0 -27.5 -20.7 -28.9 -61.2 -69.3 -63.3 -68.7 -66.7 -64.7
##             17003 17006 17008 17009 17026 17027 17028 17030 17032 17034 17035
## Predicted    47.8  42.0  43.7  47.8  97.5  93.7  83.3 27.77 29.96 40.35 45.02
## cvpred       47.7  41.9  43.6  47.6  97.6  93.8  83.3 27.26 29.58 40.04 44.71
## pm2.5        22.0  21.0  15.0  12.0 180.0 176.0  70.0 30.00 28.00 33.00 49.00
## CV residual -25.7 -20.9 -28.6 -35.6  82.4  82.2 -13.3  2.74 -1.58 -7.04  4.29
##             17038 17042 17044 17046 17047 17049 17054 17066 17078 17087 17088
## Predicted   49.68  98.1   118  98.7  98.7  85.7  82.9 154.9 153.5   129   126
## cvpred      49.39  98.2   118  98.8  98.8  85.6  83.2 155.4 154.1   130   126
## pm2.5       59.00  62.0    46  25.0  17.0  20.0  31.0  81.0 181.0   282    56
## CV residual  9.61 -36.2   -72 -73.8 -81.8 -65.6 -52.2 -74.4  26.9   152   -70
##             17090 17093 17094 17095 17096 17097 17099 17110 17111 17124 17127
## Predicted    75.1  75.2  79.8  82.0  72.5  76.6  52.0  57.2  63.5  46.3  53.6
## cvpred       75.5  75.6  80.3  82.6  72.8  76.8  51.9  57.2  63.6  46.1  53.6
## pm2.5        15.0  13.0  10.0  10.0  11.0  11.0  16.0  14.0  12.0  15.0  16.0
## CV residual -60.5 -62.6 -70.3 -72.6 -61.8 -65.8 -35.9 -43.2 -51.6 -31.1 -37.6
##             17128 17132 17136 17137 17139 17140 17141 17144 17146 17152 17155
## Predicted    57.7  49.6  58.6  61.1  67.4  67.4  63.3  65.8  49.1 24.16  99.0
## cvpred       57.7  49.6  58.9  61.3  67.7  67.7  63.6  66.0  49.1 24.04  99.8
## pm2.5        15.0   7.0  10.0  15.0  10.0   9.0   8.0  10.0  17.0 17.00  19.0
## CV residual -42.7 -42.6 -48.9 -46.3 -57.7 -58.7 -55.6 -56.0 -32.1 -7.04 -80.8
##             17156 17157  17163 17164  17165 17168 17169 17172 17174 17178 17182
## Predicted   119.8 126.1 112.99 110.8 119.28 110.8   102 103.9  32.0 102.9 145.2
## cvpred      120.7 127.1 114.05 111.7 120.44 111.7   103 104.4  32.1 104.1 146.2
## pm2.5        36.0  53.0 122.00 140.0 114.00  68.0    55  69.0  77.0 156.0 170.0
## CV residual -84.7 -74.1   7.95  28.3  -6.44 -43.7   -48 -35.4  44.9  51.9  23.8
##             17183 17184 17186 17191 17196 17197 17198 17206 17211 17213 17220
## Predicted    70.3  95.5  93.8  84.1 46.08 30.38  65.6  63.2  70.1  78.0 38.94
## cvpred       70.5  96.0  94.3  84.5 46.11 30.34  66.0  63.4  70.5  78.6 39.08
## pm2.5       151.0 177.0  50.0  19.0 40.00 35.00  38.0  99.0  27.0  23.0 36.00
## CV residual  80.5  81.0 -44.3 -65.5 -6.11  4.66 -28.0  35.6 -43.5 -55.6 -3.08
##             17223 17226 17237 17239 17240 17247 17250 17253  17254  17256 17257
## Predicted    56.0  93.4 110.7 120.8 112.4  45.6 96.28 117.2 100.83 115.56  84.2
## cvpred       56.6  94.4 111.6 122.1 113.4  45.9 97.62 118.1 101.69 116.42  84.8
## pm2.5        29.0  51.0  72.0  35.0  36.0  65.0 94.00  47.0 103.00 123.00 100.0
## CV residual -27.6 -43.4 -39.6 -87.1 -77.4  19.1 -3.62 -71.1   1.31   6.58  15.2
##             17258 17259 17260 17262 17265 17270 17272 17275 17276 17283 17284
## Predicted   163.7 163.7 113.4   145  65.9  32.5 12.00  21.3  38.3  72.5  66.2
## cvpred      165.2 165.2 114.5   146  66.3  32.6 12.22  21.6  38.4  72.8  66.4
## pm2.5        74.0  81.0  30.0    11  17.0  18.0 14.00  10.0   9.0  14.0  14.0
## CV residual -91.2 -84.2 -84.5  -135 -49.3 -14.6  1.78 -11.6 -29.4 -58.8 -52.4
##             17286 17287 17288 17289 17291 17292 17297 17298 17300 17303 17306
## Predicted    78.8  78.8  72.5  70.9  41.6 32.86  34.7  38.8  86.9 103.6 155.5
## cvpred       79.2  79.2  72.8  71.1  41.4 32.69  34.9  39.0  87.8 104.6 157.1
## pm2.5        12.0  12.0  13.0  18.0  31.0 27.00  22.0  27.0  40.0  68.0 118.0
## CV residual -67.2 -67.2 -59.8 -53.1 -10.4 -5.69 -12.9 -12.0 -47.8 -36.6 -39.1
##             17308 17309 17317 17324 17325 17327 17328 17332 17333 17334 17336
## Predicted   129.8 129.2  51.3 104.9  52.4  66.9  66.9   134 113.1  88.0 117.8
## cvpred      131.3 130.7  51.6 105.9  52.9  67.4  67.4   136 114.4  88.9 119.1
## pm2.5       119.0 106.0  63.0  16.0  17.0  16.0  13.0    11  16.0  14.0  21.0
## CV residual -12.3 -24.7  11.4 -89.9 -35.9 -51.4 -54.4  -125 -98.4 -74.9 -98.1
##             17346 17353 17354 17358 17359 17360 17361 17362 17368  17370 17373
## Predicted    41.5 155.8 118.1 112.4 118.6 123.3   155  82.1  31.2 69.827 127.2
## cvpred       41.8 157.1 119.1 113.4 119.7 124.4   156  82.1  30.9 69.891 127.6
## pm2.5        21.0 105.0 103.0  37.0  54.0  45.0    38  37.0  56.0 70.000 165.0
## CV residual -20.8 -52.1 -16.1 -76.4 -65.7 -79.4  -118 -45.1  25.1  0.109  37.4
##             17376 17378 17386 17391 17394 17395 17400 17401 17402 17403 17404
## Predicted   100.4 149.1  91.2  92.1   127 106.2   125   150   116   112 119.8
## cvpred      100.7 149.8  90.9  92.6   128 106.5   125   150   116   112 120.4
## pm2.5       147.0  69.0  58.0  67.0   151 183.0   316   327   286   249 187.0
## CV residual  46.3 -80.8 -32.9 -25.6    23  76.5   191   177   170   137  66.6
##              17407  17409 17414 17418 17420 17422 17429 17431  17434 17435
## Predicted   121.41 119.22 117.8 142.4 157.4   129 128.8 124.7 138.05  79.9
## cvpred      122.13 119.81 118.2 143.2 158.3   130 129.6 125.6 138.61  79.8
## pm2.5       121.00 122.00 161.0 183.0 250.0   292 154.0 163.0 132.00 134.0
## CV residual  -1.13   2.19  42.8  39.8  91.7   162  24.4  37.4  -6.61  54.2
##             17436 17442 17448 17449 17455 17456 17457 17458 17459 17460 17461
## Predicted    64.9 123.2 144.9   117   137 137.8   138   140 129.9 129.3 126.8
## cvpred       64.6 123.9 145.5   117   138 138.6   139   141 130.5 129.9 127.5
## pm2.5       108.0 200.0  66.0    62    33  41.0    36    40  46.0  57.0  64.0
## CV residual  43.4  76.1 -79.5   -55  -105 -97.6  -103  -101 -84.5 -72.9 -63.5
##             17466 17467 17477 17478 17484 17490 17499 17505 17507 17508 17514
## Predicted   132.6 132.6 123.5 149.9 137.3 150.5 126.6   135  72.2  70.3 115.6
## cvpred      133.3 133.3 123.5 150.3 137.5 151.8 127.3   136  72.1  70.4 116.4
## pm2.5        79.0  82.0  70.0  71.0 112.0 201.0 175.0   164 159.0 130.0 192.0
## CV residual -54.3 -51.3 -53.5 -79.3 -25.5  49.2  47.7    28  86.9  59.6  75.6
##             17520 17522 17528 17535 17536  17544 17545 17548 17549 17550 17554
## Predicted     152   132  96.4  43.3 32.29 136.01   142 149.6 153.7 155.4 172.6
## cvpred        153   133  96.7  43.2 32.08 137.26   143 151.2 155.2 156.9 174.4
## pm2.5         283   303  19.0  22.0 29.00 128.00   114  88.0  87.0  98.0 131.0
## CV residual   130   170 -77.7 -21.2 -3.08  -9.26   -29 -63.2 -68.2 -58.9 -43.4
##              17557 17563 17577 17581 17589 17594 17595 17605 17607 17610 17614
## Predicted   135.93  61.8  72.2  50.3  60.2  69.5  90.6  29.3 23.80 38.29 109.3
## cvpred      137.17  62.2  72.7  50.6  60.6  69.9  91.4  29.2 23.91 38.44 110.1
## pm2.5       133.00  13.0  14.0  16.0  11.0  13.0  10.0  12.0 16.00 37.00  87.0
## CV residual  -4.17 -49.2 -58.7 -34.6 -49.6 -56.9 -81.4 -17.2 -7.91 -1.44 -23.1
##             17619  17622 17627 17634 17635 17637 17638 17644 17645 17650 17653
## Predicted     161 137.78  83.1  90.8   116   131   102 139.9 146.3 148.2   112
## cvpred        163 139.49  83.7  92.4   117   132   103 141.4 147.4 149.1   113
## pm2.5          91 143.00  60.0  86.0   115   235   241 159.0 197.0 194.0    87
## CV residual   -72   3.51 -23.7  -6.4    -2   103   138  17.6  49.6  44.9   -26
##             17654 17655 17657 17658 17665 17670 17673 17683 17686  17687 17688
## Predicted   106.1 107.7 124.6 120.5 127.7 139.7 147.9 158.8 131.7 154.24 160.5
## cvpred      106.6 108.3 125.2 121.2 128.2 140.4 148.5 159.5 131.6 154.41 160.8
## pm2.5        93.0  91.0  54.0  62.0  45.0  51.0  69.0 175.0 171.0 164.00 191.0
## CV residual -13.6 -17.3 -71.2 -59.2 -83.2 -89.4 -79.5  15.5  39.4   9.59  30.2
##             17693  17695 17696 17698  17701 17702 17704 17706 17709 17713 17715
## Predicted   125.5 121.42 128.0 135.2 141.87 129.0 118.6 141.6 163.2   168 138.6
## cvpred      125.7 121.58 128.5 135.6 142.11 129.3 118.8 142.1 164.2   169 139.6
## pm2.5       156.0 120.00 116.0 111.0 151.00 149.0 152.0 197.0 201.0   289 205.0
## CV residual  30.3  -1.58 -12.5 -24.6   8.89  19.7  33.2  54.9  36.8   120  65.4
##              17716  17717 17720 17723 17725 17727 17728 17732 17733 17737 17739
## Predicted   136.46 132.36 136.2 97.18 102.2  98.0   106 156.5   155   130   166
## cvpred      137.26 133.19 137.2 97.23 102.6  98.9   107 158.1   156   131   167
## pm2.5       146.00 127.00  79.0 96.00  77.0 204.0   184 180.0   267   366   388
## CV residual   8.74  -6.19 -58.2 -1.23 -25.6 105.1    77  21.9   111   235   221
##             17741 17744 17745 17747 17748 17751 17752 17753 17757 17767 17769
## Predicted     149   182   176   130  64.8  37.5  37.5  31.7  49.3   132  80.0
## cvpred        149   183   177   130  64.6  37.3  37.3  31.5  49.1   133  79.9
## pm2.5         524   513   491   484 494.0  21.0  19.0  17.0  12.0    25  29.0
## CV residual   375   330   314   354 429.4 -16.3 -18.3 -14.5 -37.1  -108 -50.9
##             17770 17777 17780 17783  17786  17793 17795 17796 17797 17798 17800
## Predicted    73.7 106.0 120.2 136.8 140.34 127.61  96.2  85.2  74.3  94.4  83.9
## cvpred       73.5 107.1 121.6 138.4 141.88 128.97  97.0  86.0  74.9  95.4  85.3
## pm2.5        53.0  65.0  71.0 112.0 147.00 130.00 126.0 130.0 136.0 149.0 162.0
## CV residual -20.5 -42.1 -50.6 -26.4   5.12   1.03  29.0  44.0  61.1  53.6  76.7
##             17801 17802 17805 17809 17811 17813 17818 17819 17822 17826 17831
## Predicted    90.2 117.4 143.4 113.4 113.4 119.7  82.8  66.1  81.6  94.1 152.2
## cvpred       91.7 118.6 144.8 114.5 114.5 120.9  83.1  66.3  82.1  95.3 153.6
## pm2.5       160.0 160.0 171.0 100.0  50.0  57.0  52.0  46.0  45.0  39.0  91.0
## CV residual  68.3  41.4  26.2 -14.5 -64.5 -63.9 -31.1 -20.3 -37.1 -56.3 -62.6
##             17833   17835 17836 17839 17842 17918 17921 17922 17923 17926 17930
## Predicted   122.9 129.235 154.4 125.1  76.3   141   150   169   169   178   172
## cvpred      124.3 130.687 155.9 126.6  76.8   142   152   171   170   180   173
## pm2.5       137.0 130.000 125.0  58.0  33.0   281   304   309   308   398   339
## CV residual  12.7  -0.687 -30.9 -68.6 -43.8   139   152   138   138   218   166
##             17933 17935 17936 17937 17939 17942 17943 17948 17951 17952 17957
## Predicted     128   134   139   139   121   147   136   163   158   163   117
## cvpred        128   135   140   140   121   148   137   164   159   163   117
## pm2.5         385   401   393   381   372   359   382   456   458   446   486
## CV residual   257   266   253   241   251   211   245   292   299   283   369
##             17962 17963 17966 17967 17970 17977 17979 17987 17992 17993 17995
## Predicted     147   105   132   137   147   129  80.2  68.3  51.0  51.0  55.7
## cvpred        148   105   132   138   148   130  80.4  68.3  51.4  51.4  56.0
## pm2.5         390   405   379   387   414   479 121.0  22.0  12.0  13.0  22.0
## CV residual   242   300   247   249   266   349  40.6 -46.3 -39.4 -38.4 -34.0
##             17996 18009 18011 18012 18014 18020 18027 18030 18031 18034 18047
## Predicted    62.0  78.4  52.6  46.3  32.4  70.1  89.8  92.1  92.1  84.2 104.2
## cvpred       62.4  79.3  53.1  46.7  32.7  71.1  90.9  93.2  93.2  85.1 105.8
## pm2.5        16.0  12.0  21.0  17.0  20.0  14.0  19.0  15.0  16.0  16.0 182.0
## CV residual -46.4 -67.3 -32.1 -29.7 -12.7 -57.1 -71.9 -78.2 -77.2 -69.1  76.2
##             18048 18049 18054 18059 18060 18061 18062 18063 18064 18068 18069
## Predicted   133.4  91.1   122 111.0  45.6  45.1  42.6  44.2  42.0  71.8  84.4
## cvpred      135.1  92.5   124 112.4  46.5  45.9  43.5  45.3  42.9  73.2  86.0
## pm2.5       161.0 225.0   284  33.0  36.0  27.0  27.0  20.0  32.0  88.0 103.0
## CV residual  25.9 132.5   160 -79.4 -10.5 -18.9 -16.5 -25.3 -10.9  14.8  17.0
##             18071 18072 18076 18079 18080 18084 18087 18088 18089 18090 18096
## Predicted    95.4 130.9  84.7  79.0  85.3  60.1  42.0  42.0  37.4  76.3 151.4
## cvpred       97.0 132.7  86.0  80.2  86.6  61.0  42.9  42.9  38.3  77.8 153.6
## pm2.5       157.0  97.0  10.0   8.0  11.0  12.0  11.0  16.0  15.0  12.0  73.0
## CV residual  60.0 -35.7 -76.0 -72.2 -75.6 -49.0 -31.9 -26.9 -23.3 -65.8 -80.6
##             18098 18099 18100 18102 18104 18105 18106 18110 18112  18113 18114
## Predicted   109.0 111.2   161 131.1   181   180 141.5  92.4 37.00 41.097  47.4
## cvpred      110.9 113.2   164 133.5   184   183 143.6  94.6 38.14 42.211  48.6
## pm2.5        45.0  61.0    66  37.0    43    48  44.0  47.0 47.00 43.000  39.0
## CV residual -65.9 -52.2   -98 -96.5  -141  -135 -99.6 -47.6  8.86  0.789  -9.6
##             18120 18121 18122 18125 18126 18129 18131 18132 18137 18139 18140
## Predicted   146.6 121.5   128 135.7 136.3   128 124.0  93.8 86.57 124.2 145.5
## cvpred      148.8 123.6   130 138.1 138.7   130 125.6  95.3 88.69 126.1 147.6
## pm2.5       156.0 176.0   169 113.0  77.0    62  55.0  70.0 84.00 115.0 111.0
## CV residual   7.2  52.4    39 -25.1 -61.7   -68 -70.6 -25.3 -4.69 -11.1 -36.6
##             18144 18150  18151 18153 18158 18159 18162 18164 18169 18175 18184
## Predicted   148.5 164.7 167.21  83.2  71.8  86.2   113 128.3 168.6 116.2 140.7
## cvpred      150.5 166.9 169.24  84.3  72.8  87.7   115 130.2 169.9 116.9 141.4
## pm2.5       192.0 139.0 162.00   8.0  23.0  36.0    75 103.0  74.0  69.0  87.0
## CV residual  41.5 -27.9  -7.24 -76.3 -49.8 -51.7   -40 -27.2 -95.9 -47.9 -54.4
##             18186 18189 18191 18194 18195 18198 18201 18202 18203 18208 18210
## Predicted   147.0 164.8 143.4 108.1 110.3  96.4  82.1  80.6  68.0  65.9  95.3
## cvpred      147.8 165.9 144.3 108.8 111.2  97.2  82.7  81.0  68.2  66.5  96.6
## pm2.5        88.0 129.0 159.0 165.0  68.0  15.0  13.0  12.0  23.0  31.0  46.0
## CV residual -59.8 -36.9  14.7  56.2 -43.2 -82.2 -69.7 -69.0 -45.2 -35.5 -50.6
##             18212 18218 18222 18223 18228 18229 18234 18235   18237 18250 18255
## Predicted   127.0 152.8 148.1 151.8 153.2 163.1 162.8 142.5 146.568 120.3  57.9
## cvpred      128.6 154.2 149.5 152.6 154.7 164.6 164.1 143.6 147.634 121.4  59.2
## pm2.5        49.0  73.0  89.0  91.0 127.0 133.0 138.0 155.0 147.000 141.0  22.0
## CV residual -79.6 -81.2 -60.5 -61.6 -27.7 -31.6 -26.1  11.4  -0.634  19.6 -37.2
##             18257 18260 18262 18266 18270 18278 18281 18282 18285 18286 18287
## Predicted    44.6  58.6  63.8  65.1  99.1  61.7  59.5  65.8  73.5  77.6  78.2
## cvpred       45.9  59.9  65.2  66.4 100.7  62.4  60.1  66.5  74.1  78.2  78.8
## pm2.5        18.0  13.0  18.0  14.0  12.0  12.0  16.0  17.0  39.0  52.0  42.0
## CV residual -27.9 -46.9 -47.2 -52.4 -88.7 -50.4 -44.1 -49.5 -35.1 -26.2 -36.8
##             18289 18291 18293 18298 18303 18304 18308 18310 18311 18315 18316
## Predicted    72.4  63.9  70.2  53.5  42.3  32.8  93.2 130.4 136.7 121.1 118.9
## cvpred       72.9  64.2  70.6  53.8  42.6  33.2  94.4 132.2 138.6 123.2 120.9
## pm2.5        24.0  13.0   8.0  16.0  14.0  13.0  57.0  75.0  82.0  40.0  60.0
## CV residual -48.9 -51.2 -62.6 -37.8 -28.6 -20.2 -37.4 -57.2 -56.6 -83.2 -60.9
##             18321 18322 18329  18333 18337 18341 18343 18346 18351 18353 18357
## Predicted   111.2  86.0  6.39 124.80  51.1  93.8  93.8  77.4  66.9 68.91 111.7
## cvpred      113.2  87.7  7.36 126.76  52.2  95.3  95.3  78.5  68.1 70.82 113.4
## pm2.5        60.0  52.0 66.00 129.00  14.0   8.0   9.0  21.0  29.0 69.00  61.0
## CV residual -53.2 -35.7 58.64   2.24 -38.2 -87.3 -86.3 -57.5 -39.1 -1.82 -52.4
##             18358 18362 18364  18369 18371 18374  18375  18377 18378 18385
## Predicted   128.3 150.5   153 114.46 86.48  73.0 108.26 104.03 108.7   132
## cvpred      130.2 152.3   155 116.07 87.55  74.1 109.76 106.08 110.8   134
## pm2.5        72.0 126.0   132 109.00 81.00 103.0 116.00 113.00 127.0   254
## CV residual -58.2 -26.3   -23  -7.07 -6.55  28.9   6.24   6.92  16.2   120
##             18386 18391 18392 18393 18394 18399 18403 18407 18408 18409 18411
## Predicted     137  71.8  70.1  73.2  61.2  38.5  51.1 68.67  72.8  75.0  65.1
## cvpred        138  73.1  71.4  74.3  62.1  39.5  52.3 69.82  73.9  76.2  66.4
## pm2.5         262  18.0  20.0  19.0  12.0  22.0  10.0 66.00  56.0 163.0   7.0
## CV residual   124 -55.1 -51.4 -55.3 -50.1 -17.5 -42.3 -3.82 -17.9  86.8 -59.4
##             18412 18417 18423 18424 18426 18427 18430 18433 18436 18440 18442
## Predicted    65.1   109  45.6  41.0  47.3  49.4  75.4  69.2  81.7  93.5  68.0
## cvpred       66.4   111  46.5  41.8  48.2  50.5  76.7  70.3  83.1  95.3  69.1
## pm2.5         7.0     9  14.0  12.0  13.0  12.0  12.0  11.0  10.0   9.0  16.0
## CV residual -59.4  -102 -32.5 -29.8 -35.2 -38.5 -64.7 -59.3 -73.1 -86.3 -53.1
##             18447 18448 18452 18458 18468 18469 18471 18472 18473 18475 18478
## Predicted    28.0  28.0  64.4 111.9 100.8  81.6  68.6  74.9  76.5  81.2  67.2
## cvpred       28.9  28.9  65.6 113.3 101.9  82.7  70.2  76.6  78.4  83.0  68.0
## pm2.5        11.0  11.0  20.0  39.0  63.0  52.0  36.0  37.0  45.0  55.0  56.0
## CV residual -17.9 -17.9 -45.6 -74.3 -38.9 -30.7 -34.2 -39.6 -33.4 -28.0 -12.0
##             18486 18489 18495 18496 18499 18500 18501 18503 18508 18510 18516
## Predicted    75.2   101  53.9  59.7  73.9  82.6  90.8  97.1 136.5 128.0  37.5
## cvpred       76.2   102  55.2  61.0  75.5  84.3  92.4  98.8 138.9 129.6  37.8
## pm2.5         9.0    21  18.0  19.0  23.0  34.0  46.0  63.0 114.0 117.0 111.0
## CV residual -67.2   -81 -37.2 -42.0 -52.5 -50.3 -46.4 -35.8 -24.9 -12.6  73.2
##             18517  18518 18522 18523 18525 18530 18531 18536 18537 18540 18547
## Predicted    28.8  0.477  21.6  61.9 112.2 158.4 150.5 137.2 121.6 134.9 136.7
## cvpred       29.1  0.552  22.1  63.3 113.9 159.9 151.8 138.3 122.1 136.1 138.3
## pm2.5        73.0 49.000  34.0  29.0  74.0 107.0  99.0  70.0  70.0 113.0 112.0
## CV residual  43.9 48.448  11.9 -34.3 -39.9 -52.9 -52.8 -68.3 -52.1 -23.1 -26.3
##              18551 18552 18554 18558 18560 18565 18568 18572 18573 18577 18583
## Predicted   161.99 163.9 169.9 131.6 127.8 121.2   116 158.3   158   125  99.1
## cvpred      163.42 165.2 171.5 132.9 128.9 122.1   118 160.3   160   127  99.9
## pm2.5       157.00 149.0 183.0 144.0 172.0 163.0   226 254.0   288   376 236.0
## CV residual  -6.42 -16.2  11.5  11.1  43.1  40.9   108  93.7   128   249 136.1
##             18584 18585 18586 18588 18590 18593 18596 18597 18598 18602 18605
## Predicted    95.6  84.2  63.4  43.2 -3.35  51.5  66.8  83.7  39.6 163.1 159.0
## cvpred       96.4  84.9  63.9  43.6 -2.95  52.9  67.5  84.9  40.1 164.6 160.5
## pm2.5       151.0  14.0  13.0  16.0 22.00  23.0  22.0  38.0  57.0 129.0  97.0
## CV residual  54.6 -70.9 -50.9 -27.6 24.95 -29.9 -45.5 -46.9  16.9 -35.6 -63.5
##             18606 18607 18608 18609   18618 18619 18622 18626 18632 18642 18646
## Predicted   165.3 142.5 144.5 173.3 117.967 126.4 102.5  60.4  71.4  44.8  73.0
## cvpred      166.9 143.7 145.4 174.6 118.685 127.4 102.9  61.1  72.1  45.3  73.8
## pm2.5        83.0  78.0  92.0  95.0 118.000 114.0 145.0   5.0   9.0  16.0  15.0
## CV residual -83.9 -65.7 -53.4 -79.6  -0.685 -13.4  42.1 -56.1 -63.1 -29.3 -58.8
##             18647 18648 18649 18651 18657 18661 18664 18665 18666 18668 18672
## Predicted    73.0  70.8  70.8  86.1  66.8  30.7 21.89  17.8  38.0  51.4  60.2
## cvpred       73.8  71.5  71.5  87.2  67.5  30.9 22.17  18.1  38.4  51.8  60.6
## pm2.5        15.0  20.0   7.0   9.0  16.0  19.0 24.00  15.0  13.0   8.0  18.0
## CV residual -58.8 -51.5 -64.5 -78.2 -51.5 -11.9  1.83  -3.1 -25.4 -43.8 -42.6
##             18682 18684 18686 18694 18698 18701 18706 18708 18713 18728 18734
## Predicted    60.8  38.3 16.66 107.6  92.9 153.7 92.42  35.5  45.9   121  53.6
## cvpred       61.2  38.4 16.89 108.9  94.1 156.3 93.55  36.0  47.5   123  54.6
## pm2.5        30.0  23.0 19.00  59.0 105.0  99.0 89.00  80.0  33.0   105 139.0
## CV residual -31.2 -15.4  2.11 -49.9  10.9 -57.3 -4.55  44.0 -14.5   -18  84.4
##             18736 18740 18752 18755 18762 18763  18767 18768  18771 18775 18778
## Predicted    57.6   112 111.9  81.0 119.4   132 171.32   182 147.76 141.9 179.6
## cvpred       59.1   114 113.1  81.8 121.2   134 173.55   184 149.14 143.2 181.2
## pm2.5       129.0   236  99.0  95.0 148.0   162 172.00   151 141.00 173.0 178.0
## CV residual  69.9   122 -14.1  13.2  26.8    28  -1.55   -33  -8.14  29.8  -3.2
##             18781 18791 18794 18796 18798 18805 18806 18812 18814 18822 18825
## Predicted     144  60.3  80.5 110.9   103  46.8 20.69  91.9   127 157.2 126.3
## cvpred        145  60.9  81.3 112.1   104  47.1 20.87  93.5   129 159.1 127.2
## pm2.5         206  16.0  11.0  16.0     9  18.0 15.00  27.0    57  99.0  98.0
## CV residual    61 -44.9 -70.3 -96.1   -95 -29.1 -5.87 -66.5   -72 -60.1 -29.2
##             18831 18832 18833 18835 18836 18842 18844 18846 18849 18852 18858
## Predicted   111.9 101.5 101.9  60.6  77.8  70.0  75.2  67.5  68.4  32.6  39.1
## cvpred      112.8 102.3 103.3  60.9  78.4  70.3  75.6  68.1  68.7  32.7  39.6
## pm2.5       129.0 119.0 134.0 153.0 149.0  10.0   6.0  19.0  14.0  21.0  25.0
## CV residual  16.2  16.7  30.7  92.1  70.6 -60.3 -69.6 -49.1 -54.7 -11.7 -14.6
##             18860 18861 18868 18872 18881 18885 18886  18889 18892 18895 18896
## Predicted    75.0  79.7  91.6  90.0  54.3  95.2 111.9 130.49 150.7 140.3   149
## cvpred       76.2  80.9  92.4  90.8  54.8  96.5 113.4 131.95 152.3 141.2   150
## pm2.5        42.0  41.0 108.0  29.0  41.0  59.0  83.0 139.00 133.0 155.0   172
## CV residual -34.2 -39.9  15.6 -61.8 -13.8 -37.5 -30.4   7.05 -19.3  13.8    22
##             18898 18899 18901 18903 18904 18906 18910 18914 18915 18919 18920
## Predicted   161.4 150.4 130.7  98.1  99.7 101.9 130.7   165   164 176.7 172.6
## cvpred      162.8 151.7 131.9  99.3 101.0 103.3 131.9   167   166 178.4 174.4
## pm2.5       201.0 216.0 228.0 212.0 188.0 173.0 211.0   278   290 264.0 245.0
## CV residual  38.2  64.3  96.1 112.7  87.0  69.7  79.1   111   124  85.6  70.6
##             18929  18930 18934 18939 18941 18942 18943 18945 18954 18955 18956
## Predicted    94.5 100.80 136.9 157.8 178.7 147.8 143.1 138.7   111  94.2   115
## cvpred       95.7 102.11 138.7 159.3 181.1 149.2 144.5 139.9   112  94.6   116
## pm2.5       112.0 101.00 111.0 185.0 202.0 200.0 190.0 193.0   203 214.0   253
## CV residual  16.3  -1.11 -27.7  25.7  20.9  50.8  45.5  53.1    91 119.4   137
##             18957 18961 18963 18964 18971 18975 18977 18978 18980 18982 18983
## Predicted     155   135   131   131 136.3   127 155.9 166.3 171.4 159.0   164
## cvpred        156   136   132   132 136.7   128 156.4 166.9 172.6 159.4   164
## pm2.5         285   322   290   270 231.0   314 203.0 192.0 208.0 235.0   267
## CV residual   129   186   158   138  94.3   186  46.6  25.1  35.4  75.6   103
##             18984 18989 18990 18991 18992 18996 18999 19000 19002 19007 19011
## Predicted     164 166.3 166.3 166.3 164.6 160.8 162.4 166.5 148.0   128 155.4
## cvpred        164 167.4 167.4 167.4 165.7 161.6 163.3 167.4 148.8   128 156.4
## pm2.5         278 126.0 113.0 119.0 132.0 120.0 110.0 113.0 110.0   159  79.0
## CV residual   114 -41.4 -54.4 -48.4 -33.7 -41.6 -53.3 -54.4 -38.8    31 -77.4
##             19012 19013 19020 19026 19032 19033 19034 19035  19038 19039 19040
## Predicted   145.0 140.9 137.1 131.6 134.3 150.4 152.0 118.7 163.77   170 163.8
## cvpred      145.9 141.9 137.8 132.5 135.4 151.7 153.4 119.1 165.56   171 165.6
## pm2.5        79.0  66.0  81.0 107.0 106.0 108.0 107.0 106.0 170.00   132 122.0
## CV residual -66.9 -75.9 -56.8 -25.5 -29.4 -43.7 -46.4 -13.1   4.44   -39 -43.6
##             19043 19045 19046 19047 19048  19050  19053 19058 19060 19061 19062
## Predicted    98.9  72.9 109.7 107.2 107.2 110.47 119.63 152.1 180.4 140.5 159.5
## cvpred       99.3  73.1 110.5 108.1 108.1 111.54 120.71 153.8 182.4 142.1 161.3
## pm2.5       121.0 149.0 143.0 142.0 124.0 104.00 111.00 200.0 229.0 213.0 172.0
## CV residual  21.7  75.9  32.5  33.9  15.9  -7.54  -9.71  46.2  46.6  70.9  10.7
##             19067 19071 19074 19078 19085 19086 19088 19098 19102 19105 19106
## Predicted   129.7 105.2 106.8 186.9  89.6  73.5  76.0 19.97 37.50  56.4 117.6
## cvpred      131.1 106.5 108.3 189.3  91.4  75.2  77.5 20.63 38.11  57.3 119.1
## pm2.5       185.0 145.0 148.0 177.0  13.0  12.0  16.0 14.00 42.00  47.0  33.0
## CV residual  53.9  38.5  39.7 -12.3 -78.4 -63.2 -61.5 -6.63  3.89 -10.3 -86.1
##             19111 19112 19117 19118 19122 19124 19127 19129 19132 19135 19136
## Predicted    78.6  70.7  32.9 24.15  3.65  31.6  37.9  68.0  77.5  76.1  76.1
## cvpred       79.4  71.3  33.0 24.25  3.90  31.8  38.3  68.6  78.0  76.8  76.8
## pm2.5        14.0  11.0  19.0 20.00 18.00  14.0  12.0  12.0  12.0  14.0  13.0
## CV residual -65.4 -60.3 -14.0 -4.25 14.10 -17.8 -26.3 -56.6 -66.0 -62.8 -63.8
##             19138 19140 19141 19145 19154 19155 19157 19161 19163 19167 19168
## Predicted    61.9  38.9  28.5  30.9 137.9 125.0 159.6 160.3 139.3  91.3 78.47
## cvpred       62.3  39.1  28.6  31.4 139.5 126.7 160.6 161.6 140.2  92.4 79.56
## pm2.5        16.0  20.0  18.0  19.0  73.0 102.0  93.0 119.0 127.0  82.0 73.00
## CV residual -46.3 -19.1 -10.6 -12.4 -66.5 -24.7 -67.6 -42.6 -13.2 -10.4 -6.56
##             19170 19171 19172 19175 19178 19179 19189 19191 19193 19196 19197
## Predicted   81.72  90.2 106.9  99.0 159.1 152.8 13.84  3.72  4.85  35.5  42.7
## cvpred      82.99  91.7 108.6 100.4 160.9 154.5 13.88  3.99  5.19  36.1  43.1
## pm2.5       73.00  68.0  67.0  67.0  90.0  93.0 21.00 22.00 14.00  10.0   9.0
## CV residual -9.99 -23.7 -41.6 -33.4 -70.9 -61.5  7.12 18.01  8.81 -26.1 -34.1
##             19199 19201 19203 19208 19213 19214 19215 19216 19217 19219 19221
## Predicted    39.4  56.4  58.6  59.1 10.17 -3.26 -2.20 -8.49 -6.87  47.6  56.4
## cvpred       39.7  56.5  58.9  59.5 10.02 -3.40 -2.28 -8.67 -6.95  48.8  57.6
## pm2.5         7.0   4.0   6.0  18.0 13.00 14.00 16.00 17.00 20.00  26.0  30.0
## CV residual -32.7 -52.5 -52.9 -41.5  2.98 17.40 18.28 25.67 26.95 -22.8 -27.6
##             19223 19224 19226 19227 19229 19232 19241 19245 19246 19248 19252
## Predicted    65.2 65.15   123 127.4  97.3 120.3  40.7 84.47 111.5 115.6 114.7
## cvpred       66.3 65.76   125 128.7  98.2 121.5  41.8 85.92 113.2 117.3 116.1
## pm2.5        50.0 64.00    77  84.0  86.0  69.0  64.0 83.00  89.0 106.0 135.0
## CV residual -16.3 -1.76   -48 -44.7 -12.2 -52.5  22.2 -2.92 -24.2 -11.3  18.9
##             19253 19263 19264 19265 19268 19275 19279 19285 19287 19291 19296
## Predicted   158.7  39.5  45.2  42.8  47.4  42.3  51.6  29.4 22.71 47.30 117.6
## cvpred      160.4  40.5  46.2  43.9  48.6  42.9  52.3  29.2 23.22 48.18 118.6
## pm2.5       142.0 127.0  96.0  75.0  62.0  12.0   7.0  19.0 26.00 52.00  55.0
## CV residual -18.4  86.5  49.8  31.1  13.4 -30.9 -45.3 -10.2  2.78  3.82 -63.6
##             19299 19300 19303 19304 19305 19307 19311 19312 19318 19319 19326
## Predicted   140.6   148 119.1   159 105.0  91.8  60.7  88.5 129.5 150.3 154.0
## cvpred      141.8   149 119.7   160 105.3  92.0  61.5  89.4 130.6 151.5 154.9
## pm2.5        68.0    54  59.0    60  89.0  75.0  74.0  68.0 170.0 183.0 186.0
## CV residual -73.8   -95 -60.7  -100 -16.3 -17.0  12.5 -21.4  39.4  31.5  31.1
##             19329 19341 19342 19345 19350  19353  19355  19356 19357  19359
## Predicted   176.6   170   171   178 183.9 187.09 187.09 184.90 184.9 184.33
## cvpred      177.7   171   172   179 185.2 189.13 189.13 186.81 186.8 186.21
## pm2.5       232.0   346   334   280 201.0 188.00 182.00 191.00 173.0 182.00
## CV residual  54.3   175   162   101  15.8  -1.13  -7.13   4.19 -13.8  -4.21
##             19363 19364 19366 19369 19371 19372 19374 19380 19381 19385 19386
## Predicted   177.0   175 172.1   178   150   144   128  90.8   126 118.5 119.0
## cvpred      178.7   177 173.5   179   150   145   129  90.8   126 118.7 119.7
## pm2.5       204.0   211 185.0   113    30    21    25  15.0    21  43.0  39.0
## CV residual  25.3    34  11.5   -66  -120  -124  -104 -75.8  -105 -75.7 -80.7
##             19387 19389 19390 19391 19392 19393 19395 19396 19397 19402 19403
## Predicted   119.0  97.3 137.6 135.9 135.5 152.6 123.3 158.3 124.3 133.3 114.7
## cvpred      119.7  97.0 138.3 136.6 135.6 153.5 123.3 159.3 124.4 133.3 114.7
## pm2.5        65.0  80.0  86.0  74.0  68.0  69.0  69.0  75.0  87.0  66.0  86.0
## CV residual -54.7 -17.0 -52.3 -62.6 -67.6 -84.5 -54.3 -84.3 -37.4 -67.3 -28.7
##             19406 19411 19413 19416 19425 19428 19430 19431 19433 19434 19435
## Predicted   121.9 135.6 141.4 146.5 123.8  63.3  75.7  81.5  91.3 95.94 106.3
## cvpred      122.6 136.5 141.9 147.6 123.8  62.7  76.1  81.9  91.7 96.41 106.9
## pm2.5       143.0  91.0 100.0 106.0 159.0 158.0 101.0 129.0 104.0 90.00  79.0
## CV residual  20.4 -45.5 -41.9 -41.6  35.2  95.3  24.9  47.1  12.3 -6.41 -27.9
##              19439 19442 19443 19445 19452 19453 19455 19464 19465 19467 19468
## Predicted   137.50 152.6 160.5 170.6   138   133  99.4   145  99.3   144   112
## cvpred      138.25 153.4 161.5 171.9   138   134  99.2   146  99.2   144   112
## pm2.5       133.00 202.0 201.0 193.0   280   308 336.0   398 407.0   246   260
## CV residual  -5.25  48.6  39.5  21.1   142   174 236.8   252 307.8   102   148
##             19469 19474 19480 19481 19487 19494 19498 19499 19501 19504 19507
## Predicted     150 127.4  78.4  86.3 130.1   180 149.5  59.0  46.4  8.74 15.03
## cvpred        151 127.8  78.9  87.0 131.2   182 150.4  59.5  46.7  8.99 15.38
## pm2.5         354 212.0  64.0  69.0  50.0    54  79.0  18.0  18.0 15.00 10.00
## CV residual   203  84.2 -14.9 -18.0 -81.2  -128 -71.4 -41.5 -28.7  6.01 -5.38
##             19509 19510 19516 19520 19523 19536 19540 19547 19548 19551 19552
## Predicted     116   139  37.5  44.1 15.11   106  74.1  57.8  57.8 35.51 39.04
## cvpred        117   141  38.1  44.5 14.93   107  74.4  57.7  57.7 35.94 39.41
## pm2.5          10    24  27.0  15.0 19.00    45  13.0  22.0  20.0 33.00 35.00
## CV residual  -107  -117 -11.1 -29.5  4.07   -62 -61.4 -35.7 -37.7 -2.94 -4.41
##             19553  19562  19564 19565 19571 19573 19574 19576 19577 19581 19582
## Predicted    44.8 126.53 124.02   111  65.8  77.3  66.3  57.0  58.6 123.8   126
## cvpred       45.2 127.73 124.81   112  65.6  77.7  66.7  57.3  59.0 124.3   127
## pm2.5        35.0 130.00 126.00   128 131.0 133.0 138.0 148.0 147.0 204.0   238
## CV residual -10.2   2.27   1.19    16  65.4  55.3  71.3  90.7  88.0  79.7   111
##             19584 19586 19590 19596 19597 19603 19606 19607 19610 19613 19620
## Predicted     133   114  96.0 -22.0 -37.1  16.9 79.89 90.84   6.8  53.3  35.0
## cvpred        134   114  96.3 -23.4 -38.5  16.7 79.68 90.74   5.8  52.9  34.3
## pm2.5         280   283 161.0  72.0  49.0  42.0 72.00 95.00  26.0   3.0  61.0
## CV residual   146   169  64.7  95.4  87.5  25.3 -7.68  4.26  20.2 -49.9  26.7
##             19625 19630 19631 19634 19637 19638 19644 19648 19650 19665 19666
## Predicted   44.78  88.2  96.1 103.1 129.1 84.72  20.7 -27.2 -22.8  25.9  30.0
## cvpred      44.65  88.8  96.9 103.4 130.5 85.11  20.0 -27.7 -23.1  25.5  29.6
## pm2.5       48.00  38.0  47.0  54.0  69.0 77.00  78.0  30.0  17.0  10.0  11.0
## CV residual  3.35 -50.8 -49.9 -49.4 -61.5 -8.11  58.0  57.7  40.1 -15.5 -18.6
##             19669 19671 19672 19673  19675 19679 19680 19681 19682 19683 19684
## Predicted   -4.25 -6.72 -13.3 -13.6  0.899 30.94  77.0  74.8  68.5  60.3 27.11
## cvpred      -4.75 -7.11 -13.5 -13.6  0.973 31.15  78.2  75.9  69.0  60.8 27.65
## pm2.5       22.00 16.00   8.0  12.0 13.000 34.00  37.0  40.0  42.0  42.0 33.00
## CV residual 26.75 23.11  21.5  25.6 12.027  2.85 -41.2 -35.9 -27.0 -18.8  5.35
##             19687 19688 19689 19691 19692 19693 19694 19695 19696 19700 19702
## Predicted    42.7  64.4  54.1 27.55 22.89  41.2  40.8  33.9  34.4  73.4  75.9
## cvpred       43.4  65.0  54.5 27.81 23.14  42.3  41.3  34.3  35.3  74.8  77.1
## pm2.5        10.0  11.0  10.0 18.00 14.00  21.0  20.0  21.0  24.0  24.0  54.0
## CV residual -33.4 -54.0 -44.5 -9.81 -9.14 -21.3 -21.3 -13.3 -11.3 -50.8 -23.1
##             19704 19705 19709 19710 19711 19712 19713 19717 19719 19724 19726
## Predicted   111.2   117 123.8 133.7 140.2 143.8 123.5 87.09  88.2 109.2 105.7
## cvpred      112.6   119 125.3 134.8 141.6 144.7 124.8 88.12  89.2 110.7 107.3
## pm2.5        52.0    39  65.0  57.0  54.0  53.0  82.0 79.00  56.0  36.0  47.0
## CV residual -60.6   -80 -60.3 -77.8 -87.6 -91.7 -42.8 -9.12 -33.2 -74.7 -60.3
##             19728 19729 19734 19735 19744 19745 19752 19760 19772 19778 19782
## Predicted   103.2   111 124.6   129  96.1 108.4  32.4  70.2 -14.6  42.7 -2.30
## cvpred      104.9   112 125.9   131  97.3 109.6  32.4  70.8 -14.4  44.3 -1.62
## pm2.5        44.0    28  36.0    28  55.0  64.0  11.0  32.0  18.0  25.0 30.00
## CV residual -60.9   -84 -89.9  -103 -42.3 -45.6 -21.4 -38.8  32.4 -19.3 31.62
##             19784 19786 19792 19793 19797  19799 19803 19807 19813 19814 19817
## Predicted    8.38  7.05 -31.3 -29.1  2.16 10.929  11.5  29.0 -16.4 -20.8 -11.3
## cvpred       8.87  7.18 -31.2 -28.9  2.57 11.313  11.9  29.4 -16.6 -21.2 -11.4
## pm2.5       10.00 32.00  22.0  18.0 10.00 11.000  23.0  12.0  31.0  22.0  17.0
## CV residual  1.13 24.82  53.2  46.9  7.43 -0.313  11.1 -17.4  47.6  43.2  28.4
##             19821 19822 19826  19835 19837 19840 19841 19849 19852 19855 19858
## Predicted    6.55  9.03  47.4  -9.26  26.4 -12.8 -27.9 114.2  99.1 100.7  81.5
## cvpred       6.67  9.02  47.5 -10.09  26.5 -13.6 -28.8 115.5  99.8 101.5  81.9
## pm2.5       12.00 13.00  20.0  49.00  37.0  24.0  21.0  18.0  42.0  52.0  56.0
## CV residual  5.33  3.98 -27.5  59.09  10.5  37.6  49.8 -97.5 -57.8 -49.5 -25.9
##             19860 19865 19866 19868 19869 19874 19875 19878 19880 19886 19889
## Predicted    74.1  52.5  58.3  51.3  99.9  67.5  82.5  2.45 -7.08 -52.0 -55.6
## cvpred       74.3  53.1  58.9  51.3 100.4  67.7  82.8  2.60 -7.23 -52.6 -56.2
## pm2.5        54.0  76.0  95.0  83.0 124.0 154.0 123.0 49.00 35.00  18.0  22.0
## CV residual -20.3  22.9  36.1  31.7  23.6  86.3  40.2 46.40 42.23  70.6  78.2
##              19896 19898 19899 19900 19905 19907 19908 19909 19910 19917 19918
## Predicted   47.941  93.9 87.59 110.6 104.4  75.0  57.8  52.5  46.3 74.38 74.38
## cvpred      48.539  95.0 88.63 111.9 104.5  75.3  57.9  52.6  46.2 74.61 74.61
## pm2.5       49.000  79.0 80.00 100.0 164.0 183.0 170.0 171.0 160.0 70.00 73.00
## CV residual  0.461 -16.0 -8.63 -11.9  59.5 107.7 112.1 118.4 113.8 -4.61 -1.61
##             19922 19926 19929 19930 19934 19938 19941 19943 19944 19947 19948
## Predicted   117.7 132.3  96.8  90.5  94.0 105.8 115.0 117.7   120  60.8  65.4
## cvpred      117.8 133.3  97.3  90.9  94.3 106.5 114.7 117.6   120  60.8  65.5
## pm2.5        80.0 104.0  68.0  41.0  60.0  50.0  32.0  51.0    55  13.0  12.0
## CV residual -37.8 -29.3 -29.3 -49.9 -34.3 -56.5 -82.7 -66.6   -65 -47.8 -53.5
##             19951 19954 19955 19961 19962 19965 19968 19971 19974 19975 19976
## Predicted    43.8  25.2  2.53 -15.9 -18.4  73.6  92.2  21.2  20.4  25.1  12.5
## cvpred       44.0  24.8  2.15 -16.1 -18.4  74.6  93.2  21.7  21.0  25.7  12.9
## pm2.5         7.0  10.0 29.00  15.0   9.0  22.0  39.0  51.0  46.0  57.0  68.0
## CV residual -37.0 -14.8 26.85  31.1  27.4 -52.6 -54.2  29.3  25.0  31.3  55.1
##             19980 19985 19988 19989 19992 19993 20001 20005 20009 20012 20014
## Predicted   -13.5 -24.0  74.9  73.2  84.0 105.4 106.1  33.6 23.98  55.7  54.1
## cvpred      -13.8 -24.3  76.2  74.5  84.6 106.1 107.1  33.9 24.48  56.5  54.7
## pm2.5        22.0  24.0  10.0  19.0  33.0  51.0  91.0  58.0 22.00  19.0  24.0
## CV residual  35.8  48.3 -66.2 -55.5 -51.6 -55.1 -16.1  24.1 -2.48 -37.5 -30.7
##             20018 20019 20020 20022 20023 20027 20031 20038 20046  20048 20049
## Predicted    92.1 102.5 137.6 118.8 152.7  73.0 -7.19 56.77 149.2 122.40  95.6
## cvpred       93.1 103.6 138.6 119.8 153.7  73.4 -6.90 57.58 150.6 122.76  95.5
## pm2.5        44.0  56.0  56.0  72.0  76.0 111.0 29.00 51.00 106.0 119.00 139.0
## CV residual -49.1 -47.6 -82.6 -47.8 -77.7  37.6 35.90 -6.58 -44.6  -3.76  43.5
##             20054 20061 20063 20064 20066 20069 20070 20071 20077 20083 20084
## Predicted   -5.51 101.0   105 105.1 101.6  99.3   145   144 14.51  49.3  59.7
## cvpred      -6.20 101.4   105 105.6 102.1  99.2   146   144 13.96  49.7  60.1
## pm2.5       29.00  75.0    68  73.0  60.0   8.0     7    22 21.00  38.0  48.0
## CV residual 35.20 -26.4   -37 -32.6 -42.1 -91.2  -139  -122  7.04 -11.7 -12.1
##             20087 20091 20094 20095 20099 20105 20106 20108 20110 20114 20117
## Predicted    95.5 124.2 142.5 142.5  74.9  65.3  65.3  87.9 105.5 138.8 155.5
## cvpred       96.2 125.2 143.8 143.8  74.7  65.8  65.8  88.4 105.9 139.6 156.5
## pm2.5        63.0  73.0  90.0  90.0 130.0 168.0 136.0 184.0 127.0 113.0 138.0
## CV residual -33.2 -52.2 -53.8 -53.8  55.3 102.2  70.2  95.6  21.1 -26.6 -18.5
##              20120  20121 20124 20129 20137 20143 20144 20149  20152 20154
## Predicted   141.88 141.88   124   112 119.7 163.9 152.3 136.2 135.66 101.7
## cvpred      142.56 142.56   124   112 119.4 164.3 153.1 136.9 136.26 101.4
## pm2.5       140.00 144.00   155   213  50.0  77.0  85.0 102.0 139.00 156.0
## CV residual  -2.56   1.44    31   101 -69.4 -87.3 -68.1 -34.9   2.74  54.6
##             20164 20165  20170 20171 20175  20176 20178 20180 20182  20190
## Predicted   111.3 150.6 137.66 143.9   155 154.61   155 158.7 127.8 163.29
## cvpred      110.8 150.4 137.56 143.9   155 154.98   155 159.1 127.1 164.17
## pm2.5       169.0 183.0 143.00 157.0   177 149.00    65 110.0  98.0 167.00
## CV residual  58.2  32.6   5.44  13.1    22  -5.98   -90 -49.1 -29.1   2.83
##             20191 20192  20194 20198 20200 20201 20202 20206 20215 20218 20221
## Predicted   163.3 157.0 150.72 151.3 142.0 143.6 145.7 156.6 157.1 157.4 133.3
## cvpred      164.2 157.8 151.39 151.5 142.2 143.9 146.6 157.7 158.7 158.7 134.3
## pm2.5       185.0 184.0 155.00 206.0 185.0 156.0 149.0 192.0 116.0 132.0 167.0
## CV residual  20.8  26.2   3.61  54.5  42.8  12.1   2.4  34.3 -42.7 -26.7  32.7
##             20233 20236 20239 20241 20249 20251 20252 20253 20258 20261 20263
## Predicted   158.8 160.4 156.3 152.5   126  93.8 100.1   153 151.9 166.1 122.5
## cvpred      159.9 161.6 157.5 153.5   126  93.5  99.9   153 152.9 167.4 122.7
## pm2.5       217.0 191.0 222.0 230.0   272 280.0 288.0   303 183.0 195.0 173.0
## CV residual  57.1  29.4  64.5  76.5   146 186.5 188.1   150  30.1  27.6  50.3
##             20268 20270 20271 20272 20277 20279 20283 20287 20288 20290 20291
## Predicted     121 129.7 121.8 125.6 124.5 120.4  95.2 104.9  58.9  34.3 23.94
## cvpred        121 129.7 121.6 125.6 124.5 120.4  96.0 105.9  59.4  34.4 23.97
## pm2.5          40  44.0  48.0  37.0  43.0  29.0   9.0  11.0  11.0  11.0 18.00
## CV residual   -81 -85.7 -73.6 -88.6 -81.5 -91.4 -87.0 -94.9 -48.4 -23.4 -5.97
##             20292 20298 20305 20308 20309 20310 20311 20317 20321 20323 20324
## Predicted   11.64  8.60   151   161   175 137.4 135.2 110.6  73.1  93.0 105.5
## cvpred      11.76  8.81   152   163   177 138.9 136.6 112.2  74.3  93.5 106.2
## pm2.5       16.00 11.00    45    35    62  81.0  75.0  88.0  62.0  65.0  72.0
## CV residual  4.24  2.19  -107  -128  -115 -57.9 -61.6 -24.2 -12.3 -28.5 -34.2
##              20327 20329  20331 20335 20337 20340 20341 20345 20347 20351 20356
## Predicted   155.91 161.8 161.07 177.9 147.3  5.20 -8.73 -23.2 -13.9  9.44  32.0
## cvpred      157.96 163.4 163.15 179.6 148.3  5.73 -8.19 -22.7 -13.4  9.99  32.8
## pm2.5       163.00 143.0 160.00 108.0 107.0 55.00 55.00  29.0  30.0 30.00 107.0
## CV residual   5.04 -20.4  -3.15 -71.6 -41.3 49.27 63.19  51.7  43.4 20.01  74.2
##             20359 20361 20363 20364 20367 20372 20377 20378 20381 20382 20383
## Predicted    78.4  43.5  38.0  41.9  44.9  90.0 110.3 116.6 155.9 145.1   116
## cvpred       79.4  43.9  38.3  42.7  45.6  90.9 111.3 117.7 157.2 145.8   116
## pm2.5       108.0  98.0  79.0  70.0 106.0 113.0 203.0 201.0 194.0 184.0   224
## CV residual  28.6  54.1  40.7  27.3  60.4  22.1  91.7  83.3  36.8  38.2   108
##             20384 20390 20391 20393 20394 20397 20405 20415 20416 20420 20424
## Predicted    96.7  58.5  54.4  72.2  76.3 103.9 167.7 117.3  83.3 108.8   128
## cvpred       96.7  58.9  54.9  72.8  76.9 104.8 168.3 117.6  82.7 108.3   128
## pm2.5       198.0 190.0 166.0 141.0 127.0 176.0 111.0 168.0 151.0 204.0   286
## CV residual 101.3 131.1 111.1  68.2  50.1  71.2 -57.3  50.4  68.3  95.7   158
##             20428 20432 20433 20435 20436 20437 20438 20439 20443 20444  20445
## Predicted     116   112   133 107.0 108.9   107 100.1 100.1 113.5 101.2 109.94
## cvpred        115   111   133 106.7 108.4   106  99.7  99.7 113.6 101.4 110.09
## pm2.5         243   227   186 163.0 192.0   280 298.0 199.0  78.0  85.0 112.00
## CV residual   128   116    53  56.3  83.6   174 198.3  99.3 -35.6 -16.4   1.91
##             20448 20450 20455 20457 20459 20460 20461 20466 20469 20471 20473
## Predicted   122.5 128.5 167.2 136.0  58.1  89.9  64.1  48.6 80.33 124.2 141.4
## cvpred      122.9 129.2 167.7 135.8  57.1  89.7  63.1  48.4 80.34 124.1 141.6
## pm2.5        80.0  75.0 115.0 120.0 124.0 127.0 118.0  72.0 90.00 114.0 126.0
## CV residual -42.9 -54.2 -52.7 -15.8  66.9  37.3  54.9  23.6  9.66 -10.1 -15.6
##             20475 20478 20483 20489 20492 20495 20496 20497 20500 20503 20506
## Predicted   107.8   117 10.55  25.9  67.5 109.7 126.8 126.8 145.3 107.8  76.8
## cvpred      107.7   117  8.93  25.7  67.5 109.6 127.4 127.4 145.6 107.7  75.8
## pm2.5       139.0    85 57.00  45.0  26.0  91.0 101.0  99.0 128.0  90.0 134.0
## CV residual  31.3   -32 48.07  19.3 -41.5 -18.6 -26.4 -28.4 -17.6 -17.7  58.2
##             20507 20508 20509 20515 20524 20526 20528 20532 20533 20534 20537
## Predicted    82.7  74.2  74.0  64.1 125.9 139.0  56.3 -5.99  9.99  13.5  18.3
## cvpred       81.7  73.0  73.4  64.0 125.9 139.3  55.5 -7.25  9.14  12.6  18.2
## pm2.5       133.0 130.0 145.0  80.0  76.0  85.0  89.0 32.00 98.00  87.0 212.0
## CV residual  51.3  57.0  71.6  16.0 -49.9 -54.3  33.5 39.25 88.86  74.4 193.8
##             20543 20544 20547 20552 20553  20554 20558 20561 20562 20563  20565
## Predicted    89.1  91.0 140.2   103 115.6 107.10  52.4  72.6  84.6  81.1 104.06
## cvpred       89.6  91.4 141.3   103 116.3 107.62  52.4  72.7  84.9  81.4 104.67
## pm2.5        50.0  66.0  62.0    90 102.0 100.00 284.0 142.0 180.0 141.0  95.00
## CV residual -39.6 -25.4 -79.3   -13 -14.3  -7.62 231.6  69.3  95.1  59.6  -9.67
##             20567 20571 20572 20581 20584 20585 20587 20589 20593 20597 20601
## Predicted    82.5  90.3  81.8  33.8  64.1  70.4  75.1  92.3 77.62 145.2  64.1
## cvpred       83.2  90.7  82.0  33.2  64.5  70.9  75.6  93.1 78.59 146.1  63.5
## pm2.5        48.0  64.0  61.0  87.0  97.0 105.0 110.0 134.0 71.00  78.0 135.0
## CV residual -35.2 -26.7 -21.0  53.8  32.5  34.1  34.4  40.9 -7.59 -68.1  71.5
##             20603 20604 20608 20609 20610 20611 20613 20616 20619  20623 20625
## Predicted    24.5  16.0  21.7  24.3  42.9  55.4 71.63 118.4 117.4 107.50  86.6
## cvpred       23.4  14.7  20.7  24.0  42.6  55.4 71.69 118.8 117.7 107.27  85.9
## pm2.5       112.0 109.0  73.0  73.0  71.0  71.0 69.00  77.0 136.0 108.00 166.0
## CV residual  88.6  94.3  52.3  49.0  28.4  15.6 -2.69 -41.8  18.3   0.73  80.1
##             20633 20634  20636 20639 20641 20645 20649 20650 20660 20667 20668
## Predicted    49.5  53.6 82.874 110.1 116.4 140.9  72.7  93.6  83.9  95.2   120
## cvpred       49.1  53.2 82.784 109.7 116.1 141.1  71.8  93.3  83.4  95.0   120
## pm2.5       124.0 102.0 82.000 131.0 148.0 166.0 168.0 166.0 164.0 263.0   207
## CV residual  74.9  48.8 -0.784  21.3  31.9  24.9  96.2  72.7  80.6 168.0    87
##             20672 20673 20674  20676 20678 20679 20680 20682  20684 20687
## Predicted   120.6 119.0 122.7 128.95 101.2 100.5 102.1  98.0 144.21 146.7
## cvpred      120.6 118.9 121.9 128.33 100.2  99.6 101.3  97.3 143.95 146.3
## pm2.5       144.0 153.0 137.0 126.00 116.0 122.0 142.0 144.0 153.00 137.0
## CV residual  23.4  34.1  15.1  -2.33  15.8  22.4  40.7  46.7   9.05  -9.3
##              20692   20698 20703 20706 20712 20715  20716  20717 20718 20729
## Predicted   147.40 149.439  91.7 112.6 151.5   155 159.41 161.03 156.9 122.7
## cvpred      147.87 149.222  91.0 112.9 151.9   156 160.04 161.76 157.7 123.3
## pm2.5       139.00 149.000  38.0  78.0 122.0   138 157.00 164.00 170.0  66.0
## CV residual  -8.87  -0.222 -53.0 -34.9 -29.9   -18  -3.04   2.24  12.3 -57.3
##             20730 20732 20738 20739 20740 20741 20746 20748 20749 20750 20751
## Predicted   116.9 102.7 107.4 142.3   165 167.4  61.4 50.84 50.28  29.2 -33.8
## cvpred      117.5 102.4 107.2 142.7   166 168.3  61.4 51.31 50.71  29.8 -34.2
## pm2.5        55.0  78.0  83.0  70.0    70  69.0  26.0 53.00 52.00  50.0  37.0
## CV residual -62.5 -24.4 -24.2 -72.7   -96 -99.3 -35.4  1.69  1.29  20.2  71.2
##             20752 20753  20756 20758 20760 20761 20762 20764 20768 20771 20774
## Predicted   -34.4 -34.4 -0.444 21.46  48.5  27.8 108.9 43.87 118.7  1.47 -10.1
## cvpred      -34.8 -34.8 -0.504 21.62  48.9  28.0 109.6 44.26 119.4  1.24 -10.4
## pm2.5        33.0  30.0 14.000 26.00  37.0  43.0  44.0 47.00  41.0 38.00  38.0
## CV residual  67.8  64.8 14.504  4.38 -11.9  15.0 -65.6  2.74 -78.4 36.76  48.4
##             20782 20783 20785 20786 20787 20789 20798 20805 20806 20808 20811
## Predicted   29.03 33.13  81.4  57.7  57.7 104.2 -4.33 -5.18 -9.28 -13.4  58.0
## cvpred      29.07 33.14  82.5  58.1  58.1 105.2 -4.63 -5.27 -9.34 -13.4  58.7
## pm2.5       22.00 36.00  40.0  51.0  32.0  44.0 24.00 32.00 38.00  28.0  36.0
## CV residual -7.07  2.86 -42.5  -7.1 -26.1 -61.2 28.63 37.27 47.34  41.4 -22.7
##             20812 20814 20815 20820 20822  20823 20828 20829 20832 20834 20836
## Predicted   121.3 128.4   130  75.2  64.2 65.836  94.5  97.3 115.1   138   138
## cvpred      122.7 129.7   131  75.2  64.1 65.812  94.8  97.8 115.8   138   138
## pm2.5        44.0  50.0    47 102.0  92.0 66.000  42.0  25.0  27.0    32    35
## CV residual -78.7 -79.7   -84  26.8  27.9  0.188 -52.8 -72.8 -88.8  -106  -103
##             20839 20840 20843 20845 20846 20849 20850 20856  20859  20861
## Predicted   148.0 121.2 105.9  84.7  79.6  72.6  76.7  94.5 131.84 138.56
## cvpred      148.5 121.2 105.5  84.4  78.8  72.2  76.2  93.7 131.65 139.03
## pm2.5        55.0  67.0  85.0 106.0 136.0 125.0 108.0 140.0 139.00 136.00
## CV residual -93.5 -54.2 -20.5  21.6  57.2  52.8  31.8  46.3   7.35  -3.03
##              20863 20864 20865 20868 20870 20873 20875 20919 20920 20925 20926
## Predicted   141.04 133.1 123.0   108  91.0  90.5  65.8  98.2 103.5 102.0 112.4
## cvpred      141.38 133.3 122.8   108  90.3  89.7  64.2  97.4 102.2 101.4 111.9
## pm2.5       150.00 160.0 151.0   298 164.0 154.0 136.0 164.0 167.0 119.0 135.0
## CV residual   8.62  26.7  28.2   190  73.7  64.3  71.8  66.6  64.8  17.6  23.1
##             20931 20932 20933  20944 20950 20953 20955 20956 20966 20967 20969
## Predicted   136.6 126.6 134.5 64.501 102.0 108.5  47.3  39.7 10.56 11.61 24.06
## cvpred      135.9 126.4 134.5 64.124 101.9 108.3  46.7  39.2  9.74 10.86 24.03
## pm2.5        93.0  86.0  75.0 65.000  72.0 132.0  85.0  52.0 11.00 17.00 15.00
## CV residual -42.9 -40.4 -59.5  0.876 -29.9  23.7  38.3  12.8  1.26  6.14 -9.03
##             20973 20975 20978 20980  20981 20982 20984  20985 20990 20994 20998
## Predicted    57.4  84.3 115.5  98.6 80.930  88.8 47.50 33.650 -31.8  17.5  93.3
## cvpred       57.7  84.1 115.5  98.4 80.471  88.5 46.73 32.842 -32.9  17.6  93.8
## pm2.5        30.0  40.0  47.0  65.0 80.000  63.0 48.00 33.000  10.0   6.0  19.0
## CV residual -27.7 -44.1 -68.5 -33.4 -0.471 -25.5  1.27  0.158  42.9 -11.6 -74.8
##             21003 21006 21012 21015 21016 21020 21021 21028 21035 21037 21041
## Predicted   110.1  95.7 42.94  43.6  50.3  74.9  94.0 162.4 103.6  65.0  23.9
## cvpred      110.2  95.6 42.66  42.8  50.2  75.1  94.3 163.5 103.6  64.6  23.8
## pm2.5        84.0  48.0 48.00  73.0  66.0  39.0  42.0  93.0 122.0  75.0  39.0
## CV residual -26.2 -47.6  5.34  30.2  15.8 -36.1 -52.3 -70.5  18.4  10.4  15.2
##             21047 21048 21049 21054  21057 21062 21063 21064 21066 21072 21075
## Predicted    62.5  79.2 102.2 140.3  99.48  78.1  69.4  67.8  84.4 109.7 122.4
## cvpred       62.8  79.7 102.9 140.9  99.54  77.5  68.7  67.0  83.9 109.5 121.9
## pm2.5        43.0  56.0  54.0  79.0 101.00 147.0 133.0 136.0 149.0 139.0 133.0
## CV residual -19.8 -23.7 -48.9 -61.9   1.46  69.5  64.3  69.0  65.1  29.5  11.1
##             21077 21079 21080 21083 21084 21086 21087 21089 21090 21091 21092
## Predicted   141.2  93.8  66.1  79.1  72.8  61.3  61.3  43.7  39.6  37.7  46.5
## cvpred      141.1  92.7  64.8  78.2  71.8  60.1  60.1  42.7  38.6  36.8  45.6
## pm2.5       125.0 146.0 137.0 130.0 136.0 149.0 152.0 105.0  87.0  82.0 104.0
## CV residual -16.1  53.3  72.2  51.8  64.2  88.9  91.9  62.3  48.4  45.2  58.4
##             21102 21121 21122 21142 21146 21147 21148 21149 21150 21156 21159
## Predicted   115.4  96.8  90.5  81.9 103.2  84.3 107.6 146.8   136  68.6  51.2
## cvpred      115.3  96.2  89.8  81.8 103.3  83.5 106.8 146.5   136  66.9  50.3
## pm2.5       101.0  11.0   8.0  27.0  67.0  60.0  71.0  80.0   122  87.0  37.0
## CV residual -14.3 -85.2 -81.8 -54.8 -36.3 -23.5 -35.8 -66.5   -14  20.1 -13.3
##              21161 21162 21163 21167 21168 21172 21173 21174 21175 21176 21177
## Predicted   44.648 55.04  88.0 138.3   103 144.0 150.3   124 146.2 136.2 129.5
## cvpred      43.927 54.39  86.9 137.7   102 143.5 149.9   123 145.8 136.3 128.9
## pm2.5       43.000 51.00  37.0  50.0    40  63.0  57.0    58  65.0  55.0  53.0
## CV residual -0.927 -3.39 -49.9 -87.7   -62 -80.5 -92.9   -65 -80.8 -81.3 -75.9
##             21179 21183 21184 21185 21188  21191  21194 21195 21197 21202 21204
## Predicted   100.7 109.7 109.7 109.1 132.1 149.60 151.79 159.7 159.3 137.0 115.7
## cvpred       99.7 109.5 109.5 108.9 132.2 149.65 151.97 160.1 159.1 136.9 115.3
## pm2.5        55.0  52.0  66.0  71.0 115.0 152.00 144.00 149.0 141.0 185.0 158.0
## CV residual -44.7 -57.5 -43.5 -37.9 -17.2   2.35  -7.97 -11.1 -18.1  48.1  42.7
##             21207 21209 21213  21215 21221 21222 21223 21224 21226 21229 21233
## Predicted   75.18 63.94 99.48 122.74 149.2 152.9 153.3 146.6 142.4   129 151.9
## cvpred      74.61 63.52 99.54 122.82 149.5 152.6 153.6 146.2 142.5   128 152.4
## pm2.5       69.00 62.00 95.00 130.00 207.0 233.0 248.0 244.0 239.0   238  59.0
## CV residual -5.61 -1.52 -4.54   7.18  57.5  80.4  94.4  97.8  96.5   110 -93.4
##             21238 21240 21244 21252 21254 21255 21256 21262 21264  21269  21270
## Predicted     152   159 169.0 113.1  93.4  88.7  84.6  84.4 126.2 118.17 101.49
## cvpred        152   159 169.4 112.9  93.1  88.4  84.4  84.3 126.7 118.03 101.17
## pm2.5          92    80 140.0 135.0 143.0 154.0 118.0  52.0  56.0 109.00  97.00
## CV residual   -60   -79 -29.4  22.1  49.9  65.6  33.6 -32.3 -70.7  -9.03  -4.17
##             21271 21273 21277 21279 21280 21281 21283 21284 21285 21289 21297
## Predicted   91.39  63.3 -3.66  20.5  22.6  51.0  63.6  69.9  76.7 132.8 122.1
## cvpred      90.74  62.4 -5.08  19.4  22.2  50.6  63.4  69.8  76.8 133.2 122.7
## pm2.5       88.00  76.0  6.00   8.0   8.0  20.0  52.0  54.0  46.0 199.0 167.0
## CV residual -2.74  13.6 11.08 -11.4 -14.2 -30.6 -11.4 -15.8 -30.8  65.8  44.3
##             21300 21301 21307 21310 21311 21312 21315 21318 21319 21321 21325
## Predicted   100.5  94.2  59.9 137.8  85.9  93.8   108 112.6 146.2 125.2  79.1
## cvpred      100.6  94.2  59.2 137.9  85.4  93.5   108 112.7 146.6 125.1  79.0
## pm2.5       191.0 189.0  46.0  50.0  59.0  56.0    43  50.0  49.0  38.0  53.0
## CV residual  90.4  94.8 -13.2 -87.9 -26.4 -37.5   -65 -62.7 -97.6 -87.1 -26.0
##             21326  21328 21331 21337 21341  21346 21347 21349 21351 21354 21360
## Predicted    70.4 86.472 90.28  85.7 121.5 115.09  70.5 89.51 61.59  67.3 124.5
## cvpred       70.3 86.551 90.59  85.4 121.5 114.71  69.7 89.51 61.56  67.3 124.9
## pm2.5        55.0 87.000 98.00  17.0  85.0 107.00 121.0 98.00 63.00  33.0  73.0
## CV residual -15.3  0.449  7.41 -68.4 -36.5  -7.71  51.3  8.49  1.44 -34.3 -51.9
##             21363 21367 21368 21371 21375 21377 21379 21388 21389 21392 21393
## Predicted   151.6 152.1 152.1 126.4  88.6  72.2   129  96.2  98.4   145  77.9
## cvpred      152.2 152.8 152.8 126.7  88.8  72.5   129  96.4  98.8   145  77.9
## pm2.5        75.0 197.0 189.0 178.0 140.0 104.0    23   8.0   8.0    10   8.0
## CV residual -77.2  44.2  36.2  51.3  51.2  31.5  -106 -88.4 -90.8  -135 -69.9
##             21395 21396 21401 21402 21408 21411 21412 21413 21414 21417 21420
## Predicted    28.2  19.4 -18.3 -16.7  87.9  66.4   146   133   171  85.9  45.2
## cvpred       27.9  19.1 -18.7 -16.9  88.9  66.7   147   134   172  86.0  45.8
## pm2.5        14.0   9.0   6.0   2.0  21.0  30.0    33    34    37  52.0  13.0
## CV residual -13.9 -10.1  24.7  18.9 -67.9 -36.7  -114  -100  -135 -34.0 -32.8
##             21423 21424 21425 21428 21429 21435 21437 21441 21443 21445 21448
## Predicted    27.6 22.98 -17.3  5.63  87.6 156.3   107  56.8  46.5  40.2  33.9
## cvpred       28.3 23.67 -17.6  5.61  88.4 157.5   108  56.8  46.4  40.0  33.6
## pm2.5        12.0 16.00   9.0 12.00  12.0  81.0    44  13.0   7.0   3.0   7.0
## CV residual -16.3 -7.67  26.6  6.39 -76.4 -76.5   -64 -43.8 -39.4 -37.0 -26.6
##             21451 21453 21456 21462 21463 21465 21466 21468 21470  21471 21472
## Predicted    38.6  66.2  85.9 141.9 115.5 100.7  88.1  74.6 104.0 103.43 113.8
## cvpred       38.3  66.2  86.0 142.5 115.7 100.6  87.8  74.3 104.6 103.97 114.4
## pm2.5         3.0  23.0   7.0  73.0  96.0 130.0 135.0 148.0  86.0  99.00  62.0
## CV residual -35.3 -43.2 -79.0 -69.5 -19.7  29.4  47.2  73.7 -18.6  -4.97 -52.4
##             21477 21478 21480 21482 21486 21487 21490 21491 21493 21497 21499
## Predicted   127.2 121.5 111.7 107.6   118 103.7  74.4  89.6  95.9  83.0  68.8
## cvpred      127.3 121.5 111.6 107.6   118 103.5  73.9  89.0  96.0  83.2  68.1
## pm2.5        60.0  40.0  17.0  15.0    13  16.0   8.0   5.0   7.0   7.0   6.0
## CV residual -67.3 -81.5 -94.6 -92.6  -105 -87.5 -65.9 -84.0 -89.0 -76.2 -62.1
##             21500 21501 21502 21506 21511 21513 21520 21533 21536 21537 21540
## Predicted    76.9  99.9   116   155   149  57.0  27.5 115.2  73.7  92.2  54.2
## cvpred       76.2  99.5   115   155   149  55.9  26.3 115.2  72.8  91.6  53.2
## pm2.5        11.0  10.0     8    11    16  12.0   6.0  31.0  25.0  16.0  12.0
## CV residual -65.2 -89.5  -107  -144  -133 -43.9 -20.3 -84.2 -47.8 -75.6 -41.2
##             21545 21546 21550 21551 21553 21555 21558 21559 21565 21568 21571
## Predicted    34.0  44.6  72.5  97.8   145 116.0   145   150  48.4  18.7  26.6
## cvpred       33.7  43.6  71.6  97.7   146 115.7   146   150  47.3  18.0  26.1
## pm2.5        17.0  16.0  37.0  38.0    35  58.0    42    38 111.0 113.0  96.0
## CV residual -16.7 -27.6 -34.6 -59.7  -111 -57.7  -104  -112  63.7  95.0  69.9
##             21576 21578 21579 21584 21588 21590 21591 21597 21601 21603 21604
## Predicted   114.8  88.2  98.6 116.1  90.4  92.6  84.1   105   132 134.4 140.7
## cvpred      114.7  88.4  98.8 116.3  90.1  92.5  83.7   105   133 134.9 141.3
## pm2.5        99.0 113.0 111.0 154.0 153.0 154.0 160.0   255   259 219.0 185.0
## CV residual -15.7  24.6  12.2  37.7  62.9  61.5  76.3   150   126  84.1  43.7
##             21618 21620 21621  21622 21623 21624 21626 21629 21630 21632 21635
## Predicted     122 126.4   127 135.74 137.9 146.1   147   117 161.0 145.1 111.3
## cvpred        122 126.7   127 136.02 138.3 146.5   147   117 161.2 145.4 110.7
## pm2.5         259 204.0   228 139.00 117.0 160.0   296   289 237.0 135.0  82.0
## CV residual   137  77.3   101   2.98 -21.3  13.5   149   172  75.8 -10.4 -28.7
##             21638 21642 21644 21646 21647 21651 21652 21655 21656 21659 21660
## Predicted   98.70  96.1 112.8 122.1 120.5 147.1   149   121   148 102.2  95.9
## cvpred      97.88  95.9 112.8 122.1 120.4 146.7   149   120   147 101.8  95.4
## pm2.5       92.00 226.0 164.0 175.0 171.0 214.0   192   293   284 165.0 166.0
## CV residual -5.88 130.1  51.2  52.9  50.6  67.3    43   173   137  63.2  70.6
##             21661 21665 21666 21667 21671 21672 21682 21683 21685 21689 21690
## Predicted    91.2  93.9  93.5  98.1 133.6   152 125.1 125.1 129.2 119.3 125.6
## cvpred       90.8  93.6  92.6  97.3 133.8   152 125.1 125.1 129.1 119.2 125.6
## pm2.5       153.0 163.0 182.0 230.0  60.0    52  80.0  61.0 110.0 165.0 145.0
## CV residual  62.2  69.4  89.4 132.7 -73.8  -100 -45.1 -64.1 -19.1  45.8  19.4
##             21691 21694 21695 21697  21699 21701 21704  21708 21709 21710 21715
## Predicted     132   139 137.2 143.0 150.92 118.9 145.1 132.49 134.1 134.1 137.2
## cvpred        132   139 137.3 142.6 150.76 118.6 145.4 132.58 134.3 134.3 136.8
## pm2.5         148   105 111.0 127.0 146.00 173.0 182.0 138.00 142.0 152.0 190.0
## CV residual    16   -34 -26.3 -15.6  -4.76  54.4  36.6   5.42   7.7  17.7  53.2
##             21718 21720 21721 21725 21728 21731  21734 21742 21747 21753 21755
## Predicted     136 152.3 154.9 152.4 150.8 140.4 154.89 157.9 158.1 110.3 138.0
## cvpred        136 151.9 155.2 152.9 151.2 140.7 155.22 158.2 157.8 109.4 137.9
## pm2.5         218 101.0 186.0 229.0 166.0 127.0 163.00 144.0  70.0  94.0  76.0
## CV residual    82 -50.9  30.8  76.1  14.8 -13.7   7.78 -14.2 -87.8 -15.4 -61.9
##             21758 21762 21765 21766 21768  21770  21772 21776 21777 21778 21779
## Predicted   125.4   121 130.1 136.4 134.8 141.05 136.95 133.3 133.7 132.1 125.8
## cvpred      125.1   121 129.8 136.2 134.5 140.84 136.77 132.3 133.3 131.6 125.2
## pm2.5        95.0   147  88.0  60.0  73.0 132.00 131.00 116.0 120.0 111.0 108.0
## CV residual -30.1    26 -41.8 -76.2 -61.5  -8.84  -5.77 -16.3 -13.3 -20.6 -17.2
##             21787 21790 21793 21794 21797 21802 21803 21804 21808 21809 21815
## Predicted   123.0 129.9 136.7 136.7   141 112.2 101.8  95.5  92.4  98.7 116.0
## cvpred      122.3 129.3 136.3 136.3   140 111.3 100.9  94.5  91.5  97.9 115.4
## pm2.5       126.0  57.0  48.0  51.0   110  96.0  62.0  51.0  70.0  72.0  41.0
## CV residual   3.7 -72.3 -88.3 -85.3   -30 -15.3 -38.9 -43.5 -21.5 -25.9 -74.4
##             21818 21821 21823 21825 21829 21831 21835 21837 21844 21845 21848
## Predicted   134.3 135.9 140.6 144.7 146.3 141.2   118   118 154.4 158.1 154.4
## cvpred      133.9 135.7 140.3 144.4 146.1 140.4   117   117 154.7 157.8 154.7
## pm2.5        43.0  59.0  52.0  60.0  84.0 128.0   218   178 104.0 118.0  90.0
## CV residual -90.9 -76.7 -88.3 -84.4 -62.1 -12.4   101    61 -50.7 -39.8 -64.7
##             21850 21851 21853 21854 21856 21857 21859 21867 21872 21875 21876
## Predicted   154.4 154.4 153.8 147.5   143   143   143 153.4 111.3 113.5  80.5
## cvpred      154.7 154.7 154.1 147.7   143   143   143 153.1 110.5 112.4  79.2
## pm2.5        75.0  74.0  61.0  61.0    67    69    72 104.0 128.0  70.0  50.0
## CV residual -79.7 -80.7 -93.1 -86.7   -76   -74   -71 -49.1  17.5 -42.4 -29.2
##             21878 21880 21881 21882 21884 21885 21886 21893 21894 21895 21896
## Predicted    61.2  60.7  62.7  64.9 104.9 104.9 115.2 156.5 156.5 156.5 154.3
## cvpred       60.1  59.5  62.2  64.5 104.7 104.7 115.1 156.9 156.9 156.9 154.6
## pm2.5        30.0  21.0  27.0  40.0  27.0  42.0  71.0 112.0 126.0 131.0 134.0
## CV residual -30.1 -38.5 -35.2 -24.5 -77.7 -62.7 -44.1 -44.9 -30.9 -25.9 -20.6
##              21898 21905 21906 21909 21912 21917 21918 21919 21920 21921 21927
## Predicted   141.18  99.6  92.8 102.0   102  87.2  97.6   133 108.5  63.0  47.7
## cvpred      141.23  99.3  91.9 101.1   101  87.1  97.6   133 108.3  62.2  47.2
## pm2.5       145.00 140.0 121.0 120.0   205  61.0  38.0    27  17.0  17.0  12.0
## CV residual   3.77  40.7  29.1  18.9   104 -26.1 -59.6  -106 -91.3 -45.2 -35.2
##             21928 21931 21935 21939 21940 21943 21946 21956 21959 21964 21965
## Predicted    56.4  70.6 100.7   108 120.5 116.7  69.2  83.4 106.7 118.8  97.4
## cvpred       56.3  70.8 101.1   108 120.7 116.7  68.5  83.6 106.9 119.1  97.1
## pm2.5        19.0  22.0  22.0    48  51.0  35.0  21.0  22.0  42.0  60.0  69.0
## CV residual -37.3 -48.8 -79.1   -60 -69.7 -81.7 -47.5 -61.6 -64.9 -59.1 -28.1
##             21973 21975 21977 21981 21982 21990 21993 21999 22002    22003
## Predicted    93.9  99.2  95.5 117.4 109.2 156.6 146.5 119.9 125.6 131.9234
## cvpred       93.6  98.4  95.3 117.4 109.3 156.5 146.1 119.8 125.6 131.9796
## pm2.5        83.0  85.0 114.0  98.0  89.0  93.0  73.0  96.0 110.0 132.0000
## CV residual -10.6 -13.4  18.7 -19.4 -20.3 -63.5 -73.1 -23.8 -15.6   0.0204
##             22011 22012 22014 22016 22020  22023 22024 22027 22029 22034 22035
## Predicted     153 152.5 111.0 115.1 134.0 150.64 146.0 117.1 123.4 112.4 152.3
## cvpred        152 152.5 110.5 114.5 133.3 150.19 145.5 116.3 122.7 111.6 151.9
## pm2.5          47  53.0  52.0  56.0 123.0 153.00 159.0 199.0 194.0 177.0 180.0
## CV residual  -105 -99.5 -58.5 -58.5 -10.3   2.81  13.5  82.7  71.3  65.4  28.1
##             22037 22041 22048 22049 22051  22052 22055  22058 22059  22061
## Predicted   152.3 148.5 120.7 120.1 122.3 128.61 131.4 147.60 147.6 154.33
## cvpred      151.9 147.9 120.3 119.7 122.1 128.45 131.4 147.23 147.2 154.62
## pm2.5       183.0 183.0  97.0  90.0 105.0 134.00 167.0 152.00 136.0 163.00
## CV residual  31.1  35.1 -23.3 -29.7 -17.1   5.55  35.6   4.77 -11.2   8.38
##             22067 22068 22069 22072 22073 22083 22087 22088 22091 22093 22100
## Predicted   102.3  89.7  85.0 108.2 127.0 152.7 125.9   156 148.5 136.3 141.7
## cvpred      101.2  88.4  83.7 107.2 126.7 152.9 125.1   156 147.9 136.1 141.8
## pm2.5       174.0 152.0 145.0 130.0 139.0 101.0 110.0   122 110.0 103.0  94.0
## CV residual  72.8  63.6  61.3  22.8  12.3 -51.9 -15.1   -34 -37.9 -33.1 -47.8
##             22110 22111 22113 22114 22116 22117 22118 22120 22121 22124 22126
## Predicted   117.3 117.3 104.1  95.6 128.4 119.9 128.2 125.2 126.8   168   122
## cvpred      116.8 116.8 103.4  94.7 127.9 119.2 128.3 125.4 127.1   170   122
## pm2.5        48.0  47.0  42.0  33.0  35.0  36.0  30.0  53.0  63.0    56    20
## CV residual -68.8 -69.8 -61.4 -61.7 -92.9 -83.2 -98.3 -72.4 -64.1  -114  -102
##             22130 22133 22134 22135 22138 22139 22144 22152 22156 22169 22170
## Predicted   121.8   176   175   174 159.5 151.5 87.35 120.2   127  97.8  62.0
## cvpred      121.9   178   176   175 159.9 152.1 86.98 120.2   127  97.2  60.9
## pm2.5        33.0    49    47    61 101.0  96.0 80.00  28.0    25   9.0   9.0
## CV residual -88.9  -129  -129  -114 -58.9 -56.1 -6.98 -92.2  -102 -88.2 -51.9
##             22171 22175 22176 22177 22187 22195 22198 22199 22209 22211 22214
## Predicted    88.4   128   134   134  81.1 104.9 128.2 124.1  91.8  68.8  47.4
## cvpred       87.7   128   134   134  79.8 104.7 127.5 123.5  90.8  67.6  46.0
## pm2.5        16.0    17    16    29  10.0  33.0  41.0  42.0  23.0  19.0  14.0
## CV residual -71.7  -111  -118  -105 -69.8 -71.7 -86.5 -81.5 -67.8 -48.6 -32.0
##             22215 22216 22225 22227 22232 22234 22237 22239 22242 22243 22245
## Predicted    51.3  80.1 138.9   149  93.6  64.3  43.6  59.6  60.1  62.2  94.0
## cvpred       50.1  79.3 138.6   149  92.5  62.9  42.0  58.4  59.4  61.7  93.7
## pm2.5        15.0  15.0  63.0    63  50.0  29.0  32.0  25.0  25.0  27.0  38.0
## CV residual -35.1 -64.3 -75.6   -86 -42.5 -33.9 -10.0 -33.4 -34.4 -34.7 -55.7
##             22246 22251 22254 22257 22263 22264 22269 22270 22276 22277 22278
## Predicted    88.2 138.6 145.0 109.7  56.7  58.7  92.6  97.3 126.8 133.1 133.1
## cvpred       87.9 138.5 144.5 108.5  55.0  57.7  92.0  96.7 126.3 132.7 132.7
## pm2.5        41.0  84.0  68.0 131.0  71.0  62.0  50.0  56.0  61.0  80.0 114.0
## CV residual -46.9 -54.5 -76.5  22.5  16.0   4.3 -42.0 -40.7 -65.3 -52.7 -18.7
##             22290 22291  22293 22297 22299 22302 22303 22305 22306  22311 22315
## Predicted    88.3  94.6 109.61 129.3 135.6 137.8 144.1   132 123.0  98.65 101.9
## cvpred       87.4  93.8 108.89 128.7 135.1 137.4 143.8   131 122.3  97.83 101.3
## pm2.5        75.0  79.0 107.00  89.0  99.0  51.0  54.0    65  76.0 104.00  88.0
## CV residual -12.4 -14.8  -1.89 -39.7 -36.1 -86.4 -89.8   -66 -46.3   6.17 -13.3
##             22317 22323 22329  22332  22333 22339  22343 22346 22347 22348
## Predicted   117.0 134.2 138.3 119.43 121.05 117.4 134.69 134.7 134.7 141.0
## cvpred      116.4 133.8 137.9 118.75 120.46 116.9 134.36 134.4 134.4 140.8
## pm2.5       106.0  92.0 126.0 128.00 130.00 138.0 132.00 173.0 167.0 179.0
## CV residual -10.4 -41.8 -11.9   9.25   9.54  21.1  -2.36  38.6  32.6  38.2
##             22349 22351 22354 22356 22357 22358 22361 22363 22366 22367 22371
## Predicted   145.6 145.2 124.7   118   108   107 104.9 112.8 126.2   133   145
## cvpred      145.4 144.4 123.5   118   107   106 104.1 112.2 125.6   132   145
## pm2.5       187.0 197.0 205.0   222   226   259 197.0 188.0 194.0   206   246
## CV residual  41.6  52.6  81.5   104   119   153  92.9  75.8  68.4    74   101
##             22375 22383 22384 22391 22392 22394 22401 22402 22403 22405 22406
## Predicted   145.1   114 129.1   163   164   138 114.2  75.1  59.0  42.3  32.0
## cvpred      144.8   113 128.5   163   164   138 113.8  74.3  58.1  41.2  30.8
## pm2.5       185.0   299 164.0    26    23    23  24.0  11.0  10.0   8.0  10.0
## CV residual  40.2   186  35.5  -137  -141  -115 -89.8 -63.3 -48.1 -33.2 -20.8
##             22410 22413 22417 22418 22424 22426 22432 22441 22442 22443 22444
## Predicted   15.27   135   101  84.0   125  77.0   104   138   133 105.5 134.8
## cvpred      13.91   134   100  83.1   124  75.7   103   138   132 104.3 134.5
## pm2.5        8.00    21    27  14.0    12  10.0    70    27    24  49.0  59.0
## CV residual -5.91  -113   -73 -69.1  -112 -65.7   -33  -111  -108 -55.3 -75.5
##             22445 22451 22463 22467 22468  22476 22478 22485 22486 22488 22495
## Predicted   134.3  91.3 122.5 136.7 136.7 132.30 123.5 143.5 141.8 143.5 153.6
## cvpred      133.5  89.8 121.7 136.2 136.2 131.56 122.8 143.1 141.4 143.1 153.5
## pm2.5        64.0  75.0  89.0 102.0  90.0 130.00 108.0  61.0  56.0  62.0  57.0
## CV residual -69.5 -14.8 -32.7 -34.2 -46.2  -1.56 -14.8 -82.1 -85.4 -81.1 -96.5
##             22498 22499 22505 22508 22514 22516 22518 22522 22527 22531 22537
## Predicted   151.4 147.3   141 142.6 145.6 151.9 116.4 131.0 128.8 105.7 141.8
## cvpred      151.2 147.1   141 142.5 145.4 151.8 115.2 129.9 127.6 104.2 141.4
## pm2.5        77.0  70.0    30  49.0  63.0  59.0  82.0  86.0  99.0  94.0  51.0
## CV residual -74.2 -77.1  -111 -93.5 -82.4 -92.8 -33.2 -43.9 -28.6 -10.2 -90.4
##             22545 22550  22553 22599 22600 22603 22604 22605 22617 22618 22620
## Predicted   153.0 128.9 125.85 113.9 119.8   139 116.4 143.6   155   122   149
## cvpred      152.9 128.5 125.53 113.4 118.8   138 115.2 142.7   154   121   150
## pm2.5       116.0 108.0 124.00  45.0  48.0    58  80.0  76.0    25    21    17
## CV residual -36.9 -20.5  -1.53 -68.4 -70.8   -80 -35.2 -66.7  -129  -100  -133
##             22623 22625 22626 22627 22628 22637 22641 22643 22645 22647 22654
## Predicted     157 112.5 112.5   111   111 117.1 115.5   127 109.2 104.5 104.5
## cvpred        157 111.7 111.7   110   110 116.4 114.6   126 108.3 103.6 103.6
## pm2.5          15  20.0  24.0    21    22  17.0  22.0     8  16.0  13.0  16.0
## CV residual  -142 -91.7 -87.7   -89   -88 -99.4 -92.6  -118 -92.3 -90.6 -87.6
##             22659 22660 22661 22664 22666 22667 22668 22671 22672 22673 22674
## Predicted   113.0   124   118  96.6  75.6  80.9  65.2  98.7  94.6  92.4 100.3
## cvpred      112.3   123   117  95.5  74.0  79.3  63.5  97.8  93.8  91.4  99.5
## pm2.5        13.0    18    11  15.0  14.0  10.0  16.0  17.0  15.0  17.0  21.0
## CV residual -99.3  -105  -106 -80.5 -60.0 -69.3 -47.5 -80.8 -78.8 -74.4 -78.5
##             22676 22677 22679 22680 22684 22685 22686 22687 22688 22691 22694
## Predicted   121.6 129.9   141 135.0 147.2 147.2 118.3 118.3 140.9  92.6   107
## cvpred      121.1 128.8   141 134.5 146.3 146.3 117.1 117.1 139.9  90.9   106
## pm2.5        22.0  30.0    33  55.0  61.0  50.0  48.0  54.0  60.0  74.0    54
## CV residual -99.1 -98.8  -108 -79.5 -85.3 -96.3 -69.1 -63.1 -79.9 -16.9   -52
##             22696 22699 22704 22706 22708 22709 22710 22711 22721 22725 22726
## Predicted   112.6 120.5   140   135 107.5 103.4 119.1 108.1  98.9 112.1 110.5
## cvpred      111.8 119.9   140   135 106.5 102.4 118.2 107.1  97.9 111.2 109.5
## pm2.5        42.0  51.0    31    23  28.0  29.0  39.0  36.0  15.0  31.0  25.0
## CV residual -69.8 -68.9  -109  -112 -78.5 -73.4 -79.2 -71.1 -82.9 -80.2 -84.5
##             22728 22729 22730 22731 22732 22734 22735 22743 22748 22751 22752
## Predicted   129.6 129.2 135.9 142.2 137.7 142.2 142.2  85.3 110.5 119.2 119.2
## cvpred      128.7 127.7 135.1 141.5 136.4 141.5 141.5  84.0 109.5 118.3 118.3
## pm2.5        29.0  32.0  43.0  54.0  46.0  44.0  52.0  29.0  53.0  84.0  79.0
## CV residual -99.7 -95.7 -92.1 -87.5 -90.4 -97.5 -89.5 -55.0 -56.5 -34.3 -39.3
##             22753 22756  22758 22760 22765 22766 22767 22768 22769 22773 22775
## Predicted   125.5 137.1 103.50  95.0  91.0 101.4 103.0  98.9  94.3 119.4 128.2
## cvpred      124.7 135.8 101.93  93.2  89.7 100.2 101.9  97.9  93.2 118.7 127.5
## pm2.5        73.0  82.0  95.00  82.0  61.0  63.0  55.0  50.0  46.0  37.0  38.0
## CV residual -51.7 -53.8  -6.93 -11.2 -28.7 -37.2 -46.9 -47.9 -47.2 -81.7 -89.5
##             22778 22785 22786 22788 22790 22796 22800 22802 22803 22806 22810
## Predicted   134.0 125.6 115.2 104.7 105.9 124.6   136 137.2 137.2 143.5 134.5
## cvpred      132.9 124.2 113.7 103.6 104.4 123.9   135 136.7 136.7 143.1 133.4
## pm2.5        52.0  74.0  67.0  66.0  67.0  68.0    89  88.0 101.0 116.0 109.0
## CV residual -80.9 -50.2 -46.7 -37.6 -37.4 -55.9   -46 -48.7 -35.7 -27.1 -24.4
##             22812 22816 22821 22822 22823 22826 22828 22831 22836 22838 22840
## Predicted   122.0 75.23  88.6 133.2 137.3   146 110.3 108.6  82.1  77.4  85.5
## cvpred      120.6 73.32  87.3 132.3 136.3   145 109.4 107.7  80.6  75.9  84.4
## pm2.5        84.0 79.00  28.0  35.0  37.0    43  21.0  21.0  52.0  45.0  52.0
## CV residual -36.6  5.68 -59.3 -97.3 -99.3  -102 -88.4 -86.7 -28.6 -30.9 -32.4
##             22841 22842 22844 22845 22849 22850  22860 22868 22869 22872 22873
## Predicted    89.3  89.3 106.6 112.9 136.7   145 104.66 108.2 123.2 127.6   142
## cvpred       88.5  88.5 105.9 112.3 136.2   144 103.64 107.7 122.8 127.4   141
## pm2.5        56.0  57.0  32.0  38.0  37.0    43 108.00  72.0  97.0  76.0    85
## CV residual -32.5 -31.5 -73.9 -74.3 -99.2  -101   4.36 -35.7 -25.8 -51.4   -56
##             22874  22880 22887 22889 22934 22937 22938 22939 22943 22946 22949
## Predicted     142 112.82 124.4 118.7  35.5  74.6  80.9  95.4 137.5   152   125
## cvpred        142 111.76 123.5 117.7  34.0  74.0  80.4  94.9 137.4   152   124
## pm2.5          93 118.00  88.0  67.0  13.0  15.0  21.0  26.0  46.0    50    72
## CV residual   -49   6.24 -35.5 -50.7 -21.0 -59.0 -59.4 -68.9 -91.4  -102   -52
##             22957 22958 22959 22965 22967 22978 22979 22981 22983 22985 22987
## Predicted   109.6 105.2 105.2   132   143  87.9  92.6 56.42  58.7  81.2 103.0
## cvpred      109.4 105.3 105.3   133   143  86.7  91.4 54.78  57.1  79.9 102.5
## pm2.5        47.0  42.0  27.0    31    42  72.0  63.0 45.00  14.0  25.0  23.0
## CV residual -62.4 -63.3 -78.3  -102  -101 -14.7 -28.4 -9.78 -43.1 -54.9 -79.5
##             22989 23000 23001 23002 23004 23006 23014 23025 23029  23031 23034
## Predicted   103.6 136.3 127.8 90.50 100.5  79.3 110.7 139.4 124.1 113.14 112.9
## cvpred      103.1 135.3 126.6 88.67  98.7  78.1 110.1 139.1 123.4 112.36 112.3
## pm2.5        45.0  97.0 108.0 96.00  78.0  52.0  53.0 123.0 146.0 118.00 144.0
## CV residual -58.1 -38.3 -18.6  7.33 -20.7 -26.1 -57.1 -16.1  22.6   5.64  31.7
##             23036 23039 23040 23041 23045  23046  23047 23049 23129 23130 23135
## Predicted   129.5 127.9 134.2 134.2 152.5 146.77 146.77 140.5  51.8  45.7   131
## cvpred      129.2 127.5 133.8 133.8 152.4 146.63 146.63 140.2  50.5  45.0   131
## pm2.5       161.0 166.0 185.0 206.0 186.0 153.00 140.00 182.0   8.0  12.0    25
## CV residual  31.8  38.5  51.2  72.2  33.6   6.37  -6.63  41.8 -42.5 -33.0  -106
##             23137 23142 23147  23150 23151 23157 23159 23160 23163 23165 23167
## Predicted   113.5 110.6  46.2  -8.39  28.5  90.9 128.2 126.7 143.4 134.6 145.1
## cvpred      112.5 109.7  44.8 -10.05  27.7  90.4 127.2 126.5 143.3 134.6 144.7
## pm2.5        36.0  13.0  13.0   8.00  11.0  17.0  35.0  36.0  63.0  81.0  82.0
## CV residual -76.5 -96.7 -31.8  18.05 -16.7 -73.4 -92.2 -90.5 -80.3 -53.6 -62.7
##             23170 23172 23177 23180 23181 23184  23192 23194 23195 23200 23201
## Predicted   116.0  89.9  76.3  89.5 106.1 133.3 113.25 116.9 104.4  45.4 55.82
## cvpred      115.5  88.3  75.3  88.7 105.5 132.4 111.97 115.6 102.8  44.5 54.93
## pm2.5        98.0 105.0  65.0  69.0  65.0  63.0 110.00 143.0 156.0  59.0 52.00
## CV residual -17.5  16.7 -10.3 -19.7 -40.5 -69.4  -1.97  27.4  53.2  14.5 -2.93
##             23202 23207 23210 23211 23215 23218 23220 23225 23226  23231  23234
## Predicted   55.82 135.4 131.3 137.6 120.9   120  90.9  75.5  85.9 119.78 142.31
## cvpred      54.93 135.1 131.1 137.5 120.1   119  89.4  74.6  85.1 119.41 141.66
## pm2.5       56.00  84.0 104.0 104.0 143.0   146 151.0 118.0 117.0 113.00 133.00
## CV residual  1.07 -51.1 -27.1 -33.5  22.9    27  61.6  43.4  31.9  -6.41  -8.66
##             23237 23238 23242 23243 23244 23245 23247 23249 23250 23251 23253
## Predicted   142.3 142.3   114 105.0 105.0  90.2  89.4  93.5  93.5 106.1 114.8
## cvpred      141.7 141.7   113 104.3 104.3  89.2  88.6  92.6  92.6 105.4 114.2
## pm2.5       178.0 174.0   169 153.0 158.0 160.0 159.0 145.0 156.0 166.0 149.0
## CV residual  36.3  32.3    56  48.7  53.7  70.8  70.4  52.4  63.4  60.6  34.8
##             23254 23258 23260 23262 23263 23273 23276 23280 23281 23289 23291
## Predicted   121.1 135.6 135.6 141.5 141.5 103.3 128.5 138.9 138.9   142  90.9
## cvpred      120.6 135.1 135.1 140.5 140.5 102.5 128.1 138.5 138.5   141  89.6
## pm2.5       140.0 102.0  93.0  71.0  74.0  62.0  56.0  55.0  68.0    92  76.0
## CV residual  19.4 -33.1 -42.1 -69.5 -66.5 -40.5 -72.1 -83.5 -70.5   -49 -13.6
##             23292 23296 23299 23300 23303  23306  23307 23314 23319 23320 23321
## Predicted   111.0 59.39  92.5 107.0 149.2 153.89 154.33  55.9  20.7  54.1  83.0
## cvpred      110.1 58.13  92.4 106.9 148.9 153.62 154.62  54.2  18.8  53.0  82.1
## pm2.5        88.0 57.00  75.0 105.0 128.0 157.00 161.00  42.0  29.0  24.0  38.0
## CV residual -22.1 -1.13 -17.4  -1.9 -20.9   3.38   6.38 -12.2  10.2 -29.0 -44.1
##              23324 23326 23327 23329 23330 23334 23335 23337 23339 23340 23343
## Predicted   118.86 123.7 124.1   131   108   144   114   127   108 101.5  86.4
## cvpred      118.14 122.4 123.4   130   107   143   113   125   106  99.8  85.1
## pm2.5       123.00 175.0 205.0   245   260   286   301   277   242 231.0 233.0
## CV residual   4.86  52.6  81.6   115   153   143   188   152   136 131.2 147.9
##             23346 23352 23356 23358 23362 23364 23368 23370 23372 23373 23375
## Predicted    88.6 132.9 137.5 139.7   123 104.5  82.8  97.3 104.2   121 125.5
## cvpred       87.4 132.2 136.8 139.2   122 103.2  81.6  96.1 103.1   120 124.7
## pm2.5       170.0 204.0 206.0 212.0   242 179.0 145.0 143.0 166.0   160 180.0
## CV residual  82.6  71.8  69.2  72.8   120  75.8  63.4  46.9  62.9    40  55.3
##             23378 23379 23380 23384 23385 23386 23387 23388 23391 23393 23397
## Predicted     132 135.9   132 135.5 135.9 123.3 117.0 104.5 109.9 103.2   114
## cvpred        131 135.1   131 134.1 135.1 122.3 115.9 103.2 108.9 101.9   113
## pm2.5         205 196.0   192 204.0 206.0 202.0 207.0 179.0 141.0 124.0   111
## CV residual    74  60.9    61  69.9  70.9  79.7  91.1  75.8  32.1  22.1    -2
##              23401 23406 23407 23413 23418 23420 23421 23423 23424 23428 23429
## Predicted   106.45   113   115  94.7  97.8  99.9  99.9 102.7  96.4  91.6  91.6
## cvpred      105.34   112   115  93.7  96.7  99.0  99.0 101.9  95.5  91.0  91.0
## pm2.5       109.00    10     7  10.0  16.0  17.0  18.0  18.0  13.0   5.0   5.0
## CV residual   3.66  -102  -108 -83.7 -80.7 -82.0 -81.0 -83.9 -82.5 -86.0 -86.0
##             23431 23433 23444 23445 23449 23456 23463 23465 23469 23475 23476
## Predicted     103  75.2  42.1  52.5  57.1  90.8  36.0  50.9 113.8   152   150
## cvpred        102  74.1  41.0  51.4  56.1  89.8  34.8  50.3 113.7   152   149
## pm2.5           6  13.0  11.0   8.0  10.0  17.0  12.0   9.0  15.0    30    30
## CV residual   -96 -61.1 -30.0 -43.4 -46.1 -72.8 -22.8 -41.3 -98.7  -122  -119
##             23478 23486 23491 23492 23498 23501 23502 23507   23520 23522 23523
## Predicted   112.1 59.84  66.3  91.7   142 120.9 120.9   108 145.146 117.9 106.9
## cvpred      111.4 58.12  65.5  91.1   141 120.1 120.1   107 144.128 116.6 105.5
## pm2.5        25.0 50.00  25.0  29.0    40  58.0  62.0    67 144.000 141.0 151.0
## CV residual -86.4 -8.12 -40.5 -62.1  -101 -62.1 -58.1   -40  -0.128  24.4  45.5
##             23524 23526 23529 23531 23535 23543 23544 23547 23551 23554 23558
## Predicted   119.5 108.5 107.0  80.2 106.4   140 111.6 100.6 109.7  82.4  93.4
## cvpred      118.4 107.3 105.6  78.3 105.5   139 110.3  99.2 108.5  80.6  91.8
## pm2.5       140.0 135.0 134.0 115.0  50.0    31  31.0  47.0  43.0  35.0  40.0
## CV residual  21.6  27.7  28.4  36.7 -55.5  -108 -79.3 -52.2 -65.5 -45.6 -51.8
##             23561 23563 23565 23566 23567 23568 23572 23586 23588  23597 23603
## Predicted    97.7 104.0 121.2   124 137.9 143.7 145.9 95.48   117 146.64 118.9
## cvpred       96.8 103.2 120.6   123 137.5 142.9 145.2 94.48   116 146.24 117.4
## pm2.5        60.0  60.0  61.0    61  69.0  73.0  95.0 85.00    90 143.00 179.0
## CV residual -36.8 -43.2 -59.6   -62 -68.5 -69.9 -50.2 -9.48   -26  -3.24  61.6
##             23604 23606 23607 23616 23621  23626 23629 23630 23632 23640 23642
## Predicted     113  99.9  88.8 132.6 140.6 130.17 119.2 112.9 110.4 129.3 158.1
## cvpred        111  98.6  87.1 132.2 140.3 129.87 118.8 112.4 110.1 128.7 157.9
## pm2.5         176 149.0 134.0 109.0 121.0 138.00 132.0  92.0  78.0  48.0  64.0
## CV residual    65  50.4  46.9 -23.2 -19.3   8.13  13.2 -20.4 -32.1 -80.7 -93.9
##             23645 23650 23651 23653 23655 23661 23664 23667 23669 23671 23676
## Predicted    89.5    57  52.9  24.0  23.4  92.2  85.8   153   124   134  71.0
## cvpred       89.1    56  51.9  22.9  22.3  91.6  85.1   153   124   134  70.2
## pm2.5        37.0     6   7.0   5.0   7.0  14.0  14.0    11    13    20  10.0
## CV residual -52.1   -50 -44.9 -17.9 -15.3 -77.6 -71.1  -142  -111  -114 -60.2
##             23682 23686 23687 23688 23689 23691 23694 23696 23697 23698 23700
## Predicted    64.3  56.6  94.6   116 107.1 107.1   120 101.7  77.1  50.1  35.9
## cvpred       63.1  55.5  93.9   115 106.7 106.7   120 100.9  75.9  48.6  34.2
## pm2.5        17.0  14.0  15.0    12  11.0  15.0    24  17.0  20.0  25.0  12.0
## CV residual -46.1 -41.5 -78.9  -103 -95.7 -91.7   -96 -83.9 -55.9 -23.6 -22.2
##             23702 23706 23710 23713 23715 23717 23722 23724 23730 23733 23734
## Predicted    7.94  53.5 117.4   120 148.7 106.9  47.1 24.13  49.1  80.8 128.7
## cvpred       6.19  52.3 117.2   119 148.2 106.2  45.2 21.99  48.1  80.1 128.3
## pm2.5        8.00   8.0  28.0    23  70.0  28.0  29.0 24.00  26.0  37.0  43.0
## CV residual  1.81 -44.3 -89.2   -96 -78.2 -78.2 -16.2  2.01 -22.1 -43.1 -85.3
##             23736 23737 23738 23740 23744 23746 23747 23748 23753 23755 23760
## Predicted   137.0 112.8 108.7 104.0  96.1  62.4  81.5 74.69 48.54  61.1 148.2
## cvpred      136.1 111.6 107.5 102.8  94.7  60.4  79.8 72.78 47.51  60.3 147.6
## pm2.5        52.0  68.0  77.0  78.0  45.0  47.0  57.0 69.00 43.00  42.0  58.0
## CV residual -84.1 -43.6 -30.5 -24.8 -49.7 -13.4 -22.8 -3.78 -4.51 -18.3 -89.6
##             23762 23768 23769 23771 23773 23775 23779 23780 23783 23786 23788
## Predicted   104.2  86.9  74.4  46.7 17.55  9.20  79.8  69.4 136.0 130.1 113.1
## cvpred      103.3  85.8  73.0  45.1 16.05  7.79  79.8  69.4 135.8 129.8 112.9
## pm2.5        81.0  50.0  46.0  33.0 23.00 16.00  23.0  40.0  66.0  77.0  36.0
## CV residual -22.3 -35.8 -27.0 -12.1  6.95  8.21 -56.8 -29.4 -69.8 -52.8 -76.9
##             23790 23795 23797 23799 23800 23802 23803 23804 23811 23814 23817
## Predicted   121.6 38.74  50.7  33.2 -14.9 22.50  87.2 127.1 131.5 122.6  98.3
## cvpred      121.6 37.45  49.8  32.3 -16.1 21.83  87.3 127.5 131.5 122.8  97.8
## pm2.5        43.0 33.00  31.0   8.0   7.0 13.00  16.0  29.0  46.0  27.0  27.0
## CV residual -78.6 -4.45 -18.8 -24.3  23.1 -8.83 -71.3 -98.5 -85.5 -95.8 -70.8
##             23818 23820 23823  23824  23832 23834 23835  23836  23837  23843
## Predicted    79.4  61.1  33.6 29.510 143.02 124.7 147.8 126.88 114.22 106.27
## cvpred       78.7  60.3  33.3 29.246 143.22 124.1 147.5 126.41 113.59 105.12
## pm2.5        25.0  26.0  20.0 30.000 136.00 165.0 134.0 129.00 116.00 102.00
## CV residual -53.7 -34.3 -13.3  0.754  -7.22  40.9 -13.5   2.59   2.41  -3.12
##             23845 23850 23857 23868 23870 23871 23872  23875 23877 23878 23884
## Predicted    99.4  82.9 133.5   122 100.9  98.4  67.5 111.01 107.5  97.1 117.8
## cvpred       98.1  82.2 133.4   121 100.2  97.9  67.1 110.67 107.2  96.7 117.1
## pm2.5       130.0 108.0 166.0   231 196.0 183.0  97.0 109.00  92.0  71.0  54.0
## CV residual  31.9  25.8  32.6   110  95.8  85.1  29.9  -1.67 -15.2 -25.7 -63.1
##             23892 23893 23895 23902  23904 23908 23909 23912 23915 23916 23921
## Predicted    61.2  73.8  89.8 126.6 122.53 123.1   158 110.4  66.4  70.6 80.70
## cvpred       59.5  72.4  88.8 126.4 122.33 122.4   158 109.6  64.8  68.9 79.92
## pm2.5       146.0 121.0 107.0  97.0 129.00  91.0   131  98.0  85.0  94.0 83.00
## CV residual  86.5  48.6  18.2 -29.4   6.67 -31.4   -27 -11.6  20.2  25.1  3.08
##             23922 23938 23942 23943 23947 23949 23950 23952 23955 23956 23958
## Predicted   101.5  81.9 91.30 99.21 117.9 108.1 114.4   113 131.1 131.1 143.7
## cvpred      100.8  80.1 89.54 97.64 117.2 107.4 113.7   112 130.6 130.6 143.4
## pm2.5        82.0  53.0 99.00 96.00  84.0  72.0  63.0    47  58.0  59.0  68.0
## CV residual -18.8 -27.1  9.46 -1.64 -33.2 -35.4 -50.7   -65 -72.6 -71.6 -75.4
##             23961 23963 23968 23970 23974 23975 23978 23982 23984 23985 23987
## Predicted   131.1 114.7  92.7 139.4  96.6   109   143 107.2  97.1  82.4  63.5
## cvpred      130.6 113.8  91.0 138.3  95.2   108   142 106.2  95.8  80.7  61.5
## pm2.5        82.0  87.0 110.0  51.0  12.0    13    26  19.0  18.0  27.0  32.0
## CV residual -48.6 -26.8  19.0 -87.3 -83.2   -95  -116 -87.2 -77.8 -53.7 -29.5
##             23988 23991 23996 24000 24003 24010 24014 24015 24016 24018 24019
## Predicted    57.2 10.70 124.9 141.9 114.6 145.9 92.40  86.7  90.8  80.4  68.1
## cvpred       55.1  8.57 123.8 141.2 113.7 145.7 91.02  85.8  89.8  79.4  67.2
## pm2.5        31.0 11.00  31.0  56.0  90.0  95.0 82.00  10.0  10.0   5.0   8.0
## CV residual -24.1  2.43 -92.8 -85.2 -23.7 -50.7 -9.02 -75.8 -79.8 -74.4 -59.2
##             24021 24024 24025 24026 24028 24030  24034 24035 24042 24047 24051
## Predicted    53.6  50.0  54.7  50.6  46.5  48.7 -0.206 -6.49 -31.2  7.71 103.6
## cvpred       52.6  49.2  53.8  49.8  45.7  48.0 -1.317 -7.71 -32.2  6.79 103.5
## pm2.5        24.0   7.0   3.0   3.0   2.0   4.0  3.000  0.00   1.0  5.00   8.0
## CV residual -28.6 -42.2 -50.8 -46.8 -43.7 -44.0  4.317  7.71  33.2 -1.79 -95.5
##             24053 24054 24056 24065 24071 24072 24074 24085 24086 24087 24091
## Predicted    97.1  93.0   125 -17.5  77.4 146.5   106  44.3  25.1  30.9  92.8
## cvpred       96.9  92.8   124 -18.9  76.5 146.4   105  43.0  23.8  29.6  92.7
## pm2.5        10.0   6.0     5   5.0  53.0  48.0     4  11.0   9.0   6.0   8.0
## CV residual -86.9 -86.8  -119  23.9 -23.5 -98.4  -101 -32.0 -14.8 -23.6 -84.7
##             24100 24101 24103 24106 24114 24116 24117 24122 24123 24125 24127
## Predicted   160.2 122.5 120.9  66.7  63.5  99.3 132.7 124.4   158   120   120
## cvpred      160.3 122.4 120.6  65.5  63.1  99.2 132.9 124.1   158   120   120
## pm2.5        64.0  59.0  23.0  22.0  51.0  72.0  92.0 100.0   108   103    70
## CV residual -96.3 -63.4 -97.6 -43.5 -12.1 -27.2 -40.9 -24.1   -50   -17   -50
##             24128 24129 24135 24136 24137 24139 24140 24141 24143 24147 24150
## Predicted   131.3   147  91.4  81.0  93.0 132.6 145.3   119   143   156   114
## cvpred      131.1   147  91.0  80.5  92.7 132.8 145.2   118   143   156   114
## pm2.5        63.0    72 164.0 169.0 162.0 181.0 202.0   244   274   259   235
## CV residual -68.1   -75  73.0  88.5  69.3  48.2  56.8   126   131   103   121
##             24154 24157 24158 24164 24165 24168 24170 24171 24178 24179 24184
## Predicted    47.8 14.71 1.840   131  91.8   145   151  80.4  56.7  29.0  4.32
## cvpred       46.8 13.63 0.823   131  91.5   145   152  79.9  55.6  27.7  3.17
## pm2.5        11.0 10.00 8.000    20  16.0     8    10   8.0  13.0  13.0 13.00
## CV residual -35.8 -3.63 7.177  -111 -75.5  -137  -142 -71.9 -42.6 -14.7  9.83
##             24189 24190 24191 24192 24195 24196 24198 24200 24202 24203 24209
## Predicted    34.4  78.8  48.9  55.2   154   150 114.0 118.7  54.7 23.55  54.5
## cvpred       33.4  78.8  48.0  54.4   154   151 113.7 118.3  53.3 21.92  53.9
## pm2.5        19.0  16.0  16.0  19.0    20    17  19.0  27.0  30.0 19.00  23.0
## CV residual -14.4 -62.8 -32.0 -35.4  -134  -134 -94.7 -91.3 -23.3 -2.92 -30.9
##             24211 24212 24222  24223 24224 24227 24229   24239 24242 24243
## Predicted   100.8 107.1   105 105.68 105.7  33.0  3.42 130.669   112 114.5
## cvpred      100.4 106.8   104 104.58 104.6  30.8  1.16 130.172   111 113.4
## pm2.5        48.0  68.0   147  95.00  77.0  43.0 36.00 131.000   151 144.0
## CV residual -52.4 -38.8    43  -9.58 -27.6  12.2 34.84   0.828    40  30.6
##             24246 24249 24252 24257 24259 24260 24261 24263 24266 24269 24274
## Predicted   107.3  90.9 102.9  83.0  99.4 107.8 118.6 137.0 110.4   156 130.7
## cvpred      106.3  89.5 101.3  81.9  98.7 106.4 117.9 136.1 109.2   155 129.7
## pm2.5       136.0  67.0  89.0 108.0 112.0 122.0 149.0 176.0 194.0   259 206.0
## CV residual  29.7 -22.5 -12.3  26.1  13.3  15.6  31.1  39.9  84.8   104  76.3
##             24275 24276 24285 24288 24294  24295 24299 24305   24306 24309
## Predicted   118.1 113.5   143   145 154.1 154.10  60.1  5.16  9.8231  36.1
## cvpred      116.9 112.2   142   145 153.9 153.89  59.0  4.35  9.0222  35.2
## pm2.5       203.0 209.0   338   398 239.0 161.00  25.0 11.00  9.0000  10.0
## CV residual  86.1  96.8   196   253  85.1   7.11 -34.0  6.65 -0.0222 -25.2
##             24312 24321 24323 24325  24327 24329 24332 24333 24336 24339 24340
## Predicted    45.5  55.1 21.71 -6.21  -9.54 -13.6  66.0  72.3 116.3 130.5 130.5
## cvpred       44.6  54.0 20.27 -7.68 -10.66 -14.7  66.1  72.5 116.1 130.6 130.6
## pm2.5         5.0  26.0 12.00 10.00   5.00   5.0  19.0  26.0  63.0 134.0 133.0
## CV residual -39.6 -28.0 -8.27 17.68  15.66  19.7 -47.1 -46.5 -53.1   3.4   2.4
##             24341 24346  24347 24348 24353 24361  24376 24378 24380 24382 24387
## Predicted   139.0 137.2 119.91   105  67.6 144.8 144.83 144.8 144.8 144.8 144.8
## cvpred      139.3 137.6 120.13   105  67.7 145.2 145.18 145.2 145.2 145.2 145.2
## pm2.5       103.0  90.0 114.00   194 113.0 177.0 143.00 156.0 194.0 243.0 167.0
## CV residual -36.3 -47.6  -6.13    89  45.3  31.8  -2.18  10.8  48.8  97.8  21.8
##             24389 24391 24393 24394 24402 24405 24407 24408 24409 24410 24411
## Predicted     145   145   145   145   145 144.8 144.8 144.1 120.3 120.3 120.3
## cvpred        145   145   145   145   145 145.2 145.2 144.1 119.8 119.8 119.8
## pm2.5          10     8    10     9     9  51.0  55.0  45.0  58.0  62.0  41.0
## CV residual  -135  -137  -135  -136  -136 -94.2 -90.2 -99.1 -61.8 -57.8 -78.8
##             24413 24414 24422 24424 24426 24429  24433  24434 24444 24451
## Predicted   120.3 120.3 120.3 120.3 120.3 120.3 120.33 120.33 120.3 120.3
## cvpred      119.8 119.8 119.8 119.8 119.8 119.8 119.77 119.77 119.8 119.8
## pm2.5        29.0  21.0  22.0  33.0  32.0  77.0 123.00 122.00  87.0  99.0
## CV residual -90.8 -98.8 -97.8 -86.8 -87.8 -42.8   3.23   2.23 -32.8 -20.8
##              24452 24457 24459 24462 24463 24466 24467 24472 24476 24477 24478
## Predicted   120.33 113.9   113 159.9 115.9 102.3 100.4  31.2  32.4  37.0  68.8
## cvpred      119.77 113.2   112 159.8 115.4 101.5  99.8  30.5  31.8  36.5  68.5
## pm2.5       116.00  96.0    91  89.0  83.0  58.0  19.0   7.0  11.0  14.0  11.0
## CV residual  -3.77 -17.2   -21 -70.8 -32.4 -43.5 -80.8 -23.5 -20.8 -22.5 -57.5
##             24479 24480 24486 24487 24488 24489 24491 24493 24494 24498 24499
## Predicted    68.8  64.7   164   172   161  67.6  53.5 -14.7 -8.98  46.9  63.6
## cvpred       68.5  64.4   165   173   162  67.3  53.9 -15.3 -9.52  47.4  64.3
## pm2.5         8.0   6.0     6    13    15  17.0  23.0  16.0 17.00  19.0  29.0
## CV residual -60.5 -58.4  -159  -160  -147 -50.3 -30.9  31.3 26.52 -28.4 -35.3
##             24501 24519 24520 24522 24525 24526  24528 24529  24531 24533 24534
## Predicted    66.0  6.93  35.8  90.1 134.2 149.2 113.22 126.4 125.80 134.3 132.7
## cvpred       66.6  6.19  35.4  90.4 134.2 149.8 113.11 126.5 125.89 134.6 132.9
## pm2.5        55.0 17.00  16.0  27.0  75.0 102.0 115.00 142.0 129.00  78.0  68.0
## CV residual -11.6 10.81 -19.4 -63.4 -59.2 -47.8   1.89  15.5   3.11 -56.6 -64.9
##             24538   24539 24540 24545 24550 24551 24553 24558 24560 24561 24567
## Predicted   103.1 120.037 109.5  93.0   160   136   171 131.2 127.4   123  60.5
## cvpred      102.7 119.741 109.7  93.3   161   136   172 131.7 127.6   123  60.2
## pm2.5        88.0 119.000 156.0 206.0   303   334   324 214.0 222.0   219 117.0
## CV residual -14.7  -0.741  46.3 112.7   142   198   152  82.3  94.4    96  56.8
##             24568 24570 24572 24573 24574 24579 24580 24581 24587 24588 24597
## Predicted    68.7  96.4   135   125 123.2 120.3 119.8 123.9  91.0  81.6 121.7
## cvpred       68.4  96.3   135   125 123.1 120.3 119.3 123.3  90.1  80.7 121.3
## pm2.5       154.0 199.0   341   311 151.0  48.0  60.0  66.0  54.0  56.0  38.0
## CV residual  85.6 102.7   206   186  27.9 -72.3 -59.3 -57.3 -36.1 -24.7 -83.3
##             24598 24602 24614 24615 24618 24619 24621 24624 24627 24628 24630
## Predicted   128.1   161  21.6 17.53  32.6  45.2   154 113.8   174   172 138.1
## cvpred      127.7   161  20.7 16.65  31.8  44.6   155 113.7   175   173 138.6
## pm2.5        37.0    43   9.0 11.00  11.0  15.0    49  42.0    48    71  73.0
## CV residual -90.7  -118 -11.7 -5.65 -20.8 -29.6  -106 -71.7  -127  -102 -65.6
##             24635 24636 24640 24641 24644 24646 24648 24661 24662 24664 24665
## Predicted   119.2  83.4 65.69 77.70   151 136.5 135.8  64.1 -15.4 -15.4 -13.8
## cvpred      119.1  83.1 65.96 78.14   151 136.9 136.2  63.8 -16.1 -16.1 -14.4
## pm2.5        50.0  49.0 64.00 69.00    83 162.0 185.0  78.0  52.0  24.0  31.0
## CV residual -69.1 -34.1 -1.96 -9.14   -68  25.1  48.8  14.2  68.1  40.1  45.4
##             24666 24668 24669 24671 24676 24678 24679 24682 24685 24688 24690
## Predicted    5.36  91.6 122.9 132.7 134.8   131   169 129.9  92.6  93.6   137
## cvpred       4.83  92.1 123.1 132.8 135.1   131   170 129.6  92.2  93.4   137
## pm2.5       94.00 120.0 137.0 122.0 191.0    42    35  33.0 164.0 236.0   252
## CV residual 89.17  27.9  13.9 -10.8  55.9   -89  -135 -96.6  71.8 142.6   115
##             24693 24694 24696 24699 24701 24702 24708 24709 24711 24713 24714
## Predicted     155   157   147 155.0 155.0   154   125   149   146   135   146
## cvpred        155   158   146 154.6 154.6   154   124   148   145   135   145
## pm2.5         338   367   293 226.0 237.0   259   283   288   293   296   308
## CV residual   183   209   147  71.4  82.4   105   159   140   148   161   163
##             24724 24726 24727 24736 24739 24742 24743 24746 24750 24752 24758
## Predicted     118   124   127  9.55 11.24 -2.90 16.25  62.8  76.8  83.4  55.5
## cvpred        117   124   126  8.45 10.26 -3.61 15.59  62.1  76.2  82.6  55.2
## pm2.5         272   260   246 34.00 15.00  6.00 12.00   7.0  13.0  13.0  16.0
## CV residual   155   136   120 25.55  4.74  9.61 -3.59 -55.1 -63.2 -69.6 -39.2
##             24766 24767 24768 24769 24770 24772 24773 24775 24776 24780 24784
## Predicted   125.5 129.6 129.2 106.6   136 133.0 133.0 135.0   129 86.88  12.9
## cvpred      125.5 129.6 128.6 105.8   136 132.6 132.6 135.4   129 85.99  12.1
## pm2.5        57.0  46.0  41.0  40.0    39  42.0  43.0  53.0    55 80.00  53.0
## CV residual -68.5 -83.6 -87.6 -65.8   -97 -90.6 -89.6 -82.4   -74 -5.99  40.9
##             24792 24795 24796 24799 24805 24809 24810 24820 24828 24831 24835
## Predicted    23.5  34.1  73.2   146  52.2  75.1  93.7   119  55.8 -12.8 120.3
## cvpred       22.7  33.7  73.2   146  52.8  75.9  94.5   119  55.9 -13.0 120.9
## pm2.5         9.0  11.0  10.0    17  15.0  40.0  48.0    10  11.0  11.0  38.0
## CV residual -13.7 -22.7 -63.2  -129 -37.8 -35.9 -46.5  -109 -44.9  24.0 -82.9
##             24836 24837 24838 24839 24843 24849 24851 24852 24853 24858 24860
## Predicted   125.0 145.7 152.0 156.6 169.3 119.3  43.8 77.41 72.75 90.92 145.9
## cvpred      125.5 146.4 152.8 157.9 170.3 119.6  43.4 77.33 72.65 91.62 146.9
## pm2.5        65.0  79.0  78.0  76.0 121.0  45.0  99.0 85.00 77.00 82.00 115.0
## CV residual -60.5 -67.4 -74.8 -81.9 -49.3 -74.6  55.6  7.67  4.35 -9.62 -31.9
##             24861  24862    24865 24868 24872 24874 24875 24877 24880 24883
## Predicted   154.4 125.13 156.4229 166.8 121.2 104.2  87.6   118 115.8 126.7
## cvpred      155.6 125.95 156.9391 167.4 121.3 103.9  87.0   118 116.1 126.6
## pm2.5       130.0 134.00 157.0000 124.0 144.0 141.0 123.0   147 181.0 190.0
## CV residual -25.6   8.05   0.0609 -43.4  22.7  37.1  36.0    29  64.9  63.4
##             24884 24898 24902 24904 24918 24919 24922 24925 24932 24935 24936
## Predicted   151.8   144 158.6 121.9   149   149   145   137 116.5   115 111.3
## cvpred      151.7   144 158.6 121.8   150   150   147   138 117.1   116 111.9
## pm2.5       204.0   192 207.0 162.0     8     8    15    27  30.0    22  22.0
## CV residual  52.3    48  48.4  40.2  -142  -142  -132  -111 -87.1   -94 -89.9
##             24937 24938 24941 24942 24946 24949 24961 24964 24965 24967 24969
## Predicted   111.3  99.3 103.1   101  79.4  66.8  91.2 110.0 145.3 145.3 120.1
## cvpred      111.9  99.7 103.8   102  79.4  66.7  91.1 110.3 145.9 145.9 120.2
## pm2.5        25.0  21.0  15.0    14  22.0  28.0  39.0  54.0  51.0  49.0  68.0
## CV residual -86.9 -78.7 -88.8   -88 -57.4 -38.7 -52.1 -56.3 -94.9 -96.9 -52.2
##             24975 24976  24977 24980 24989 24990 24991 24998 25006 25010 25012
## Predicted   92.33  92.3  96.44 156.9 175.0 137.3 137.3  26.3 43.53  76.9 116.5
## cvpred      92.85  92.9  96.92 157.9 176.1 138.1 138.1  25.9 43.39  77.1 117.2
## pm2.5       89.00 106.0 106.00 102.0  82.0  88.0  93.0  49.0 50.00  35.0  27.0
## CV residual -3.85  13.1   9.08 -55.9 -94.1 -50.1 -45.1  23.1  6.61 -42.1 -90.2
##             25015 25016 25024 25029 25030 25031 25033 25038 25039 25040  25042
## Predicted   119.0 127.5  73.2 158.6 134.4 167.9 168.4 126.8 118.9 150.2 127.25
## cvpred      119.5 128.2  73.6 159.3 134.7 168.6 169.6 126.7 118.5 150.1 126.86
## pm2.5        42.0  38.0  60.0  94.0 102.0 106.0 119.0  96.0  98.0 104.0 134.00
## CV residual -77.5 -90.2 -13.6 -65.3 -32.7 -62.6 -50.6 -30.7 -20.5 -46.1   7.14
##              25044 25045 25050  25063 25069 25070 25074 25076 25077 25079 25082
## Predicted   108.38 104.3 129.3 111.96 110.5 114.6   166 114.1 105.9  99.3  88.3
## cvpred      107.68 103.6 129.6 111.52 110.3 114.3   167 114.3 106.1  99.7  89.2
## pm2.5       103.00  91.0  62.0 108.00  72.0  62.0    31  22.0  19.0  12.0  12.0
## CV residual  -4.68 -12.6 -67.6  -3.52 -38.3 -52.3  -136 -92.3 -87.1 -87.7 -77.2
##             25084 25087 25090 25091 25092 25102 25103 25104 25105 25108 25113
## Predicted    83.9  87.7  82.5  72.1  68.3  75.0  73.3  73.3  73.3  79.6  57.2
## cvpred       85.1  89.1  83.9  73.4  69.4  75.9  74.2  74.2  74.2  80.6  57.9
## pm2.5         7.0  11.0  11.0  12.0  17.0  10.0  11.0  13.0  10.0  13.0  25.0
## CV residual -78.1 -78.1 -72.9 -61.4 -52.4 -65.9 -63.2 -61.2 -64.2 -67.6 -32.9
##             25118 25119 25121 25124 25125 25126 25128 25129 25131 25136 25139
## Predicted    24.1 19.41  33.9  63.4  67.5  61.8  68.1  78.5  64.3  69.5  50.6
## cvpred       24.7 20.02  34.6  64.2  68.3  62.5  68.9  79.3  65.4  70.7  51.5
## pm2.5        26.0 24.00  22.0  43.0  45.0  35.0   6.0   9.0  11.0   7.0  17.0
## CV residual   1.3  3.98 -12.6 -21.2 -23.3 -27.5 -62.9 -70.3 -54.4 -63.7 -34.5
##             25142 25146 25147 25150 25153 25157 25163 25164 25170 25171 25176
## Predicted    33.1  37.8  48.7  38.9  50.2 105.2  64.8  50.3  98.8 122.1 154.7
## cvpred       34.0  38.7  49.7  39.9  51.0 106.3  65.1  50.6  99.5 122.8 155.4
## pm2.5        11.0   7.0  15.0  23.0  17.0  12.0  25.0  31.0  32.0  36.0 144.0
## CV residual -23.0 -31.7 -34.7 -16.9 -34.0 -94.3 -40.1 -19.6 -67.5 -86.8 -11.4
##             25178 25183 25191  25198 25199   25207  25209 25211 25216 25219
## Predicted   136.2 129.8  97.2 123.19 165.3 174.796 168.51 143.8  64.3  75.3
## cvpred      136.6 130.2  97.2 123.15 165.8 175.599 169.21 144.1  64.3  75.4
## pm2.5       117.0 102.0 225.0 130.00 137.0 175.000 171.00 206.0  10.0  20.0
## CV residual -19.6 -28.2 127.8   6.85 -28.8  -0.599   1.79  61.9 -54.3 -55.4
##             25220 25222 25226 25228 25233 25234 25243 25252 25253  25254 25262
## Predicted    84.0  86.2 113.0   132 144.8 140.6   147 174.1 173.5 168.99 133.9
## cvpred       84.1  86.4 113.7   133 145.7 141.3   148 175.9 175.3 170.26 134.8
## pm2.5        25.0  19.0  20.0    27  75.0  70.0    66 189.0 219.0 174.00 157.0
## CV residual -59.1 -67.4 -93.7  -106 -70.7 -71.3   -82  13.1  43.7   3.74  22.2
##             25267 25273 25274 25275 25276 25279 25282 25284 25285 25288 25289
## Predicted    43.2  56.5  60.6  54.8  67.7   128  79.6  35.2  43.2  73.5  73.5
## cvpred       43.4  56.8  60.9  55.1  67.9   129  79.7  34.9  43.0  74.3  74.3
## pm2.5        17.0  11.0   7.0   9.0  10.0    13  27.0  22.0  24.0  31.0  36.0
## CV residual -26.4 -45.8 -53.9 -46.1 -57.9  -116 -52.7 -12.9 -19.0 -43.3 -38.3
##             25292 25315  25317 25321 25325 25327 25328 25332 25333 25336 25340
## Predicted     103 139.4 149.35 170.8   153   140   153   135 120.3   113   154
## cvpred        103 140.5 150.01 172.5   154   141   154   136 120.9   114   155
## pm2.5          67 110.0 159.00 149.0   334   331   293   235 164.0   218   277
## CV residual   -36 -30.5   8.99 -23.5   180   190   139    99  43.1   104   122
##             25342 25346 25351 25353 25358 25359 25360 25362 25363 25364 25369
## Predicted     140   179   129   111  82.7  47.7  48.3  47.2  58.2  34.4  39.9
## cvpred        141   181   130   111  82.4  47.5  48.2  47.0  58.1  34.3  40.2
## pm2.5         308   410   335   226  38.0  28.0  23.0  13.0  16.0  13.0  15.0
## CV residual   167   229   205   115 -44.4 -19.5 -25.2 -34.0 -42.1 -21.3 -25.2
##             25372 25375 25379 25383 25385 25387 25392 25393 25398 25402 25405
## Predicted    72.7   125  51.1 29.95 39.77  96.3   114 163.3 175.1 120.7 103.4
## cvpred       73.3   126  51.2 30.12 39.98  97.1   115 164.6 176.7 121.3 104.1
## pm2.5        15.0    10  23.0 39.00 44.00  78.0    95 106.0 162.0 109.0  72.0
## CV residual -58.3  -116 -28.2  8.88  4.02 -19.1   -20 -58.6 -14.7 -12.3 -32.1
##             25409 25410 25412 25415 25416 25418 25419 25421 25423 25425 25427
## Predicted   104.6 125.4   157   178   149   142   144   141   127   127   115
## cvpred      106.1 127.1   159   180   150   143   145   143   128   128   115
## pm2.5       118.0 158.0   204   246   315   358   445   345   290   284   246
## CV residual  11.9  30.9    45    66   165   215   300   202   162   156   131
##             25432 25433 25434 25435 25436 25437 25439 25441 25443 25444 25446
## Predicted    30.2  30.2  34.8  34.8  41.7 100.7  50.4  77.5  60.8  62.5  93.6
## cvpred       30.6  30.6  35.3  35.3  42.3 101.8  51.0  78.3  61.5  63.2  94.6
## pm2.5        11.0   8.0   9.0  17.0  20.0  17.0  22.0  23.0  19.0  19.0  13.0
## CV residual -19.6 -22.6 -26.3 -18.3 -22.3 -84.8 -29.0 -55.3 -42.5 -44.2 -81.6
##             25450 25455 25456 25459 25462 25463 25464 25466  25467 25469  25473
## Predicted    50.4  17.9 19.48  79.0 142.9 147.0 159.0 154.5 133.55 164.5 185.86
## cvpred       51.0  18.4 20.12  80.6 145.1 149.2 161.3 156.3 135.18 167.1 188.14
## pm2.5        17.0  16.0 23.00  39.0  54.0  69.0  90.0 120.0 129.00 142.0 179.00
## CV residual -34.0  -2.4  2.88 -41.6 -91.1 -80.2 -71.3 -36.3  -6.18 -25.1  -9.14
##              25474 25475 25476 25479 25485  25486 25489 25493 25495 25497 25502
## Predicted   171.09   160 153.9   150   144 167.49  27.9  72.8  71.7  60.5  40.1
## cvpred      173.04   162 155.6   152   146 169.48  29.3  74.1  73.0  61.4  40.6
## pm2.5       169.00   181 204.0   253   285 161.00  63.0  14.0   9.0  10.0  11.0
## CV residual  -4.04    19  48.4   101   139  -8.48  33.7 -60.1 -64.0 -51.4 -29.6
##             25504 25514  25517 25518 25519 25524 25534 25540 25544 25545 25549
## Predicted    41.7 141.0 125.92 132.2   176  55.4 132.6  96.2  82.4  74.5  41.7
## cvpred       42.3 142.3 127.16 133.6   178  55.7 133.6  97.1  83.2  75.1  42.0
## pm2.5        13.0  45.0 131.00  99.0    37  40.0  81.0  42.0  13.0  23.0  14.0
## CV residual -29.3 -97.3   3.84 -34.6  -141 -15.7 -52.6 -55.1 -70.2 -52.1 -28.0
##             25551 25556 25564 25565  25573 25578 25580  25589 25592   25593
## Predicted    39.2  96.0 121.6 125.7 119.04 148.5 166.8 154.04   161 189.549
## cvpred       39.7  96.8 122.3 126.3 120.37 149.9 168.5 155.59   162 191.244
## pm2.5        12.0  19.0  48.0  43.0 118.00  79.0  97.0 163.00   185 192.000
## CV residual -27.7 -77.8 -74.3 -83.3  -2.37 -70.9 -71.5   7.41    23   0.756
##             25596 25598 25600 25602 25603 25605 25608 25615 25619 25625 25631
## Predicted     143 179.7   182   182 177.6 188.0   189   119  56.4  50.2   162
## cvpred        144 181.3   184   184 179.9 190.4   191   121  57.4  51.0   163
## pm2.5         292 266.0   305   316 263.0 282.0   313    12  14.0  15.0    38
## CV residual   148  84.7   121   132  83.1  91.6   122  -109 -43.4 -36.0  -125
##             25635 25636 25640 25642 25644  25646 25652 25657 25659 25660 25663
## Predicted   109.0   155 155.0 165.2 108.8 115.97 158.1   155   163  89.8  90.4
## cvpred      110.3   157 156.8 166.9 109.7 117.39 159.8   156   165  91.1  91.7
## pm2.5        61.0    59  99.0  95.0  91.0 109.00 149.0    34    22  13.0   8.0
## CV residual -49.3   -98 -57.8 -71.9 -18.7  -8.39 -10.8  -122  -143 -78.1 -83.7
##             25664 25672 25677 25684 25687 25688 25691 25693 25695 25704 25705
## Predicted    74.2  47.5  90.1 105.7   166   166   155 108.7   120 136.3 127.8
## cvpred       75.4  48.7  91.7 107.4   169   168   157 110.3   122 138.2 129.5
## pm2.5         7.0  10.0  14.0  28.0    48    39    99  44.0    37 158.0 149.0
## CV residual -68.4 -38.7 -77.7 -79.4  -121  -129   -58 -66.3   -85  19.8  19.5
##             25709 25710 25712 25715 25716 25720 25721 25723 25724 25725 25726
## Predicted   134.7 136.9 128.7  89.3  70.1  41.7  58.6  71.5  59.8  64.4  60.3
## cvpred      136.4 138.8 130.6  90.6  71.4  42.8  59.7  72.5  60.9  65.6  61.5
## pm2.5        61.0  51.0  31.0  44.0  44.0  85.0  97.0  61.0  16.0  18.0   9.0
## CV residual -75.4 -87.8 -99.6 -46.6 -27.4  42.2  37.3 -11.5 -44.9 -47.6 -52.5
##             25727 25728 25733 25734 25737 25740 25743 25746 25747 25752 25753
## Predicted    63.1  67.7  77.3  77.3  71.1  52.2  44.5  71.6  69.9  68.3  68.3
## cvpred       64.4  69.1  79.0  79.0  72.6  53.5  45.8  73.1  71.4  69.7  69.7
## pm2.5         9.0  10.0   8.0   7.0  14.0  14.0  17.0  13.0  13.0  16.0  15.0
## CV residual -55.4 -59.1 -71.0 -72.0 -58.6 -39.5 -28.8 -60.1 -58.4 -53.7 -54.7
##             25755 25756 25769 25770 25772 25773 25774 25775 25776 25778 25779
## Predicted    73.0  78.7  25.1  37.4 117.6  87.7 111.6    99  92.7 100.5 104.6
## cvpred       74.4  80.2  26.1  38.3 119.1  88.8 112.8   100  93.6 101.7 105.7
## pm2.5        13.0  14.0  16.0  21.0  28.0  43.0  51.0    48  35.0  30.0  22.0
## CV residual -61.4 -66.2 -10.1 -17.3 -91.1 -45.8 -61.8   -52 -58.6 -71.7 -83.7
##             25781 25782 25783 25786 25787 25789 25797 25798 25804 25806 25807
## Predicted    94.3   139   127  89.1 78.72 108.6   149 146.5 171.7   145 132.4
## cvpred       95.3   141   128  89.5 79.08 109.9   150 147.3 172.9   146 133.2
## pm2.5        21.0    27    25 102.0 78.00  62.0   122 117.0 211.0   107 116.0
## CV residual -74.3  -114  -103  12.5 -1.08 -47.9   -28 -30.3  38.1   -39 -17.2
##             25808 25809  25811 25813  25814  25817  25820  25824  25825 25828
## Predicted   137.1 128.5 103.68  82.3 109.36 123.43 140.67 159.26 159.26 165.0
## cvpred      137.9 129.2 103.62  82.1 109.58 124.47 141.93 160.53 160.53 166.3
## pm2.5       125.0 148.0 101.00 107.0 114.00 122.00 146.00 151.00 154.00 180.0
## CV residual -12.9  18.8  -2.62  24.9   4.42  -2.47   4.07  -9.53  -6.53  13.7
##             25830  25832 25834 25836 25837 25838 25839 25840 25845 25849 25852
## Predicted   165.0 168.52 168.5 166.3 168.0 167.4 169.0 169.0   129   140 169.1
## cvpred      166.3 169.78 169.8 167.5 169.2 168.6 170.3 170.3   130   141 169.9
## pm2.5       200.0 172.00 154.0 187.0 139.0 111.0 110.0 121.0   277   268 255.0
## CV residual  33.7   2.22 -15.8  19.5 -30.2 -57.6 -60.3 -49.3   147   127  85.1
##             25856 25859 25860 25868 25871 25874 25876 25882 25884 25885 25886
## Predicted     131 123.0 116.7 115.8 118.3 134.4 136.0 135.5   129   129 130.8
## cvpred        131 123.2 116.8 116.2 118.5 134.8 136.5 135.9   130   130 131.2
## pm2.5         259 203.0 187.0 202.0 205.0 203.0 201.0 219.0   240   231 213.0
## CV residual   128  79.8  70.2  85.8  86.5  68.2  64.5  83.1   110   101  81.8
##             25893 25899 25900 25901 25902 25903 25907 25908 25909 25913 25914
## Predicted   141.8 168.9 168.9 170.1 170.6 170.6 171.0   165   162   156   114
## cvpred      142.3 170.2 170.2 170.9 171.9 171.9 171.6   165   163   156   114
## pm2.5       211.0 222.0 215.0 209.0 227.0 222.0 226.0   324   276   271   260
## CV residual  68.7  51.8  44.8  38.1  55.1  50.1  54.4   159   113   115   146
##             25917 25918 25920 25921 25928 25930 25931 25933 25937 25938 25945
## Predicted     174   166   161   160 171.5 163.3 161.7 159.2 166.5 164.5 123.8
## cvpred        175   166   162   161 172.6 164.5 162.8 160.4 167.9 165.2 123.8
## pm2.5         348   343   299   335  96.0  76.0  71.0  69.0  85.0  94.0 147.0
## CV residual   173   177   137   174 -76.6 -88.5 -91.8 -91.4 -82.9 -71.2  23.2
##             25947 25948 25949 25952 25953 25954 25955 25958 25966 25967 25970
## Predicted   172.7   129  99.8  90.5  72.8  71.2  69.0  64.3  73.9  64.1  68.8
## cvpred      173.5   129 100.0  90.8  72.8  71.1  68.8  64.1  74.0  64.2  68.8
## pm2.5        86.0    28  19.0  20.0  17.0  16.0  14.0  19.0  20.0  24.0  18.0
## CV residual -87.5  -101 -81.0 -70.8 -55.8 -55.1 -54.8 -45.1 -54.0 -40.2 -50.8
##             25974 25978 25979 25985 25992 25993 25996 25998  26004 26005 26007
## Predicted    95.5  79.2  61.9 118.1 148.7   138 160.3 138.9 155.49 150.8 148.6
## cvpred       96.1  79.3  61.8 118.9 149.6   139 162.2 140.1 156.55 151.9 149.6
## pm2.5        17.0  37.0  24.0  35.0  85.0    93 138.0 176.0 152.00 168.0 203.0
## CV residual -79.1 -42.3 -37.8 -83.9 -64.6   -46 -24.2  35.9  -4.55  16.1  53.4
##             26008 26009 26012 26013 26016 26023 26031 26033 26039 26044 26045
## Predicted   148.6 154.9 164.7   133   131 139.1 153.6   157 173.8   139   141
## cvpred      149.6 155.9 166.3   134   132 140.1 154.3   159 174.6   140   142
## pm2.5       209.0 215.0 258.0   290   241 235.0 251.0   273 259.0   323   303
## CV residual  59.4  59.1  91.7   156   109  94.9  96.7   114  84.4   183   161
##             26050 26051 26052 26053 26060 26062 26066 26071 26073 26074 26075
## Predicted   132.0 115.3  92.4  96.8  67.3  93.3  98.3 103.0 101.3  91.0  84.7
## cvpred      132.5 115.7  92.4  97.1  67.5  93.7  99.0 103.7 101.9  91.5  85.1
## pm2.5        80.0  35.0  29.0  27.0  24.0  19.0  17.0  19.0  31.0  23.0  22.0
## CV residual -52.5 -80.7 -63.4 -70.1 -43.5 -74.7 -82.0 -84.7 -70.9 -68.5 -63.1
##             26077 26078 26083 26086 26092 26093 26223 26224 26225 26227 26229
## Predicted    68.7  64.0  61.6  69.0  75.6  71.5 118.0 118.0   112   115 141.5
## cvpred       68.7  64.1  61.8  69.4  76.4  72.3 119.1 119.1   113   116 142.4
## pm2.5        36.0  38.0  30.0  21.0  13.0   9.0 215.0 219.0   217   269 241.0
## CV residual -32.7 -26.1 -31.8 -48.4 -63.4 -63.3  95.9  99.9   104   153  98.6
##             26234 26239 26240 26242 26257 26260 26265 26267 26268 26270 26273
## Predicted     134  85.3  81.7  73.8  75.2  82.5 104.4  75.1  60.6  61.7  57.6
## cvpred        135  86.0  82.6  74.5  76.2  83.7 105.7  76.1  61.5  62.6  58.6
## pm2.5         248  14.0  16.0  16.0   9.0  16.0  18.0  16.0  17.0  16.0  16.0
## CV residual   113 -72.0 -66.6 -58.5 -67.2 -67.7 -87.7 -60.1 -44.5 -46.6 -42.6
##             26275 26277 26279  26285 26286 26287 26288 26292 26294 26301 26304
## Predicted    76.4  99.4   144 152.39 148.3 160.3 154.0   151 127.4 164.9   140
## cvpred       77.8 101.0   146 154.95 150.9 163.1 156.7   153 129.5 167.3   142
## pm2.5        11.0  19.0    26 153.00 109.0  71.0  65.0    51  90.0 131.0    39
## CV residual -66.8 -82.0  -120  -1.95 -41.9 -92.1 -91.7  -102 -39.5 -36.3  -103
##             26306 26311 26315 26316 26322 26324 26325 26327 26330 26333 26334
## Predicted     144   187  63.6  61.9  69.9  75.2  79.8  78.8  79.3  76.1  80.7
## cvpred        146   190  64.9  63.2  71.4  76.7  81.4  80.3  80.9  77.4  82.1
## pm2.5          31     9  11.0   9.0  16.0  20.0  17.0  19.0  15.0  17.0  17.0
## CV residual  -115  -181 -53.9 -54.2 -55.4 -56.7 -64.4 -61.3 -65.9 -60.4 -65.1
##             26337 26342 26344 26348 26355 26357 26368 26369 26372 26373 26378
## Predicted    76.9  42.8  46.9  57.1  51.9  58.2  38.7  42.8  82.5  90.4 117.2
## cvpred       78.1  43.3  47.3  57.3  52.1  58.5  38.7  42.7  82.8  90.9 118.2
## pm2.5        13.0  19.0  19.0  25.0  20.0  20.0  26.0  24.0  34.0  37.0  33.0
## CV residual -65.1 -24.3 -28.3 -32.3 -32.1 -38.5 -12.7 -18.7 -48.8 -53.9 -85.2
##             26381 26384 26385 26386 26388 26389 26391 26392 26394 26403 26408
## Predicted   114.1   120 125.8 102.6 110.8 65.64  93.7  49.7   102 125.0 100.0
## cvpred      115.3   121 127.4 103.6 111.9 66.33  94.9  50.6   104 126.7 101.7
## pm2.5        56.0    37  41.0  41.0  48.0 59.00  74.0  69.0    89 111.0  34.0
## CV residual -59.3   -84 -86.4 -62.6 -63.9 -7.33 -20.9  18.4   -15 -15.7 -67.7
##             26411 26421 26423 26424 26426 26437 26441 26444 26445 26448 26450
## Predicted    71.7 110.2  98.1 106.3 111.1  78.8 104.5   117   144   176 139.9
## cvpred       72.7 111.6  99.4 107.5 112.2  79.7 106.3   119   145   178 141.7
## pm2.5        43.0  86.0  64.0  72.0  49.0  65.0 142.0   266   335   339 236.0
## CV residual -29.7 -25.6 -35.4 -35.5 -63.2 -14.7  35.7   147   190   161  94.3
##             26453 26457 26459 26468 26471 26472  26480 26483 26487 26488 26489
## Predicted   137.4   135  95.9 129.3 154.9   165 131.22  78.2  52.5  52.5  48.4
## cvpred      139.4   137  97.0 130.7 156.5   167 132.53  78.6  52.9  52.9  48.9
## pm2.5       128.0    84  76.0 164.0 250.0   299 135.00  36.0  19.0  14.0  11.0
## CV residual -11.4   -53 -21.0  33.3  93.5   132   2.47 -42.6 -33.9 -38.9 -37.9
##             26491 26494 26496 26498 26501 26502 26503 26504 26505 26506 26510
## Predicted    61.0  89.2  66.8  93.5   106 109.7   156 120.0   144 141.4  93.4
## cvpred       61.7  90.2  67.5  94.8   107 111.1   158 121.5   145 142.7  94.4
## pm2.5        19.0  21.0  19.0  29.0    24  22.0    17  27.0    44  46.0  69.0
## CV residual -42.7 -69.2 -48.5 -65.8   -83 -89.1  -141 -94.5  -101 -96.7 -25.4
##             26512 26513 26516 26523 26524 26529 26530 26539 26540 26542 26553
## Predicted    26.2  32.5   137   137 137.2 135.0 120.3   173   176   180   134
## cvpred       26.7  33.1   139   139 138.9 136.6 121.5   175   178   182   135
## pm2.5        59.0  57.0    15   303 221.0  81.0  56.0   449   389   486   434
## CV residual  32.3  23.9  -124   164  82.1 -55.6 -65.5   274   211   304   299
##             26554 26559 26562 26565 26567 26569 26572 26575 26576 26579 26582
## Predicted     150   154  87.6   170   183   187   192 182.8 191.2   130   154
## cvpred        150   155  88.2   172   185   189   195 184.9 193.6   131   156
## pm2.5         391   356 146.0   325   371   374   425 275.0 174.0   319   458
## CV residual   241   201  57.8   153   186   185   230  90.1 -19.6   188   302
##             26585 26588 26589 26591 26592 26594 26595 26597 26603 26605 26610
## Predicted     162   188   186   189   149   143   179   139   118   113   174
## cvpred        164   189   188   191   150   144   181   139   119   114   175
## pm2.5         845   824   886   858   805   731   722   651   266   295   325
## CV residual   681   635   698   667   655   587   541   512   147   181   150
##             26615 26621 26628 26633 26640 26642 26643 26650 26653 26654 26655
## Predicted     180   147   153   147 166.0 164.1   166 177.8 172.5 167.9   163
## cvpred        182   148   154   148 167.4 165.7   167 179.6 174.3 169.6   164
## pm2.5         304   468   291   267  68.0  66.0    58  80.0  90.0 109.0   120
## CV residual   122   320   137   119 -99.4 -99.7  -109 -99.6 -84.3 -60.6   -44
##             26657 26663 26668 26672 26674 26676 26680 26682 26685 26689 26692
## Predicted   161.1 177.3 112.2   158 162.9   135  57.8 68.77  60.8 106.3   142
## cvpred      162.2 178.6 112.8   159 164.1   135  57.7 68.78  60.6 106.6   143
## pm2.5       132.0 201.0  76.0    25 245.0   240  39.0 61.00 193.0  30.0    26
## CV residual -30.2  22.4 -36.8  -134  80.9   105 -18.7 -7.78 132.4 -76.6  -117
##             26693 26694 26695 26698 26702 26703 26704 26710 26712 26720 26721
## Predicted   106.3 103.7 103.7  77.9  25.8  67.3  67.2 112.8 153.9 143.2 136.9
## cvpred      106.6 104.3 104.3  77.6  25.2  67.2  67.6 113.5 154.9 144.7 138.3
## pm2.5        19.0  35.0  37.0  33.0  41.0  37.0  45.0 167.0 226.0 149.0  86.0
## CV residual -87.6 -69.3 -67.3 -44.6  15.8 -30.2 -22.6  53.5  71.1   4.3 -52.3
##             26722 26724 26727 26734 26736 26738 26741 26743 26744 26753 26758
## Predicted   126.3 96.46 114.0   170   129   104   157 171.9 178.2   106 123.7
## cvpred      127.3 97.05 115.6   172   130   105   158 173.4 179.8   107 124.5
## pm2.5        82.0 94.00 138.0   557   603   300   285 236.0 157.0    71 128.0
## CV residual -45.3 -3.05  22.4   385   473   195   127  62.6 -22.8   -36   3.5
##             26768 26772 26774 26775 26778 26780 26781 26783 26789 26799  26802
## Predicted   161.2 133.2 113.4 159.0 161.2 166.3 165.9 165.9   136  90.3 102.83
## cvpred      162.3 133.2 113.4 159.5 161.8 167.5 166.5 166.5   136  90.1 102.93
## pm2.5        78.0  84.0 129.0 128.0 122.0 150.0 138.0 145.0   188 104.0  93.00
## CV residual -84.3 -49.2  15.6 -31.5 -39.8 -17.5 -28.5 -21.5    52  13.9  -9.93
##             26806  26808 26809 26810 26811 26814 26815 26817 26818 26820 26822
## Predicted   133.2 122.75   162 166.7 174.0   184   184   187   180 114.9 146.7
## cvpred      133.8 123.27   163 167.6 175.6   187   186   189   181 115.2 147.3
## pm2.5       162.0 131.00   104  84.0  88.0    38    37    52    46  55.0 111.0
## CV residual  28.2   7.73   -59 -83.6 -87.6  -149  -149  -137  -135 -60.2 -36.3
##             26823 26826 26827 26828 26830 26832 26835 26841 26848 26853 26855
## Predicted     153   177   177   181   183   180   186   187   185   197   145
## cvpred        154   179   179   183   185   181   188   188   187   199   146
## pm2.5         127   352   366   396   374   437   439   394   359   336   378
## CV residual   -27   173   187   213   189   256   251   206   172   137   232
##             26859 26866 26867 26870 26871 26875 26881 26882 26885 26887 26888
## Predicted    90.1  63.0  46.3  37.6  32.9  75.6 114.5   144   148 139.7 141.2
## cvpred       91.1  63.8  46.9  38.2  33.5  76.6 116.1   146   150 141.7 143.4
## pm2.5        17.0  20.0  29.0  16.0  17.0  10.0  27.0    31    42  64.0  68.0
## CV residual -74.1 -43.8 -17.9 -22.2 -16.5 -66.6 -89.1  -115  -108 -77.7 -75.4
##             26892 26897 26902 26905   26911 26913  26914 26921 26935 26938
## Predicted    83.0 131.6 147.6 146.0 152.766 140.5 124.09   117   154 179.2
## cvpred       84.2 133.1 149.3 147.6 154.531 141.8 124.96   118   155 180.8
## pm2.5        55.0  78.0 113.0 135.0 155.000 126.0 124.00   162   284 261.0
## CV residual -29.2 -55.1 -36.3 -12.6   0.469 -15.8  -0.96    44   129  80.2
##             26939 26940 26943 26944 26946 26950 26951 26954 26974 26975 26976
## Predicted     177   170   160   155   177   170   172   173   182   153   178
## cvpred        178   171   161   156   178   172   173   174   184   155   180
## pm2.5         387   340   322   313   288   329   306   359   443   444   510
## CV residual   209   169   161   157   110   157   133   185   259   289   330
##             26977 26978 26981 26993 26994 26995 26997 26998 26999 27004 27006
## Predicted     187   160   184   174   174   173   173   171   171   173 175.0
## cvpred        189   161   186   176   176   174   174   173   173   175 176.7
## pm2.5         508   490   448   441   436   411   357   345   335   282 266.0
## CV residual   319   329   262   265   260   237   183   172   162   107  89.3
##             27007 27012 27013 27018 27023 27026 27027 27032 27037 27041 27049
## Predicted     146   167   168   139   137   166   126 172.3   147 178.6 156.3
## cvpred        146   168   169   139   138   167   127 173.7   147 179.6 157.4
## pm2.5         278   299   297   251   288   276   259 206.0   177 143.0 123.0
## CV residual   132   131   128   112   150   109   132  32.3    30 -36.6 -34.4
##             27050 27055 27065 27067 27070 27071 27074 27079 27080 27083 27085
## Predicted   141.5   127  49.5  77.7  76.7  78.9  89.8 114.3   121  74.4  86.7
## cvpred      142.3   127  49.4  78.0  76.9  79.2  90.3 115.2   122  74.5  86.9
## pm2.5       155.0    15  15.0  22.0  21.0   9.0  10.0  19.0    17  46.0  52.0
## CV residual  12.7  -112 -34.4 -56.0 -55.9 -70.2 -80.3 -96.2  -105 -28.5 -34.9
##             27086 27088 27091 27092 27093 27098  27099 27100  27101 27102 27110
## Predicted    83.6  78.8 112.2 109.6 132.4 146.6 154.51 129.3 167.44 169.5 185.7
## cvpred       84.0  79.7 113.4 110.1 133.7 148.2 156.31 130.2 168.64 171.3 187.1
## pm2.5        55.0  63.0  59.0  66.0  81.0 129.0 150.00 161.0 166.00 191.0 201.0
## CV residual -29.0 -16.7 -54.4 -44.1 -52.7 -19.2  -6.31  30.8  -2.64  19.7  13.9
##             27112 27115 27120 27124 27125 27126 27128 27131 27133 27134 27140
## Predicted   160.1 160.1 148.8   132 107.9 108.5 103.9  80.1  90.6  85.9   135
## cvpred      161.3 161.3 150.3   132 108.6 109.2 104.6  80.3  90.8  86.1   137
## pm2.5       223.0 227.0 225.0    25  12.0  16.0  20.0  15.0  21.0  17.0    27
## CV residual  61.7  65.7  74.7  -107 -96.6 -93.2 -84.6 -65.3 -69.8 -69.1  -110
##             27141 27144 27145 27147 27148 27149 27150 27151 27153 27161 27162
## Predicted   128.9 153.2 163.0   165   165   171   168   170 172.5 166.7 168.9
## cvpred      130.2 154.6 164.5   166   166   173   170   172 174.3 168.4 170.7
## pm2.5        31.0  65.0  94.0    60    52    49    50    57  85.0  96.0  99.0
## CV residual -99.2 -89.6 -70.5  -106  -114  -124  -120  -115 -89.3 -72.4 -71.7
##             27163 27165 27166 27169 27170 27171 27174 27176 27182 27184 27201
## Predicted   171.1   174 182.2 184.4 162.1   153 194.5 162.1  48.3  40.6  88.7
## cvpred      173.1   176 183.7 186.1 163.8   155 196.5 163.8  48.7  41.2  89.8
## pm2.5       105.0   128 136.0 156.0 192.0   214 212.0 227.0   9.0   6.0  11.0
## CV residual -68.1   -48 -47.7 -30.1  28.2    59  15.5  63.2 -39.7 -35.2 -78.8
##             27205 27207 27209 27211 27212 27213 27218 27225 27230 27231 27235
## Predicted    51.0  50.5  55.7  78.6  88.0  80.1  86.9  81.6  96.5  93.8   131
## cvpred       51.4  50.8  56.0  79.2  88.6  80.5  87.5  82.2  97.4  94.5   132
## pm2.5        15.0  11.0   9.0  18.0  24.0  18.0  10.0  19.0  48.0  64.0   106
## CV residual -36.4 -39.8 -47.0 -61.2 -64.6 -62.5 -77.5 -63.2 -49.4 -30.5   -26
##             27236 27239 27240 27244 27247  27248 27249 27251 27252 27253 27254
## Predicted     130 160.9 156.8 166.3 184.3 165.42 156.9 114.5 112.9  86.8  91.0
## cvpred        131 162.8 158.7 168.5 187.1 167.35 158.6 115.6 113.9  87.7  91.8
## pm2.5         166 144.0 115.0 125.0 168.0 175.00 172.0 185.0 184.0 172.0 167.0
## CV residual    35 -18.8 -43.7 -43.5 -19.1   7.65  13.4  69.4  70.1  84.3  75.2
##             27255 27260 27268 27271 27280 27284 27288 27291 27294 27302 27307
## Predicted   104.8  90.4   103  83.5  38.6  58.8 137.5 100.5  93.8 126.5 127.2
## cvpred      105.8  91.1   104  84.3  39.1  59.3 138.6 101.3  94.3 127.4 128.5
## pm2.5       155.0 210.0   185  17.0  13.0  23.0  70.0  21.0  17.0  77.0 107.0
## CV residual  49.2 118.9    81 -67.3 -26.1 -36.3 -68.6 -80.3 -77.3 -50.4 -21.5
##              27308 27309 27310 27311 27312 27316 27321 27322 27326 27327 27328
## Predicted   130.90   141 150.5 122.8 158.0 113.4   153 128.0  22.3  13.5 78.18
## cvpred      131.59   142 151.8 123.3 158.9 113.9   154 128.5  22.6  13.8 79.53
## pm2.5       124.00   121 113.0 113.0  75.0 145.0   133  70.0  78.0 101.0 71.00
## CV residual  -7.59   -21 -38.8 -10.3 -83.9  31.1   -21 -58.5  55.4  87.2 -8.53
##             27339 27340 27342 27345 27348 27357 27365 27366 27371 27376 27379
## Predicted   179.7 183.8 185.9   155   154   171  85.3  85.3  53.6  29.5  80.0
## cvpred      181.4 185.5 188.2   156   155   173  86.0  86.0  54.1  30.2  80.9
## pm2.5       246.0 263.0 282.0   307   341   296  38.0  15.0  15.0  14.0  21.0
## CV residual  64.6  77.5  93.8   151   186   123 -48.0 -71.0 -39.1 -16.2 -59.9
##             27387 27389 27390 27391 27398 27405 27407 27413 27414 27417 27419
## Predicted    85.3  93.8 100.1 112.6  70.3 143.6 148.2 170.3 166.2 159.5 142.6
## cvpred       86.0  94.8 101.1 113.9  71.5 145.2 149.9 172.5 168.5 161.1 143.6
## pm2.5        12.0  16.0  17.0  14.0  47.0  57.0  75.0  80.0  78.0 112.0 118.0
## CV residual -74.0 -78.8 -84.1 -99.9 -24.5 -88.2 -74.9 -92.5 -90.5 -49.1 -25.6
##             27428 27429 27433 27434 27437 27439 27440 27442 27443 27444 27455
## Predicted     153   153 169.4   174 181.0 184.8   146 144.2 135.7   124  61.0
## cvpred        155   155 171.3   175 182.4 186.5   147 145.1 136.4   125  61.6
## pm2.5         192   208 271.0   281 255.0 247.0   274 231.0 215.0   167  21.0
## CV residual    37    53  99.7   106  72.6  60.5   127  85.9  78.6    42 -40.6
##             27456 27472 27473 27476 27479 27481 27485 27486 27487 27492 27495
## Predicted    73.8  68.9  85.3 46.41  63.9  66.7  85.6  91.8  93.1  28.2  60.8
## cvpred       74.4  70.3  86.6 47.03  64.5  67.4  86.6  93.0  94.2  28.6  62.2
## pm2.5        26.0  31.0  38.0 52.00  22.0   9.0   8.0  12.0   9.0  14.0  31.0
## CV residual -48.4 -39.3 -48.6  4.97 -42.5 -58.4 -78.6 -81.0 -85.2 -14.6 -31.2
##             27498 27500 27502 27503 27510  27513 27514 27516 27517 27519 27521
## Predicted    84.5 118.2 126.4 139.0 175.7 132.00 107.1  81.7 104.9  58.4  23.0
## cvpred       86.0 119.7 127.9 140.7 177.4 133.07 107.5  81.9 105.4  58.8  23.2
## pm2.5        42.0  57.0  72.0  68.0  81.0 140.00 133.0 129.0 117.0 107.0   8.0
## CV residual -44.0 -62.7 -55.9 -72.7 -96.4   6.93  25.5  47.1  11.6  48.2 -15.2
##             27526 27529 27531  27532 27533 27544 27548 27558 27559 27561 27566
## Predicted    98.0 85.28 160.3 164.42 170.7   133   162   113   105  64.5 -3.83
## cvpred       99.4 86.04 161.6 165.71 172.1   134   163   113   105  64.6 -4.00
## pm2.5        77.0 80.00  66.0 175.00 159.0   237   268   222   259   8.0 11.00
## CV residual -22.4 -6.04 -95.6   9.29 -13.1   103   105   109   154 -56.6 15.00
##             27567 27568 27569 27570  27572 27573 27576 27579 27580  27581 27586
## Predicted   -18.9 -21.4 -21.4 -25.5 -0.581  83.0 126.5 149.5 107.1 117.51  78.2
## cvpred      -19.1 -21.5 -21.5 -25.6 -0.563  83.9 127.5 150.7 108.1 118.54  78.5
## pm2.5        10.0  14.0  10.0   9.0 30.000  31.0  49.0 114.0 120.0 113.00  55.0
## CV residual  29.1  35.5  31.5  34.6 30.563 -52.9 -78.5 -36.7  11.9  -5.54 -23.5
##             27590 27592 27593 27595 27596 27599 27602 27605 27608 27609 27611
## Predicted      42  39.0  39.4  74.8  84.0   143   153   119   158   156   125
## cvpred         42  39.1  40.1  75.1  84.9   144   154   120   159   157   126
## pm2.5          78 116.0 144.0 164.0 185.0   356   397   318   266   270   284
## CV residual    36  76.9 103.9  88.9 100.1   212   243   198   107   113   158
##             27613 27616 27619 27622 27625 27628 27633 27634 27643 27649 27661
## Predicted    80.8   115  96.8   139 142.1 157.0 138.7 137.1   126 123.2  96.0
## cvpred       80.8   116  97.0   141 142.6 158.1 139.5 137.8   126 123.7  96.3
## pm2.5       347.0   323 316.0   532 240.0 202.0 153.0 150.0   153 155.0 190.0
## CV residual 266.2   207 219.0   391  97.4  43.9  13.5  12.2    27  31.3  93.7
##             27662 27663 27665 27667 27668 27669 27670 27672 27678 27681 27682
## Predicted   125.0   104  87.1 125.1   136   151   163   171   154   134   109
## cvpred      125.5   105  88.1 126.5   137   152   165   173   155   135   109
## pm2.5       200.0   208 196.0 206.0   244   289   341   382   403   330   247
## CV residual  74.5   103 107.9  79.5   107   137   176   209   248   195   138
##             27684 27685 27688 27696 27697 27703 27704 27707 27708 27713 27716
## Predicted    42.3 -6.52 -5.11   148   152   191   191   185   102 26.54  41.4
## cvpred       42.3 -6.62 -4.90   149   153   194   194   187   103 27.59  42.2
## pm2.5       129.0 63.00 25.00   265   367   525   502   510   229 20.00  11.0
## CV residual  86.7 69.62 29.90   116   214   331   308   323   126 -7.59 -31.2
##             27718 27719 27721 27722 27723 27725 27732 27734 27738 27739 27742
## Predicted    41.7  31.9  40.7  47.0  38.8  33.6  1.97  30.9 -9.55 19.99  36.3
## cvpred       42.4  32.5  41.2  47.6  39.5  34.3  1.88  31.1 -9.79 19.88  36.2
## pm2.5         8.0   6.0   9.0   7.0   5.0   4.0 12.00  11.0  9.00 10.00  17.0
## CV residual -34.4 -26.5 -32.2 -40.6 -34.5 -30.3 10.12 -20.1 18.79 -9.88 -19.2
##             27744 27745 27748 27751 27758 27764 27768 27770  27773  27774
## Predicted    46.9  51.0  94.9  85.4  62.2 60.21 115.6   117 121.25 123.44
## cvpred       46.7  50.8  95.1  85.6  62.9 60.52 116.4   118 122.49 124.81
## pm2.5        12.0  10.0  10.0  12.0  43.0 66.00 153.0   161 119.00 133.00
## CV residual -34.7 -40.8 -85.1 -73.6 -19.9  5.48  36.6    43  -3.49   8.19
##              27776 27778 27779 27780 27781 27783 27791 27793 27802 27806 27808
## Predicted   126.97  64.4  60.3  49.3  56.9 -23.5 121.4  24.2 18.87 -32.7  4.18
## cvpred      128.28  64.9  60.9  49.8  57.5 -23.5 122.6  24.2 18.61 -33.2  4.13
## pm2.5       138.00 100.0 110.0 117.0 115.0  38.0  73.0  69.0 16.00  10.0 13.00
## CV residual   9.72  35.1  49.1  67.2  57.5  61.5 -49.6  44.8 -2.61  43.2  8.87
##             27810 27813 27816 27817 27821 27826 27827 27828 27833 27835 27838
## Predicted   16.63  65.0 73.24 85.25 149.5   117  99.8  93.5  66.5 112.0  99.8
## cvpred      17.31  66.1 74.28 86.46 151.5   118 100.5  94.1  67.7 113.2 100.8
## pm2.5       23.00  47.0 78.00 80.00 129.0   150 163.0 172.0 218.0 208.0 263.0
## CV residual  5.69 -19.1  3.72 -6.46 -22.5    32  62.5  77.9 150.3  94.8 162.2
##             27839 27842 27845 27846 27852 27854 27855 27859 27863 27867 27871
## Predicted     140   106 114.0 114.0  62.0   105  94.2   132   154 141.0   156
## cvpred        141   107 115.3 115.3  62.4   106  95.1   133   155 142.6   158
## pm2.5         274   225 202.0 200.0 187.0   233 259.0   257   249 240.0   344
## CV residual   133   118  86.7  84.7 124.6   127 163.9   124    94  97.4   186
##             27872 27877 27878 27881 27883 27890 27893 27895 27899 27906 27908
## Predicted     187  97.6  82.0  71.4 120.8   132   185   192   105 129.6 150.6
## cvpred        189  99.0  83.2  72.3 122.2   134   187   194   106 131.4 152.9
## pm2.5         351 363.0 306.0 230.0 200.0   397   357   350   234  99.0  93.0
## CV residual   162 264.0 222.8 157.7  77.8   263   170   156   128 -32.4 -59.9
##             27911 27912 27927 27928 27934 27935 27939 27943 27944 27946 27950
## Predicted   148.7 162.9 -2.51 -3.57 14.11 12.49   128   151   151  43.6  11.0
## cvpred      151.2 165.7 -1.56 -2.67 14.45 12.73   130   152   152  44.2  11.6
## pm2.5        97.0  89.0 40.00 32.00 10.00 18.00    18    27    26  29.0  33.0
## CV residual -54.2 -76.7 41.56 34.67 -4.45  5.27  -112  -125  -126 -15.2  21.4
##             27952 27958 27962 27963 27964 27965  27970 27976 27978 27980 27982
## Predicted    16.1  97.6 126.3 125.9   138 148.7 117.27  76.7  94.4 113.6 124.0
## cvpred       16.8  98.8 127.8 126.8   139 150.4 118.48  77.7  95.6 114.8 125.3
## pm2.5        33.0  75.0 106.0 103.0   118 111.0 122.00 114.0 153.0 162.0 158.0
## CV residual  16.2 -23.8 -21.8 -23.8   -21 -39.4   3.52  36.3  57.4  47.2  32.7
##              27986 27989 27990 27991 27992 27995 28000 28003 28007 28010 28016
## Predicted   141.43 157.1 138.6 178.3 177.9 142.1 125.7 122.5 148.9 108.7  77.9
## cvpred      143.22 158.5 139.7 180.4 179.4 143.2 126.3 122.9 149.8 109.2  77.9
## pm2.5       135.00 137.0 150.0 153.0 145.0 161.0 147.0 164.0 194.0  23.0  16.0
## CV residual  -8.22 -21.5  10.3 -27.4 -34.4  17.8  20.7  41.1  44.2 -86.2 -61.9
##             28017 28019 28024 28025 28026 28027 28031 28035 28042 28047  28054
## Predicted    76.9  40.0  38.5  42.6  43.0  67.9 114.4   152 139.6  89.2 138.34
## cvpred       76.8  39.7  38.6  42.6  43.6  68.6 115.2   153 140.2  89.5 139.43
## pm2.5        15.0  16.0  12.0  15.0  16.0  23.0  34.0    77  92.0 122.0 136.00
## CV residual -61.8 -23.7 -26.6 -27.6 -27.6 -45.6 -81.2   -76 -48.2  32.5  -3.43
##             28057 28066 28068 28069 28073 28076 28078 28081 28086 28087 28089
## Predicted   148.3 109.5 132.5   125   112   131   151   119   122   114  93.9
## cvpred      148.9 109.7 133.5   126   113   132   152   120   123   114  93.5
## pm2.5       182.0 181.0 216.0   247   294   302   315   405   332   328 325.0
## CV residual  33.1  71.3  82.5   121   181   170   163   285   209   214 231.5
##             28090 28092 28093 28094 28095 28098 28099 28109 28112 28113 28117
## Predicted    73.4  77.8  75.3  73.3  68.6  92.6 112.8 158.0 174.2 166.9   138
## cvpred       72.6  76.9  74.6  73.2  68.5  92.9 113.2 159.1 176.3 168.3   139
## pm2.5       315.0 239.0 212.0 214.0 215.0 235.0 199.0 235.0 241.0 258.0   337
## CV residual 242.4 162.1 137.4 140.8 146.5 142.1  85.8  75.9  64.7  89.7   198
##             28120 28121 28124 28125 28128 28129 28134 28143 28145 28149 28150
## Predicted     130   125   158   148   141   131  67.6 -12.7  47.5   156   161
## cvpred        131   127   159   150   142   132  69.1 -11.5  50.0   159   163
## pm2.5         393   402   429   480   522   498  15.0  10.0  14.0    49    36
## CV residual   262   275   270   330   380   366 -54.1  21.5 -36.0  -110  -127
##             28151 28152 28153 28154 28157 28162 28164 28166 28173 28175 28178
## Predicted     163   163   168   170   152 135.1 128.8 119.7   180 176.9   177
## cvpred        166   166   170   173   153 136.3 129.9 120.5   181 178.3   179
## pm2.5          30    35    30    33    25  48.0  68.0  69.0    69 105.0    62
## CV residual  -136  -131  -140  -140  -128 -88.3 -61.9 -51.5  -112 -73.3  -117
##             28182 28188 28189 28191 28195 28196 28198 28205 28206 28210 28217
## Predicted     172  92.9  71.8  62.5 134.4 148.9 155.2 171.8 173.4 164.1 143.9
## cvpred        174  92.9  72.0  62.7 135.8 150.4 156.8 174.1 175.8 166.4 145.5
## pm2.5          29  56.0  56.0  49.0  70.0  91.0 102.0  94.0  97.0 105.0 192.0
## CV residual  -145 -36.9 -16.0 -13.7 -65.8 -59.4 -54.8 -80.1 -78.8 -61.4  46.5
##             28218 28222 28224 28225 28229 28230 28232 28237 28244 28250 28255
## Predicted     110 128.4 125.1 134.5 114.8   104  81.5  94.5 120.4   173   178
## cvpred        111 129.7 126.3 135.6 115.9   105  82.3  95.7 121.8   175   180
## pm2.5         198 224.0 210.0 209.0  51.0    58  17.0  63.0  74.0    50    56
## CV residual    87  94.3  83.7  73.4 -64.9   -47 -65.3 -32.7 -47.8  -125  -124
##             28258 28259 28260 28261 28266 28269 28270 28271 28274 28278 28283
## Predicted   159.4 159.4 126.1 96.16  33.8  52.0  46.8  61.9  67.8 101.4 20.13
## cvpred      161.8 161.8 127.5 97.23  34.5  52.6  47.5  62.6  68.5 102.2 20.27
## pm2.5        97.0  86.0  88.0 91.00  71.0  11.0  12.0   8.0  10.0  11.0 12.00
## CV residual -64.8 -75.8 -39.5 -6.23  36.5 -41.6 -35.5 -54.6 -58.5 -91.2 -8.27
##             28289 28290 28291 28293 28297 28299 28302 28308 28311 28320 28325
## Predicted    52.9  57.0  71.5  86.6   136 154.7 156.5 104.3  79.9 129.5 155.3
## cvpred       54.4  58.5  73.0  88.1   137 156.2 157.6 104.7  80.2 131.1 156.8
## pm2.5        12.0  15.0  21.0  50.0    71  88.0  86.0 112.0 129.0  97.0 174.0
## CV residual -42.4 -43.5 -52.0 -38.1   -66 -68.2 -71.6   7.3  48.8 -34.1  17.2
##             28330 28335 28337 28342 28346 28356  28360 28363 28368 28372 28376
## Predicted   155.2   103   102 137.5 168.4 103.3  0.685 -7.46 24.22  49.7  62.2
## cvpred      156.7   104   104 139.1 170.4 103.7  0.701 -6.80 24.82  50.4  62.6
## pm2.5       205.0   211   219 234.0 132.0 194.0 16.000 26.00 15.00   7.0  25.0
## CV residual  48.3   107   115  94.9 -38.4  90.3 15.299 32.80 -9.82 -43.4 -37.6
##             28380 28381 28387  28391 28393 28394 28398 28399 28401 28406 28410
## Predicted    36.2 16.24  3.17 107.95  99.1 157.8 115.1 146.4 142.4  70.5  67.1
## cvpred       36.7 16.14  3.33 108.59  99.2 158.7 115.6 147.1 143.5  71.4  67.3
## pm2.5        18.0 15.00 17.00 111.00 110.0  93.0 100.0  93.0 116.0 119.0  97.0
## CV residual -18.7 -1.14 13.67   2.41  10.8 -65.7 -15.6 -54.1 -27.5  47.6  29.7
##             28411 28412 28413 28419 28421 28422 28425  28427 28431 28434 28436
## Predicted    71.2 119.2 124.3 127.7 128.9 91.15  68.5 100.88  92.9   136 140.7
## cvpred       71.3 119.7 125.4 128.9 129.7 91.68  68.5 101.65  93.5   137 141.7
## pm2.5       100.0 101.0  80.0  75.0  85.0 82.00  90.0 100.00 116.0   104  91.0
## CV residual  28.7 -18.7 -45.4 -53.9 -44.7 -9.68  21.5  -1.65  22.5   -33 -50.7
##             28438 28445 28446 28448 28456 28467 28470 28471 28475 28476 28478
## Predicted     150 162.1 162.1 159.9 154.9 159.9 178.2   179  43.5  41.8  54.8
## cvpred        151 163.2 163.2 160.9 156.1 160.9 179.4   181  43.3  41.6  54.4
## pm2.5         107 130.0 131.0 141.0 248.0 244.0 245.0   247  15.0  15.0  39.0
## CV residual   -44 -33.2 -32.2 -19.9  91.9  83.1  65.6    66 -28.3 -26.6 -15.4
##             28487 28488 28492 28498 28500 28502 28505 28508  28510  28513 28514
## Predicted   -8.36  4.51 132.0  86.6 103.6  73.7  57.8  94.4 115.71 135.77 125.2
## cvpred      -8.28  4.53 133.6  86.5 103.5  74.2  58.4  95.5 117.06 136.95 126.3
## pm2.5        7.00  7.00  49.0 175.0 164.0 155.0 113.0 108.0 111.00 138.00 149.0
## CV residual 15.28  2.47 -84.6  88.5  60.5  80.8  54.6  12.5  -6.06   1.05  22.7
##             28520 28524 28529 28531 28538 28540 28544 28546 28554 28559 28560
## Predicted   133.3  79.9  80.2    87 113.6 121.5 114.8 104.4 127.6 129.0 129.0
## cvpred      134.4  80.5  81.0    88 114.8 122.9 115.5 105.1 128.1 129.3 129.3
## pm2.5       184.0 156.0 100.0    60  38.0  61.0  72.0  92.0  83.0 111.0 118.0
## CV residual  49.6  75.5  19.0   -28 -76.8 -61.9 -43.5 -13.1 -45.1 -18.3 -11.3
##             28562 28567 28573 28576 28580 28581 28582 28587 28590 28591 28598
## Predicted   129.0 135.3  44.3  34.2  42.2  59.7  62.5  98.1   141   119  26.3
## cvpred      129.3 135.7  43.9  34.0  42.2  59.7  62.7  98.7   142   120  26.5
## pm2.5       117.0 122.0  88.0  12.0   9.0  10.0   9.0   6.0     5    12  12.0
## CV residual -12.3 -13.7  44.1 -22.0 -33.2 -49.7 -53.7 -92.7  -137  -108 -14.5
##             28604 28607 28609 28612 28613 28616 28620  28624  28625 28632 28635
## Predicted    97.1 116.3 122.6   159   165 157.3   126 107.64 115.56 126.0 130.4
## cvpred       99.0 118.2 124.6   161   168 159.4   128 109.31 117.42 126.9 131.5
## pm2.5        14.0  34.0  36.0    57    57  90.0    71 106.00 114.00  78.0  44.0
## CV residual -85.0 -84.2 -88.6  -104  -111 -69.4   -57  -3.31  -3.42 -48.9 -87.5
##             28639 28641 28643 28644 28651 28653 28654 28655 28660 28661 28667
## Predicted    13.9  32.8  26.8 20.46 14.74  25.7  24.1  34.5  57.2  61.8  26.1
## cvpred       15.3  33.9  27.5 21.14 15.35  26.4  24.7  35.2  57.8  62.5  26.0
## pm2.5        29.0  15.0  16.0 14.00 12.00  10.0  15.0  11.0   6.0   8.0  12.0
## CV residual  13.7 -18.9 -11.5 -7.14 -3.35 -16.4  -9.7 -24.2 -51.8 -54.5 -14.0
##             28669 28670  28671 28673 28674 28675 28678 28679 28685 28694 28695
## Predicted   11.01 -3.48 15.112  31.2  21.4  31.8  32.9  37.6  65.7  6.06  7.97
## cvpred      10.86 -3.67 14.931  31.2  21.3  31.8  33.0  37.7  66.1  6.16  7.91
## pm2.5       13.00 14.00 14.000  11.0  11.0  12.0  22.0  11.0  11.0 10.00 14.00
## CV residual  2.14 17.67 -0.931 -20.2 -10.3 -19.8 -11.0 -26.7 -55.1  3.84  6.09
##             28696 28700 28702  28703 28705 28707 28712 28713 28714 28722 28727
## Predicted   19.98  24.4 24.92 20.824  44.1  94.1  40.3 23.59 11.58 -34.4  83.3
## cvpred      20.09  24.7 25.33 21.261  44.5  95.1  40.5 23.64 11.46 -34.6  84.6
## pm2.5       17.00  10.0 17.00 21.000  21.0  29.0  19.0 19.00 18.00   6.0  41.0
## CV residual -3.09 -14.7 -8.33 -0.261 -23.5 -66.1 -21.5 -4.64  6.54  40.6 -43.6
##             28728 28730 28738 28739 28740 28746 28747 28749 28756 28757 28760
## Predicted   56.20 118.1  77.9  17.2 -1.93  30.3 51.12  86.5 161.1 162.7 128.8
## cvpred      57.31 119.1  78.4  17.2 -2.04  31.0 51.88  86.9 162.9 164.6 130.1
## pm2.5       49.00  38.0  53.0  62.0 53.00  45.0 54.00  51.0  91.0 100.0 111.0
## CV residual -8.31 -81.1 -25.4  44.8 55.04  14.0  2.12 -35.9 -71.9 -64.6 -19.1
##             28767 28768 28769 28770 28771 28773 28775 28778 28779 28783 28786
## Predicted   22.17  3.87  1.96  4.71 11.57 17.07 14.67  27.4  14.5  67.6  44.8
## cvpred      22.07  3.50  1.76  4.68 11.67 17.52 15.26  28.2  15.3  68.9  45.8
## pm2.5       25.00 14.00 16.00 13.00 10.00  8.00 10.00   6.0   5.0   4.0   7.0
## CV residual  2.93 10.50 14.24  8.32 -1.67 -9.52 -5.26 -22.2 -10.3 -64.9 -38.8
##             28788 28790 28791 28797 28799 28800 28801 28805   28814 28816 28822
## Predicted    49.7  81.5  72.7 100.0 115.1 131.7 121.4   156 77.5356 97.18 142.6
## cvpred       50.4  82.7  74.0 101.8 116.9 133.8 123.3   159 79.0444 98.76 144.7
## pm2.5        34.0  53.0  45.0  50.0  56.0  63.0  59.0    50 79.0000 89.00  64.0
## CV residual -16.4 -29.7 -29.0 -51.8 -60.9 -70.8 -64.3  -109 -0.0444 -9.76 -80.7
##             28827 28828 28829 28831 28834 28841 28843 28848 28856 28858 28860
## Predicted     152 144.4 114.9 132.1  85.8  51.5  83.3 130.8   139 119.8  98.2
## cvpred        154 146.1 116.2 133.7  86.2  52.0  84.4 132.2   140 121.1  99.6
## pm2.5          53  63.0  64.0  63.0  70.0  28.0  27.0  75.0    34  51.0  32.0
## CV residual  -101 -83.1 -52.2 -70.7 -16.2 -24.0 -57.4 -57.2  -106 -70.1 -67.6
##             28862 28863 28866 28868 28870 28875 28876 28878 28879 28880 28881
## Predicted    83.1  86.7  88.8  85.9  81.1  59.5  49.0  59.0  63.7  35.0 18.87
## cvpred       84.4  87.9  90.2  87.4  81.8  59.7  49.2  59.2  63.9  34.9 18.61
## pm2.5        46.0  55.0  68.0  55.0  43.0  13.0   9.0   8.0  10.0   8.0  9.00
## CV residual -38.4 -32.9 -22.2 -32.4 -38.8 -46.7 -40.2 -51.2 -53.9 -26.9 -9.61
##             28885 28890 28891 28893 28894 28895 28897 28898 28902 28903 28904
## Predicted    3.25 10.05 -12.9  42.1  40.4  38.4  76.0 115.1 117.8 117.8 109.9
## cvpred       2.88 10.89 -12.9  42.9  41.2  38.5  76.7 115.6 118.5 118.5 110.4
## pm2.5        6.00  7.00   9.0  16.0  25.0  28.0  41.0  41.0  65.0  56.0  60.0
## CV residual  3.12 -3.89  21.9 -26.9 -16.2 -10.5 -35.7 -74.6 -53.5 -62.5 -50.4
##             28906 28909 28915 28919 28926 28929 28930 28932 28936 28937 28939
## Predicted    99.5 123.4 124.6 147.9   140 105.4 88.70  96.9  74.5 76.15  87.1
## cvpred      100.0 123.4 125.4 148.7   140 105.1 88.24  96.6  74.8 76.51  87.6
## pm2.5        43.0  28.0  51.0  77.0    84  92.0 92.00  75.0  70.0 69.00  75.0
## CV residual -57.0 -95.4 -74.4 -71.7   -56 -13.1  3.76 -21.6  -4.8 -7.51 -12.6
##             28940 28944 28945 28949 28950  28951 28954 28956 28965 28966 28971
## Predicted    89.3 129.4   132 155.2 163.1 133.86 132.0  98.1 110.9 117.1 141.7
## cvpred       89.9 129.6   133 156.2 164.3 134.13 132.4  98.1 111.4 117.8 142.7
## pm2.5        67.0  91.0   105 123.0 132.0 126.00 143.0 156.0 126.0 102.0 120.0
## CV residual -22.9 -38.6   -28 -33.2 -32.3  -8.13  10.6  57.9  14.6 -15.8 -22.7
##             28974  28975   28976 28978 28979 28982 28984 28986 28993 28994
## Predicted   154.9 152.69 150.498 135.7   129 124.2   120 129.1 140.0 146.3
## cvpred      156.1 153.77 151.454 136.4   129 124.7   120 129.8 140.9 147.3
## pm2.5       138.0 147.00 151.000 165.0   175 214.0   218 190.0 152.0 135.0
## CV residual -18.1  -6.77  -0.454  28.6    46  89.3    98  60.2  11.1 -12.3
##             28995 29004 29005 29010 29011 29012 29014 29017 29018 29029 29032
## Predicted     155 145.8   141   104   129 117.0 125.8 169.4   141  6.42 -41.4
## cvpred        156 146.7   141   104   129 117.1 125.8 170.1   141  5.95 -41.7
## pm2.5         135 214.0   229   275   258 215.0 190.0 224.0   241 77.00  15.0
## CV residual   -21  67.3    88   171   129  97.9  64.2  53.9   100 71.05  56.7
##             29034 29039 29042 29046 29048 29050 29051 29057 29058 29061 29062
## Predicted   10.51  40.4  59.3  47.0  26.5  9.81 -6.87 -39.5 -45.5 11.42  62.0
## cvpred      10.56  40.3  59.5  47.3  26.4  9.56 -7.29 -39.9 -45.7 11.82  62.6
## pm2.5        8.00   8.0   7.0  14.0  10.0  8.00  9.00   6.0   5.0 19.00  22.0
## CV residual -2.56 -32.3 -52.5 -33.3 -16.4 -1.56 16.29  45.9  50.7  7.18 -40.6
##             29065 29067 29068 29069 29074 29086 29087 29088 29089 29090 29094
## Predicted    93.2 67.76 122.6  73.5 76.07  80.4  78.7  82.8  93.2  70.2 105.1
## cvpred       94.0 68.23 124.1  74.0 76.97  81.5  79.8  83.9  94.3  70.5 105.9
## pm2.5        95.0 71.00  64.0  92.0 83.00  52.0  41.0  38.0  45.0  55.0 122.0
## CV residual   1.0  2.77 -60.1  18.0  6.03 -29.5 -38.8 -45.9 -49.3 -15.5  16.1
##             29097 29104 29105 29106 29107 29108 29116 29117 29118 29122 29124
## Predicted    48.1  59.3  51.1  61.5 76.01  87.0 133.0   148 140.9   116 126.2
## cvpred       47.9  59.5  51.3  61.8 76.33  87.4 133.5   149 141.6   117 126.5
## pm2.5        62.0  75.0  76.0  70.0 80.00  82.0  96.0    80  85.0    94  79.0
## CV residual  14.1  15.5  24.7   8.2  3.67  -5.4 -37.5   -69 -56.6   -23 -47.5
##             29126 29128 29131 29133  29134 29140 29141 29147 29153 29154 29158
## Predicted   84.18 116.3  68.5 -8.29  0.480 112.0   123 -30.4 -80.5 -78.3 -53.9
## cvpred      83.91 116.5  68.1 -8.52  0.219 112.6   124 -31.1 -81.2 -78.9 -54.4
## pm2.5       85.00  85.0  96.0 16.00 21.000  14.0    15  17.0  11.0  12.0  31.0
## CV residual  1.09 -31.5  27.9 24.52 20.781 -98.6  -109  48.1  92.2  90.9  85.4
##             29159 29161 29162  29164 29166 29167 29168 29175 29189 29191 29194
## Predicted   -53.9 -1.43  -8.7 10.730 110.1  27.1  6.92 -20.3   112 100.9  73.8
## cvpred      -54.4 -1.53  -9.0 10.776 110.9  27.0  6.74 -21.1   112 100.9  73.2
## pm2.5        32.0 81.00  36.0 10.000  15.0  10.0 11.00  12.0    59  48.0  33.0
## CV residual  86.4 82.53  45.0 -0.776 -95.9 -17.0  4.26  33.1   -53 -52.9 -40.2
##             29198  29201 29203 29205 29206 29208 29209 29210 29213 29216 29217
## Predicted    16.5 27.380  52.3  56.9  86.2 113.5  94.9  90.8 115.7   126  82.9
## cvpred       16.6 27.558  52.5  57.2  86.9 114.2  95.6  91.5 116.5   127  82.3
## pm2.5        28.0 28.000  38.0  41.0  51.0  70.0  71.0  55.0  57.0    98 103.0
## CV residual  11.4  0.442 -14.5 -16.2 -35.9 -44.2 -24.6 -36.5 -59.5   -29  20.7
##             29226 29227  29228  29229 29231 29232 29236 29237 29241 29248 29251
## Predicted    67.2  82.3 84.485 93.251 102.6 105.1 141.7   148  75.2 68.31  72.6
## cvpred       67.6  82.7 85.044 93.786 103.1 105.5 142.2   148  74.2 67.38  72.4
## pm2.5        96.0  95.0 86.000 94.000  87.0  81.0  60.0    44  51.0 73.00  57.0
## CV residual  28.4  12.3  0.956  0.214 -16.1 -24.5 -82.2  -104 -23.2  5.62 -15.4
##             29254 29260 29268 29277  29281 29284 29286 29289 29290 29295 29302
## Predicted   114.7 125.6  77.2 68.46 112.49 135.0 117.1 109.2 104.4  61.9   105
## cvpred      114.9 125.9  76.5 68.34 112.54 134.8 116.6 109.1 103.5  60.8   104
## pm2.5        72.0  74.0 117.0 71.00 104.00 145.0 153.0 152.0 166.0 177.0   254
## CV residual -42.9 -51.9  40.5  2.66  -8.54  10.2  36.4  42.9  62.5 116.2   150
##             29303 29304 29306 29309 29310 29315 29316 29318 29319 29323 29329
## Predicted     118   130   137   122   151  98.4  89.9  64.4  47.9  45.7 132.4
## cvpred        117   129   136   121   150  97.0  88.3  62.7  46.8  45.0 132.3
## pm2.5         271   275   297   320   315 261.0 266.0 259.0 171.0  85.0 161.0
## CV residual   154   146   161   199   165 164.0 177.7 196.3 124.2  40.0  28.7
##             29331 29336 29337 29338 29340 29342 29344 29347 29351 29352 29354
## Predicted     134 130.4   118   106  93.4  69.5  52.6  64.6  96.6 102.9   105
## cvpred        133 129.6   117   104  92.2  68.4  51.5  63.7  96.2 102.6   105
## pm2.5         170 217.0   230   251 246.0 137.0 130.0 153.0 166.0 199.0   223
## CV residual    37  87.4   113   147 153.8  68.6  78.5  89.3  69.8  96.4   118
##             29355 29356 29357  29359 29361 29364 29366 29370 29371 29388 29392
## Predicted     111   121 129.8 117.65 103.4  90.9  88.1 101.8 108.0   131 123.0
## cvpred        111   121 129.5 117.72 103.2  90.4  87.5 101.4 107.8   131 123.4
## pm2.5         218   272 172.0 119.00 120.0 123.0 141.0  88.0  68.0    24  47.0
## CV residual   107   151  42.5   1.28  16.8  32.6  53.5 -13.4 -39.8  -107 -76.4
##             29395 29398 29405 29406 29407 29409 29414 29420 29425 29426 29428
## Predicted   130.9 154.5   146 187.6 187.6 159.9 -26.2  49.8 115.2 150.2   168
## cvpred      131.5 155.3   147 189.1 189.1 160.6 -26.8  49.9 116.8 152.2   170
## pm2.5        60.0  60.0   108 105.0 108.0  98.0  14.0  19.0  47.0  60.0    54
## CV residual -71.5 -95.3   -39 -84.1 -81.1 -62.6  40.8 -30.9 -69.8 -92.2  -116
##             29432 29433 29434 29439 29440 29442 29450 29451 29454   29459 29469
## Predicted   146.1 121.0  96.1 -87.6 -98.3 -60.8  79.8 139.6  75.7 -0.1615 49.34
## cvpred      147.6 122.1  97.1 -87.4 -97.9 -60.7  81.4 141.3  77.2  0.0133 50.53
## pm2.5       111.0 106.0  77.0  25.0  17.0  22.0  32.0  67.0  52.0 24.0000 43.00
## CV residual -36.6 -16.1 -20.1 112.4 114.9  82.7 -49.4 -74.3 -25.2 23.9867 -7.53
##             29474 29476 29477 29480  29493 29497 29499 29501 29504 29505 29507
## Predicted   133.4 145.4   110  83.5 125.61   123 119.0 -2.92  3.94  4.23  2.33
## cvpred      134.4 146.6   111  83.7 126.67   123 119.2 -2.86  3.60  3.63  1.34
## pm2.5        87.0  53.0    76  96.0 128.00   264 196.0 25.00 28.00 17.00 21.00
## CV residual -47.4 -93.6   -35  12.3   1.33   141  76.8 27.86 24.40 13.37 19.66
##             29508 29512 29519 29520 29529 29532 29533 29540 29542 29548 29551
## Predicted   -16.3 -2.38  62.1  68.4  71.8  46.2  37.4 70.09  87.3   125 134.3
## cvpred      -17.3 -3.16  61.3  67.7  71.3  44.8  36.0 69.52  87.0   125 133.7
## pm2.5        21.0 89.00  51.0  86.0  90.0  67.0  75.0 76.00  44.0    53  62.0
## CV residual  38.3 92.16 -10.3  18.3  18.7  22.2  39.0  6.48 -43.0   -72 -71.7
##             29553 29560 29564 29565 29566 29569 29572 29574 29577 29581 29584
## Predicted    96.5  57.5 73.34 100.7 101.3 113.8 128.0 135.5 127.5 103.5 92.42
## cvpred       95.4  56.7 72.96 100.3 100.9 113.7 128.2 135.3 127.6 102.7 92.07
## pm2.5        68.0  79.0 65.00  74.0  80.0  66.0  97.0 107.0 112.0 124.0 96.00
## CV residual -27.4  22.3 -7.96 -26.3 -20.9 -47.7 -31.2 -28.3 -15.6  21.3  3.93
##             29601 29606 29608 29609 29610 29612 29613 29614 29616 29617 29621
## Predicted   135.3 111.5 108.5 108.5 116.4 122.7 127.3   138   144   145   162
## cvpred      135.6 111.7 108.8 108.8 116.9 123.3 127.9   138   144   145   163
## pm2.5       150.0  90.0  83.0  87.0  86.0  68.0  54.0    32    29    37    61
## CV residual  14.4 -21.7 -25.8 -21.8 -30.9 -55.3 -73.9  -106  -115  -108  -102
##             29631 29632 29634 29637 29640 29647 29648 29650 29657 29663 29666
## Predicted   -74.4 -59.9 -53.6 -6.25  34.9  84.4 19.48 28.07  18.7 101.8 113.8
## cvpred      -73.9 -59.4 -53.0 -5.84  35.5  86.0 19.78 29.09  19.7 103.3 115.5
## pm2.5        49.0  36.0  29.0 34.00  13.0  23.0 29.00 27.00  41.0  86.0  75.0
## CV residual 122.9  95.4  82.0 39.84 -22.5 -63.0  9.22 -2.09  21.3 -17.3 -40.5
##             29667 29669 29670 29677  29678 29679 29683 29686 29688 29689 29693
## Predicted     124 130.5 140.4  89.2  91.12  88.9  96.1 104.4  91.3 107.8 133.2
## cvpred        126 132.4 141.8  90.0  91.77  89.4  96.5 104.7  91.9 107.8 133.4
## pm2.5          80  71.0  72.0 105.0 101.00 104.0 109.0 153.0 112.0  65.0  62.0
## CV residual   -46 -61.4 -69.8  15.0   9.23  14.6  12.5  48.3  20.1 -42.8 -71.4
##             29698 29700 29702 29703 29715 29718 29721 29728 29737 29741 29743
## Predicted    70.3  57.7  30.9  34.5 104.2 116.1  79.0  68.6 135.2   119   102
## cvpred       70.0  57.2  30.5  33.9 103.7 116.1  78.2  68.2 134.6   118   101
## pm2.5        98.0  79.0  83.0  79.0  54.0  93.0  51.0 104.0 164.0   249   231
## CV residual  28.0  21.8  52.5  45.1 -49.7 -23.1 -27.2  35.8  29.4   131   130
##             29745 29748 29751 29752 29753 29754 29758 29759 29760 29761 29763
## Predicted    74.4  7.94  26.5 107.8 108.3   120  77.1 112.3 118.6   127   131
## cvpred       73.0  6.13  24.7 107.2 107.8   120  75.9 111.5 117.9   127   130
## pm2.5       173.0 59.00  58.0  89.0 146.0    76  46.0  29.0  35.0    35    42
## CV residual 100.0 52.87  33.3 -18.2  38.2   -44 -29.9 -82.5 -82.9   -92   -88
##             29770 29772 29779 29782 29783 29790 29793   29798 29799  29801
## Predicted    90.9 59.63 70.22 116.7 127.1 143.1 128.7 132.560 126.3 122.17
## cvpred       90.0 58.97 69.91 116.5 126.9 142.7 128.6 132.673 126.3 122.21
## pm2.5        34.0 53.00 77.00  77.0  66.0 120.0 109.0 133.000 140.0 131.00
## CV residual -56.0 -5.97  7.09 -39.5 -60.9 -22.7 -19.6   0.327  13.7   8.79
##             29805 29812 29814 29815 29816 29818 29820 29822  29828 29829 29832
## Predicted   144.1 153.7 112.2 157.8 116.3 149.9 131.5 128.0  91.39  85.7 144.3
## cvpred      144.3 153.8 111.8 157.8 115.8 149.7 131.6 127.6  90.74  85.0 144.8
## pm2.5        73.0  66.0  67.0  64.0  55.0  60.0  66.0  71.0 100.00 100.0  94.0
## CV residual -71.3 -87.8 -44.8 -93.8 -60.8 -89.7 -65.6 -56.6   9.26  15.0 -50.8
##             29838 29840 29847 29848 29849 29850 29855 29858 29862 29864 29867
## Predicted   158.0   114  91.4 121.3 121.3   121  94.4  12.7  48.8  38.7 -5.01
## cvpred      158.3   114  90.7 121.6 121.6   121  93.7  12.3  48.4  38.0 -6.17
## pm2.5        95.0    99  59.0  64.0  61.0    55 102.0  40.0  13.0  10.0 12.00
## CV residual -63.3   -15 -31.7 -57.6 -60.6   -66   8.3  27.7 -35.4 -28.0 18.17
##             29868 29870 29871 29874 29881 29885 29888 29890 29893 29894 29899
## Predicted   -13.8 -54.0 -62.2 -77.5 110.3 154.3 104.6  77.2  26.2 -5.26 -2.31
## cvpred      -14.9 -55.1 -63.2 -78.4 110.2 154.9 104.4  76.5  25.7 -5.69 -2.29
## pm2.5         9.0  25.0  17.0  17.0  40.0  80.0  63.0  54.0  66.0 71.00 52.00
## CV residual  23.9  80.1  80.2  95.4 -70.2 -74.9 -41.4 -22.5  40.3 76.69 54.29
##             29900 29901 29904 29905 29907 29910 29919  29927 29928 29933  29935
## Predicted    16.3  47.7 60.32  62.5 100.0 143.3  81.9 117.71 128.2 125.1 144.41
## cvpred       16.3  47.7 60.51  62.8 100.6 143.8  82.0 118.02 128.1 125.1 144.43
## pm2.5        62.0  65.0 59.00  52.0  44.0  73.0  97.0 110.00 109.0 146.0 143.00
## CV residual  45.7  17.3 -1.51 -10.8 -56.6 -70.8  15.0  -8.02 -19.1  20.9  -1.43
##             29942 29944 29947 29949 29952 29954 29955 29956 29958 29960 29962
## Predicted   -10.7 -6.90  72.4  76.8 108.1 131.5 118.2 130.9   145 144.8   135
## cvpred      -10.9 -6.87  72.2  76.9 107.9 132.1 118.3 131.5   145 145.4   135
## pm2.5        36.0 23.00  24.0  55.0  48.0  60.0  64.0  71.0   121 215.0   210
## CV residual  46.9 29.87 -48.2 -21.9 -59.9 -72.1 -54.3 -60.5   -24  69.6    75
##             29964 29965 29968  29972   29976  29980 29982 29983 29984 29987
## Predicted   135.8   127 125.9 125.91 136.995 163.77 126.1 116.0 139.5  44.5
## cvpred      136.1   127 126.2 126.16 136.832 164.11 126.1 115.7 139.2  43.2
## pm2.5       229.0   231 186.0 135.00 136.000 169.00 182.0 189.0 186.0 141.0
## CV residual  92.9   104  59.8   8.84  -0.832   4.89  55.9  73.3  46.8  97.8
##               29992 29995  29997 30003 30005 30011  30013  30016 30017 30021
## Predicted    0.0245  25.3 102.02 104.1 125.2 118.7 118.72 120.31 108.3 114.0
## cvpred      -0.9000  25.1 101.41 104.2 125.2 118.3 118.29 119.45 107.3 113.1
## pm2.5       54.0000 115.0  94.00 152.0 174.0 147.0 125.00 113.00  96.0  86.0
## CV residual 54.9000  89.9  -7.41  47.8  48.8  28.7   6.71  -6.45 -11.3 -27.1
##              30022  30023 30026 30030 30031 30042 30043 30044 30045 30046 30049
## Predicted   112.40  95.08   144 151.2 147.0   145   144   145   145 142.9 141.3
## cvpred      111.34  93.85   144 151.4 146.3   145   144   145   145 142.3 140.5
## pm2.5       103.00 101.00    78  78.0  93.0   190   207   225   196 192.0 175.0
## CV residual  -8.34   7.15   -66 -73.4 -53.3    45    63    80    51  49.7  34.5
##             30051 30055 30056 30059 30060  30062  30065 30073 30074 30075 30076
## Predicted     144 151.2 149.6 154.9   149 150.66 151.28 105.1 116.1 111.4 152.9
## cvpred        144 151.4 149.6 154.4   149 150.76 150.88 104.2 115.3 110.6 152.6
## pm2.5         164 164.0 134.0 106.0   129 158.00 148.00 146.0 159.0 157.0 165.0
## CV residual    20  12.6 -15.6 -48.4   -20   7.24  -2.88  41.8  43.7  46.4  12.4
##             30080 30091 30092 30093 30094 30096 30097 30103 30104  30105 30107
## Predicted   141.3 116.1 105.1 103.5 103.5 149.7 109.8 155.1 153.5 147.18 147.2
## cvpred      141.4 115.3 104.2 102.5 102.5 149.2 108.9 154.9 153.2 146.81 146.8
## pm2.5        94.0 141.0 134.0 137.0 140.0 137.0 139.0 139.0 140.0 147.00 191.0
## CV residual -47.4  25.7  29.8  34.5  37.5 -12.2  30.1 -15.9 -13.2   0.19  44.2
##             30108 30109 30116 30130 30135 30136 30144 30147 30148 30155 30156
## Predicted   145.4 145.4 108.4 108.4 111.5 105.2   150   152   152 100.4 114.5
## cvpred      145.5 145.5 107.6 107.7 110.7 104.3   149   152   153  99.2 113.3
## pm2.5       212.0 220.0 191.0  14.0  16.0  18.0    29    32    28  48.0  27.0
## CV residual  66.5  74.5  83.4 -93.7 -94.7 -86.3  -120  -120  -125 -51.2 -86.3
##             30161 30163 30165 30166 30170 30171 30177 30184 30186 30187 30188
## Predicted    88.3  93.0 117.9 130.4   138   148  97.5 107.1 119.0  74.7 111.5
## cvpred       88.0  92.7 117.7 130.4   138   148  96.7 107.1 118.8  73.9 111.7
## pm2.5        16.0  21.0  33.0  34.0    37    42  86.0  86.0  67.0  20.0  27.0
## CV residual -72.0 -71.7 -84.7 -96.4  -101  -106 -10.7 -21.1 -51.8 -53.9 -84.7
##             30195 30199 30201 30205 30206 30212 30213  30219 30221   30223
## Predicted     114 133.4 140.0  99.8  95.1   103 118.1 113.86 153.7 110.048
## cvpred        114 133.3 140.3  99.6  94.9   103 118.1 113.47 153.8 109.435
## pm2.5          24  61.0  59.0  65.0  60.0    90 101.0 110.00 111.0 109.000
## CV residual   -90 -72.3 -81.3 -34.6 -34.9   -13 -17.1  -3.47 -42.8  -0.435
##              30226 30228 30231 30235 30236 30238 30239 30240 30241 30243 30244
## Predicted   112.20 100.1  86.9  71.6  88.2 109.6  95.7  87.5  83.4 106.3 106.3
## cvpred      111.39  99.6  86.2  71.1  87.9 109.4  95.5  87.4  83.3 106.5 106.5
## pm2.5       112.00 121.0 134.0  90.0 103.0 122.0  97.0  75.0  80.0  70.0  77.0
## CV residual   0.61  21.4  47.8  18.9  15.1  12.6   1.5 -12.4  -3.3 -36.5 -29.5
##             30250 30251 30252 30253 30255 30257 30259 30260 30262  30264 30265
## Predicted    87.8  85.6  75.2  66.7  63.7  65.3  83.6  77.9  91.0 114.53 116.2
## cvpred       87.4  85.1  74.6  65.9  62.9  64.7  83.2  77.4  90.8 114.68 116.4
## pm2.5       105.0 115.0 130.0 143.0 119.0 127.0 132.0 127.0 117.0 105.00 103.0
## CV residual  17.6  29.9  55.4  77.1  56.1  62.3  48.8  49.6  26.2  -9.68 -13.4
##              30267 30269 30272 30276 30278 30280 30282 30283 30284 30288 30290
## Predicted   104.11 124.2 124.9  97.6  82.0  69.4  75.1  89.6 100.0 107.1 125.0
## cvpred      103.65 124.1 125.1  97.3  81.5  68.7  74.5  89.1  99.5 107.1 124.7
## pm2.5       101.00  69.0  78.0 123.0 132.0 151.0 140.0 148.0 168.0 146.0 138.0
## CV residual  -2.65 -55.1 -47.1  25.7  50.5  82.3  65.5  58.9  68.5  38.9  13.3
##             30292  30294  30295 30296 30298 30299 30302 30303 30306 30308 30309
## Predicted   116.7 131.14 131.14 135.2 133.1 133.1 111.0 130.0 114.3 118.9 111.0
## cvpred      116.9 131.44 131.44 135.5 133.2 133.2 110.5 129.7 113.9 118.6 110.5
## pm2.5       133.0 138.00 140.00 154.0 160.0 165.0 200.0 201.0 199.0 199.0 209.0
## CV residual  16.1   6.56   8.56  18.5  26.8  31.8  89.5  71.3  85.1  80.4  98.5
##             30316 30318 30320 30323 30327 30328 30329 30331 30335 30336 30341
## Predicted   116.1 105.0  98.7  75.8  79.7  78.7  79.1  97.4 108.4 104.3   115
## cvpred      115.7 104.6  98.3  75.0  79.6  78.0  79.0  97.6 108.7 104.6   115
## pm2.5        41.0  25.0  14.0   8.0  17.0  29.0  39.0  41.0  52.0  52.0    68
## CV residual -74.7 -79.6 -84.3 -67.0 -62.6 -49.0 -40.0 -56.6 -56.7 -52.6   -47
##             30345 30346 30348 30351 30355 30357 30361 30364 30365 30369 30371
## Predicted   127.6 102.7  65.4  70.6  68.7 107.0 133.8 121.8 151.1  75.5  35.8
## cvpred      127.4 102.4  65.6  70.8  69.0 107.4 134.3 121.5 151.7  74.4  34.3
## pm2.5        74.0  64.0  31.0  37.0  40.0  51.0  86.0  69.0  78.0  94.0  47.0
## CV residual -53.4 -38.4 -34.6 -33.8 -29.0 -56.4 -48.3 -52.5 -73.7  19.6  12.7
##             30372 30377 30380 30385 30389 30391 30392 30395 30398 30402 30405
## Predicted    59.3 -31.2  67.7  97.2 124.7  91.1 89.49  59.3 34.37 78.15  97.1
## cvpred       58.4 -32.5  67.5  97.1 124.1  90.2 88.45  57.7 32.75 77.48  96.3
## pm2.5        34.0  16.0  36.0  64.0 105.0 124.0 95.00  39.0 38.00 68.00 212.0
## CV residual -24.4  48.5 -31.5 -33.1 -19.1  33.8  6.55 -18.7  5.25 -9.48 115.7
##             30406 30407 30409  30411 30415 30421 30423 30427 30430 30432 30434
## Predicted   100.1  97.9  91.5 126.69 135.5 58.22  55.7  97.3  97.6 104.4 118.9
## cvpred       99.6  97.3  90.3 125.92 134.7 57.19  54.8  96.7  97.3 104.2 118.8
## pm2.5       188.0 146.0 102.0 132.00  69.0 52.00  30.0  67.0  29.0  29.0  37.0
## CV residual  88.4  48.7  11.7   6.08 -65.7 -5.19 -24.8 -29.7 -68.3 -75.2 -81.8
##             30438 30439 30440 30444 30449 30451 30452 30453 30457 30461 30464
## Predicted     131 139.3 143.4 103.5 111.5 140.8 140.8 147.0 149.2 155.0   104
## cvpred        131 138.7 142.8 102.5 110.6 140.8 140.8 147.2 149.5 155.3   103
## pm2.5          61  79.0  98.0  63.0  69.0  59.0  57.0  54.0  57.0  94.0   113
## CV residual   -70 -59.7 -44.8 -39.5 -41.6 -81.8 -83.8 -93.2 -92.5 -61.3    10
##             30467  30469 30470 30476 30477 30478 30479 30482 30485 30488 30492
## Predicted   109.7 33.935  71.9  98.3 115.0 109.2 107.6 130.6 153.1 151.4 119.9
## cvpred      108.9 32.595  71.1  98.2 115.1 109.3 107.6 130.8 153.1 151.8 119.8
## pm2.5        55.0 33.000  39.0  67.0  60.0  60.0  68.0  75.0  57.0 176.0 143.0
## CV residual -53.9  0.405 -32.1 -31.2 -55.1 -49.3 -39.6 -55.8 -96.1  24.2  23.2
##             30495  30501 30506 30510 30511 30516  30522 30523 30524  30526
## Predicted   109.0 118.38   159 131.6 154.2 123.1 157.28 155.7 121.6 163.57
## cvpred      108.7 117.97   159 131.4 154.2 122.7 158.02 156.3 121.4 164.42
## pm2.5       125.0 120.00    50  73.0  82.0 168.0 162.00 183.0 189.0 172.00
## CV residual  16.3   2.03  -109 -58.4 -72.2  45.3   3.98  26.7  67.6   7.58
##               30527  30528 30530 30536 30541 30542 30548 30553 30554 30557
## Predicted   157.283 160.33 159.0 163.1 127.5 125.3 122.2   151 121.4   157
## cvpred      158.024 160.98 159.3 163.4 127.8 125.5 122.5   152 121.4   158
## pm2.5       159.000 164.00 171.0 188.0 172.0 167.0  94.0   277 184.0    62
## CV residual   0.976   3.02  11.7  24.6  44.2  41.5 -28.5   125  62.6   -96
##             30559 30561 30565 30566 30567 30568 30580 30581 30588 30589 30593
## Predicted   154.9  92.4 38.59  65.7  62.8  64.7   145   123   136   132   135
## cvpred      155.3  91.8 37.76  65.6  62.3  64.0   145   122   136   132   135
## pm2.5        64.0 165.0 40.00  29.0  26.0  29.0   342   292   247   230   428
## CV residual -91.3  73.2  2.24 -36.6 -36.3 -35.0   197   170   111    98   293
##             30594 30595 30601 30608 30611  30612 30615 30617  30621 30627 30628
## Predicted     135   133   153   149 118.8 112.53 140.8  92.5 143.30 113.5 153.8
## cvpred        135   133   153   149 118.1 111.73 140.3  91.3 142.68 112.8 154.1
## pm2.5         432   441    25    63  85.0 103.00 126.0 133.0 137.00 185.0 189.0
## CV residual   297   308  -128   -86 -33.1  -8.73 -14.3  41.7  -5.68  72.2  34.9
##             30631 30633 30638 30640  30656   30657  30658 30661 30663 30664
## Predicted   152.2 143.7 125.9 127.5 143.94 143.501 143.94 114.1   147   147
## cvpred      152.4 143.7 125.6 127.3 144.16 143.162 144.16 113.4   147   147
## pm2.5       194.0 236.0 167.0 151.0 152.00 144.000 147.00 160.0   183   195
## CV residual  41.6  92.3  41.4  23.7   7.84   0.838   2.84  46.6    36    48
##             30665 30667 30668 30669 30670 30679 30682 30683 30685 30688 30689
## Predicted   117.3   150 121.1 158.3 158.3   122  80.6  66.1  39.0 21.77 17.10
## cvpred      116.8   151 120.8 159.1 159.1   122  80.1  65.5  38.2 20.78 16.11
## pm2.5       191.0   199 156.0 104.0  95.0    13  15.0  16.0  13.0 13.00 14.00
## CV residual  74.2    48  35.2 -55.1 -64.1  -109 -65.1 -49.5 -25.2 -7.78 -2.11
##             30691 30692 30696 30697 30699 30706 30709 30710 30711 30713 30714
## Predicted    59.6  74.1 105.8 116.2   145  60.1 25.87 19.58  11.4 31.59 19.29
## cvpred       59.7  74.3 106.2 116.7   145  59.2 24.85 18.46  10.3 30.64 18.43
## pm2.5        18.0  19.0  25.0  24.0    30  31.0 16.00 25.00  26.0 23.00 14.00
## CV residual -41.7 -55.3 -81.2 -92.7  -115 -28.2 -8.85  6.54  15.7 -7.64 -4.43
##             30716 30717 30718 30720 30721 30723 30727 30734 30738 30745 30749
## Predicted    44.2 121.5  86.3 136.6  75.9  98.6 119.4  70.9  44.4 106.3 120.5
## cvpred       43.4 121.5  85.9 136.6  75.4  98.6 119.5  70.3  44.0 106.2 120.7
## pm2.5        20.0  31.0  30.0  51.0  45.0  49.0  33.0  17.0  25.0  32.0  24.0
## CV residual -23.4 -90.5 -55.9 -85.6 -30.4 -49.6 -86.5 -53.3 -19.0 -74.2 -96.7
##             30755 30756 30760 30766 30767 30771 30772 30773 30774 30782 30784
## Predicted    50.5  42.7  62.9  97.4  89.5   137   144 143.2 146.1  62.2  70.1
## cvpred       49.4  41.8  62.7  97.6  89.5   138   144 143.1 146.5  61.6  69.7
## pm2.5        25.0  17.0  22.0  30.0  35.0    32    37  60.0  66.0  44.0  43.0
## CV residual -24.4 -24.8 -40.7 -67.6 -54.5  -106  -107 -83.1 -80.5 -17.6 -26.7
##             30785 30786 30787 30793 30799 30800 30802 30803 30807  30811 30815
## Predicted    67.9  75.8  84.6   136 154.0 145.7 106.7 128.7 111.9 119.27 134.3
## cvpred       67.4  75.5  84.3   137 154.6 145.5 105.9 128.1 111.6 119.11 134.2
## pm2.5        45.0  45.0  64.0    35  60.0  51.0  56.0  66.0  75.0 129.00 164.0
## CV residual -22.4 -30.5 -20.3  -102 -94.6 -94.5 -49.9 -62.1 -36.6   9.89  29.8
##             30821 30823 30825 30830 30832 30837 30838 30841  30842 30847 30849
## Predicted   156.5 156.1 150.6 133.4 133.8 139.7 144.8 108.6 148.45 150.6 115.5
## cvpred      156.9 155.9 150.2 132.7 133.7 139.1 144.8 107.6 147.87 150.2 114.6
## pm2.5        61.0  69.0  73.0  80.0  86.0 129.0 133.0 150.0 152.00 135.0 145.0
## CV residual -95.9 -86.9 -77.2 -52.7 -47.7 -10.1 -11.8  42.4   4.13 -15.2  30.4
##             30851 30853 30855 30859 30861 30863 30867 30868 30869 30874 30877
## Predicted    99.8 115.5 110.8 117.7   153 151.2 112.9 108.8 115.1  99.3  93.0
## cvpred       98.8 114.6 109.9 116.9   153 150.8 112.2 108.1 114.5  98.3  91.9
## pm2.5        57.0  63.0  50.0  32.0    40  55.0  46.0  51.0  49.0  34.0  38.0
## CV residual -41.8 -51.6 -59.9 -84.9  -113 -95.8 -66.2 -57.1 -65.5 -64.3 -53.9
##             30880 30883 30887 30892 30893 30907 30912 30917 30921 30923 30927
## Predicted    97.7  99.3  97.7 105.6 111.9 107.9 123.5 123.5  89.2  83.6  94.6
## cvpred       96.6  98.3  96.6 104.7 111.1 107.6 123.4 122.8  87.9  82.1  93.3
## pm2.5        28.0  28.0  36.0  33.0  31.0  42.0  57.0  74.0  65.0  70.0  68.0
## CV residual -68.6 -70.3 -60.6 -71.7 -80.1 -65.6 -66.4 -48.8 -22.9 -12.1 -25.3
##             30930 30934  30945  30946 30947 30949 30954 30955 30973 30974 30977
## Predicted   101.3 127.3 125.28 125.72 112.7 109.0  98.1 104.4 103.3 104.9 100.3
## cvpred      100.7 126.9 124.14 125.14 111.4 108.3  97.2 103.6 102.5 104.2  99.5
## pm2.5        44.0 115.0 130.00 135.00 128.0  92.0  59.0  68.0  73.0  80.0  76.0
## CV residual -56.7 -11.9   5.86   9.86  16.6 -16.3 -38.2 -35.6 -29.5 -24.2 -23.5
##             30978 30980 30986 30988 30989 30992 30996 31005 31008 31013 31015
## Predicted   102.5   114 147.8 153.3 154.5 154.3   155   162   156 128.4   128
## cvpred      101.9   114 147.7 153.5 154.2 154.6   156   163   157 128.3   128
## pm2.5        68.0    85  70.0  77.0  84.0  96.0    53    58    54  57.0    16
## CV residual -33.9   -29 -77.7 -76.5 -70.2 -58.6  -103  -105  -103 -71.3  -112
##             31017 31018 31019 31023 31027 31028 31033 31043 31045 31048 31049
## Predicted    77.9  67.5  61.2  24.3  69.3  92.6   141 108.8  93.6  66.3  76.2
## cvpred       77.2  66.8  60.4  23.2  69.2  92.5   141 108.3  92.2  65.8  75.6
## pm2.5        11.0  12.0  12.0  10.0  16.0  18.0    38  55.0  58.0  35.0  33.0
## CV residual -66.2 -54.8 -48.4 -13.2 -53.2 -74.5  -103 -53.3 -34.2 -30.8 -42.6
##             31050 31056 31059 31062  31064 31067 31071  31073  31074 31075
## Predicted    73.7 127.1 143.7 143.3 137.44   135 126.5 132.21 132.21   132
## cvpred       73.3 126.8 143.7 142.7 137.29   135 126.2 132.01 132.01   132
## pm2.5        34.0  53.0 128.0 157.0 145.00   167 163.0 137.00 137.00   122
## CV residual -39.3 -73.8 -15.7  14.3   7.71    32  36.8   4.99   4.99   -10
##             31080 31081  31086 31087 31089 31090  31091  31092 31099 31102
## Predicted   134.5   139 150.35 150.4 129.9  91.6 129.30 123.45 118.8 125.6
## cvpred      133.9   139 150.16 150.2 129.3  90.7 128.66 123.27 118.6 125.6
## pm2.5        86.0    93 160.00 165.0 166.0 150.0 134.00 120.00  94.0 111.0
## CV residual -47.9   -46   9.84  14.8  36.7  59.3   5.34  -3.27 -24.6 -14.6
##             31103 31107 31110 31111 31116 31118 31119 31124 31125 31128 31130
## Predicted   129.9   122 151.2 109.1 41.16  35.5 11.89 109.0 113.6 130.6 137.4
## cvpred      129.3   121 150.8 108.2 39.65  35.0 10.56 108.7 113.4 130.3 137.3
## pm2.5       105.0   136 168.0 166.0 31.00  14.0 16.00  96.0 137.0 112.0  93.0
## CV residual -24.3    15  17.2  57.8 -8.65 -21.0  5.44 -12.7  23.6 -18.3 -44.3
##             31132 31136 31142 31146 31147 31150 31152  31161 31163 31170 31176
## Predicted   141.3 110.3 101.9  94.8  89.0 120.8 139.6 120.76 112.0 109.0 129.9
## cvpred      141.3 109.4 101.3  94.2  88.5 120.4 139.6 120.43 111.7 108.7 129.3
## pm2.5        74.0  86.0  91.0  66.0  56.0  50.0  54.0 116.00  96.0  75.0 102.0
## CV residual -67.3 -23.4 -10.3 -28.2 -32.5 -70.4 -85.6  -4.43 -15.7 -33.7 -27.3
##             31177 31183 31187 31189 31190 31194 31200 31206 31212 31213 31217
## Predicted   137.8 134.4  60.1  89.5  88.5  93.8 134.9 118.1    68  5.45 -7.98
## cvpred      137.4 134.9  59.3  89.5  87.9  94.1 135.4 117.9    67  4.05 -9.37
## pm2.5        70.0  53.0  23.0  22.0  24.0  31.0  48.0  80.0    17 12.00 14.00
## CV residual -67.4 -81.9 -36.3 -67.5 -63.9 -63.1 -87.4 -37.9   -50  7.95 23.37
##             31219 31222 31224 31227 31228 31230 31236 31238 31241 31244 31249
## Predicted   -7.98 115.6 122.4  99.2 101.4  89.4  52.5  47.8  54.0  95.5   114
## cvpred      -9.37 115.2 122.2  98.8 101.1  88.9  51.4  46.7  53.5  95.3   114
## pm2.5       18.00  29.0  48.0  36.0  30.0  23.0  19.0  17.0  32.0  74.0    43
## CV residual 27.37 -86.2 -74.2 -62.8 -71.1 -65.9 -32.4 -29.7 -21.5 -21.3   -71
##             31251 31252 31253 31257 31264 31265 31266 31269 31273 31275 31283
## Predicted   122.1 118.0 118.0 111.3  92.2  96.3  85.3  93.8 108.9 138.2 149.8
## cvpred      122.1 118.1 118.1 110.7  91.3  95.4  84.3  93.0 108.2 138.4 149.6
## pm2.5        40.0  32.0  41.0  55.0  71.0  69.0  56.0  66.0  74.0  76.0  87.0
## CV residual -82.1 -86.1 -77.1 -55.7 -20.3 -26.4 -28.3 -27.0 -34.2 -62.4 -62.6
##             31285 31287  31293 31296 31306 31318 31324 31329 31340 31342 31344
## Predicted     112 149.2 145.12 151.4 114.2  76.9 138.8 126.3 121.5 109.7   129
## cvpred        111 148.9 144.88 151.3 113.5  76.7 138.5 125.7 121.4 109.8   129
## pm2.5          94 104.0 145.00 179.0  48.0  30.0  91.0  74.0  50.0  59.0    98
## CV residual   -17 -44.9   0.12  27.7 -65.5 -46.7 -47.5 -51.7 -71.4 -50.8   -31
##             31347 31348 31349 31350  31354 31357 31360 31365 31375 31378 31379
## Predicted   152.6 152.2 123.3 158.5 132.42 102.3  91.4 120.6   153 131.1 122.2
## cvpred      153.4 152.4 123.2 158.7 132.49 102.2  91.2 120.8   154 131.3 121.6
## pm2.5        96.0 115.0  77.0 125.0 142.00 114.0  69.0  99.0    25  34.0  34.0
## CV residual -57.4 -37.4 -46.2 -33.7   9.51  11.8 -22.2 -21.8  -129 -97.3 -87.6
##             31383 31384 31386 31394 31395 31398 31406 31408 31409 31412 31414
## Predicted    90.9 104.8 108.9 114.3 127.5   156 143.4   143 137.2 103.2 147.7
## cvpred       90.7 104.6 108.6 113.9 127.3   157 143.6   143 137.3 102.4 147.3
## pm2.5        54.0  67.0  81.0  36.0  31.0    42  45.0    46  42.0  62.0  55.0
## CV residual -36.7 -37.6 -27.6 -77.9 -96.3  -115 -98.6   -97 -95.3 -40.4 -92.3
##             31416 31419 31421 31422 31429 31430 31432 31438 31439 31440 31441
## Predicted   146.0 147.7 147.7 110.0  99.8  99.8  91.5  66.2 101.9 68.71 109.0
## cvpred      145.6 147.3 147.3 109.3  98.5  98.5  90.8  65.2 101.2 67.53 108.8
## pm2.5        73.0  84.0  79.0  69.0  72.0  70.0  88.0  36.0  38.0 61.00  32.0
## CV residual -72.6 -63.3 -68.3 -40.3 -26.5 -28.5  -2.8 -29.2 -63.2 -6.53 -76.8
##             31446 31452 31453 31456 31460 31466 31468 31469 31471 31478 31479
## Predicted   132.3  86.7  76.7  59.2 112.8   131 116.8 152.0 152.0  95.0  94.4
## cvpred      132.2  85.7  76.2  58.8 112.8   131 116.3 151.9 151.9  94.7  94.1
## pm2.5        38.0  25.0  28.0  28.0  37.0    75  90.0  86.0 103.0  76.0  80.0
## CV residual -94.2 -60.7 -48.2 -30.8 -75.8   -56 -26.3 -65.9 -48.9 -18.7 -14.1
##              31483 31484 31493 31505 31509 31510 31512 31513 31514 31517 31518
## Predicted   118.42 122.5 123.5  94.1 129.7 138.4 119.5 119.5 147.2 146.7 119.5
## cvpred      118.47 122.5 123.7  94.1 130.1 138.9 119.1 119.1 147.6 146.6 119.1
## pm2.5       122.00 169.0  54.0  54.0  34.0  40.0  46.0  55.0  69.0  86.0  90.0
## CV residual   3.53  46.5 -69.7 -40.1 -96.1 -98.9 -73.1 -64.1 -78.6 -60.6 -29.1
##              31522 31524 31526 31528 31535 31536 31537 31538 31539 31544 31545
## Predicted   136.65  99.3 115.0 113.0 130.1 130.5 106.2  97.3  96.3 144.1 142.3
## cvpred      136.17  98.3 114.1 112.7 129.2 130.2 105.2  96.5  95.4 143.8 142.4
## pm2.5       130.00 127.0 143.0 130.0 169.0 177.0 151.0  36.0  40.0  45.0  43.0
## CV residual  -6.17  28.7  28.9  17.3  39.8  46.8  45.8 -60.5 -55.4 -98.8 -99.4
##             31547 31553 31556 31558 31562 31563 31566 31568 31569 31570 31571
## Predicted    76.8  83.4 103.9  96.0 105.5 116.5 111.8   133  97.0  97.7 110.1
## cvpred       75.6  82.5 103.4  95.3 105.2 116.3 111.5   133  96.4  97.1 109.5
## pm2.5        37.0  19.0  23.0  23.0  18.0  20.0  19.0    22  29.0  41.0  33.0
## CV residual -38.6 -63.5 -80.4 -72.3 -87.2 -96.3 -92.5  -111 -67.4 -56.1 -76.5
##             31575 31576 31580 31582 31585 31589 31591 31592 31593 31594 31595
## Predicted    61.9  65.4 105.3 65.88  99.2 109.9 106.1  93.5  68.9  52.2  58.6
## cvpred       61.6  65.1 105.2 64.52  98.8 109.8 105.8  93.0  68.0  51.2  57.6
## pm2.5        37.0  31.0  50.0 58.00  30.0  31.0  29.0  26.0  28.0  22.0  29.0
## CV residual -24.6 -34.1 -55.2 -6.52 -68.8 -78.8 -76.8 -67.0 -40.0 -29.2 -28.6
##             31596 31603 31609 31610  31612 31615 31616 31618 31623 31624 31625
## Predicted   32.81  78.3 104.5 110.8 104.18 136.7 122.5 118.7  90.2  80.3  86.6
## cvpred      31.39  77.9 103.5 109.9 103.47 136.3 121.8 117.7  88.6  79.2  85.6
## pm2.5       28.00  41.0  61.0  96.0 101.00  42.0  45.0  46.0 113.0 128.0 132.0
## CV residual -3.39 -36.9 -42.5 -13.9  -2.47 -94.3 -76.8 -71.7  24.4  48.8  46.4
##             31626 31627  31628 31631 31634 31635 31637 31638 31639 31642 31643
## Predicted    86.6 92.86 105.43 121.1 131.4 131.4 131.4 131.0 131.4  89.5 133.9
## cvpred       85.6 91.95 104.73 120.5 130.9 130.9 130.9 129.9 130.9  87.9 133.3
## pm2.5       116.0 93.00 100.00  93.0  70.0  80.0 141.0 172.0 178.0 175.0 180.0
## CV residual  30.4  1.05  -4.73 -27.5 -60.9 -50.9  10.1  42.1  47.1  87.1  46.7
##             31646 31649 31651 31652 31654 31658 31663 31668 31670 31672 31678
## Predicted   105.7 111.7  98.7  90.8  85.1 143.7   141 118.6 112.3   104 124.4
## cvpred      104.8 111.1  97.7  89.6  83.8 143.7   141 118.1 111.7   103 123.5
## pm2.5       176.0 127.0  47.0  58.0  57.0  61.0    38  56.0  50.0    47  63.0
## CV residual  71.2  15.9 -50.7 -31.6 -26.8 -82.7  -103 -62.1 -61.7   -56 -60.5
##             31679 31688 31689 31695 31699 31700 31701 31702 31704 31709 31710
## Predicted   124.9 129.5 126.9  96.7 113.3 119.6   128 93.39 112.2 141.3  94.6
## cvpred      124.5 129.2 125.9  96.0 112.8 119.2   128 91.99 112.7 141.3  93.6
## pm2.5        64.0  77.0  78.0  78.0  96.0  95.0    92 95.00  36.0  45.0  54.0
## CV residual -60.5 -52.2 -47.9 -18.0 -16.8 -24.2   -36  3.01 -76.7 -96.3 -39.6
##             31711 31713 31717 31718 31722 31723 31724 31727 31734 31737 31738
## Predicted   139.6 120.8  99.1  96.7 100.8 112.8 117.4 122.1 142.2   128 121.7
## cvpred      139.6 120.4  98.3  96.0 100.1 112.2 116.9 121.6 141.5   127 120.6
## pm2.5        65.0  29.0  58.0  58.0  80.0  87.0  80.0  77.0  78.0    77  76.0
## CV residual -74.6 -91.4 -40.3 -38.0 -20.1 -25.2 -36.9 -44.6 -63.5   -50 -44.6
##             31739   31743  31745 31749 31750 31751 31753 31767  31770 31771
## Predicted   109.1 102.392 108.12 128.9 128.9 135.2 136.8 136.6 136.58 135.0
## cvpred      107.8 101.775 107.56 128.5 128.5 134.9 136.6 136.1 136.08 134.4
## pm2.5        86.0 101.000 109.00 151.0 164.0 160.0 179.0 117.0 140.00 154.0
## CV residual -21.8  -0.775   1.44  22.5  35.5  25.1  42.4 -19.1   3.92  19.6
##             31773  31775  31776 31782 31785 31789  31790 31792 31793 31796
## Predicted   112.4 145.91 141.81  54.9 18.59 -2.19  1.914 -4.37 -4.37 -1.62
## cvpred      111.5 145.42 141.35  54.0 17.43 -3.49  0.581 -5.81 -5.81 -2.89
## pm2.5       145.0 154.00 150.00  24.0 24.00 42.00 29.000 27.00 24.00 18.00
## CV residual  33.5   8.58   8.65 -30.0  6.57 45.49 28.419 32.81 29.81 20.89
##             31799 31804 31806 31811  31812 31813 31814 31818 31819 31821 31822
## Predicted    85.2  92.0 116.0 20.09 13.805  10.3  5.04  54.9  58.6  68.3  66.3
## cvpred       84.4  91.3 115.4 18.22 11.826   8.4  3.08  54.2  57.3  67.6  64.9
## pm2.5        17.0   9.0  18.0 13.00 11.000  12.0 12.00  18.0  22.0  27.0  21.0
## CV residual -67.4 -82.3 -97.4 -5.22 -0.826   3.6  8.92 -36.2 -35.3 -40.6 -43.9
##             31823 31826 31827 31828 31830 31831 31832 31837 31838 31844 31845
## Predicted    97.4  85.2  93.7  83.3  98.0   134   119  38.1  41.7  70.5  95.2
## cvpred       96.3  83.9  92.6  82.2  97.3   134   118  36.5  39.9  69.9  94.0
## pm2.5        26.0  44.0  39.0  36.0  22.0    20    18  19.0  14.0  36.0  27.0
## CV residual -70.3 -39.9 -53.6 -46.2 -75.3  -114  -100 -17.5 -25.9 -33.9 -67.0
##             31846 31847 31850 31852 31853  31856 31859 31861 31863 31865  31868
## Predicted    89.7 110.4 129.6 124.5 124.9 126.98    96 97.59 69.29  88.2 111.20
## cvpred       89.1 110.1 129.3 123.6 124.6 125.95    95 96.71 67.59  86.8 110.04
## pm2.5        33.0  40.0  57.0  69.0  76.0 122.00   108 91.00 70.00  66.0 105.00
## CV residual -56.1 -70.1 -72.3 -54.6 -48.6  -3.95    13 -5.71  2.41 -20.8  -5.04
##             31869 31870 31874 31875  31880  31883  31884   31886 31887 31888
## Predicted    92.3  86.5 134.3 138.4 138.43 117.94 118.37 100.840  84.2 80.06
## cvpred       90.8  85.0 133.5 137.5 137.53 116.64 117.63 100.147  83.3 79.23
## pm2.5       109.0 110.0 118.0 117.0 140.00 121.00 109.00 101.000  95.0 85.00
## CV residual  18.2  25.0 -15.5 -20.5   2.47   4.36  -8.63   0.853  11.7  5.77
##             31890 31891 31897 31900 31903 31910 31919 31922 31923 31925 31942
## Predicted    77.6  96.5 142.9 101.0 105.7  87.2  99.7  99.1  99.1  90.9   106
## cvpred       76.9  96.0 143.1 100.1 104.8  85.7  98.5  97.8  97.8  89.7   105
## pm2.5        61.0  72.0 106.0 116.0 143.0 123.0 141.0 116.0 148.0 114.0    36
## CV residual -15.9 -24.0 -37.1  15.9  38.2  37.3  42.5  18.2  50.2  24.3   -69
##             31943 31945 31946 31948 31950 31952 31956 31957 31958 31961 31965
## Predicted   122.6 127.7  98.4  99.9   104  89.6 10.27  45.5 -25.6  40.7  83.1
## cvpred      121.9 127.5  97.3  99.0   103  88.5  8.36  44.0 -27.7  39.7  82.7
## pm2.5        43.0  44.0  73.0  81.0    54  27.0 22.00  20.0  22.0  11.0  50.0
## CV residual -78.9 -83.5 -24.3 -18.0   -49 -61.5 13.64 -24.0  49.7 -28.7 -32.7
##             31967 31973 31977 31980 31984 31985 31986 31987 31992 31997 32000
## Predicted   124.2 103.2 103.7  69.8 37.36 45.56 45.56  55.7 119.8 118.5  81.3
## cvpred      123.6 102.4 102.7  68.4 36.72 44.86 44.86  55.3 119.4 118.1  80.3
## pm2.5        49.0  54.0  26.0  29.0 44.00 38.00 37.00  42.0  49.0  74.0  50.0
## CV residual -74.6 -48.4 -76.7 -39.4  7.28 -6.86 -7.86 -13.3 -70.4 -44.1 -30.3
##             32001 32002 32003 32013 32015 32018 32019 32020 32021 32023 32026
## Predicted    69.4 40.66 26.17 115.0   128 128.7   135 128.7 124.6 124.6 123.0
## cvpred       68.2 39.14 24.61 114.6   128 128.6   135 128.6 124.6 124.6 122.8
## pm2.5        50.0 37.00 23.00  84.0    55  57.0    51  47.0  51.0  51.0  59.0
## CV residual -18.2 -2.14 -1.61 -30.6   -73 -71.6   -84 -81.6 -73.6 -73.6 -63.8
##             32028 32029 32031 32032 32036 32037 32039 32040 32045 32046 32047
## Predicted   114.5 120.3  86.3   121 129.2 123.5 131.4 131.4   151 150.5   158
## cvpred      114.1 119.9  85.1   121 129.1 123.4 131.5 131.5   151 151.1   159
## pm2.5        62.0  65.0  65.0    67  48.0  46.0  44.0  38.0    49  57.0    54
## CV residual -52.1 -54.9 -20.1   -54 -81.1 -77.4 -87.5 -93.5  -102 -94.1  -105
##             32052 32054 32057 32061 32062 32063 32070 32076 32080 32084 32087
## Predicted   156.2 136.4 140.2   157   157   153 115.6  21.1  9.61  41.9  82.7
## cvpred      156.9 136.1 140.2   158   157   153 115.6  20.3  8.75  41.3  82.1
## pm2.5        84.0  94.0  85.0    85   101   112  73.0   9.0  9.00  12.0  16.0
## CV residual -72.9 -42.1 -55.2   -73   -56   -41 -42.6 -11.3  0.25 -29.3 -66.1
##             32088 32092 32098 32109 32110 32111 32114 32117 32121 32125 32128
## Predicted    77.0  75.9  37.7 118.1  99.6  82.9  90.4 105.2  53.8 -5.00  9.15
## cvpred       76.3  75.2  36.3 118.2  99.6  82.8  89.7 104.8  52.6 -6.71  7.96
## pm2.5        14.0  10.0  16.0  34.0  36.0  33.0  49.0  39.0  25.0 12.00 14.00
## CV residual -62.3 -65.2 -20.3 -84.2 -63.6 -49.8 -40.7 -65.8 -27.6 18.71  6.04
##             32134 32135 32139 32140 32146 32150 32155 32158 32164 32166 32167
## Predicted   103.3   125   137 110.8  65.1  54.2  76.6 70.49  92.1   137  94.9
## cvpred      102.6   125   137 110.2  63.7  53.2  75.9 68.89  91.0   136  93.9
## pm2.5        17.0    22    73  55.0  35.0  33.0  55.0 69.00  29.0    33  41.0
## CV residual -85.6  -103   -64 -55.2 -28.7 -20.2 -20.9  0.11 -62.0  -103 -52.9
##             32169 32170 32171 32178 32179 32181 32183 32186  32187  32190 32191
## Predicted   116.2  93.2 44.84 73.35  85.9 125.9 120.1 132.3 109.72 138.57 130.7
## cvpred      115.1  91.8 42.82 72.41  85.2 125.3 119.5 131.3 108.51 137.71 129.6
## pm2.5        43.0  44.0 45.00 74.00  74.0  82.0  87.0  95.0 102.00 132.00 112.0
## CV residual -72.1 -47.8  2.18  1.59 -11.2 -43.3 -32.5 -36.3  -6.51  -5.71 -17.6
##             32193 32196 32198 32203  32206 32210 32212 32216 32218 32220 32221
## Predicted   85.13 86.63 82.40  94.1 107.56 124.2 124.2 101.8 128.9 116.3 113.8
## cvpred      83.55 84.86 81.19  93.3 106.75 123.6 123.6 100.4 128.3 115.5 113.1
## pm2.5       79.00 76.00 89.00 115.0 101.00 135.0 160.0  50.0  62.0  67.0  77.0
## CV residual -4.55 -8.86  7.81  21.7  -5.75  11.4  36.4 -50.4 -66.3 -48.5 -36.1
##             32226 32227 32232 32234 32236 32243 32258 32261 32264 32272  32279
## Predicted   121.8 125.9 100.3 100.3  96.2  71.7 130.4 134.9 104.0  83.7 125.99
## cvpred      121.2 125.3  99.1  99.1  95.1  70.1 129.6 134.6 102.7  82.9 124.93
## pm2.5        68.0  70.0  67.0  19.0  21.0  14.0  61.0  72.0  55.0  64.0 118.00
## CV residual -53.2 -55.3 -32.1 -80.1 -74.1 -56.1 -68.6 -62.6 -47.7 -18.9  -6.93
##              32284  32286 32287 32288 32291 32294 32301 32302  32305   32306
## Predicted   134.47 140.76  97.1  94.9  47.3  24.4 107.8 127.0 128.74 126.556
## cvpred      133.64 140.03  95.7  93.4  45.2  22.5 107.3 126.5 127.85 125.529
## pm2.5       142.00 131.00 113.0 118.0  92.0  27.0  51.0  79.0 123.00 126.000
## CV residual   8.36  -9.03  17.3  24.6  46.8   4.5 -56.3 -47.5  -4.85   0.471
##             32308 32312 32314 32317 32318 32320 32323 32324 32327 32331 32333
## Predicted   139.1  93.0   112  70.4  65.7  89.9 112.7 123.1  75.2 135.5 141.3
## cvpred      138.3  91.6   111  68.4  63.8  88.3 111.9 122.4  73.6 134.8 140.5
## pm2.5        95.0  33.0    50  93.0 103.0 125.0 161.0 190.0 137.0  57.0  60.0
## CV residual -43.3 -58.6   -61  24.6  39.2  36.7  49.1  67.6  63.4 -77.8 -80.5
##             32334 32335  32339 32341 32353 32355 32356 32357 32358 32362 32364
## Predicted   140.1 136.0 133.34 106.1 132.9 140.4 140.8 147.1 146.7  65.8 11.96
## cvpred      139.8 135.7 132.43 105.5 132.8 139.9 140.9 147.3 146.3  64.2 10.17
## pm2.5        66.0  70.0 138.00  92.0  98.0 106.0 107.0 106.0 114.0 102.0  9.00
## CV residual -73.8 -65.7   5.57 -13.5 -34.8 -33.9 -33.9 -41.3 -32.3  37.8 -1.17
##             32365 32366 32367 32369 32370 32376 32380 32382 32384 32392 32394
## Predicted   -14.8 -25.5 -23.9 -23.9 -23.9 100.7 100.3 111.9   103  58.3 66.21
## cvpred      -16.6 -27.1 -25.3 -25.3 -25.3  99.7  99.7 111.4   102  57.3 65.39
## pm2.5         9.0  15.0   9.0  10.0  12.0 110.0  50.0  24.0    35  70.0 72.00
## CV residual  25.6  42.1  34.3  35.3  37.3  10.3 -49.7 -87.4   -67  12.7  6.61
##             32395 32396 32402 32409 32411 32414 32422 32428 32429 32430 32432
## Predicted   82.89  95.8 131.9 129.7 104.1  76.0 133.4 152.0 147.3   154 147.3
## cvpred      82.24  95.1 131.7 129.4 102.8  75.2 133.3 152.4 147.8   154 147.8
## pm2.5       87.00 113.0 109.0 166.0 163.0 126.0 204.0  60.0  59.0    54  50.0
## CV residual  4.76  17.9 -22.7  36.6  60.2  50.8  70.7 -92.4 -88.8  -100 -97.8
##             32439 32445   32450 32453   32456 32464 32467 32469 32476 32477
## Predicted   147.8 102.6 150.426 150.4 107.295 -30.0  16.9  78.2  58.8  46.1
## cvpred      148.3 101.8 150.246 150.2 106.511 -31.3  15.9  77.5  58.4  45.6
## pm2.5       122.0 198.0 151.000 127.0 107.000  12.0  17.0  27.0  19.0  13.0
## CV residual -26.3  96.2   0.754 -23.2   0.489  43.3   1.1 -50.5 -39.4 -32.6
##             32480 32482 32483 32484 32493 32494 32495 32505 32506 32510 32511
## Predicted    60.2  25.2  41.5  39.3 127.0 100.4 110.8 120.7 108.2  72.2  82.0
## cvpred       59.6  24.2  40.6  38.3 126.6 100.3 110.7 120.2 107.4  71.8  81.6
## pm2.5        10.0  10.0  12.0  16.0  42.0  45.0  39.0  60.0  62.0  58.0  56.0
## CV residual -49.6 -14.2 -28.6 -22.3 -84.6 -55.3 -71.7 -60.2 -45.4 -13.8 -25.6
##             32518 32519 32520 32529 32530 32532  32533 32539 32541 32543 32546
## Predicted   134.1 134.5 140.4 89.35  79.0 125.4 91.831 134.2 134.8 130.9  91.1
## cvpred      133.5 134.5 139.9 88.06  77.6 124.3 90.414 133.1 133.7 129.6  89.3
## pm2.5        70.0  70.0 113.0 84.00  84.0  94.0 91.000 102.0 114.0 117.0 121.0
## CV residual -63.5 -64.5 -26.9 -4.06   6.4 -30.3  0.586 -31.1 -19.7 -12.6  31.7
##              32549 32550 32552 32557 32560 32562 32563 32564  32565 32568 32570
## Predicted   129.32  89.4 127.7 115.6  95.8  78.6 114.1  97.4 122.61 128.9   131
## cvpred      127.91  87.6 126.2 114.4  94.6  76.6 113.2  95.8 121.88 128.3   130
## pm2.5       126.00 113.0  98.0 148.0 106.0  90.0  90.0 110.0 119.00 106.0   113
## CV residual  -1.91  25.4 -28.2  33.6  11.4  13.4 -23.2  14.2  -2.88 -22.3   -17
##             32573 32575 32578 32579  32580  32585  32587  32591  32592 32604
## Predicted   133.8  93.5  80.9  91.3 124.86 106.63 121.69 139.06 140.06 -1.11
## cvpred      133.4  92.1  79.4  89.8 123.72 106.03 121.16 138.22 139.82 -3.13
## pm2.5       114.0 128.0 125.0 126.0 124.00 112.00 126.00 140.00 138.00 15.00
## CV residual -19.4  35.9  45.6  36.2   0.28   5.97   4.84   1.78  -1.82 18.13
##             32608 32609 32610 32613 32619 32620 32623 32627 32629 32631 32637
## Predicted    52.8  50.4  91.7 121.8   130  89.9 134.5  89.3  66.0 62.96  82.4
## cvpred       52.1  49.7  91.0 121.2   129  88.7 133.6  88.2  64.9 61.95  81.7
## pm2.5        12.0  16.0  16.0  54.0    74  75.0  34.0  46.0  54.0 59.00  48.0
## CV residual -40.1 -33.7 -75.0 -67.2   -55 -13.7 -99.6 -42.2 -10.9 -2.95 -33.7
##             32643 32647 32648 32650 32651 32653 32654  32655 32664 32665 32666
## Predicted   124.1  88.3 139.0 132.3 126.0 111.4 115.0 112.56 104.5 129.2 135.0
## cvpred      123.2  86.9 138.7 131.3 124.9 110.8 113.9 111.51 103.2 128.4 134.1
## pm2.5        38.0  69.0  67.0  93.0  91.0  77.0  96.0 107.00 152.0 161.0 162.0
## CV residual -85.2 -17.9 -71.7 -38.3 -33.9 -33.8 -17.9  -4.51  48.8  32.6  27.9
##             32672 32678 32681 32682 32683 32685 32690 32692  32705 32708 32713
## Predicted    85.0  63.2  40.5  57.5  59.7   140  98.2 109.3  -9.25 112.1  80.3
## cvpred       84.1  62.0  39.3  56.2  58.6   140  97.5 108.6 -10.63 111.6  79.6
## pm2.5        14.0  13.0  11.0  10.0  12.0    22  23.0  10.0   9.00  17.0  13.0
## CV residual -70.1 -49.0 -28.3 -46.2 -46.6  -118 -74.5 -98.6  19.63 -94.6 -66.6
##             32714 32716 32717 32718 32719 32725 32727 32728 32731 32733 32734
## Predicted    77.7   141 13.50  61.3  79.0 -28.9 -44.5 16.02  38.1  55.7 100.9
## cvpred       77.2   141 12.67  60.9  78.4 -30.3 -46.1 15.53  38.1  55.6 100.5
## pm2.5        10.0     8 14.00  19.0  30.0  11.0  23.0  9.00  14.0  22.0  22.0
## CV residual -67.2  -133  1.33 -41.9 -48.4  41.3  69.1 -6.53 -24.1 -33.6 -78.5
##             32736 32738 32742 32752 32754 32759 32761 32763 32764  32770 32771
## Predicted   111.7 122.1 115.4  49.6 61.60 132.4 152.5 125.8 160.9 133.60  96.3
## cvpred      111.4 121.9 115.4  49.2 61.35 132.8 152.7 125.8 161.4 133.55  95.6
## pm2.5        28.0  62.0  28.0  66.0 53.00 114.0 187.0 146.0 139.0 127.00 148.0
## CV residual -83.4 -59.9 -87.4  16.8 -8.35 -18.8  34.3  20.2 -22.4  -6.55  52.4
##             32781 32785 32789 32790 32794 32795 32800 32801 32802 32806 32809
## Predicted     128 131.0 151.5 157.8   140   123   112   112   115   117   108
## cvpred        129 131.6 152.5 158.9   140   123   112   112   115   117   108
## pm2.5         292 211.0 217.0 226.0   269   272   221   234   237   283   289
## CV residual   163  79.4  64.5  67.1   129   149   109   122   122   166   181
##             32810 32812 32820 32821 32823 32827 32828 32829 32833 32836 32841
## Predicted     107   104  81.5  83.1  70.6 123.0  76.8  85.6 131.8 131.8 128.4
## cvpred        106   104  80.0  81.8  69.0 122.1  75.4  84.1 130.8 130.8 127.8
## pm2.5         280   284 204.0 207.0 222.0 213.0 221.0 208.0 210.0 226.0  98.0
## CV residual   174   180 124.0 125.2 153.0  90.9 145.6 123.9  79.2  95.2 -29.8
##             32859 32860 32866 32867 32869 32874 32876 32881 32882 32886 32889
## Predicted   134.5 134.5  94.6   106   106  60.0   131   136   133   130  80.0
## cvpred      133.6 133.6  93.3   105   105  58.5   131   135   133   130  78.4
## pm2.5       169.0 152.0 115.0    36    27  12.0    26    34    36    11  13.0
## CV residual  35.4  18.4  21.7   -69   -78 -46.5  -105  -101   -97  -119 -65.4
##             32890 32896 32904 32906 32907 32908 32910  32915 32922 32933 32936
## Predicted    36.5 12.05   136 115.8 119.9 106.9   153 100.27 101.4 148.7 154.9
## cvpred       34.8 11.07   136 115.5 119.6 106.7   153  99.88 100.5 148.7 155.1
## pm2.5         8.0  5.00    41  42.0  60.0  53.0    43  95.00  65.0  58.0  75.0
## CV residual -26.8 -6.07   -95 -73.5 -59.6 -53.7  -110  -4.88 -35.5 -90.7 -80.1
##             32941 32943 32944 32948 32949 32950 32954 32955 32959 32965 32978
## Predicted   111.4 106.1 106.1   137   115   120   118   125   115  93.1   136
## cvpred      111.3 106.1 106.1   137   115   119   118   124   114  92.3   135
## pm2.5       139.0 170.0 172.0   214   276   357   395   379   290 296.0   365
## CV residual  27.7  63.9  65.9    77   161   238   277   255   176 203.7   230
##             32979 32983  32987 32988 32989 32992 32994 32998 33004 33006 33008
## Predicted     136   140 136.25 130.0  83.8 103.4 105.0   102 114.2 105.6  97.7
## cvpred        135   140 134.99 128.6  81.9 101.8 103.5   100 113.2 104.5  96.4
## pm2.5         320   252 143.00 147.0 152.0 183.0 185.0   211 187.0 173.0 161.0
## CV residual   185   112   8.01  18.4  70.1  81.2  81.5   111  73.8  68.5  64.6
##             33010 33012 33013 33015 33023 33025 33026 33027 33028 33030 33032
## Predicted    68.7  12.0 -7.17 -13.8 117.7 121.8  92.9 121.8 129.7 115.5 125.8
## cvpred       66.8   9.9 -9.30 -15.7 116.4 120.5  91.3 120.5 128.6 114.6 125.1
## pm2.5       113.0  38.0 41.00  23.0  86.0  76.0  81.0  66.0  32.0  38.0  49.0
## CV residual  46.2  28.1 50.30  38.7 -30.4 -44.5 -10.3 -54.5 -96.6 -76.6 -76.1
##             33035 33036 33045 33046 33047 33051 33060 33072 33075 33079 33082
## Predicted   50.42  83.9 130.4 137.1 137.1 146.6 139.3 156.2 159.5 117.9 108.8
## cvpred      48.75  83.1 130.1 137.5 137.5 147.3 139.3 156.7 160.1 118.1 108.3
## pm2.5       56.00  67.0  95.0  86.0  74.0  96.0 112.0 247.0 203.0 193.0 146.0
## CV residual  7.25 -16.1 -35.1 -51.5 -63.5 -51.3 -27.3  90.3  42.9  74.9  37.7
##             33083 33085 33088 33090 33093 33098 33099 33107 33110 33111  33116
## Predicted    34.3  5.65 20.71  21.3  51.7   133   140  83.6  47.0 53.11 117.92
## cvpred       33.9  4.86 19.99  20.6  51.4   134   141  83.1  46.4 53.18 118.29
## pm2.5        21.0 16.00 11.00   9.0  10.0    23    27  45.0  38.0 47.00 111.00
## CV residual -12.9 11.14 -8.99 -11.6 -41.4  -111  -114 -38.1  -8.4 -6.18  -7.29
##             33120 33121 33122 33124 33126 33127 33133 33135 33137 33140 33141
## Predicted   115.2 115.2 110.5 114.8   109 111.6  32.7  63.0  66.4 108.2   119
## cvpred      114.9 114.9 110.2 114.8   109 111.4  31.3  62.6  65.6 107.5   118
## pm2.5       107.0 100.0  92.0  66.0    63  75.0  52.0  50.0  82.0  65.0    81
## CV residual  -7.9 -14.9 -18.2 -48.8   -46 -36.4  20.7 -12.6  16.4 -42.5   -37
##             33143 33144 33149 33155 33158 33162 33164 33166 33168 33171 33176
## Predicted    88.2 83.41  78.0  89.3   126 131.6 136.3 134.3   133 103.8  76.2
## cvpred       87.0 82.34  77.2  88.2   126 131.7 136.4 133.7   132 102.8  75.0
## pm2.5        98.0 92.00  38.0  44.0    57  73.0  55.0  59.0    73  86.0  48.0
## CV residual  11.0  9.66 -39.2 -44.2   -69 -58.7 -81.4 -74.7   -59 -16.8 -27.0
##             33181 33186 33202 33204 33209 33211 33214 33215 33217 33218 33222
## Predicted    29.3  27.9 22.01 -16.9  3.99  47.9  99.8 126.5 139.0 109.6  97.3
## cvpred       28.0  26.8 20.57 -18.5  3.11  47.7 100.0 126.3 139.1 109.3  97.0
## pm2.5        13.0   8.0 13.00   9.0 17.00  28.0  54.0  59.0  67.0  59.0  38.0
## CV residual -15.0 -18.8 -7.57  27.5 13.89 -19.7 -46.0 -67.3 -72.1 -50.3 -59.0
##             33224 33229 33235 33238 33240 33241 33242 33248 33259 33266 33271
## Predicted   101.4  27.5  64.5 129.3   101 133.5 106.9 151.8  85.9   109 146.7
## cvpred      101.1  26.3  64.5 129.6   100 133.2 106.4 152.3  85.4   109 146.6
## pm2.5        51.0  43.0  38.0 107.0   139 174.0 181.0 142.0 159.0   231 244.0
## CV residual -50.1  16.7 -26.5 -22.6    39  40.8  74.6 -10.3  73.6   122  97.4
##             33275 33278 33281 33282 33287 33295 33296 33297 33298 33302 33306
## Predicted     111  79.0  84.7   106   104  89.3  83.3  25.6  15.2 -22.8  8.35
## cvpred        110  78.4  84.2   105   103  88.3  82.5  24.4  13.9 -24.4  6.94
## pm2.5         247 232.0 227.0   234   273  68.0  32.0  30.0  30.0  20.0 12.00
## CV residual   137 153.6 142.8   129   170 -20.3 -50.5   5.6  16.1  44.4  5.06
##             33313 33318 33326 33331 33332 33333 33334 33336 33338 33341  33342
## Predicted    86.7  65.9  4.33  97.6  99.8  74.9  70.8 128.6 137.4 151.6 113.86
## cvpred       86.0  65.1  2.91  97.6  99.9  74.9  70.8 128.5 137.3 151.8 113.81
## pm2.5        40.0  18.0 11.00  28.0  34.0  46.0  46.0  57.0  70.0 114.0 106.00
## CV residual -46.0 -47.1  8.09 -69.6 -65.9 -28.9 -24.8 -71.5 -67.3 -37.8  -7.81
##             33344 33346 33347 33352 33355 33357  33364 33368 33369 33373 33374
## Predicted   145.3 118.5 99.62  46.7 107.0   128 143.64 149.9 110.4  98.4  89.6
## cvpred      145.4 118.1 98.94  46.4 106.4   128 143.68 150.1 109.8  98.1  89.4
## pm2.5        97.0  82.0 92.00  87.0  69.0    93 141.00 184.0 174.0 166.0 151.0
## CV residual -48.4 -36.1 -6.94  40.6 -37.4   -35  -2.68  33.9  64.2  67.9  61.6
##             33375 33378 33385 33386 33387 33388 33392 33398 33400 33404 33408
## Predicted    84.9 111.0   115 108.6 111.7  96.6 103.7 -16.1 -26.4  38.9  28.9
## cvpred       84.7 110.4   115 108.5 111.5  96.4 103.9 -16.5 -26.9  38.8  28.5
## pm2.5       144.0 148.0    73  58.0  51.0  49.0  16.0  17.0  20.0  49.0  12.0
## CV residual  59.3  37.6   -42 -50.5 -60.5 -47.4 -87.9  33.5  46.9  10.2 -16.5
##             33421 33424 33426 33429 33431 33432 33436 33437 33443 33446 33456
## Predicted    7.01  4.25 16.83 32.45  57.9 41.22  80.9  87.1  20.7 -7.76  98.3
## cvpred       5.80  2.87 15.65 31.39  57.0 40.13  80.2  86.6  19.2 -9.30  98.2
## pm2.5       17.00 22.00 25.00 38.00  41.0 45.00  41.0  40.0  36.0 28.00 110.0
## CV residual 11.20 19.13  9.35  6.61 -16.0  4.87 -39.2 -46.6  16.8 37.30  11.8
##             33458 33459 33462 33464 33465 33468  33470 33472 33473 33474  33475
## Predicted    94.2  94.2 108.4 100.5  83.5  24.7 56.921 46.40 50.21 60.60 71.557
## cvpred       94.1  94.1 108.6 100.5  83.1  23.8 56.436 46.37 50.41 60.87 71.932
## pm2.5        34.0  39.0  36.0  39.0  40.0  47.0 56.000 50.00 47.00 57.00 71.000
## CV residual -60.1 -55.1 -72.6 -61.5 -43.1  23.2 -0.436  3.63 -3.41 -3.87 -0.932
##              33478 33479 33480 33481 33487 33488 33489 33496 33498 33499 33501
## Predicted   139.75 146.5 147.7 143.6 124.2   123 124.5  98.0   123   140   122
## cvpred      140.09 147.5 148.2 144.1 124.7   123 124.7  98.5   124   140   122
## pm2.5       150.00 168.0 188.0 215.0 107.0   108 113.0 258.0   234   274   310
## CV residual   9.91  20.5  39.8  70.9 -17.7   -15 -11.7 159.5   110   134   188
##             33503 33506 33510 33515 33517 33518 33523 33524 33527 33538 33540
## Predicted     155   118   120  76.6  55.3  50.6   129   120  95.0  44.0 14.44
## cvpred        156   118   120  76.0  54.5  49.8   129   120  94.1  42.5 12.85
## pm2.5         347   402   273 279.0 284.0 274.0   327   348 385.0  21.0  9.00
## CV residual   191   284   153 203.0 229.5 224.2   198   228 290.9 -21.5 -3.85
##             33542 33547 33549 33552 33553 33556 33561 33567 33569 33570 33579
## Predicted   -6.63  89.4 100.4 132.1 135.8 104.4  98.4 67.83  69.5  75.7   118
## cvpred      -8.10  89.5 100.6 132.6 135.7 104.1  97.7 67.44  69.2  75.5   118
## pm2.5       10.00  38.0  36.0  57.0  64.0 128.0  44.0 74.00 101.0 103.0   224
## CV residual 18.10 -51.5 -64.6 -75.6 -71.7  23.9 -53.7  6.56  31.8  27.5   106
##             33582 33585 33590 33594 33600 33603 33606 33607 33608 33609 33611
## Predicted   109.6  97.8  77.8  99.0   143   150   107   118 151.3 118.7 122.4
## cvpred      109.3  97.1  76.9  98.8   143   150   107   118 151.3 118.1 121.7
## pm2.5       126.0 118.0 122.0 149.0   280   311   297   233 178.0 167.0 145.0
## CV residual  16.7  20.9  45.1  50.2   137   161   190   115  26.7  48.9  23.3
##             33612 33613 33614 33618 33619 33622 33623 33628 33629 33630 33631
## Predicted     114 113.1 119.2 106.3 115.1 125.5 128.9 149.4 155.7 157.8 160.0
## cvpred        113 112.4 119.1 106.3 115.1 125.5 128.6 149.5 155.9 158.2 160.5
## pm2.5         166 189.0 190.0 206.0 177.0 188.0 209.0 213.0 223.0 231.0 238.0
## CV residual    53  76.6  70.9  99.7  61.9  62.5  80.4  63.5  67.1  72.8  77.5
##             33632 33635 33641 33642 33645 33648 33650 33652 33658  33660 33662
## Predicted   157.8   141   119   134   145   147   149  96.3  26.7 -0.411 -29.4
## cvpred      158.2   141   119   134   145   148   149  95.8  25.5 -1.799 -30.9
## pm2.5       242.0   297   292   309   331   316   326 212.0  13.0 15.000  10.0
## CV residual  83.8   156   173   175   186   168   177 116.2 -12.5 16.799  40.9
##             33668 33669 33670 33672 33675 33681  33684 33686 33688 33689 33692
## Predicted    43.2 101.6  64.5  78.9   120  79.5 34.109 37.23 34.75 34.75 109.7
## cvpred       42.5 101.3  64.0  78.5   119  78.5 32.834 36.66 34.31 34.31 109.9
## pm2.5        13.0  13.0  11.0   6.0    19  48.0 33.000 38.00 25.00 27.00  62.0
## CV residual -29.5 -88.3 -53.0 -72.5  -100 -30.5  0.166  1.34 -9.31 -7.31 -47.9
##             33693  33695 33701 33706 33707 33708 33709 33713 33717 33720 33724
## Predicted     121 121.80 130.8  73.6  69.0 102.6  97.9 101.6   148   114   126
## cvpred        121 121.64 130.9  73.1  68.4 102.3  97.7 102.1   149   114   126
## pm2.5          79 115.00 170.0 162.0 163.0 185.0 188.0 173.0   260   295   266
## CV residual   -42  -6.64  39.1  88.9  94.6  82.7  90.3  70.9   111   181   140
##             33731 33733 33736 33738 33741 33742 33743 33744 33753 33754 33759
## Predicted    81.2 -14.5 -35.0 -27.6 -3.48 15.68  24.4  24.4 108.4  60.5 32.18
## cvpred       81.1 -14.8 -35.2 -27.6 -3.67 15.53  24.3  24.3 108.8  60.5 32.95
## pm2.5       162.0 149.0  18.0  13.0 12.00  8.00   6.0   8.0  27.0  20.0 38.00
## CV residual  80.9 163.8  53.2  40.6 15.67 -7.53 -18.3 -16.3 -81.8 -40.5  5.05
##             33768 33769 33774 33781 33785 33787 33788 33789 33790 33791 33796
## Predicted   129.9 102.6 121.8  92.3  85.2 133.6 131.5   136 129.4   132 106.7
## cvpred      130.8 103.3 122.5  92.9  85.8 134.7 131.9   136 129.6   132 106.8
## pm2.5       118.0 164.0 167.0 128.0 175.0 191.0 178.0   195 181.0   169 161.0
## CV residual -12.8  60.7  44.5  35.1  89.2  56.3  46.1    59  51.4    37  54.2
##             33797 33798 33800 33801 33803 33806 33816 33819 33820 33821  33823
## Predicted   134.6 146.6  98.8  92.5  63.3  32.7 -12.3 -22.6 -12.2 -10.6 -0.799
## cvpred      134.9 147.1  98.7  92.3  62.7  31.9 -12.7 -22.5 -12.1 -10.4 -0.503
## pm2.5       164.0 171.0 176.0 179.0 179.0  79.0   6.0   3.0   4.0   3.0  6.000
## CV residual  29.1  23.9  77.3  86.7 116.3  47.1  18.7  25.5  16.1  13.4  6.503
##             33826 33827 33828 33831 33833 33835 33839 33843 33846 33848 33849
## Predicted   -13.4 -34.2 -47.6 -41.9 -36.2  25.2  42.3  95.9  80.9  83.1  72.7
## cvpred      -13.3 -34.2 -47.6 -41.9 -36.1  26.1  42.4  96.2  80.9  83.2  72.4
## pm2.5        10.0  14.0   9.0   5.0   9.0  46.0  56.0  20.0  24.0  17.0  26.0
## CV residual  23.3  48.2  56.6  46.9  45.1  19.9  13.6 -76.2 -56.9 -66.2 -46.4
##             33854 33855 33857 33859 33861  33865  33870 33871 33874 33886 33888
## Predicted   21.38  23.0  39.1  74.7   109 107.71 109.25 109.3 51.03  93.0 125.9
## cvpred      21.53  23.2  39.5  75.5   110 108.08 109.77 109.8 50.53  93.5 126.3
## pm2.5       15.00  38.0  42.0  52.0    76 103.00 102.00  89.0 52.00  54.0  82.0
## CV residual -6.53  14.8   2.5 -23.5   -34  -5.08  -7.77 -20.8  1.47 -39.5 -44.3
##             33889 33891 33896 33897 33898 33904 33905 33907 33913 33915 33920
## Predicted   126.3 138.3 125.2 118.9 139.3   121   123   107   108 116.5  83.4
## cvpred      127.2 139.4 125.5 119.1 139.6   121   124   108   108 117.2  84.1
## pm2.5        76.0 106.0 155.0 163.0 157.0   225   248   296   252 199.0  19.0
## CV residual -51.2 -33.4  29.5  43.9  17.4   104   124   188   144  81.8 -65.1
##             33921  33923 33924 33926 33927 33928 33930 33931 33932 33933 33937
## Predicted    98.7 21.401  2.25 -6.52  -4.9 -9.00 -2.71 58.68 69.07 102.0 115.3
## cvpred       99.4 21.321  2.12 -6.62  -4.9 -8.97 -2.58 59.66 70.12 102.8 116.1
## pm2.5        14.0 21.000 14.00 22.00  24.0 27.00 69.00 64.00 65.00  65.0  81.0
## CV residual -85.4 -0.321 11.88 28.62  28.9 35.97 71.58  4.34 -5.12 -37.8 -35.1
##             33938 33941 33942 33943 33945 33948 33949 33951 33952 33954 33956
## Predicted   144.5 123.1 129.4 131.0   161  18.4  7.41  35.9  34.3  57.3  63.5
## cvpred      146.3 124.1 130.5 132.3   163  18.4  7.30  36.9  35.2  58.4  64.8
## pm2.5        88.0 108.0 115.0 145.0   272  70.0 76.00  69.0 118.0  84.0  93.0
## CV residual -58.3 -16.1 -15.5  12.7   109  51.6 68.70  32.1  82.8  25.6  28.2
##             33957  33958 33963 33965 33967  33968  33971 33976 33978 33979
## Predicted   121.3 103.45   110  93.5 48.11 42.384 18.359  5.00  24.7  23.1
## cvpred      122.5 104.38   111  94.4 48.51 42.724 18.367  5.04  24.8  23.1
## pm2.5        93.0 101.00   214 150.0 47.00 43.000 18.000  8.00   6.0   9.0
## CV residual -29.5  -3.38   103  55.6 -1.51  0.276 -0.367  2.96 -18.8 -14.1
##             33981 33985 33986 33989 33991 33996 33997 34001 34003 34005 34007
## Predicted    32.4  57.0   113   156  87.6 -6.94 -11.6 -1.22  1.54 19.07  33.6
## cvpred       32.5  57.4   114   158  88.2 -7.04 -11.7 -1.26  1.67 19.15  33.7
## pm2.5         5.0  11.0    27    21   8.0  9.00   8.0  9.00 12.00 10.00   9.0
## CV residual -27.5 -46.4   -87  -137 -80.2 16.04  19.7 10.26 10.33 -9.15 -24.7
##             34009 34012 34013 34015 34018 34020 34024 34029 34031 34032 34039
## Predicted    52.1  60.1  39.3  35.7  21.5  4.87 -6.94  30.1  45.2  51.4  85.9
## cvpred       52.3  60.4  39.5  36.0  21.5  4.65 -7.04  30.3  45.4  51.8  86.6
## pm2.5        14.0  12.0  10.0  11.0  11.0  8.00  9.00  14.0  10.0  16.0  15.0
## CV residual -38.3 -48.4 -29.5 -25.0 -10.5  3.35 16.04 -16.3 -35.4 -35.8 -71.6
##             34047 34050 34054 34056 34059 34061 34064 34065 34066 34067 34068
## Predicted    53.3 75.70  46.1 127.8 112.8 112.8 108.7  73.7  54.8  34.3 34.42
## cvpred       54.5 77.18  46.4 129.1 113.8 113.8 109.7  74.3  55.1  34.2 34.26
## pm2.5        23.0 73.00  94.0  93.0 130.0 134.0  75.0  62.0  69.0  48.0 43.00
## CV residual -31.5 -4.18  47.6 -36.1  16.2  20.2 -34.7 -12.3  13.9  13.8  8.74
##             34069 34073 34077 34080 34090 34091 34092 34110 34119 34120 34126
## Predicted    62.7  53.9  78.2 132.5  74.6  47.5  28.6 109.8  55.8  53.7   131
## cvpred       62.9  54.1  79.0 133.2  74.4  47.1  27.9 110.4  55.9  53.5   131
## pm2.5        32.0  19.0  89.0 144.0  86.0  71.0  77.0 128.0  82.0 125.0   347
## CV residual -30.9 -35.1  10.0  10.8  11.6  23.9  49.1  17.6  26.1  71.5   216
##             34133 34137 34139 34140  34142 34147 34153 34154 34159 34161 34163
## Predicted     120 151.8 115.7  61.4  -2.70  37.2   116   146  94.9  78.2  47.0
## cvpred        121 152.9 116.3  61.5  -3.13  37.0   116   147  95.6  78.8  47.4
## pm2.5         394 163.0 143.0 153.0 122.00 249.0   229   251  49.0  47.0  46.0
## CV residual   273  10.1  26.7  91.5 125.13 212.0   113   104 -46.6 -31.8  -1.4
##             34164 34167 34170 34178 34179 34181 34183 34187 34188 34191 34192
## Predicted   48.67  20.5  91.2  63.2  59.1  67.8  60.2  15.9 21.95 22.72 18.62
## cvpred      49.11  21.1  92.8  64.2  60.1  68.9  61.3  16.6 22.47 23.55 19.48
## pm2.5       46.00  69.0  78.0  16.0  24.0  11.0  18.0  27.0 13.00 17.00 17.00
## CV residual -3.11  47.9 -14.8 -48.2 -36.1 -57.9 -43.3  10.4 -9.47 -6.55 -2.48
##             34193 34194 34196 34198 34199 34200 34203 34204 34208 34210 34215
## Predicted   14.52  20.8 19.19 111.0 118.9 141.6 150.1 112.4   163  52.8  10.4
## cvpred      15.41  21.8 20.08 112.7 120.8 143.5 152.2 114.2   165  53.8  11.3
## pm2.5       14.00  11.0 11.00  16.0  29.0  59.0  97.0  78.0    25  17.0  22.0
## CV residual -1.41 -10.8 -9.08 -96.7 -91.8 -84.5 -55.2 -36.2  -140 -36.8  10.7
##             34216  34218 34227 34228 34230 34240 34247 34250 34252 34255 34257
## Predicted    0.31  0.875  52.1  70.7  50.2 13.61  25.1  25.1  37.1    35  31.1
## cvpred       1.46  2.058  53.4  72.0  51.6 14.48  26.1  26.1  38.3    36  32.0
## pm2.5       24.00 10.000   6.0   3.0   5.0  9.00   7.0   5.0   4.0    10  10.0
## CV residual 22.54  7.942 -47.4 -69.0 -46.6 -5.48 -19.1 -21.1 -34.3   -26 -22.0
##             34261 34265 34270 34273 34276 34278 34281 34284 34285 34286 34288
## Predicted   -30.4 -19.3  28.0  34.3  88.2  92.3 131.9  1.46  7.19 -2.14  35.7
## cvpred      -29.7 -18.7  28.4  34.8  89.4  93.4 133.2  1.58  7.36 -1.98  37.0
## pm2.5         9.0  10.0  85.0  46.0  25.0  27.0  37.0 39.00 37.00 33.00  77.0
## CV residual  38.7  28.7  56.6  11.2 -64.4 -66.4 -96.2 37.42 29.64 34.98  40.0
##             34294 34295 34302 34303 34304 34305 34306  34308 34310 34311 34313
## Predicted    77.3  43.2  94.7  89.0  93.6  58.6  45.1 -0.929 -5.59  9.25    35
## cvpred       78.8  43.9  95.7  89.9  94.6  59.2  45.3 -1.227 -5.90  9.24    36
## pm2.5        94.0  90.0  38.0  40.0  31.0  22.0  24.0 20.000 12.00 14.00    20
## CV residual  15.2  46.1 -57.7 -49.9 -63.6 -37.2 -21.3 21.227 17.90  4.76   -16
##             34315 34322 34323 34328 34332 34333 34334 34335 34339 34341 34344
## Predicted    68.5  93.1 108.3 133.0  49.3  12.7  3.94 39.59 70.76 104.1 120.8
## cvpred       69.3  94.1 109.2 134.4  49.5  12.7  3.93 40.55 71.93 105.6 121.9
## pm2.5        23.0  28.0  36.0  99.0  69.0  43.0 38.00 44.00 63.00 130.0 134.0
## CV residual -46.3 -66.1 -73.2 -35.4  19.5  30.3 34.07  3.45 -8.93  24.4  12.1
##             34346 34358 34359 34367  34372 34373 34375 34377 34378 34380 34382
## Predicted     118  58.5  47.6 124.2 111.92 111.9 111.9  96.7  48.3  6.71 -8.91
## cvpred        119  59.2  48.2 125.5 113.14 113.1 113.1  97.6  48.2  6.31 -9.43
## pm2.5         219  96.0  88.0 211.0 115.00  87.0  60.0  82.0  73.0 56.00 33.00
## CV residual   100  36.8  39.8  85.5   1.86 -26.1 -53.1 -15.6  24.8 49.69 42.43
##             34384 34385 34386 34392 34393 34394 34396  34398  34401 34402 34403
## Predicted   -13.6 -11.4 -9.20  91.1 118.2 107.5 143.3 159.44 111.64 122.3  42.7
## cvpred      -14.1 -11.8 -9.46  91.9 119.2 108.5 144.7 160.98 112.57 123.2  42.8
## pm2.5        28.0  30.0 33.00 164.0 167.0 180.0 163.0 159.00 113.00 137.0  92.0
## CV residual  42.1  41.8 42.46  72.1  47.8  71.5  18.3  -1.98   0.43  13.8  49.2
##             34407 34412 34413 34417 34419 34423 34424 34426 34428 34429 34432
## Predicted    12.7 75.89 112.9 116.0  91.2  75.6  72.4 33.28  9.04  3.74  42.2
## cvpred       12.6 76.55 113.9 116.8  91.7  76.0  72.6 33.11  8.76  3.45  42.5
## pm2.5        47.0 83.00 130.0  83.0 162.0  25.0  39.0 27.00 12.00  9.00  11.0
## CV residual  34.4  6.45  16.1 -33.8  70.3 -51.0 -33.6 -6.11  3.24  5.55 -31.5
##             34438 34439 34440  34443 34445 34446 34448 34449 34450 34451 34459
## Predicted    96.5 119.4 137.6 118.21 114.1 137.2 166.0 124.5 124.5 114.1 126.9
## cvpred       98.1 121.3 138.9 119.53 115.5 138.7 167.9 125.9 125.6 115.1 127.8
## pm2.5        59.0  66.0  77.0 112.00 139.0 155.0 141.0 182.0 138.0 119.0 115.0
## CV residual -39.1 -55.3 -61.9  -7.53  23.5  16.3 -26.9  56.1  12.4   3.9 -12.8
##             34460 34461 34462 34464 34468 34472 34479 34481 34482 34484 34486
## Predicted   137.8 130.0 154.5   168   170 172.0   128   138   152   136   165
## cvpred      138.9 131.2 155.7   170   171 173.8   129   138   153   137   166
## pm2.5       124.0 152.0 170.0   294   415 197.0   366   421   450   429   460
## CV residual -14.9  20.8  14.3   124   244  23.2   237   283   297   292   294
##             34495 34498 34508 34509 34510 34511 34512 34513 34515 34517 34519
## Predicted     111   111  33.2  37.9  42.5  48.8  48.8  53.5  59.8  53.5  55.7
## cvpred        111   111  33.6  38.2  42.9  49.3  49.3  54.0  60.4  54.0  56.3
## pm2.5         435   346  17.0  11.0  15.0  12.0  14.0  12.0   8.0   7.0   8.0
## CV residual   324   235 -16.6 -27.2 -27.9 -37.3 -35.3 -42.0 -52.4 -47.0 -48.3
##             34520 34521 34522 34523 34525 34526 34527 34530 34537 34551 34555
## Predicted    60.3  54.0  41.5  31.1 13.55 12.98 20.90  27.2  98.0  29.0  29.1
## cvpred       61.0  54.6  41.8  31.3 13.85 13.24 21.35  27.7  99.2  29.9  30.0
## pm2.5         8.0  11.0  12.0  11.0  9.00 17.00 12.00  14.0  63.0  14.0  10.0
## CV residual -53.0 -43.6 -29.8 -20.3 -4.85  3.76 -9.35 -13.7 -36.2 -15.9 -20.0
##             34557 34563 34565 34566 34568 34569 34572 34577 34587 34589 34591
## Predicted    42.0  59.2  67.1   128   139   122  68.8  16.1 149.8 127.2   143
## cvpred       42.8  60.3  68.4   131   141   124  70.7  17.1 152.1 129.3   145
## pm2.5        11.0   6.0   5.0    11     8    23  30.0  29.0  53.0  48.0    39
## CV residual -31.8 -54.3 -63.4  -120  -133  -101 -40.7  11.9 -99.1 -81.3  -106
##             34595 34597 34598 34600 34603 34604 34606 34612 34614 34619 34625
## Predicted   16.00 13.81 -2.59  3.70  43.6  57.1   111 115.7 100.5 90.96  62.6
## cvpred      17.28 14.96 -1.32  5.07  45.2  58.6   113 117.9 102.2 92.01  64.4
## pm2.5       10.00 12.00  8.00 13.00   9.0  16.0    12  45.0  43.0 87.00  79.0
## CV residual -7.28 -2.96  9.32  7.93 -36.2 -42.6  -101 -72.9 -59.2 -5.01  14.6
##             34627 34629 34632 34633 34634   34635 34641 34643 34656 34658 34661
## Predicted    87.5  79.6  96.2 100.3   107 116.934  93.5  53.1  57.2  57.2  68.1
## cvpred       88.9  80.7  97.6 101.6   108 118.478  94.7  53.6  57.6  57.6  68.7
## pm2.5       114.0 101.0  69.0  71.0   123 118.000  53.0  28.0  80.0  39.0  42.0
## CV residual  25.1  20.3 -28.6 -30.6    15  -0.478 -41.7 -25.6  22.4 -18.6 -26.7
##             34666 34667 34669 34681 34682 34683 34688 34689 34692 34693 34694
## Predicted    65.1  13.2  29.3   131   131   124 104.4 105.0 109.1  81.7  83.3
## cvpred       65.5  13.0  29.4   132   132   125 105.2 105.8 109.6  82.2  83.9
## pm2.5        27.0  24.0  44.0   271   331   291  66.0  88.0  89.0 117.0 135.0
## CV residual -38.5  11.0  14.6   139   199   166 -39.2 -17.8 -20.6  34.8  51.1
##             34697 34699 34702 34703 34705 34706 34709 34717 34720 34722 34726
## Predicted    93.6 120.7   119   123  85.3  87.5  79.0 28.19 36.75  55.9  57.6
## cvpred       94.8 122.1   120   123  85.5  87.8  79.1 28.01 36.76  56.0  57.8
## pm2.5       174.0 194.0   284   281 310.0 280.0 198.0 19.00 30.00  28.0  17.0
## CV residual  79.2  71.9   164   158 224.5 192.2 118.9 -9.01 -6.76 -28.0 -40.8
##             34730 34732 34735 34736 34742 34746 34748 34749 34754 34756 34758
## Predicted    74.8  86.9 102.6 107.3  67.5 102.3 119.0 118.6  93.8 107.0   115
## cvpred       75.2  87.4 103.6 108.3  68.3 104.1 120.9 119.9  94.8 108.2   116
## pm2.5        12.0  11.0  12.0  27.0  20.0  78.0  97.0  97.0  41.0  11.0     9
## CV residual -63.2 -76.4 -91.6 -81.3 -48.3 -26.1 -23.9 -22.9 -53.8 -97.2  -107
##             34759 34760 34763 34765 34766 34768 34769 34771 34774 34779 34784
## Predicted   104.4  94.3  78.6  57.2  58.9  44.4  48.5   105  88.3  89.5 112.4
## cvpred      105.8  95.4  79.2  57.7  59.4  44.8  48.9   106  89.0  90.2 113.4
## pm2.5         8.0  10.0  26.0  31.0  27.0  27.0  33.0    43  93.0  40.0  36.0
## CV residual -97.8 -85.4 -53.2 -26.7 -32.4 -17.8 -15.9   -63   4.0 -50.2 -77.4
##             34785 34786 34789 34791 34792 34797 34801 34802 34805 34806 34813
## Predicted   108.6  72.8  38.2  58.3 29.40  90.7  70.5  76.8  76.8  92.5 34.07
## cvpred      109.4  72.8  38.0  58.5 29.26  90.9  70.6  77.0  77.0  93.2 33.93
## pm2.5        40.0  24.0  17.0  15.0 20.00  57.0  37.0  28.0  17.0  21.0 42.00
## CV residual -69.4 -48.8 -21.0 -43.5 -9.26 -33.9 -33.6 -49.0 -60.0 -72.2  8.07
##             34816 34818 34826 34833 34836 34837 34838 34839   34842 34848 34851
## Predicted   47.30  74.8 143.6 103.9 108.0  98.7  85.8  79.5 117.415   124   111
## cvpred      47.39  75.7 144.5 104.7 108.4  99.1  86.3  79.9 118.657   124   112
## pm2.5       45.00 121.0 177.0  62.0  80.0 112.0 144.0 139.0 118.000   334   337
## CV residual -2.39  45.3  32.5 -42.7 -28.4  12.9  57.7  59.1  -0.657   210   225
##             34858 34860 34865 34870 34872 34873 34877 34880 34881 34883 34884
## Predicted    79.6  40.6 23.61 123.1 139.7   105   109   153   128  93.9 114.9
## cvpred       79.7  40.3 23.38 123.6 140.4   105   109   154   129  93.8 114.9
## pm2.5        93.0  66.0 33.00 202.0 216.0   247   457   346   332 211.0 201.0
## CV residual  13.3  25.7  9.62  78.4  75.6   142   348   192   203 117.2  86.1
##             34885 34889 34890 34891 34892 34893 34894 34897 34899 34904 34905
## Predicted     114   115   134   104   115   104   121   119   124   128   126
## cvpred        114   115   135   105   116   105   122   119   125   129   127
## pm2.5         235   362   333   312   309   332   294   267   329   247   265
## CV residual   121   247   198   207   193   227   172   148   204   118   138
##             34906 34910 34912 34913 34914 34915 34920 34921 34924 34930 34932
## Predicted     122  61.4  34.1  16.0  14.7 19.91  44.9  49.0  53.6  38.4 25.79
## cvpred        123  61.5  34.2  16.2  15.1 20.33  45.4  49.5  54.1  38.5 25.75
## pm2.5         262 286.0  58.0  43.0  36.0 26.00  20.0  13.0  13.0  17.0 16.00
## CV residual   139 224.5  23.8  26.8  20.9  5.67 -25.4 -36.5 -41.1 -21.5 -9.75
##             34934 34935 34938 34943 34945 34946 34949 34956 34960 34968 34976
## Predicted   -2.13  3.59  8.26  29.0  58.3  41.6  43.2  40.5  27.8  88.2  71.6
## cvpred      -2.19  3.60  8.27  29.2  58.8  42.0  43.7  40.8  28.4  89.4  72.6
## pm2.5       15.00 14.00 11.00  17.0  13.0  23.0  12.0  21.0  15.0  45.0  15.0
## CV residual 17.19 10.40  2.73 -12.2 -45.8 -19.0 -31.7 -19.8 -13.4 -44.4 -57.6
##             34978 34980 34986 34988 34991 34995 34997 34998 34999 35000 35001
## Predicted    57.9  33.1 16.29  18.8  26.7  42.8 38.13  52.3  58.6   109 131.9
## cvpred       58.7  33.7 17.31  19.7  27.8  44.0 39.35  53.8  60.2   111 134.2
## pm2.5        21.0  14.0 20.00  30.0  38.0  74.0 32.00  27.0  24.0    33  60.0
## CV residual -37.7 -19.7  2.69  10.3  10.2  30.0 -7.35 -26.8 -36.2   -78 -74.2
##             35004 35006 35009 35028 35030 35033 35034 35040  35044  35045 35047
## Predicted   60.20 44.73  46.4  12.6  13.7  11.2 19.96 78.58 118.61 101.36  65.5
## cvpred      61.59 46.82  48.5  13.7  14.8  12.4 21.17 81.03 121.04 103.59  67.5
## pm2.5       67.00 42.00  68.0  34.0  27.0  25.0 25.00 88.00 129.00 109.00  83.0
## CV residual  5.41 -4.82  19.5  20.3  12.2  12.6  3.83  6.97   7.96   5.41  15.5
##             35048 35061  35065 35068 35072 35073 35080 35086 35087 35088 35089
## Predicted    40.9 19.39 23.494  31.4  35.5  39.6  10.6  98.3 140.4  92.2 111.7
## cvpred       42.6 20.57 24.636  32.7  36.8  40.9  11.3  99.7 142.7  93.3 113.1
## pm2.5        71.0 18.00 24.000  70.0  75.0  58.0  24.0  70.0  81.0 111.0 144.0
## CV residual  28.4 -2.57 -0.636  37.3  38.2  17.1  12.7 -29.7 -61.7  17.7  30.9
##             35091  35094    35095 35097  35098 35104 35105 35107 35110 35122
## Predicted   157.2 151.67 163.9757 132.7 122.03 101.1 107.4 134.5 152.2  54.8
## cvpred      159.2 153.83 166.0435 134.1 123.03 102.2 108.6 135.9 154.3  55.1
## pm2.5       174.0 149.00 166.0000 107.0 114.00 128.0 146.0 173.0 232.0  36.0
## CV residual  14.8  -4.83  -0.0435 -27.1  -9.03  25.8  37.4  37.1  77.7 -19.1
##             35123 35124 35127 35134 35135 35141 35146 35150 35151 35154 35159
## Predicted      22 17.37 17.16 126.2 133.2 166.1 160.0 143.1 138.8   105   170
## cvpred         22 17.34 17.35 127.4 134.8 167.5 161.5 144.2 140.5   106   172
## pm2.5          36 23.00 26.00  68.0  60.0  77.0 101.0 178.0 176.0   224   203
## CV residual    14  5.66  8.65 -59.4 -74.8 -90.5 -60.5  33.8  35.5   118    31
##             35160 35163 35166 35169 35170 35175 35177 35178 35181 35185  35188
## Predicted   132.7 135.2 137.9 125.6 111.4  45.1  74.4  93.2 133.3 156.8 152.47
## cvpred      134.1 136.4 139.3 126.6 112.1  45.3  75.5  94.7 134.4 157.7 153.05
## pm2.5       221.0 175.0 155.0 109.0 140.0  32.0  29.0  37.0  53.0 128.0 157.00
## CV residual  86.9  38.6  15.7 -17.6  27.9 -13.3 -46.5 -57.7 -81.4 -29.7   3.95
##             35189 35190 35191  35199 35206 35208 35209 35211 35215 35221 35222
## Predicted   154.5 154.1 154.5 153.11 153.7 154.9 154.9   170   132  63.2  52.2
## cvpred      155.8 154.8 155.8 154.53 155.1 155.9 155.9   171   133  63.4  52.3
## pm2.5       144.0 138.0 128.0 145.00 177.0 201.0 217.0   204   203 102.0  77.0
## CV residual -11.8 -16.8 -27.8  -9.53  21.9  45.1  61.1    33    70  38.6  24.7
##             35228 35234 35237 35239 35242 35246 35247   35249 35254 35259 35263
## Predicted    65.9  57.7  66.5  68.7  59.1  1.68  17.8 17.7911  58.6    81  60.2
## cvpred       66.3  58.2  67.0  69.3  59.5  1.85  18.1 18.0963  59.4    82  61.1
## pm2.5        35.0  12.0  15.0  15.0  18.0 23.00  16.0 18.0000  21.0    30  11.0
## CV residual -31.3 -46.2 -52.0 -54.3 -41.5 21.15  -2.1 -0.0963 -38.4   -52 -50.1
##             35265 35266 35270 35274 35275 35277  35284 35285 35286 35287 35290
## Predicted    75.2  38.1 -9.29  58.9  73.4  86.2 100.89 107.2   109 113.5  84.5
## cvpred       76.2  38.5 -8.67  60.5  75.0  87.8 102.32 108.7   111 115.1  85.5
## pm2.5        20.0  22.0 14.00  44.0  53.0  56.0 104.00  88.0    85  66.0  61.0
## CV residual -56.2 -16.5 22.67 -16.5 -22.0 -31.8   1.68 -20.7   -26 -49.1 -24.5
##             35295 35299 35301 35302  35303  35305 35307 35308 35311 35316 35319
## Predicted   -8.51  51.0  98.7  57.1 114.16 110.02    99   105 115.4  42.1 -7.16
## cvpred      -8.13  52.4  99.6  57.8 115.76 111.13   100   106 116.9  42.5 -6.98
## pm2.5       63.00  87.0 126.0 126.0 106.00 118.00   199   262 177.0  85.0 81.00
## CV residual 71.13  34.6  26.4  68.2  -9.76   6.87    99   156  60.1  42.5 87.98
##             35320 35323 35326  35328 35335 35338 35341 35343 35344 35345 35351
## Predicted    26.1  68.4  77.1 94.855  53.1 31.31  37.5 -9.48 -20.4 -14.1  79.6
## cvpred       26.9  69.8  77.9 95.595  53.6 31.06  37.6 -9.70 -20.8 -14.4  80.3
## pm2.5       111.0 189.0 218.0 95.000  12.0 33.00  10.0 12.00  12.0   8.0  62.0
## CV residual  84.1 119.2 140.1 -0.595 -41.6  1.94 -27.6 21.70  32.8  22.4 -18.3
##              35358 35364 35365 35366 35367 35368 35369 35372  35373 35375 35376
## Predicted   105.85  91.0  83.9  62.8  62.3 52.31  51.9  94.4 134.37   135   104
## cvpred      107.02  91.6  84.5  63.6  63.0 53.51  52.5  95.4 136.08   137   105
## pm2.5       105.00 118.0 106.0  96.0  82.0 63.00  79.0 115.0 131.00   287   299
## CV residual  -2.02  26.4  21.5  32.4  19.0  9.49  26.5  19.6  -5.08   150   194
##             35381 35385 35386 35392 35393 35396 35398 35400 35404 35405 35408
## Predicted    93.8 110.8  96.3  49.5  63.8  89.3 126.9 137.3   112 111.9 107.8
## cvpred       94.8 111.7  96.7  49.7  64.6  90.2 127.6 138.1   113 112.8 108.8
## pm2.5        49.0 170.0 180.0 111.0 133.0 103.0  93.0 122.0   213 196.0  90.0
## CV residual -45.8  58.3  83.3  61.3  68.4  12.8 -34.6 -16.1   100  83.2 -18.8
##             35412 35413 35416 35417 35422 35425 35426 35427 35430 35431 35432
## Predicted   44.87  65.6 43.40  39.3   133   145   150   150   161   125   125
## cvpred      44.87  66.0 43.81  39.7   133   146   151   151   162   126   126
## pm2.5       52.00  55.0 48.00  60.0   513   569   659   648   623   618   532
## CV residual  7.13 -11.0  4.19  20.3   380   423   508   497   461   492   406
##             35437 35439 35441 35446 35462  35467 35469 35471  35472 35473 35475
## Predicted    81.8 100.1  79.9   148  97.8   2.46  12.8  52.8   7.13  23.8 19.99
## cvpred       82.0 101.1  80.8   148  97.9   2.39  12.9  53.0   7.06  23.9 19.88
## pm2.5       457.0 161.0 298.0   422  77.0 195.00 293.0 381.0 296.00  38.0 22.00
## CV residual 375.0  59.9 217.2   274 -20.9 192.61 280.1 328.0 288.94  14.1  2.12
##             35476 35477 35482 35490 35491 35494 35495 35499 35502 35505 35512
## Predicted    55.3  74.1  60.2  69.6  63.8  98.5 124.0 143.6 158.5 161.7   124
## cvpred       55.3  74.5  60.0  70.4  64.6  99.5 125.1 144.8 159.4 162.8   126
## pm2.5        20.0  14.0  42.0  87.0  95.0 145.0 184.0 133.0 114.0 143.0   195
## CV residual -35.3 -60.5 -18.0  16.6  30.4  45.5  58.9 -11.8 -45.4 -19.8    69
##             35518 35521 35523 35526 35527 35532 35534 35535 35538 35540 35543
## Predicted    33.0  60.0  48.6  53.3  59.6  18.8  7.90  1.61 12.56  26.0  41.3
## cvpred       33.6  60.9  49.4  54.0  60.4  19.2  8.15  1.76 12.82  26.2  41.4
## pm2.5        22.0  16.0   7.0   8.0   7.0   7.0 14.00 13.00 14.00   8.0   9.0
## CV residual -11.6 -44.9 -42.4 -46.0 -53.4 -12.2  5.85 11.24  1.18 -18.2 -32.4
##             35547 35548 35553 35555 35556 35559  35564  35567 35571 35579 35582
## Predicted    39.4  63.0  71.8  35.6  8.54 35.77 64.892 118.03   107  70.4  74.4
## cvpred       39.7  63.5  72.3  35.6  8.30 36.27 66.295 119.32   108  71.4  76.0
## pm2.5        15.0  13.0  22.0  24.0 24.00 42.00 67.000 112.00   164 101.0 119.0
## CV residual -24.7 -50.5 -50.3 -11.6 15.70  5.73  0.705  -7.32    56  29.6  43.0
##             35583 35584 35587 35590 35597 35598 35600 35604 35610 35613 35614
## Predicted    60.5  56.4  89.7 136.4   122   166   128  77.4  98.5   122   141
## cvpred       61.6  57.6  91.3 138.8   124   168   130  78.8 100.2   123   143
## pm2.5       115.0 125.0 184.0 237.0   350   321   239 311.0 282.0   301   325
## CV residual  53.4  67.4  92.7  98.2   226   153   109 232.2 181.8   178   182
##             35621 35622 35623 35628 35630  35631 35632  35634 35637 35640 35642
## Predicted     111   119   119  50.6  35.0   8.31  2.59 -0.947  19.3 44.14  64.9
## cvpred        113   121   121  51.5  35.8   9.06  3.27 -0.197  20.2 45.17  66.1
## pm2.5         270   252   234 210.0 142.0 122.00 59.00 40.000  32.0 43.00  55.0
## CV residual   157   131   113 158.5 106.2 112.94 55.73 40.197  11.8 -2.17 -11.1
##             35644 35646 35648 35649   35651 35659  35661 35664 35667 35672
## Predicted   111.4    86 39.27  48.0 18.0863  70.7 44.293 135.0   151   140
## cvpred      112.8    87 40.01  48.8 18.0717  71.7 44.805 135.6   152   141
## pm2.5        60.0    42 32.00  14.0 18.0000  14.0 45.000  59.0    30    26
## CV residual -52.8   -45 -8.01 -34.8 -0.0717 -57.7  0.195 -76.6  -122  -115
##             35674 35678 35679 35682 35683 35685 35686 35687 35693 35696 35697
## Predicted     133 103.7 107.0 107.7 113.6 126.0 140.5 156.6 146.0 147.7 141.4
## cvpred        134 104.7 108.1 109.2 114.6 127.8 142.3 158.5 147.9 149.6 143.3
## pm2.5          29  38.0  49.0  74.0  80.0 106.0 113.0 139.0 111.0 119.0 125.0
## CV residual  -105 -66.7 -59.1 -35.2 -34.6 -21.8 -29.3 -19.5 -36.9 -30.6 -18.3
##             35702 35714 35716 35717 35718 35721 35724 35729 35730 35731 35739
## Predicted    65.6  47.0  64.2  70.5 106.3   101  84.1  89.7  93.5 108.3   171
## cvpred       66.5  47.6  65.1  71.5 107.7   102  85.0  90.7  94.7 109.8   173
## pm2.5       149.0   9.0  13.0  13.0  14.0    18  15.0  64.0  81.0  75.0    74
## CV residual  82.5 -38.6 -52.1 -58.5 -93.7   -84 -70.0 -26.7 -13.7 -34.8   -99
##             35742 35750 35752 35755 35757 35760 35761 35766  35771 35775 35777
## Predicted   158.7 143.6 138.5 138.9   133   171 167.3 114.0 25.626  28.1  28.1
## cvpred      160.7 146.1 140.4 140.9   135   173 169.5 115.9 26.602  30.0  30.0
## pm2.5        81.0 163.0 190.0 217.0   226   213 229.0  20.0 26.000  12.0  17.0
## CV residual -79.7  16.9  49.6  76.1    91    40  59.5 -95.9 -0.602 -18.0 -13.0
##             35787 35788  35790  35792  35795 35796 35799  35805 35807 35808
## Predicted     156   162 139.07 125.85 104.79  98.5 139.4 148.21 148.2 152.3
## cvpred        158   164 140.49 127.07 105.58  99.2 140.6 149.34 149.3 153.4
## pm2.5         344   281 150.00 133.00 103.00  81.0 117.0 148.00 167.0 180.0
## CV residual   186   117   9.51   5.93  -2.58 -18.2 -23.6  -1.34  17.7  26.6
##             35811 35814 35822 35824 35827 35828 35830 35831 35840 35842 35854
## Predicted     104 122.0 148.7 154.9 160.6 168.5 174.8 174.8 146.8  97.6 -2.80
## cvpred        105 122.9 149.9 156.6 162.4 170.5 176.9 176.9 148.4  98.5 -1.31
## pm2.5         172 179.0 124.0 143.0 120.0 135.0 132.0 141.0 162.0 141.0  7.00
## CV residual    67  56.1 -25.9 -13.6 -42.4 -35.5 -44.9 -35.9  13.6  42.5  8.31
##             35860 35863 35865 35869 35872 35874 35878 35881 35883 35885 35889
## Predicted    56.7  2.15  8.72 -19.2 -40.8 -32.1 19.76  25.4  23.8  23.8  20.5
## cvpred       58.2  3.45  9.87 -18.1 -39.6 -30.9 20.97  26.7  25.0  25.0  21.6
## pm2.5         9.0  7.00  6.00   6.0   4.0   6.0 11.00   3.0   6.0   6.0  10.0
## CV residual -49.2  3.55 -3.87  24.1  43.6  36.9 -9.97 -23.7 -19.0 -19.0 -11.6
##             35891 35893 35895 35898 35901 35902 35903 35904  35905 35906 35912
## Predicted    1.67 -13.4 -29.0  33.4  81.6  67.4  67.4  73.9 105.10  94.4 113.5
## cvpred       2.39 -12.7 -27.9  35.4  83.7  69.2  69.2  75.0 106.99  96.5 115.1
## pm2.5       12.00  11.0   6.0  18.0  71.0  91.0 109.0 126.0 104.00  80.0 148.0
## CV residual  9.61  23.7  33.9 -17.4 -12.7  21.8  39.8  51.0  -2.99 -16.5  32.9
##              35913  35915 35917  35918 35919  35921 35932 35934 35935 35936
## Predicted   113.55 106.58  80.9 94.784 105.0 105.04 149.5 122.2   148 154.1
## cvpred      115.14 107.74  81.6 95.504 106.4 106.36 150.7 123.2   149 155.4
## pm2.5       114.00 117.00 116.0 96.000  96.0  99.00 203.0 187.0   168 158.0
## CV residual  -1.14   9.26  34.4  0.496 -10.4  -7.36  52.3  63.8    19   2.6
##             35937 35938 35944 35945  35947 35950 35951 35954 35961 35962 35963
## Predicted   127.8  94.1  86.9  96.1  99.45 119.3 142.0 147.7 168.2 168.2 168.2
## cvpred      128.6  94.2  87.4  97.1 100.18 120.4 143.1 148.9 169.8 169.8 169.8
## pm2.5       155.0 154.0 125.0 121.0 102.00 155.0 131.0  86.0 105.0 105.0 112.0
## CV residual  26.4  59.8  37.6  23.9   1.82  34.6 -12.1 -62.9 -64.8 -64.8 -57.8
##             35965 35972 35975 35978 35980 35981 35987 35989 35991 35995 36001
## Predicted   163.6 162.1 172.5 172.5 172.5   170 132.1  68.8  58.4  72.7  71.7
## cvpred      165.1 163.8 174.3 174.3 174.3   171 132.6  69.1  58.7  73.3  72.2
## pm2.5        94.0 107.0 108.0  95.0  88.0   115  79.0  20.0  10.0  10.0   9.0
## CV residual -71.1 -56.8 -66.3 -79.3 -86.3   -56 -53.6 -49.1 -48.7 -63.3 -63.2
##             36007 36009 36011 36019 36021 36022 36023 36030 36033 36034 36038
## Predicted    84.9  87.3  51.8  41.9  57.0  67.3  84.6 101.5  93.4  77.3  86.0
## cvpred       85.6  88.0  51.9  42.0  57.1  67.6  85.0 102.5  93.8  77.6  87.3
## pm2.5        10.0  12.0  12.0  11.0  15.0  26.0  24.0   9.0  13.0  13.0  20.0
## CV residual -75.6 -76.0 -39.9 -31.0 -42.1 -41.6 -61.0 -93.5 -80.8 -64.6 -67.3
##             36039 36041 36045 36046 36047 36049 36055 36056 36059 36060 36062
## Predicted    85.5  80.8 112.0 132.3 138.6 159.1 130.9 126.8  93.5 118.3   109
## cvpred       86.7  82.1 113.4 133.4 139.8 160.6 132.5 128.4  94.2 119.3   111
## pm2.5        20.0  24.0  47.0  53.0  64.0  66.0 112.0 100.0  64.0  73.0   103
## CV residual -66.7 -58.1 -66.4 -80.4 -75.8 -94.6 -20.5 -28.4 -30.2 -46.3    -8
##             36063 36064 36072 36074 36077 36078 36079 36081 36085 36086 36087
## Predicted   100.2  94.4 155.8   142 122.7 114.8   113 105.3  22.8 43.63 49.36
## cvpred      101.3  95.9 157.1   143 123.8 115.7   114 105.9  22.8 44.32 50.11
## pm2.5       126.0 146.0 177.0   268 181.0 146.0   141 124.0  36.0 39.00 55.00
## CV residual  24.7  50.1  19.9   125  57.2  30.3    27  18.1  13.2 -5.32  4.89
##             36088 36090 36093 36094 36100 36103 36104 36105 36107 36109 36112
## Predicted    54.6  70.1  95.9 112.8   130 122.2 122.2 118.1 124.6 117.5 118.0
## cvpred       54.9  71.0  96.7 113.5   131 122.9 122.9 118.8 125.2 118.2 118.7
## pm2.5       114.0  95.0 229.0 175.0   193 176.0 181.0 185.0 205.0 214.0 208.0
## CV residual  59.1  24.0 132.3  61.5    62  53.1  58.1  66.2  79.8  95.8  89.3
##             36118 36123 36126 36130 36133 36135 36140 36148 36151 36153 36155
## Predicted     109   135   132 130.2 135.5   128   153   134   126   131   105
## cvpred        109   136   133 130.8 136.2   129   154   135   127   132   106
## pm2.5         250   261   259 206.0 218.0   264   327   466   322   319   277
## CV residual   141   125   126  75.2  81.8   135   173   331   195   187   171
##             36157 36159 36160 36161 36162 36169 36170 36171 36176 36177 36178
## Predicted     133   122   117   117   122   120   129   122   124   113   105
## cvpred        134   123   118   117   123   121   130   123   124   114   105
## pm2.5         279   348   418   423   366   382   393   388   328   323   297
## CV residual   145   225   300   306   243   261   263   265   204   209   192
##             36180 36181 36182 36183 36185 36186 36190 36194 36196 36198 36202
## Predicted    98.3  64.2  57.9  55.9  78.6  88.9   123 122.1 137.1   106 104.8
## cvpred       98.9  64.2  57.8  56.4  79.1  89.6   124 122.8 137.9   106 104.5
## pm2.5       267.0 259.0 177.0 161.0 185.0 211.0   238 142.0 117.0    52  70.0
## CV residual 168.1 194.8 119.2 104.6 105.9 121.4   114  19.2 -20.9   -54 -34.5
##             36204 36211 36217 36218 36219 36222 36223 36226 36228 36229 36232
## Predicted    63.9 78.90 113.4 123.8 125.4 127.6 129.2 125.4 112.3 103.5 103.7
## cvpred       64.2 79.77 114.1 124.6 126.3 128.6 130.4 126.3 112.9 104.2 104.7
## pm2.5        78.0 71.00  45.0  28.0  27.0  65.0  60.0  71.0  76.0  82.0  63.0
## CV residual  13.8 -8.77 -69.1 -96.6 -99.3 -63.6 -70.4 -55.3 -36.9 -22.2 -41.7
##             36236 36238 36241 36242 36244 36250 36251 36256 36258 36259 36260
## Predicted   126.2 97.39 103.7 110.0 113.1  90.7  56.0 27.91  63.5  86.5  99.3
## cvpred      126.9 97.71 104.1 110.5 113.9  90.7  55.9 27.93  64.5  87.8 100.6
## pm2.5        80.0 93.00 118.0 116.0 119.0 103.0  89.0 18.00  16.0  15.0  34.0
## CV residual -46.9 -4.71  13.9   5.5   5.1  12.3  33.1 -9.93 -48.5 -72.8 -66.6
##              36265  36268 36269 36270 36277 36280 36281 36286 36287 36292 36293
## Predicted   147.74 160.32 158.1 157.7 133.5   133   141   129   158   168   168
## cvpred      148.86 161.64 159.3 158.3 134.4   134   142   129   158   169   169
## pm2.5       152.00 160.00 173.0 174.0 221.0   273   327   394   448   357   367
## CV residual   3.14  -1.64  13.7  15.7  86.6   139   185   265   290   188   198
##             36296 36299 36300 36305 36313 36314 36315 36319 36320 36323 36328
## Predicted     166  98.4  92.1   117   111   113   111  94.3  92.7  82.6   111
## cvpred        166  98.3  91.9   117   111   113   111  94.2  92.5  82.0   112
## pm2.5         328 268.0 247.0   326   384   383   399 296.0 333.0 305.0   360
## CV residual   162 169.7 155.1   209   273   270   288 201.8 240.5 223.0   248
##             36330 36333 36334 36337 36341 36342 36346 36347 36351 36353 36355
## Predicted     117   127   129   132   131   131   129   123   126   122   132
## cvpred        117   127   129   132   132   131   129   124   126   122   133
## pm2.5         339   352   355   287   245   228   246   252   283   336   348
## CV residual   222   225   226   155   113    97   117   128   157   214   215
##             36364 36378 36379 36383 36387 36396 36397 36399 36400 36401 36404
## Predicted    93.7   107   120   119   132   120   114   103   107   106   134
## cvpred       93.6   107   120   119   132   120   114   103   107   106   134
## pm2.5       339.0   391   425   353   453   374   397   389   410   436   501
## CV residual 245.4   284   305   234   321   254   283   286   303   330   367
##             36408 36409 36410 36413 36417 36420 36425 36427 36428 36429 36430
## Predicted     149   155   120   111   115   139  83.2  94.4  99.1  92.8 114.8
## cvpred        149   156   120   111   115   139  82.9  94.0  98.7  92.3 114.5
## pm2.5         577   541   532   483   519   557 525.0 188.0 111.0  82.0  58.0
## CV residual   428   385   412   372   404   418 442.1  94.0  12.3 -10.3 -56.5
##             36436 36440 36443 36449 36451 36455 36460 36461 36462 36464 36466
## Predicted    41.8  37.2 15.05  9.61  53.1 117.5 151.3   153   155 151.1 138.8
## cvpred       41.8  37.2 14.63  9.36  54.1 118.2 152.3   154   155 151.9 139.2
## pm2.5        17.0  11.0 13.00 17.00  17.0  42.0 114.0    61    48  54.0  63.0
## CV residual -24.8 -26.2 -1.63  7.64 -37.1 -76.2 -38.3   -93  -107 -97.9 -76.2
##               36471 36475 36480 36486 36490 36499  36501 36502 36506  36508
## Predicted   107.737  96.5 107.1 113.4    68 22.90 46.160  54.4 146.0 127.63
## cvpred      108.648  97.6 107.4 113.8    68 24.24 47.514  55.7 147.5 128.37
## pm2.5       108.000 118.0 172.0 181.0    45 29.00 48.000  74.0 133.0 124.00
## CV residual  -0.648  20.4  64.6  67.2   -23  4.76  0.486  18.3 -14.5  -4.37
##             36510 36511 36516 36517 36522 36528 36533 36535 36536 36539 36542
## Predicted   156.5 156.9 104.8 100.6    68   140   163 169.1 175.2   150   131
## cvpred      157.6 158.6 105.3 101.6    69   141   164 170.4 177.1   151   132
## pm2.5       143.0 139.0 157.0 174.0   144   257   182 209.0 225.0   269   295
## CV residual -14.6 -19.6  51.7  72.4    75   116    18  38.6  47.9   118   163
##             36543 36546 36547 36549 36550 36553 36556 36558 36561 36563 36567
## Predicted     103  88.1  92.2  94.7  93.1  91.7   105 124.4  43.7 -19.7 -31.5
## cvpred        104  88.7  92.8  95.1  93.4  92.3   105 124.9  43.6 -19.8 -31.5
## pm2.5         322 240.0 230.0 242.0 241.0 266.0   226  75.0   7.0  14.0  13.0
## CV residual   218 151.3 137.2 146.9 147.6 173.7   121 -49.9 -36.6  33.8  44.5
##             36569 36572 36577 36578 36579 36581 36584 36591 36592 36595  36596
## Predicted   -50.1 -24.1  45.9  62.6  60.4 102.6 121.4 21.64 23.26 39.38 48.143
## cvpred      -50.1 -23.9  46.5  63.4  61.1 103.5 122.3 22.64 24.36 40.61 49.353
## pm2.5         7.0  12.0  14.0  10.0   9.0  14.0  30.0 25.00 27.00 39.00 49.000
## CV residual  57.1  35.9 -32.5 -53.4 -52.1 -89.5 -92.3  2.36  2.64 -1.61 -0.353
##             36599 36600 36601 36607 36610 36614 36615 36617  36620 36628 36629
## Predicted   -9.07 -4.41 -12.6  48.7  6.42  2.69 -37.8 -38.6 24.959 118.7 118.7
## cvpred      -8.73 -4.06 -12.2  49.4  6.56  3.14 -37.8 -38.4 26.172 119.2 119.2
## pm2.5       16.00 12.00  12.0  12.0 23.00 15.00  12.0  12.0 27.000  91.0  99.0
## CV residual 24.73 16.06  24.2 -37.4 16.44 11.86  49.8  50.4  0.828 -28.2 -20.2
##             36630 36631 36635 36637 36649 36652 36653 36659 36663 36665 36674
## Predicted   123.4 150.1  4.94 -17.7  88.9 119.0 139.2 136.3  90.3    86 140.9
## cvpred      123.9 150.8  4.74 -17.9  90.1 120.3 140.6 136.7  90.7    87 141.9
## pm2.5        97.0 100.0 64.00  26.0 111.0 110.0 143.0 188.0 201.0   201 131.0
## CV residual -26.9 -50.8 59.26  43.9  20.9 -10.3   2.4  51.3 110.3   114 -10.9
##             36675  36679 36683 36685 36688 36696 36698 36699 36703 36705 36709
## Predicted   113.6 150.13  96.9  81.1  61.5 142.5   145   145 125.5   111 111.4
## cvpred      114.4 151.66  97.7  81.0  62.1 143.6   146   146 126.1   111 111.7
## pm2.5       154.0 143.00 119.0 145.0 147.0  78.0    40    36  78.0    76  96.0
## CV residual  39.6  -8.66  21.3  64.0  84.9 -65.6  -106  -110 -48.1   -35 -15.7
##             36714 36715 36717 36718 36719 36721 36723 36726 36727 36730 36733
## Predicted    97.0 102.7 123.6 140.7 142.9 148.2   156   130   139  92.7  96.5
## cvpred       98.1 103.9 124.4 142.2 144.6 149.3   157   132   140  93.3  97.0
## pm2.5       122.0 135.0 159.0 183.0 187.0 224.0   260   260   259 245.0 272.0
## CV residual  23.9  31.1  34.6  40.8  42.4  74.7   103   128   119 151.7 175.0
##             36736 36738 36742 36747 36753 36758 36760 36764 36767 36768 36769
## Predicted    86.0  81.4  41.2  53.6 12.78 -37.5  3.67  35.3  37.1  14.7 27.26
## cvpred       86.9  81.8  41.2  53.5 12.76 -37.8  4.16  36.5  37.7  15.1 27.83
## pm2.5       225.0 209.0  18.0  14.0 11.00  10.0 13.00  20.0  52.0  66.0 36.00
## CV residual 138.1 127.2 -23.2 -39.5 -1.76  47.8  8.84 -16.5  14.3  50.9  8.17
##             36774 36776 36777   36778 36789 36790 36792 36794 36797 36800 36801
## Predicted     123   123 34.89 -0.3764 44.18 46.22 -28.1 -19.3 -2.65 21.17 -10.3
## cvpred        124   124 35.37 -0.0815 45.67 47.03 -27.5 -18.8 -1.95 21.92 -10.0
## pm2.5          15    21 32.00 21.0000 40.00 39.00  37.0  19.0 11.00 12.00  15.0
## CV residual  -109  -103 -3.37 21.0815 -5.67 -8.03  64.5  37.8 12.95 -9.92  25.0
##             36804 36810 36812  36814  36815  36816 36820 36821 36822  36825
## Predicted   -31.6  7.21  40.6 50.959 60.783 64.884 126.2  98.9 123.9 115.54
## cvpred      -31.6  8.42  42.1 52.578 62.435 66.505 128.2 100.7 125.7 117.18
## pm2.5         7.0 20.00  32.0 52.000 63.000 66.000  78.0  85.0  82.0 116.00
## CV residual  38.6 11.58 -10.1 -0.578  0.565 -0.505 -50.2 -15.7 -43.7  -1.18
##             36830  36833 36839 36846 36858 36859 36869 36870 36877 36880 36884
## Predicted    39.8   7.92  78.8   118  59.7  70.1 148.1 125.5 -10.2 -17.1 -8.78
## cvpred       40.5   8.87  79.9   119  60.7  71.1 149.7 126.9 -10.3 -17.3 -9.03
## pm2.5       110.0 136.00 189.0   141 121.0 137.0 144.0 150.0  36.0  30.0 24.00
## CV residual  69.5 127.13 109.1    22  60.3  65.9  -5.7  23.1  46.3  47.3 33.03
##             36889 36896 36899 36900 36902 36903 36904 36911 36914 36923 36925
## Predicted   20.84  67.2  30.1  46.5  52.2  57.9  60.1  71.1  93.5 91.12  36.7
## cvpred      20.72  67.4  30.2  46.5  52.2  58.0  60.4  72.0  94.6 91.31  36.5
## pm2.5       23.00  14.0  16.0  27.0  67.0  76.0  79.0  47.0  29.0 96.00  79.0
## CV residual  2.28 -53.4 -14.2 -19.5  14.8  18.0  18.6 -25.0 -65.6  4.69  42.5
##             36937 36938 36944 36945 36947 36956 36961 36962 36963 36965 36967
## Predicted   17.73  5.15 14.98 -15.9 -28.5 10.76 -7.78 -14.1 -10.3  23.1  94.6
## cvpred      17.46  4.68 14.54 -16.8 -29.6 10.56 -8.22 -14.6 -10.6  23.1  95.8
## pm2.5       10.00  7.00 11.00   9.0  13.0 12.00  6.00   5.0   7.0  13.0  16.0
## CV residual -7.46  2.32 -3.54  25.8  42.6  1.44 14.22  19.6  17.6 -10.1 -79.8
##             36968 36969 36971 36973 36975 36976 36979 36981 36983 36985 36986
## Predicted    96.6  61.1  12.7 -15.4 -29.2 -27.2  1.50 41.15  24.2  38.4  90.2
## cvpred       97.2  61.1  12.3 -15.2 -29.7 -26.9  2.09 42.18  24.8  39.3  91.1
## pm2.5        26.0  18.0  21.0  20.0  18.0  19.0 36.00 49.00  55.0  71.0  76.0
## CV residual -71.2 -43.1   8.7  35.2  47.7  45.9 33.91  6.82  30.2  31.7 -15.1
##             36989 36993 36998 36999 37003 37005 37009 37010 37011 37014 37016
## Predicted   95.95  30.4 -86.1 -77.5 -64.1  14.2  55.5  78.6  97.2 122.1  82.2
## cvpred      96.74  30.5 -86.8 -78.1 -64.7  14.4  55.2  78.6  97.2 122.2  81.9
## pm2.5       93.00 109.0  21.0  17.0  11.0  31.0  98.0  96.0 119.0 147.0 150.0
## CV residual -3.74  78.5 107.8  95.1  75.7  16.6  42.8  17.4  21.8  24.8  68.1
##             37020 37028 37031 37039 37041 37045 37050 37052 37055 37057 37062
## Predicted    42.9  79.2   101   153   140  88.8  65.9  76.8   127   111   110
## cvpred       42.5  79.5   101   154   142  88.8  66.4  77.5   129   111   111
## pm2.5       166.0 155.0   214   270   260 270.0 167.0 184.0   252   290   279
## CV residual 123.5  75.5   113   116   118 181.2 100.6 106.5   123   179   168
##             37064 37066 37067 37070 37072 37073 37074 37075 37076 37082 37086
## Predicted     102  54.3  81.6  67.9  59.0  56.6  67.0  77.3  98.7 114.3   156
## cvpred        103  54.3  81.8  67.8  59.5  57.1  67.6  78.0  99.5 114.7   157
## pm2.5         228 233.0 239.0 223.0 206.0 189.0 188.0 163.0 165.0 201.0   275
## CV residual   125 178.7 157.2 155.2 146.5 131.9 120.4  85.0  65.5  86.3   118
##             37095 37096 37098 37102 37105 37107 37113 37123 37125 37126 37129
## Predicted    83.8  79.5  81.2   134   119   154   134  67.4  88.2  88.2 125.6
## cvpred       83.5  79.8  81.5   135   119   155   134  67.6  88.5  88.5 126.4
## pm2.5       327.0 286.0 269.0   387   465   435   340  95.0 107.0 111.0 145.0
## CV residual 243.5 206.2 187.5   252   346   280   206  27.4  18.5  22.5  18.6
##             37135 37138 37139 37141 37142 37145 37150 37151 37153 37156 37170
## Predicted   118.8  96.1  95.5  75.4  54.1  85.0 130.7   110 152.0   162  47.7
## cvpred      119.3  96.1  95.4  75.2  53.6  85.6 131.6   110 153.1   163  47.5
## pm2.5       194.0 194.0 165.0 100.0  83.0  60.0 183.0   217 222.0    22  25.0
## CV residual  74.7  97.9  69.6  24.8  29.4 -25.6  51.4   107  68.9  -141 -22.5
##             37171 37173 37174 37177 37180 37182 37183 37190 37191 37205 37206
## Predicted    64.8  63.8  67.9 115.9 130.6  97.6   102 -10.4 -19.2  89.8  98.0
## cvpred       65.3  64.2  68.3 116.1 131.2  97.9   102 -11.1 -19.9  90.4  98.5
## pm2.5        26.0  36.0  47.0  61.0  63.0  39.0    42  14.0  11.0 153.0 116.0
## CV residual -39.3 -28.2 -21.3 -55.1 -68.2 -58.9   -60  25.1  30.9  62.6  17.5
##             37209 37218 37219 37224 37229 37230 37232 37234 37237 37240 37244
## Predicted   106.6  19.1 19.08 139.3 159.6 165.9 122.2  93.3  71.3  26.5  43.2
## cvpred      106.3  18.3 18.28 139.8 160.3 166.7 122.3  92.8  70.8  26.9  43.8
## pm2.5       180.0  72.0 27.00 175.0 174.0 180.0 214.0 216.0 121.0  63.0  69.0
## CV residual  73.7  53.7  8.72  35.2  13.7  13.3  91.7 123.2  50.2  36.1  25.2
##             37245   37246 37247 37251 37256 37259 37260 37270 37271 37273 37280
## Predicted   70.27 82.7029   115 131.0 121.4  30.7  20.6 90.43  92.9  89.4 -4.74
## cvpred      71.09 82.9027   116 132.1 121.7  30.0  19.5 90.56  92.9  89.4 -5.27
## pm2.5       65.00 83.0000    90 103.0 138.0 119.0  80.0 87.00  72.0  64.0 15.00
## CV residual -6.09  0.0973   -26 -29.1  16.3  89.0  60.5 -3.56 -20.9 -25.4 20.27
##             37282 37283 37284 37285 37294 37295 37298 37301 37302 37307 37309
## Predicted   -38.7 -59.4 -68.2 -89.3  33.9 25.24  91.3 121.0   139  40.7 44.33
## cvpred      -39.6 -60.5 -69.2 -90.2  34.8 25.63  92.3 122.4   140  40.9 44.98
## pm2.5         6.0   9.0  14.0  14.0  22.0 20.00  35.0  32.0    36  53.0 41.00
## CV residual  45.6  69.5  83.2 104.2 -12.8 -5.63 -57.3 -90.4  -104  12.1 -3.98
##             37316 37319 37322 37324 37325 37326 37327 37330 37332 37334 37338
## Predicted   -26.4  75.9  95.7 104.0 110.3   128 117.1 -22.0 -41.1 -6.48 -1.74
## cvpred      -26.4  76.6  96.4 104.1 110.5   128 117.5 -22.7 -41.9 -6.90 -1.35
## pm2.5        14.0  31.0  33.0  28.0  32.0    37  36.0   8.0  11.0  4.00 10.00
## CV residual  40.4 -45.6 -63.4 -76.1 -78.5   -91 -81.5  30.7  52.9 10.90 11.35
##             37341 37344 37348 37350  37352 37353 37355 37357 37366 37371  37377
## Predicted   42.58  88.4 140.0 146.3 101.07  80.2  13.2 -35.1  35.4 112.5 111.75
## cvpred      42.87  88.4 140.7 147.1 101.03  80.3  12.8 -35.1  35.8 113.6 112.05
## pm2.5       37.00  49.0  65.0  61.0 102.00  91.0  51.0  39.0  82.0  63.0 105.00
## CV residual -5.87 -39.4 -75.7 -86.1   0.97  10.7  38.2  74.1  46.2 -50.6  -7.05
##              37378 37379 37382 37386 37388 37390 37391 37392 37393 37398 37401
## Predicted   91.264  74.6  34.1  27.4  67.0  94.5  82.3  97.4 114.1 125.0 120.8
## cvpred      91.163  74.3  33.6  27.6  67.7  94.6  82.2  97.9 114.8 125.3 120.8
## pm2.5       92.000 103.0  92.0  88.0 105.0 123.0 147.0 155.0 166.0 195.0 181.0
## CV residual  0.837  28.7  58.4  60.4  37.3  28.4  64.8  57.1  51.2  69.7  60.2
##             37407 37410 37415 37418 37424 37426 37435 37441 37442 37443 37447
## Predicted    35.9  39.1  87.5 109.9   141  80.4 -30.9  83.6  88.2  94.5  92.9
## cvpred       35.7  39.2  88.0 110.6   141  79.9 -31.7  83.6  88.2  94.6  92.9
## pm2.5       158.0 139.0 136.0 136.0   196 162.0  73.0 165.0 175.0 112.0 106.0
## CV residual 122.3  99.8  48.0  25.4    55  82.1 104.7  81.4  86.8  17.4  13.1
##             37449 37450 37451 37454 37462 37475 37478 37479 37480 37489 37490
## Predicted    80.9  64.8  54.4  45.6  75.5  85.9  14.0  55.5 47.17 101.3 117.5
## cvpred       80.7  64.5  54.0  45.3  75.0  85.5  13.2  55.2 47.45 102.1 117.9
## pm2.5       101.0  88.0 125.0  74.0  65.0  47.0  43.0  36.0 41.00  78.0  82.0
## CV residual  20.3  23.5  71.0  28.7 -10.0 -38.5  29.8 -19.2 -6.45 -24.1 -35.9
##             37497 37498 37500 37503 37504 37508 37509 37514 37518 37521 37533
## Predicted    76.1  42.1  48.6  31.6  33.2  68.4  73.1 113.6 109.5 126.8  87.6
## cvpred       75.9  41.6  48.2  31.7  33.4  68.9  73.6 114.3 109.7 127.1  87.5
## pm2.5       143.0 190.0 187.0  78.0  75.0 119.0 119.0 128.0 150.0 157.0 136.0
## CV residual  67.1 148.4 138.8  46.3  41.6  50.1  45.4  13.7  40.3  29.9  48.5
##             37535 37537 37539 37541 37545 37548 37550 37551 37557 37563 37564
## Predicted   113.1   123   131   115   124  94.5  68.5  63.4  92.5 102.1 114.7
## cvpred      113.1   124   131   115   124  94.0  67.8  62.1  92.2 102.1 114.9
## pm2.5       186.0   254   262   280   244 274.0 266.0 239.0 252.0  55.0  57.0
## CV residual  72.9   130   131   165   120 180.0 198.2 176.9 159.8 -47.1 -57.9
##             37573 37575 37578 37582 37594 37603 37605 37609 37611 37614 37615
## Predicted    82.8 47.75  49.4 60.60  86.0  40.2  56.9  92.2  97.9 135.2 149.7
## cvpred       81.9 47.51  49.2 60.87  86.4  40.9  57.8  93.2  99.0 135.8 150.3
## pm2.5        93.0 53.00  38.0 54.00  52.0  67.0  91.0 127.0 112.0 124.0 107.0
## CV residual  11.1  5.49 -11.2 -6.87 -34.4  26.1  33.2  33.8  13.0 -11.8 -43.3
##             37620  37622 37625  37626 37629 37630 37633  37636  37637  37640
## Predicted   106.9 100.65 123.1 123.08 130.2 128.6 137.9 148.32 147.89 148.74
## cvpred      106.6 100.28 123.5 123.48 130.5 128.8 138.1 148.59 147.59 148.23
## pm2.5        93.0 103.00 101.0 117.00 127.0 141.0 152.0 156.00 143.00 150.00
## CV residual -13.6   2.72 -22.5  -6.48  -3.5  12.2  13.9   7.41  -4.59   1.77
##             37641 37643 37647 37650 37653 37654 37656 37657 37658 37660 37665
## Predicted   140.8 111.6 101.1 109.0 104.6 105.2 95.39 105.8 119.8 117.4 111.5
## cvpred      140.1 110.5 100.4 108.5 104.5 105.1 95.26 105.7 119.3 116.9 111.5
## pm2.5       162.0 179.0 158.0 162.0  92.0  83.0 86.00  83.0  84.0  77.0  72.0
## CV residual  21.9  68.5  57.6  53.5 -12.5 -22.1 -9.26 -22.7 -35.3 -39.9 -39.5
##             37672 37673 37677 37678 37679 37680 37682 37683  37690 37697 37700
## Predicted   114.7 110.1 130.6 133.0 145.2 145.6 126.7 124.3 65.099  44.9  80.2
## cvpred      114.9 110.3 131.2 133.5 145.3 146.3 126.6 124.2 64.308  45.0  80.5
## pm2.5        46.0  55.0  59.0  67.0  72.0  78.0 105.0 112.0 64.000  33.0  56.0
## CV residual -68.9 -55.3 -72.2 -66.5 -73.3 -68.3 -21.6 -12.2 -0.308 -12.0 -24.5
##             37701 37704 37705  37708 37711 37712 37716 37719 37720 37724 37727
## Predicted    82.7  89.8  89.4 89.401  90.0 119.7 -4.79 22.80 26.05  60.0    24
## cvpred       82.8  89.3  89.2 89.238  89.8 119.7 -5.95 22.43 25.87  60.2    23
## pm2.5        59.0  72.0  76.0 90.000  46.0  49.0 39.00 24.00 25.00  32.0    66
## CV residual -23.8 -17.3 -13.2  0.762 -43.8 -70.7 44.95  1.57 -0.87 -28.2    43
##             37731   37740 37741 37749 37751 37753 37758 37760 37761 37762 37763
## Predicted    95.7 36.8532  25.9 76.30  83.2 108.0   141 141.7 129.1 122.8 120.6
## cvpred       95.6 35.9678  24.9 76.36  83.4 108.3   142 142.1 129.3 122.9 120.6
## pm2.5       106.0 36.0000  56.0 73.00  60.0  73.0    99 129.0 136.0 151.0 162.0
## CV residual  10.4  0.0322  31.1 -3.36 -23.4 -35.3   -43 -13.1   6.7  28.1  41.4
##             37774 37776 37777 37782 37784 37791 37793  37799 37802 37804  37805
## Predicted   109.9 116.8 118.7 135.9 134.3  92.2  85.1 112.21   122 128.7 135.46
## cvpred      110.1 117.1 118.8 136.3 134.6  91.6  84.6 111.96   122 128.4 135.78
## pm2.5        71.0  80.0  82.0  96.0 109.0 135.0 121.0 121.00   136 155.0 141.00
## CV residual -39.1 -37.1 -36.8 -40.3 -25.6  43.4  36.4   9.04    14  26.6   5.22
##             37806 37816 37817 37819 37820 37824 37833 37834 37835 37836 37842
## Predicted   141.7  51.2  55.0  27.9  53.3 104.8  89.2  79.8  56.5  28.8  94.5
## cvpred      142.2  50.3  54.4  26.5  52.1 103.9  88.2  78.4  55.2  27.2  94.0
## pm2.5       110.0 102.0  90.0 112.0 101.0  55.0  31.0  38.0  39.0  61.0  48.0
## CV residual -32.2  51.7  35.6  85.5  48.9 -48.9 -57.2 -40.4 -16.2  33.8 -46.0
##             37843 37847 37853 37854 37855 37859 37863 37864 37870  37871 37874
## Predicted   105.4 127.3 113.8 113.8 112.2  21.2 -17.7  32.4 89.32 108.47 117.1
## cvpred      105.1 127.2 113.2 113.2 111.5  19.7 -19.3  31.8 88.81 108.02 116.3
## pm2.5        52.0  35.0  72.0  80.0  58.0  35.0  72.0  84.0 98.00 116.00  37.0
## CV residual -53.1 -92.2 -41.2 -33.2 -53.5  15.3  91.3  52.2  9.19   7.98 -79.3
##             37880 37883 37886 37888 37892 37898 37903 37904 37905 37910 37915
## Predicted    91.7  45.8  25.7  23.1 62.17 116.9 116.8 120.5  95.7  60.5  61.2
## cvpred       90.6  44.1  24.4  22.5 61.95 117.2 116.6 120.3  95.3  60.1  61.2
## pm2.5        80.0 132.0  51.0  41.0 63.00  92.0  83.0  96.0 113.0 136.0  99.0
## CV residual -10.6  87.9  26.6  18.5  1.05 -25.2 -33.6 -24.3  17.7  75.9  37.8
##             37917 37922 37925  37928 37930 37932 37933 37934 37935 37936 37937
## Predicted    80.4 126.3 122.2 113.72 114.0  90.5  75.0  66.7  60.4  62.0  63.6
## cvpred       80.4 126.9 122.3 113.57 114.2  90.3  74.2  66.4  60.1  61.8  63.5
## pm2.5        95.0  89.0  97.0 115.00 156.0 170.0 135.0  98.0  86.0  81.0  79.0
## CV residual  14.6 -37.9 -25.3   1.43  41.8  79.7  60.8  31.6  25.9  19.2  15.5
##             37942 37946 37963 37969 37973 37974 37989 37992 37993 37997 37998
## Predicted   95.94 125.2  40.6  60.9  66.9  61.2  96.8 113.5 134.2   152 131.3
## cvpred      96.08 125.7  40.2  60.7  67.1  61.3  96.5 113.3 134.2   152 131.7
## pm2.5       90.00  97.0 130.0  47.0  34.0  34.0  21.0  42.0  42.0    42  39.0
## CV residual -6.08 -28.7  89.8 -13.7 -33.1 -27.3 -75.5 -71.3 -92.2  -110 -92.7
##             37999 38005 38013 38015 38017 38021 38022 38023 38025  38026 38027
## Predicted   159.6  54.4  13.9  25.4 48.69  53.1  57.2 55.54  26.0  1.117 -19.7
## cvpred      160.3  54.8  13.6  25.3 48.57  53.2  57.3 55.57  25.9  0.913 -20.0
## pm2.5        64.0 121.0  96.0  50.0 52.00  38.0  41.0 46.00  51.0 59.000  57.0
## CV residual -96.3  66.2  82.4  24.7  3.43 -15.2 -16.3 -9.57  25.1 58.087  77.0
##             38028 38033 38036 38041 38042 38045 38049 38050 38052 38053 38054
## Predicted   -21.9 -21.9 -5.17 124.4 112.1 118.4  23.0  2.26  33.9 28.71  28.1
## cvpred      -22.3 -22.3 -5.48 124.9 112.7 119.1  22.5  1.58  33.7 28.46  27.9
## pm2.5        56.0  43.0 26.00  67.0  82.0  63.0  49.0 35.00  52.0 31.00  39.0
## CV residual  78.3  65.3 31.48 -57.9 -30.7 -56.1  26.5 33.42  18.3  2.54  11.1
##             38056 38058 38059 38065 38067 38071 38072 38074  38077  38083
## Predicted   -21.1 31.26  41.7   115 131.1   136  71.0 106.4  96.50 112.38
## cvpred      -21.8 31.69  42.1   116 132.2   137  71.1 107.2  97.22 112.96
## pm2.5        33.0 38.00  32.0    59  63.0    71  61.0  97.0 103.00 106.00
## CV residual  54.8  6.31 -10.1   -57 -69.2   -66 -10.1 -10.2   5.78  -6.96
##              38087 38090 38091 38099 38101 38106 38107 38115  38118  38119
## Predicted   127.44 158.3 164.6  36.5 -2.34 -25.6 -14.6   147 132.95 125.03
## cvpred      128.09 159.4 165.8  36.1 -2.80 -26.1 -15.0   148 132.86 124.75
## pm2.5       134.00 126.0 127.0 105.0 84.00  12.0  12.0   109 125.00 126.00
## CV residual   5.91 -33.4 -38.8  68.9 86.80  38.1  27.0   -39  -7.86   1.25
##             38131 38132 38134 38142 38147 38148 38149 38152 38156 38162 38167
## Predicted    83.2 87.82  98.8 109.3 108.4 108.4 108.4  99.1  86.8 106.0 122.7
## cvpred       83.4 88.03  99.1 109.2 108.5 108.5 108.5  99.1  86.9 105.7 122.6
## pm2.5        67.0 80.00  63.0  75.0  83.0  79.0  69.0  74.0  45.0  50.0  50.0
## CV residual -16.4 -8.03 -36.1 -34.2 -25.5 -29.5 -39.5 -25.1 -41.9 -55.7 -72.6
##             38173 38175 38183 38184 38189 38190 38192 38195 38199 38202 38204
## Predicted   71.19  95.8  92.0 121.5 139.4 133.2   140   142   125   118   160
## cvpred      70.16  95.7  92.2 121.9 139.7 133.3   141   143   126   119   162
## pm2.5       62.00  63.0  40.0  42.0  49.0  46.0    39    34    16    17    20
## CV residual -8.16 -32.7 -52.2 -79.9 -90.7 -87.3  -102  -109  -110  -102  -142
##             38208 38209 38210 38213 38214 38216 38222 38223 38225 38227 38228
## Predicted     170   176   184   186 148.5 136.5  54.8  50.7  60.5  76.6  85.4
## cvpred        172   177   187   188 149.9 137.1  55.2  51.1  61.0  77.2  86.0
## pm2.5          35    40    46    47  57.0  72.0  23.0  23.0  30.0  40.0  52.0
## CV residual  -137  -137  -141  -141 -92.9 -65.1 -32.2 -28.1 -31.0 -37.2 -34.0
##             38229 38238  38241 38243 38246 38247 38251  38256 38257 38259 38260
## Predicted    95.8   182 111.38 121.8  32.5  18.0 -13.5  0.325  19.5 36.16 38.64
## cvpred       96.4   183 111.61 122.6  31.9  17.4 -13.5  0.581  19.8 36.63 38.99
## pm2.5        64.0    57 106.00 112.0  82.0  52.0  30.0 25.000  32.0 34.00 32.00
## CV residual -32.4  -126  -5.61 -10.6  50.1  34.6  43.5 24.419  12.2 -2.63 -6.99
##             38262 38271 38273 38276 38279 38280 38283 38288 38289 38292 38295
## Predicted    45.2 20.06  59.1 102.3  78.4   134 133.0  95.2  72.2  24.4  40.0
## cvpred       45.4 19.84  59.5 103.1  79.7   135 134.2  95.9  72.6  24.4  40.6
## pm2.5        29.0 14.00  18.0  19.0  25.0    27  68.0  37.0  89.0  45.0  96.0
## CV residual -16.4 -5.84 -41.5 -84.1 -54.7  -108 -66.2 -58.9  16.4  20.6  55.4
##             38302 38305 38310 38315 38316 38318 38320 38321  38322 38323 38326
## Predicted    87.9  95.3 117.4  23.2  16.9 -25.3 -6.35  28.7  1.846 29.22 70.57
## cvpred       88.9  96.5 118.1  22.3  15.9 -26.6 -7.37  28.6  0.768 29.22 70.57
## pm2.5       105.0 203.0  93.0  50.0  74.0  48.0 49.00  45.0 42.000 38.00 63.00
## CV residual  16.1 106.5 -25.1  27.7  58.1  74.6 56.37  16.4 41.232  8.78 -7.57
##             38328 38329 38331 38333 38342 38346 38351 38353 38355 38361 38369
## Predicted    90.3 102.4  98.8  96.5  37.5 42.38  89.7  93.5 116.5 99.12  56.8
## cvpred       90.4 102.2  99.1  96.2  36.9 42.06  89.8  93.8 117.1 98.64  56.5
## pm2.5       105.0  74.0  80.0  76.0  87.0 52.00  28.0  34.0  64.0 89.00  77.0
## CV residual  14.6 -28.2 -19.1 -20.2  50.1  9.94 -61.8 -59.8 -53.1 -9.64  20.5
##             38372 38380 38392  38395 38396 38397 38400 38402 38405 38406 38411
## Predicted    85.8 107.6  94.7  92.27 111.4 129.9 140.8 147.1 115.7 108.4  42.8
## cvpred       85.6 107.1  94.8  92.43 111.6 129.8 140.9 147.3 115.7 108.2  42.0
## pm2.5       146.0  61.0 143.0 102.00  97.0 104.0 167.0 196.0 197.0 168.0  17.0
## CV residual  60.4 -46.1  48.2   9.57 -14.6 -25.8  26.1  48.7  81.3  59.8 -25.0
##             38414 38418 38421  38423  38424 38425 38426 38429 38432 38433 38434
## Predicted    45.7  51.3 104.1 113.68 110.15 122.2 130.5   145 134.6 71.74  67.9
## cvpred       45.0  51.2 104.1 114.04 110.58 122.8 130.5   145 134.6 71.03  67.0
## pm2.5        18.0  20.0  45.0 122.00 114.00 106.0  62.0    80  79.0 80.00  79.0
## CV residual -27.0 -31.2 -59.1   7.96   3.42 -16.8 -68.5   -65 -55.6  8.97  12.0
##             38436 38441 38448 38451 38458 38463 38467 38473 38475 38476  38480
## Predicted   92.19  74.3 119.1   128   116  15.5 29.73 110.7  94.6  98.7 108.95
## cvpred      91.55  73.9 119.3   128   115  14.7 29.19 110.6  94.4  98.5 107.95
## pm2.5       85.00 115.0 144.0   165   259  59.0 38.00  73.0  84.0  80.0 102.00
## CV residual -6.55  41.1  24.7    37   144  44.3  8.81 -37.6 -10.4 -18.5  -5.95
##             38481 38483 38484 38489 38491 38492 38493 38495  38497 38501 38502
## Predicted    92.7  53.1  46.8  33.1 53.84 58.50  89.2 79.28  97.58 118.1 137.2
## cvpred       92.1  52.0  45.6  32.2 53.09 57.76  88.1 78.68  97.25 118.1 137.3
## pm2.5       105.0  94.0  92.0  46.0 57.00 59.00  61.0 87.00 104.00  99.0  98.0
## CV residual  12.9  42.0  46.4  13.8  3.91  1.24 -27.1  8.32   6.75 -19.1 -39.3
##             38504 38510 38511 38512 38513 38518 38520 38521 38522 38523  38532
## Predicted   149.8 151.7 153.3   118 147.0 146.0 152.3 152.3 153.5 153.9   3.39
## cvpred      150.1 151.9 153.6   117 147.2 146.1 152.5 152.5 153.2 154.2   2.45
## pm2.5        83.0  88.0  78.0    84  99.0  91.0  92.0  95.0 107.0 123.0 113.00
## CV residual -67.1 -63.9 -75.6   -33 -48.2 -55.1 -60.5 -57.5 -46.2 -31.2 110.55
##             38535 38536 38539 38540 38541 38544 38547 38549 38560 38561 38567
## Predicted   -16.1 -16.1 -5.66 12.64  84.3   145   145   159 33.66 29.00  15.3
## cvpred      -16.8 -16.8 -6.32 12.25  84.5   146   147   160 34.16 29.49  16.1
## pm2.5        12.0   7.0  8.00 10.00  13.0    21     8     8 26.00 27.00  29.0
## CV residual  28.8  23.8 14.32 -2.25 -71.5  -125  -139  -152 -8.16 -2.49  12.9
##             38572 38573 38574 38575 38577 38583 38584 38587 38589 38590 38591
## Predicted     146  3.99  64.1 130.8  12.2  29.7  54.6  24.5  3.51  88.0  94.8
## cvpred        147  4.44  64.9 131.9  12.0  29.5  54.5  24.2  3.38  88.5  95.5
## pm2.5          39 39.00  40.0  40.0 102.0  12.0  16.0  12.0 11.00   8.0  17.0
## CV residual  -108 34.56 -24.9 -91.9  90.0 -17.5 -38.5 -12.2  7.62 -80.5 -78.5
##             38593 38597 38598 38605 38607 38608 38610  38612 38614 38616 38624
## Predicted     116 121.0 121.0  7.24  2.01  3.63  13.2 32.325  49.9  61.6 117.2
## cvpred        116 121.5 121.5  7.00  1.72  3.44  13.3 32.471  50.0  62.1 117.5
## pm2.5          12  27.0  38.0 15.00 29.00 21.00  32.0 32.000  34.0  40.0  78.0
## CV residual  -104 -94.5 -83.5  8.00 27.28 17.56  18.7 -0.471 -16.0 -22.1 -39.5
##             38626 38635 38637 38638 38641 38642  38646 38649 38650 38652 38654
## Predicted    47.1  11.3  53.5  97.6 105.0  91.2 73.074  61.3  55.5  42.9  46.4
## cvpred       46.5  11.0  53.0  97.2 104.8  91.3 72.718  60.2  54.8  42.0  45.5
## pm2.5        75.0  30.0  38.0  63.0  79.0  71.0 73.000  88.0  85.0 104.0  99.0
## CV residual  28.5  19.0 -15.0 -34.2 -25.8 -20.3  0.282  27.8  30.2  62.0  53.5
##             38657 38661 38665 38667 38668  38672 38674 38676 38688 38693 38695
## Predicted    58.4  84.1 102.0 118.2 124.5 109.72  87.3  68.3  99.4 110.4  90.6
## cvpred       57.7  83.8 101.9 117.8 124.1 109.04  86.4  67.6  98.4 109.5  89.7
## pm2.5       104.0  95.0  72.0  84.0  90.0 108.00 123.0 132.0  83.0  46.0  59.0
## CV residual  46.3  11.2 -29.9 -33.8 -34.1  -1.04  36.6  64.4 -15.4 -63.5 -30.7
##             38696 38699 38701 38702 38703 38716 38717 38718 38720 38721 38722
## Predicted    90.6 44.12  42.6 30.27 36.00 122.8 116.5   126 100.1  76.5  72.4
## cvpred       89.7 42.57  40.9 28.68 34.47 122.9 116.5   126  99.1  75.3  71.2
## pm2.5        52.0 40.00  29.0 33.00 37.00  55.0  24.0    21  25.0  25.0  18.0
## CV residual -37.7 -2.57 -11.9  4.32  2.53 -67.9 -92.5  -105 -74.1 -50.3 -53.2
##             38724 38725 38733 38736 38738 38740 38741 38748 38749 38753 38755
## Predicted   105.4  82.5 54.29  71.0  85.2 105.7 105.7  66.0  60.1 50.79 63.37
## cvpred      104.5  81.2 53.09  69.9  84.4 105.3 105.3  64.9  59.5 50.14 62.92
## pm2.5        24.0  20.0 44.00  48.0  53.0  52.0  37.0  33.0  25.0 43.00 54.00
## CV residual -80.5 -61.2 -9.09 -21.9 -31.4 -53.3 -68.3 -31.9 -34.5 -7.14 -8.92
##             38756 38762 38763 38765 38766 38773 38774 38778 38781 38782 38783
## Predicted    80.0  99.7  99.7 111.7 146.9  77.4  75.4  81.1  97.8  92.1 51.74
## cvpred       79.8  99.0  99.0 111.2 146.8  76.5  75.1  80.9  97.7  91.9 50.65
## pm2.5        56.0  48.0  62.0  83.0  87.0  48.0  38.0  52.0  51.0  54.0 54.00
## CV residual -23.8 -51.0 -37.0 -28.2 -59.8 -28.5 -37.1 -28.9 -46.7 -37.9  3.35
##             38786 38791 38792 38795 38797 38803 38804 38811 38812 38817 38819
## Predicted   119.1 140.0 134.2 85.63  30.7 59.20  71.8 133.1 131.1 122.7 116.4
## cvpred      119.3 139.8 134.4 84.59  29.2 58.76  71.5 133.2 131.4 122.7 116.3
## pm2.5        53.0  95.0 108.0 76.00  43.0 55.00  59.0 108.0 109.0 101.0 104.0
## CV residual -66.3 -44.8 -26.4 -8.59  13.8 -3.76 -12.5 -25.2 -22.4 -21.7 -12.3
##             38821 38822 38823 38827 38831 38832 38834 38836 38839 38840 38848
## Predicted   91.39   118   114   128   115   121   167   119   100  87.6  23.5
## cvpred      90.74   118   114   127   115   121   168   119   100  87.2  22.7
## pm2.5       88.00     9     9     7    10    17    24    19     8   6.0   5.0
## CV residual -2.74  -109  -105  -120  -105  -104  -144  -100   -92 -81.2 -17.7
##             38851 38852 38853 38854 38860 38861 38862 38868 38871 38874 38876
## Predicted    74.2  90.9 103.5   133   154   154   118  96.5  70.2   135   134
## cvpred       74.4  91.3 104.1   134   154   154   118  96.1  69.9   135   135
## pm2.5         9.0   8.0  19.0    26    33    24    29  59.0  48.0    11    25
## CV residual -65.4 -83.3 -85.1  -108  -121  -130   -89 -37.1 -21.9  -124  -110
##             38880   38893 38896 38898 38902 38904 38906 38909 38911 38912 38919
## Predicted   119.5 33.1529  47.7  57.8  86.9 120.4 143.8 137.5 105.9 143.6 128.7
## cvpred      119.7 32.0526  47.7  57.0  86.2 120.1 144.3 137.9 105.4 143.3 128.6
## pm2.5        33.0 32.0000  17.0  20.0  22.0  49.0  59.0  58.0  71.0  76.0  79.0
## CV residual -86.7 -0.0526 -30.7 -37.0 -64.2 -71.1 -85.3 -79.9 -34.4 -67.3 -49.6
##             38921 38925 38927 38933  38934 38936 38945 38947 38948 38953 38955
## Predicted   118.4 131.1 139.8 109.0 104.89  93.2  57.2  61.3  68.0 122.7 106.0
## cvpred      118.2 130.6 139.3 108.3 104.25  92.1  56.1  60.2  67.6 122.8 105.4
## pm2.5        59.0  88.0  87.0 122.0  96.00  23.0  16.0  20.0  17.0  33.0  37.0
## CV residual -59.2 -42.6 -52.3  13.7  -8.25 -69.1 -40.1 -40.2 -50.6 -89.8 -68.4
##             38956 38961 38963 38966 38968 38970 38971 38975 38976 38985 38986
## Predicted   101.3  68.3  65.4  33.1  30.1  43.1  49.4  92.4 107.4 101.5 92.77
## cvpred      100.7  67.1  64.3  31.7  28.7  42.5  48.9  92.0 107.1 100.4 91.62
## pm2.5        50.0  31.0  27.0  16.0  14.0  10.0  20.0  38.0  50.0  78.0 93.00
## CV residual -50.7 -36.1 -37.3 -15.7 -14.7 -32.5 -28.9 -54.0 -57.1 -22.4  1.38
##             38995 38998 39000 39002 39004 39005 39009 39011 39015 39016 39023
## Predicted     151  96.9 114.2 122.1   157 109.5  88.4  65.5  78.8  72.5 118.9
## cvpred        152  96.1 113.5 121.6   157 108.8  87.3  64.1  77.6  71.2 118.7
## pm2.5          19  22.0  30.0  35.0    38  35.0  25.0  24.0  46.0  47.0  90.0
## CV residual  -133 -74.1 -83.5 -86.6  -119 -73.8 -62.3 -40.1 -31.6 -24.2 -28.7
##             39024  39025  39027  39028 39029 39034  39035 39036 39040 39045
## Predicted   118.9 119.42 106.81 137.72 133.2  97.6  95.89 89.60  81.9 133.6
## cvpred      118.7 119.29 105.94 137.86 132.8  96.8  95.44 89.05  81.4 133.8
## pm2.5       106.0 128.00 111.00 131.00 153.0 117.0 101.00 94.00 130.0  84.0
## CV residual -12.7   8.71   5.06  -6.86  20.2  20.2   5.56  4.95  48.6 -49.8
##             39047 39050 39052 39053  39054 39059  39066 39068 39069 39073 39081
## Predicted   151.5 155.6 157.6 157.6 153.54 120.0 101.81 118.5 129.0 129.4 115.4
## cvpred      151.4 155.4 158.1 158.1 154.08 119.4 101.71 118.6 128.6 129.6 115.1
## pm2.5        80.0 134.0 112.0 130.0 148.00 155.0 111.00 105.0 108.0 176.0  24.0
## CV residual -71.4 -21.4 -46.1 -28.1  -6.08  35.6   9.29 -13.6 -20.6  46.4 -91.1
##             39082 39083  39088 39091 39092 39098 39102 39104 39105 39107 39109
## Predicted   120.2   143 123.16   159   161 117.6 122.3 109.7   108 115.9  86.4
## cvpred      119.8   143 123.24   160   162 117.4 122.1 109.3   107 115.3  85.7
## pm2.5        32.0    40 119.00    38    60  67.0  79.0  53.0    46  45.0  11.0
## CV residual -87.8  -103  -4.24  -122  -102 -50.4 -43.1 -56.3   -61 -70.3 -74.7
##             39112 39118  39119 39121  39122 39130 39131 39133  39135  39136
## Predicted    81.6 122.1 128.39 153.0 146.82 125.1 118.9 114.8 114.19 118.85
## cvpred       81.4 122.1 128.51 153.5 146.69 125.1 118.7 114.6 114.01 118.69
## pm2.5        47.0 108.0 121.00 143.0 151.00 191.0 200.0 181.0 106.00 114.00
## CV residual -34.4 -14.1  -7.51 -10.5   4.31  65.9  81.3  66.4  -8.01  -4.69
##             39138 39142 39143 39146 39150 39153 39154 39159 39161 39162 39172
## Predicted   126.8 132.0 131.6 142.9   156 107.3 107.3  98.2  93.5 104.4 146.0
## cvpred      126.8 132.1 131.1 143.1   156 106.5 106.5  97.4  92.7 104.2 146.1
## pm2.5        87.0  73.0  72.0  89.0    48  59.0  35.0  10.0  17.0  20.0  71.0
## CV residual -39.8 -59.1 -59.1 -54.1  -108 -47.5 -71.5 -87.4 -75.7 -84.2 -75.1
##             39175 39182 39183 39184 39185 39187 39189 39197 39202 39203 39205
## Predicted   145.6  99.5 101.1  90.7  86.6  92.9   139 114.1 122.9 112.5  97.4
## cvpred      145.1  99.0 100.7  90.3  86.2  92.6   140 113.5 121.9 111.4  96.3
## pm2.5        60.0  61.0  54.0  51.0  53.0  66.0    15  23.0  51.0  49.0  40.0
## CV residual -85.1 -38.0 -46.7 -39.3 -33.2 -26.6  -125 -90.5 -70.9 -62.4 -56.3
##             39208 39211 39212 39215 39216 39221 39224 39230 39232 39233 39236
## Predicted    94.4  70.5   127   140   137 110.0  83.3  65.7  65.3  61.2  79.5
## cvpred       93.3  69.4   127   139   137 109.4  82.2  64.3  64.7  60.6  79.2
## pm2.5        38.0  34.0    13    39    42  23.0  18.0  17.0  17.0  16.0  28.0
## CV residual -55.3 -35.4  -114  -100   -95 -86.4 -64.2 -47.3 -47.7 -44.6 -51.2
##             39237 39238 39246 39247 39248 39249 39253 39263 39264 39267 39271
## Predicted    98.4 107.1 158.3 106.4 131.6 119.4  83.0 101.9   114 126.5 138.1
## cvpred       98.3 107.1 158.4 105.9 131.1 119.3  82.6 101.8   114 126.8 137.9
## pm2.5        27.0  34.0  66.0  66.0  63.0  64.0  47.0  64.0    54  62.0  89.0
## CV residual -71.3 -73.1 -92.4 -39.9 -68.1 -55.3 -35.6 -37.8   -60 -64.8 -48.9
##             39276 39278 39279 39281  39287 39291 39297 39300 39301 39308 39311
## Predicted   116.4   114 115.8 123.7 137.15 149.2 140.8 111.0 94.32 119.3  97.8
## cvpred      116.3   114 115.7 123.8 137.26 149.4 140.3 110.1 93.24 119.2  96.6
## pm2.5        75.0    93  96.0  98.0 133.00 178.0 168.0  91.0 87.00  75.0  68.0
## CV residual -41.3   -21 -19.7 -25.8  -4.26  28.6  27.7 -19.1 -6.24 -44.2 -28.6
##             39320 39321  39323 39324 39325 39329 39332 39333 39336 39343 39348
## Predicted    55.1  38.4 17.617  4.75  44.6  31.6  54.6  55.2  84.1  79.9 -4.29
## cvpred       53.6  36.8 15.865  3.05  43.4  30.9  54.2  54.8  83.3  79.2 -6.26
## pm2.5         4.0  15.0 16.000  7.00  11.0  11.0  11.0  18.0  25.0  17.0 13.00
## CV residual -49.6 -21.8  0.135  3.95 -32.4 -19.9 -43.2 -36.8 -58.3 -62.2 19.26
##             39349 39350 39351 39352 39355 39356 39357 39360 39363 39365 39369
## Predicted   -17.2 -17.2 -21.8 11.77  51.3  61.7  57.7 116.9   127 111.2 84.00
## cvpred      -19.1 -19.1 -23.7 10.16  50.6  61.1  56.6 116.9   127 110.6 82.87
## pm2.5        14.0   9.0  15.0 15.00  15.0  15.0  26.0  28.0    43  37.0 77.00
## CV residual  33.1  28.1  38.7  4.84 -35.6 -46.1 -30.6 -88.9   -84 -73.6 -5.87
##             39370 39371 39376 39377 39378 39385 39386 39387 39388 39390 39391
## Predicted    94.4  77.7 52.14  47.5  45.6 119.0 123.1 123.1  96.4  91.7  81.6
## cvpred       93.3  76.5 51.28  46.6  44.9 118.3 122.4 122.4  95.5  90.8  80.3
## pm2.5        45.0  36.0 61.00  59.0  31.0  70.0  67.0  59.0  68.0 104.0  94.0
## CV residual -48.3 -40.5  9.72  12.4 -13.9 -48.3 -55.4 -63.4 -27.5  13.2  13.7
##             39393 39398 39400 39408 39410 39412 39414  39417 39421 39426 39428
## Predicted   102.6  60.3  55.7  89.9 106.6 110.7 127.3 110.94  83.3   100 110.9
## cvpred      101.5  59.4  54.7  89.6 106.5 110.5 127.4 110.58  82.7   100 110.5
## pm2.5        65.0 104.0  74.0  57.0  58.0  63.0  86.0 108.00 102.0   121 163.0
## CV residual -36.5  44.6  19.3 -32.6 -48.5 -47.5 -41.4  -2.58  19.3    21  52.5
##             39429 39430 39434 39436 39437 39438 39439 39440 39441 39443 39453
## Predicted   119.3 123.4   156 126.7   157 117.3 156.0 156.0   149   147 144.5
## cvpred      119.2 123.3   155 126.2   157 116.8 156.4 156.4   149   147 144.8
## pm2.5       168.0 149.0    30  43.0    45  65.0  59.0  58.0    57    33 110.0
## CV residual  48.8  25.7  -125 -83.2  -112 -51.8 -97.4 -98.4   -92  -114 -34.8
##             39454 39455 39457 39459 39461 39467 39468 39470 39471 39472 39476
## Predicted     143 148.7 152.4 152.4 152.0   136   131   125 126.7   122 129.2
## cvpred        143 148.4 152.9 152.9 151.9   136   131   125 126.7   122 129.1
## pm2.5         114 101.0 110.0 169.0 214.0   277   274   232 212.0   177 150.0
## CV residual   -29 -47.4 -42.9  16.1  62.1   141   143   107  85.3    55  20.9
##             39477 39478 39482 39484 39486 39489 39492 39504 39514 39519 39520
## Predicted   126.7 141.3   123   112   105   102   103 104.9 130.4  98.1  98.1
## cvpred      126.7 140.8   123   112   104   101   102 103.7 129.8  97.2  97.2
## pm2.5       153.0 206.0   291   303   281   201   145 156.0 112.0  71.0  67.0
## CV residual  26.3  65.2   168   191   177   100    43  52.3 -17.8 -26.2 -30.2
##             39525 39536 39538 39541 39545 39549 39551 39558 39559 39560 39562
## Predicted   118.6 139.9 133.6 116.4 115.8 124.3 129.0 139.6 139.6 137.4 126.5
## cvpred      118.1 139.6 133.2 115.8 115.2 123.9 128.6 139.6 139.6 137.3 126.2
## pm2.5        91.0 233.0 218.0 180.0 150.0 184.0 181.0  99.0  94.0  84.0  80.0
## CV residual -27.1  93.4  84.8  64.2  34.8  60.1  52.4 -40.6 -45.6 -53.3 -46.2
##             39563 39566 39569 39572 39573 39577 39579  39582 39583 39586 39587
## Predicted   120.2 108.7 110.3 124.5 126.7 126.8 141.0 151.41  99.5  94.2  60.7
## cvpred      119.8 108.2 109.9 124.4 126.7 126.3 140.8 151.27  98.8  93.1  59.3
## pm2.5        88.0 151.0 191.0 189.0 188.0 196.0 192.0 156.00 163.0 131.0 115.0
## CV residual -31.8  42.8  81.1  64.6  61.3  69.7  51.2   4.73  64.2  37.9  55.7
##             39589 39596 39597 39598 39599 39606 39608 39610 39613 39616 39617
## Predicted    15.1  96.7 105.4 111.8 132.6  99.6  82.9  54.2  32.9  61.5  76.4
## cvpred       13.4  96.5 105.3 111.3 132.2  98.9  82.0  53.0  31.5  60.7  76.2
## pm2.5        26.0  10.0  16.0  49.0  45.0  21.0  17.0  16.0  14.0  10.0  14.0
## CV residual  12.6 -86.5 -89.3 -62.3 -87.2 -77.9 -65.0 -37.0 -17.5 -50.7 -62.2
##             39632 39635 39637 39639 39641 39642 39644 39650 39651 39658 39663
## Predicted    81.5 20.50  41.7 28.24  32.3  40.2  56.9   132 144.5    40 15.92
## cvpred       80.8 19.18  41.3 27.86  31.9  40.0  56.9   132 144.8    39 14.54
## pm2.5        25.0 28.00  15.0 18.00  17.0  17.0  24.0    52  53.0    18  9.00
## CV residual -55.8  8.82 -26.3 -9.86 -14.9 -23.0 -32.9   -80 -91.8   -21 -5.54
##             39666 39667 39668 39671 39673 39677 39681 39682 39684 39685 39696
## Predicted    47.0  57.8  70.4   110  61.4  60.0  56.2  49.9  31.0  22.3  99.4
## cvpred       46.1  57.5  70.3   110  60.5  59.4  55.3  48.9  29.8  21.0  99.5
## pm2.5        16.0   9.0  18.0    33  46.0  12.0  10.0  10.0   7.0   6.0  20.0
## CV residual -30.1 -48.5 -52.3   -77 -14.5 -47.4 -45.3 -38.9 -22.8 -15.0 -79.5
##             39698 39699 39700 39702 39703 39706 39708 39711 39720 39722 39724
## Predicted    85.9  84.3  90.5  97.5 111.6  51.8  6.87  33.3 138.1 144.3 106.6
## cvpred       85.4  83.8  90.1  97.1 111.2  50.7  5.28  32.2 137.9 144.3 106.4
## pm2.5        35.0  30.0  13.0  20.0  18.0  10.0 13.00  12.0  45.0  58.0  46.0
## CV residual -50.4 -53.8 -77.1 -77.1 -93.2 -40.7  7.72 -20.2 -92.9 -86.3 -60.4
##             39728 39732 39733 39734 39744 39745 39747 39760 39761 39763 39764
## Predicted    86.2  57.1  52.5  50.7  69.6 101.3 104.1  76.2  77.8  84.1  90.4
## cvpred       85.5  56.0  51.4  50.0  68.7 101.2 104.1  75.6  77.4  83.7  90.1
## pm2.5        24.0  19.0  21.0  22.0  19.0  30.0  40.0  55.0  57.0  51.0  49.0
## CV residual -61.5 -37.0 -30.4 -28.0 -49.7 -71.2 -64.1 -20.6 -20.4 -32.7 -41.1
##             39765 39768 39769   39770 39779 39786 39787 39790 39794 39795 39808
## Predicted    92.8 118.3 117.9 109.490 120.3 119.3 121.5 135.5   111 141.8 118.6
## cvpred       92.5 118.1 117.1 108.777 119.4 119.2 121.5 135.5   110 141.9 118.1
## pm2.5        54.0  81.0  93.0 108.000 148.0 111.0  90.0  70.0    82 111.0 162.0
## CV residual -38.5 -37.1 -24.1  -0.777  28.6  -8.2 -31.5 -65.5   -28 -30.9  43.9
##             39814 39817 39820   39825    39826 39831 39840 39841 39843 39844
## Predicted   102.7   104 100.8 122.183 113.7056  89.6 117.2 123.5   118 130.4
## cvpred      101.3   103  99.6 121.671 112.9589  88.5 116.4 122.8   117 129.8
## pm2.5       172.0   220 158.0 122.000 113.0000 143.0  81.0  87.0    73  72.0
## CV residual  70.7   117  58.4   0.329   0.0411  54.5 -35.4 -35.8   -44 -57.8
##             39846 39850 39853 39860 39862 39864 39866 39870 39872 39873 39876
## Predicted   124.1  93.1 65.87  77.6  96.8 103.0   106 125.3 119.4   107  89.6
## cvpred      123.4  91.1 64.18  76.3  95.5 101.9   105 124.1 118.7   106  88.5
## pm2.5        77.0  60.0 66.00  53.0  72.0  66.0    46  64.0  55.0    52  52.0
## CV residual -46.4 -31.1  1.82 -23.3 -23.5 -35.9   -59 -60.1 -63.7   -54 -36.5
##             39877 39880 39882 39884 39886 39889 39891 39895 39898 39900 39901
## Predicted    84.9 81.90  81.0  89.8  96.1 108.1 122.3  59.9  83.7  66.4  64.9
## cvpred       83.8 80.88  80.3  89.0  95.4 107.6 122.1  58.7  82.6  65.1  63.4
## pm2.5        55.0 87.00  60.0  59.0  55.0  56.0  60.0  53.0  20.0  15.0  12.0
## CV residual -28.8  6.12 -20.3 -30.0 -40.4 -51.6 -62.1  -5.7 -62.6 -50.1 -51.4
##             39903 39906 39912 39918 39922 39923 39926 39932 39935 39936 39942
## Predicted   24.89  62.6  34.5  64.6  40.0  94.4  48.2 102.3  47.9  47.9   133
## cvpred      23.28  61.3  33.2  63.5  38.5  93.3  46.6 101.4  46.6  46.6   133
## pm2.5       14.00  11.0   9.0  16.0  15.0  12.0  18.0   8.0  21.0  17.0    12
## CV residual -9.28 -50.3 -24.2 -47.5 -23.5 -81.3 -28.6 -93.4 -25.6 -29.6  -121
##             39944 39948 39949 39950 39952 39953 39954 39955 39963 39965 39966
## Predicted    66.2  49.0  38.6  72.6 21.07 25.17 26.79 26.79   142 109.5 104.7
## cvpred       65.2  47.7  37.3  72.2 19.78 23.85 25.57 25.57   142 108.8 104.1
## pm2.5        19.0  19.0  13.0  22.0 16.00 20.00 21.00 21.00    52  74.0  73.0
## CV residual -46.2 -28.7 -24.3 -50.2 -3.78 -3.85 -4.57 -4.57   -90 -34.8 -31.1
##             39971 39972 39974 39975 39978 39979 39981 39988 39994 39997 39998
## Predicted   125.0 123.8 72.53 102.0 104.1  93.7 113.1   115 53.94  72.5  66.6
## cvpred      124.1 123.4 71.03 100.9 103.6  93.1 112.9   114 52.43  71.2  65.8
## pm2.5        90.0 103.0 67.00  85.0  69.0  51.0  33.0   127 61.00  31.0  27.0
## CV residual -34.1 -20.4 -4.03 -15.9 -34.6 -42.1 -79.9    13  8.57 -40.2 -38.8
##             39999 40001 40002 40009 40016 40019 40021 40024 40029 40031 40032
## Predicted    62.5  68.3  64.2 104.9 122.3  90.9  78.3  50.8  70.2  81.2  77.1
## cvpred       61.7  67.5  63.5 104.8 121.3  89.3  76.5  49.6  69.4  80.4  76.4
## pm2.5        32.0  31.0  38.0  72.0 142.0 119.0 112.0  67.0  57.0  59.0  57.0
## CV residual -29.7 -36.5 -25.5 -32.8  20.7  29.7  35.5  17.4 -12.4 -21.4 -19.4
##             40035 40038 40044 40059  40063 40064 40065 40066 40071 40072 40073
## Predicted    98.4 115.1  72.6 127.1 139.63 131.7 119.1   110  51.0 52.63 58.92
## cvpred       97.9 114.7  70.8 126.8 139.61 131.5 118.7   109  50.1 51.79 58.19
## pm2.5        76.0 102.0 114.0 113.0 138.00 141.0 143.0   125  73.0 61.00 67.00
## CV residual -21.9 -12.7  43.2 -13.8  -1.61   9.5  24.3    16  22.9  9.21  8.81
##             40074 40076 40081 40084 40085 40089 40090 40092 40093 40097 40100
## Predicted    66.8 83.80 117.7 124.0 128.7   114 107.6  90.9 82.74  70.9 98.00
## cvpred       66.3 83.18 117.5 123.9 128.5   114 107.1  90.2 82.06  70.4 97.67
## pm2.5        80.0 77.00  96.0 101.0 114.0   179 151.0 101.0 92.00  89.0 92.00
## CV residual  13.7 -6.18 -21.5 -22.9 -14.5    65  43.9  10.8  9.94  18.6 -5.67
##             40102 40104 40106 40109  40110 40112 40123 40130 40134 40135 40136
## Predicted   102.7 149.5 145.4 151.2 111.32 120.7 124.9 132.1 142.5 143.0 143.0
## cvpred      102.3 149.5 145.4 150.8 110.49 119.9 124.5 131.1 141.6 142.6 142.6
## pm2.5        85.0  82.0  69.0  88.0 117.00 142.0 144.0 193.0 192.0 208.0 219.0
## CV residual -17.3 -67.5 -76.4 -62.8   6.51  22.1  19.5  61.9  50.4  65.4  76.4
##             40140 40141 40143 40144 40147 40148 40151   40156  40158 40167
## Predicted     114 109.0  98.1  98.1 107.6 112.3 121.6 135.384 142.11  91.8
## cvpred        113 108.3  97.2  97.2 107.1 111.7 121.1 134.571 141.96  90.8
## pm2.5         176 180.0 163.0 155.0 122.0 125.0 187.0 135.000 136.00 103.0
## CV residual    63  71.7  65.8  57.8  14.9  13.3  65.9   0.429  -5.96  12.2
##             40168  40175 40177 40182 40186 40188 40191  40198 40199 40201 40210
## Predicted   93.42 131.01   139 141.1 126.3 113.2  99.8 108.68 132.8 110.3  72.5
## cvpred      92.55 129.93   139 140.4 125.3 111.9  98.5 108.17 132.1 109.3  70.9
## pm2.5       98.00 137.00    78  78.0  77.0  97.0 109.0 115.00 121.0 138.0  88.0
## CV residual  5.45   7.07   -61 -62.4 -48.3 -14.9  10.5   6.83 -11.1  28.7  17.1
##             40215 40229 40234 40239 40242 40244 40245 40246 40249 40250 40252
## Predicted    58.5 105.5  92.8   108  95.8 102.7  98.0 102.6   111   116   115
## cvpred       56.9 104.6  91.9   108  94.8 101.9  97.2 101.8   110   115   115
## pm2.5        95.0  82.0  12.0     7   7.0   4.0   2.0   2.0     6    14    10
## CV residual  38.1 -22.6 -79.9  -101 -87.8 -97.9 -95.2 -99.8  -104  -101  -105
##             40255 40256 40260 40261 40263 40267 40268 40270 40271 40279 40281
## Predicted     115 102.6 101.0  88.1  59.0 100.0 104.1 123.8   132  98.8 67.37
## cvpred        115 101.8  99.8  86.9  58.3  99.5 103.6 123.4   131  97.8 65.85
## pm2.5          11  14.0  25.0  31.0  26.0  32.0  25.0  27.0    28  62.0 63.00
## CV residual  -104 -87.8 -74.8 -55.9 -32.3 -67.5 -78.6 -96.4  -103 -35.8 -2.85
##             40282 40287 40289 40291 40292 40296  40297 40298 40301 40303 40305
## Predicted   53.53 11.12  44.5  36.3  88.0 124.9 130.79 108.2 114.5  97.8  68.5
## cvpred      51.95  9.48  43.7  35.6  87.3 124.6 129.99 107.2 113.6  96.7  67.1
## pm2.5       50.00  3.00   5.0   8.0  15.0  71.0 125.00 142.0  89.0  85.0  40.0
## CV residual -1.95 -6.48 -38.7 -27.6 -72.3 -53.6  -4.99  34.8 -24.6 -11.7 -27.1
##             40307 40313 40315 40318 40319 40320 40321 40323 40324 40325 40328
## Predicted    50.3  57.4  78.1  97.9 104.2 110.4 110.4 104.1 139.3 145.6 129.2
## cvpred       48.5  56.6  77.5  97.3 103.7 110.1 110.1 103.1 138.7 145.1 128.3
## pm2.5        62.0  43.0  37.0  48.0  56.0  41.0  48.0  40.0  42.0  47.0  79.0
## CV residual  13.5 -13.6 -40.5 -49.3 -47.7 -69.1 -62.1 -63.1 -96.7 -98.1 -49.3
##             40339 40344 40345 40346 40348 40350 40351 40353 40357 40358 40359
## Predicted    75.7 116.2 136.7 130.4 136.7 142.5 116.1   124  92.1  81.7  75.1
## cvpred       75.1 115.9 136.7 130.4 136.7 142.1 115.3   124  91.4  80.9  74.5
## pm2.5        49.0  60.0  72.0  71.0 120.0 132.0 144.0   160  72.0  70.0  58.0
## CV residual -26.1 -55.9 -64.7 -59.4 -16.7 -10.1  28.7    36 -19.4 -10.9 -16.5
##             40365 40367 40369 40370 40371 40372 40376 40377 40380 40381 40385
## Predicted    99.7  98.0   123   108   123   154 105.3   131  97.1  48.4  70.6
## cvpred       99.5  97.2   122   107   123   154 104.7   130  96.2  47.1  70.3
## pm2.5        42.0  15.0    17    22    22    24  31.0    24  38.0  37.0  23.0
## CV residual -57.5 -82.2  -105   -85  -101  -130 -73.7  -106 -58.2 -10.1 -47.3
##             40391 40392 40395 40396 40397 40398 40401 40406 40407 40413 40417
## Predicted    96.9 103.2  99.0 101.2 101.2 105.9  58.3  36.9 15.99 109.4 141.7
## cvpred       96.0 102.4  98.3 100.6 100.6 105.3  57.1  35.7 14.63 108.9 141.5
## pm2.5        53.0  78.0  58.0  53.0  26.0  20.0  12.0   6.0 11.00  22.0  50.0
## CV residual -43.0 -24.4 -40.3 -47.6 -74.6 -85.3 -45.1 -29.7 -3.63 -86.9 -91.5
##             40419 40421 40422 40423 40426 40434 40438 40441 40443 40449 40450
## Predicted    83.2  87.6  71.5  79.7  34.6  64.4 109.0   135   138   152 146.0
## cvpred       82.6  87.2  71.0  79.1  33.3  64.0 108.8   135   138   152 146.1
## pm2.5        29.0  23.0  18.0  15.0   8.0  24.0  64.0    23    15    36  53.0
## CV residual -53.6 -64.2 -53.0 -64.1 -25.3 -40.0 -44.8  -112  -123  -116 -93.1
##             40456 40457 40458 40462 40466 40471 40473 40476 40481 40484 40485
## Predicted   107.3 101.0   128   146   150   156  89.0 105.3  85.5  96.5 106.8
## cvpred      106.5 100.1   128   145   150   156  87.9 104.4  85.0  96.0 106.5
## pm2.5        17.0  15.0    19    26    19    35  25.0  26.0  27.0  32.0  38.0
## CV residual -89.5 -85.1  -109  -119  -131  -121 -62.9 -78.4 -58.0 -64.0 -68.5
##             40501 40503 40506 40513 40516 40522 40525 40526 40527 40535 40536
## Predicted    67.3  54.9  71.0 134.5 108.9  79.0  78.0  75.8  73.3 118.1   124
## cvpred       66.0  54.2  70.5 134.4 108.2  77.5  76.5  74.2  71.8 117.6   123
## pm2.5        26.0  12.0  48.0  55.0  88.0  49.0  48.0  44.0  38.0  89.0    97
## CV residual -40.0 -42.2 -22.5 -79.4 -20.2 -28.5 -28.5 -30.2 -33.8 -28.6   -26
##             40537 40538 40539 40542 40543 40545 40547 40548 40549 40550 40551
## Predicted   132.6 128.5 128.5 127.7 109.4  85.8  60.0 43.35  76.9  77.4  74.9
## cvpred      132.1 128.1 128.1 127.5 108.4  84.5  58.3 41.49  75.4  76.4  74.0
## pm2.5       172.0 209.0  72.0  31.0  27.0  38.0  39.0 44.00  37.0  36.0  28.0
## CV residual  39.9  80.9 -56.1 -96.5 -81.4 -46.5 -19.3  2.51 -38.4 -40.4 -46.0
##             40555 40562 40563 40566 40567 40570 40572 40573 40576  40592 40593
## Predicted    90.0 132.6   103  96.7  96.7  74.7  94.9  94.9  85.6 103.36  71.8
## cvpred       89.2 132.2   102  95.6  95.6  73.0  93.9  93.9  84.5 102.03  70.0
## pm2.5        20.0  91.0    51  34.0  35.0  39.0  38.0  59.0  74.0 111.00 107.0
## CV residual -69.2 -41.2   -51 -61.6 -60.6 -34.0 -55.9 -34.9 -10.5   8.97  37.0
##             40598 40602 40604 40607 40612 40613 40615 40616 40622 40623 40646
## Predicted   71.38  62.3  85.3 110.7 135.9 137.5   142 100.3 72.15 63.38  87.7
## cvpred      70.03  61.3  84.5 110.1 135.7 137.4   142  99.1 71.12 62.38  86.8
## pm2.5       69.00  13.0  74.0  78.0  88.0  99.0   106 115.0 69.00 69.00 141.0
## CV residual -1.03 -48.3 -10.5 -32.1 -47.7 -38.4   -36  15.9 -2.12  6.62  54.2
##             40647 40649 40651 40652 40655 40657 40659 40661 40664 40670 40671
## Predicted    89.3  89.3  85.2 106.6   106  78.0  95.4   147  97.2 109.3 103.0
## cvpred       88.5  88.5  84.4 105.9   106  76.9  94.4   147  96.1 108.9 102.5
## pm2.5       137.0 123.0 115.0 123.0    19  22.0  21.0    18  19.0  41.0  56.0
## CV residual  48.5  34.5  30.6  17.1   -87 -54.9 -73.4  -129 -77.1 -67.9 -46.5
##             40673 40678 40679 40680 40681 40682 40683   40687 40690 40693 40694
## Predicted   104.7 138.0 135.9 138.0 138.0 138.0 135.8 121.298   121  97.8  82.3
## cvpred      104.2 137.9 135.2 137.9 137.9 137.9 135.6 120.473   120  97.2  81.1
## pm2.5        76.0 124.0 123.0 110.0 115.0 120.0 149.0 120.000   153 116.0 106.0
## CV residual -28.2 -13.9 -12.2 -27.9 -22.9 -17.9  13.4  -0.473    33  18.8  24.9
##              40696 40702 40707 40708 40710 40711 40715 40719 40721 40725 40726
## Predicted   84.367 128.5   104 102.1   145 144.9  40.3  50.4  52.0 114.0 112.4
## cvpred      83.778 127.6   103 101.2   145 144.9  39.1  49.1  50.9 113.5 111.8
## pm2.5       83.000 151.0    25  31.0    39  45.0   7.0   6.0   7.0  17.0  46.0
## CV residual -0.778  23.4   -78 -70.2  -106 -99.9 -32.1 -43.1 -43.9 -96.5 -65.8
##             40727 40732 40733 40734 40736 40743 40750 40751 40759 40761 40767
## Predicted   115.1  98.3 100.5   107  84.1  27.5  68.4  68.4  95.9  45.6 -6.95
## cvpred      114.7  97.3  99.6   106  82.8  26.0  67.7  67.7  95.0  43.9 -8.83
## pm2.5        44.0  24.0  27.0    19  16.0   7.0  21.0  30.0  27.0  19.0  6.00
## CV residual -70.7 -73.3 -72.6   -87 -66.8 -19.0 -46.7 -37.7 -68.0 -24.9 14.83
##              40769 40773 40776 40780 40781 40783 40784 40785 40793  40800 40802
## Predicted    -9.43  43.5  77.1 128.9 135.2  97.5  91.5  45.6 42.97 93.564 110.2
## cvpred      -11.18  42.7  75.9 128.3 134.7  96.7  90.4  43.9 41.58 92.732 109.6
## pm2.5        10.00  27.0  39.0  79.0  89.0  31.0  21.0  27.0 47.00 93.000  90.0
## CV residual  21.18 -15.7 -36.9 -49.3 -45.7 -65.7 -69.4 -16.9  5.42  0.268 -19.6
##             40806 40808 40810 40813 40816 40818 40822 40833 40835 40837 40840
## Predicted   91.91 110.7 60.39  33.3 80.55  99.6 136.2 127.9 73.25  96.5  98.1
## cvpred      90.45 109.2 58.46  31.1 78.95  98.5 135.8 126.7 71.27  94.7  96.4
## pm2.5       91.00  69.0 67.00  66.0 80.00  84.0 125.0  68.0 66.00  49.0  81.0
## CV residual  0.55 -40.2  8.54  34.9  1.05 -14.5 -10.8 -58.7 -5.27 -45.7 -15.4
##             40841 40842  40845 40846 40849  40850 40852 40854 40858 40870 40872
## Predicted   91.79 100.1 125.15 129.8   124 100.96 129.8 107.3   124 133.5 133.5
## cvpred      90.05  99.2 123.75 128.4   123  99.22 128.4 105.6   122 132.9 132.9
## pm2.5       85.00  88.0 121.00 139.0   107 102.00 174.0 154.0   151 143.0 102.0
## CV residual -5.05 -11.2  -2.75  10.6   -16   2.78  45.6  48.4    29  10.1 -30.9
##             40879 40881 40882 40887  40895  40896 40900 40902  40903  40906
## Predicted   101.1   141 131.3 109.4  99.47 110.50 143.9   141 110.50 127.21
## cvpred       99.7   140 130.5 108.4  97.95 109.05 143.3   141 109.05 126.46
## pm2.5        86.0    79  80.0  65.0 104.00 104.00  87.0   102 101.00 123.00
## CV residual -13.7   -61 -50.5 -43.4   6.05  -5.05 -56.3   -39  -8.05  -3.46
##             40909 40910 40914 40920 40922 40923 40930 40931 40937 40938 40944
## Predicted   116.3 117.9 139.8   147 148.0 150.5 123.3 115.4 112.9   146   103
## cvpred      115.4 117.1 138.8   147 147.4 149.8 122.3 114.2 111.9   146   102
## pm2.5       144.0 153.0 149.0    21  50.0  59.0  25.0  34.0  24.0    25    11
## CV residual  28.6  35.9  10.2  -126 -97.4 -90.8 -97.3 -80.2 -87.9  -121   -91
##             40949 40950 40954 40962 40963 40969 40972 40973 40977 40978 40984
## Predicted     115   115  73.7  63.4  80.0   126   163   165 89.76 113.0  43.1
## cvpred        115   115  72.3  62.9  79.8   126   164   165 89.03 112.5  42.5
## pm2.5           9     7  17.0  16.0  12.0    23    47    50 81.00  48.0  17.0
## CV residual  -106  -108 -55.3 -46.9 -67.8  -103  -117  -115 -8.03 -64.5 -25.5
##             40985 40992 40996 40997 40998 40999 41000 41001 41002 41003   41004
## Predicted    51.3 134.2 118.0 146.9 122.7 121.1 111.0  99.0 119.3 111.3 109.112
## cvpred       50.6 134.4 117.6 146.8 122.3 120.5 110.1  97.9 118.4 110.7 108.377
## pm2.5        15.0  52.0  74.0  80.0  76.0  70.0  73.0  86.0  93.0  96.0 109.000
## CV residual -35.6 -82.4 -43.6 -66.8 -46.3 -50.5 -37.1 -11.9 -25.4 -14.7   0.623
##              41005 41008 41009 41018 41021 41025 41031 41032 41033 41034  41035
## Predicted   102.82  93.5  93.5 136.3 144.7 105.8 102.3 102.3 103.9 103.9 106.07
## cvpred      101.99  92.6  92.6 135.3 144.4 104.4 101.4 101.4 103.1 103.1 105.42
## pm2.5       109.00  74.0  75.0 157.0 147.0 139.0 135.0 127.0 109.0  94.0 100.00
## CV residual   7.01 -18.6 -17.6  21.7   2.6  34.6  33.6  25.6   5.9  -9.1  -5.42
##              41036 41039 41040 41042 41046 41047 41048 41049 41052 41056 41060
## Predicted   101.97 124.9 124.9 124.9 139.1 142.8 145.3 139.4 118.1 85.50 104.7
## cvpred      101.35 124.6 124.6 124.6 139.1 142.2 144.5 139.1 117.6 84.98 104.2
## pm2.5       110.00 138.0 151.0 155.0 154.0 163.0 170.0 174.0 198.0 79.00 123.0
## CV residual   8.65  13.4  26.4  30.4  14.9  20.8  25.5  34.9  80.4 -5.98  18.8
##              41065 41072 41074 41075 41076 41077 41078 41086 41087 41093 41095
## Predicted   103.48  59.8  26.2  26.8  2.91 -3.38  38.1   131   134 118.8   117
## cvpred      102.47  58.9  24.7  25.3  1.40 -5.00  37.0   131   133 118.7   117
## pm2.5       104.00   3.0   7.0   7.0  3.00  3.00   4.0    20    19  42.0    25
## CV residual   1.53 -55.9 -17.7 -18.3  1.60  8.00 -33.0  -111  -114 -76.7   -92
##             41098 41100 41103 41114 41115   41119 41120  41122 41123 41124
## Predicted    63.1  80.0  78.8 105.8 116.2 115.152 135.5 108.75 102.5  90.3
## cvpred       61.8  78.9  77.7 104.9 115.4 114.264 134.8 107.47 101.1  89.3
## pm2.5        27.0  22.0  54.0  46.0  44.0 115.000  96.0 112.00 118.0  92.0
## CV residual -34.8 -56.9 -23.7 -58.9 -71.4   0.736 -38.8   4.53  16.9   2.7
##             41125 41126 41127 41131 41132 41133 41135 41139 41141 41144  41148
## Predicted    85.7  71.2  67.1  85.4  99.9 112.4 112.6   130 131.4 127.6 108.62
## cvpred       84.6  70.1  66.0  84.6  99.1 111.9 111.5   129 130.7 126.6 107.86
## pm2.5        74.0  50.0  36.0  43.0  48.0  57.0  83.0    73  86.0  89.0 101.00
## CV residual -10.6 -20.1 -30.0 -41.6 -51.1 -54.9 -28.5   -56 -44.7 -37.6  -6.86
##             41150 41153 41156 41157 41158 41160  41163 41166 41169 41181 41183
## Predicted    68.4   109  94.8  97.0 141.5  91.3 141.54   148 136.2 119.6 115.5
## cvpred       66.6   108  93.3  95.6 140.6  89.8 140.57   147 135.8 118.9 114.9
## pm2.5        88.0    92 120.0 124.0 113.0 106.0 135.00    60  54.0  57.0  63.0
## CV residual  21.4   -16  26.7  28.4 -27.6  16.2  -5.57   -87 -81.8 -61.9 -51.9
##             41188 41192 41193 41195 41198 41201 41202 41206 41209 41214 41221
## Predicted     113   113 134.2 101.3  83.7  75.0  82.9 108.9 139.6 105.1  26.4
## cvpred        112   112 133.1 100.4  82.9  74.1  82.2 108.4 138.8 103.8  24.9
## pm2.5          62    93  94.0  51.0  46.0  47.0  46.0  61.0  74.0  86.0  11.0
## CV residual   -50   -19 -39.1 -49.4 -36.9 -27.1 -36.2 -47.4 -64.8 -17.8 -13.9
##             41223 41227 41228 41229 41233 41234 41237 41238 41239 41243 41245
## Predicted    40.3 102.2   119  88.4 102.6 142.5  99.0  94.9 107.5 15.64 -26.2
## cvpred       38.8 101.1   119  87.1 101.5 141.8  98.1  94.0 106.8 13.82 -28.1
## pm2.5         6.0  10.0    15  23.0  42.0  47.0  20.0  23.0  16.0 11.00   4.0
## CV residual -32.8 -91.1  -104 -64.1 -59.5 -94.8 -78.1 -71.0 -90.8 -2.82  32.1
##             41246 41248 41255 41259 41261 41270 41279 41281 41285 41290 41292
## Predicted    6.83 -38.0  63.0 113.3  96.0  91.9 111.4 107.3   142 103.7  95.7
## cvpred       5.25 -39.8  62.6 112.6  95.1  90.7 110.9 106.8   142 102.4  94.3
## pm2.5        3.00   8.0  20.0  30.0  49.0  30.0  56.0  56.0    10  18.0  29.0
## CV residual -2.25  47.8 -42.6 -82.6 -46.1 -60.7 -54.9 -50.8  -132 -84.4 -65.3
##             41293 41297 41299 41304 41305 41308 41312 41316 41318 41319 41324
## Predicted   101.5  92.6 103.5   133 120.7 145.5  99.3 74.41 66.99 50.45  91.4
## cvpred      100.1  91.7 102.8   132 119.7 144.8  98.1 72.75 65.15 49.26  91.0
## pm2.5        44.0  60.0  35.0    55  56.0  99.0 108.0 78.00 69.00 51.00  34.0
## CV residual -56.1 -31.7 -67.8   -77 -63.7 -45.8   9.9  5.25  3.85  1.74 -57.0
##             41325 41328 41332 41336 41339 41341 41344 41345 41346 41347 41349
## Predicted   102.4  93.9   151 116.0 125.6  99.1  98.1 108.5 104.4  83.9 117.3
## cvpred      102.1  93.4   151 115.4 125.3  98.1  97.9 108.3 104.2  82.8 116.5
## pm2.5        37.0  63.0    84  92.0 136.0 118.0  67.0  60.0  53.0  53.0  97.0
## CV residual -65.1 -30.4   -67 -23.4  10.7  19.9 -30.9 -48.3 -51.2 -29.8 -19.5
##             41350 41351 41360 41361  41365 41367 41368 41370 41371 41374 41376
## Predicted     144 150.8 154.6 104.6 110.58  93.8 94.96  93.5 118.5 143.3 139.5
## cvpred        144 150.4 154.4 103.7 109.67  93.2 93.94  93.2 117.8 143.3 139.2
## pm2.5         105 119.0 110.0 116.0 115.00 113.0 89.00  78.0 140.0 180.0 228.0
## CV residual   -39 -31.4 -44.4  12.3   5.33  19.8 -4.94 -15.2  22.2  36.7  88.8
##             41378 41386 41392 41397 41399 41405 41411 41412 41414 41421 41422
## Predicted   121.5 114.5  99.1 127.3 121.0 121.6  88.5  90.1  91.7  97.3  97.3
## cvpred      121.2 113.4  98.0 126.6 120.2 120.8  86.5  88.2  90.0  95.7  95.7
## pm2.5       200.0  63.0  88.0  88.0  80.0  81.0 120.0 119.0 128.0 108.0 119.0
## CV residual  78.8 -50.4 -10.0 -38.6 -40.2 -39.8  33.5  30.8  38.0  12.3  23.3
##             41424 41433 41434 41436 41440 41442 41445 41446 41452 41453 41460
## Predicted     137  99.5  93.8 106.5   141   143 149.4 147.8 116.0 122.3 112.2
## cvpred        136  98.0  92.3 105.1   140   143 149.2 147.4 114.9 121.3 111.4
## pm2.5         120  63.0  45.0  40.0    27    38  56.0  75.0  46.0  35.0  17.0
## CV residual   -16 -35.0 -47.3 -65.1  -113  -105 -93.2 -72.4 -68.9 -86.3 -94.4
##             41463 41464 41467 41479 41485 41492 41493 41496 41498 41499 41500
## Predicted    88.0  90.0 111.4 145.4 127.3 133.8 110.8 136.0 142.3 143.9 143.4
## cvpred       86.6  89.3 110.8 144.7 126.6 133.4 109.6 135.7 142.1 143.9 142.9
## pm2.5        14.0  11.0  31.0 103.0 148.0 144.0 147.0  74.0  75.0  86.0  87.0
## CV residual -72.6 -78.3 -79.8 -41.7  21.4  10.6  37.4 -61.7 -67.1 -57.9 -55.9
##             41505 41506 41513 41515 41516 41520 41525 41528 41530 41531 41535
## Predicted   145.5 139.2 112.6 106.2   111 111.5   155   106  69.3  57.3  59.7
## cvpred      145.6 139.2 111.8 105.4   110 110.7   155   105  67.9  55.7  59.1
## pm2.5       120.0 121.0 193.0 203.0   217 149.0     9    51  26.0  14.0  10.0
## CV residual -25.6 -18.2  81.2  97.6   107  38.3  -146   -54 -41.9 -41.7 -49.1
##             41538 41541 41543 41544 41546 41547 41553 41554 41555 41556 41558
## Predicted    70.1 132.6 112.5 108.4 142.3 139.4  91.6 123.0 114.5 115.0 113.8
## cvpred       69.5 131.9 111.4 107.4 142.2 138.9  90.5 122.1 113.4 114.3 113.1
## pm2.5        16.0  54.0  59.0  59.0  83.0  83.0  63.0  71.0  82.0  87.0 101.0
## CV residual -53.5 -77.9 -52.4 -48.4 -59.2 -55.9 -27.5 -51.1 -31.4 -27.3 -12.1
##             41562 41563 41570 41573 41575 41576 41578 41583 41585 41586 41589
## Predicted   119.3 123.9   128 160.4 157.1 113.5  78.8  30.8  24.8  27.5 102.3
## cvpred      118.9 123.6   127 160.3 156.8 112.5  77.1  29.0  23.2  26.1 101.7
## pm2.5        53.0  46.0    79 105.0 103.0 102.0  99.0  10.0  12.0  13.0  14.0
## CV residual -65.9 -77.6   -48 -55.3 -53.8 -10.5  21.9 -19.0 -11.2 -13.1 -87.7
##             41590 41591 41593 41599 41601 41603 41604 41605 41606 41607 41608
## Predicted   102.8  97.1 108.0 104.5 104.1  93.7  89.5  80.7  75.6  71.4  78.8
## cvpred      102.3  96.5 107.6 104.1 103.1  92.7  89.0  80.3  74.6  70.9  78.0
## pm2.5        21.0  17.0  26.0  20.0  18.0  17.0  23.0  22.0  16.0  22.0  21.0
## CV residual -81.3 -79.5 -81.6 -84.1 -85.1 -75.7 -66.0 -58.3 -58.6 -48.9 -57.0
##             41609 41612 41614 41615 41618 41622 41626 41627 41628 41632 41633
## Predicted    80.9 107.4 134.0 131.8 135.1 142.4 139.7   130 87.22 119.7 121.4
## cvpred       80.7 107.4 133.8 131.4 134.9 142.4 139.5   130 86.37 119.4 121.2
## pm2.5        23.0  31.0  53.0  57.0  85.0  80.0  73.0    77 90.00  77.0  76.0
## CV residual -57.7 -76.4 -80.8 -74.4 -49.9 -62.4 -66.5   -53  3.63 -42.4 -45.2
##             41634 41637 41638 41641 41645 41650 41657 41659 41661 41663 41666
## Predicted   121.4 119.7 123.8 125.5   131 145.9 120.6   138 154.7 141.5   154
## cvpred      121.2 119.4 123.5 125.2   131 145.8 120.6   138 154.5 141.6   154
## pm2.5       100.0  93.0  88.0  82.0    62  64.0  21.0    33  79.0 129.0   115
## CV residual -21.2 -26.4 -35.5 -43.2   -69 -81.8 -99.6  -105 -75.5 -12.6   -39
##             41669  41670  41671 41677 41678  41679 41682 41684 41687 41698
## Predicted   147.9 145.70 105.81 131.5 137.2 131.37   137 141.3 139.7 147.0
## cvpred      147.6 145.27 104.97 130.8 136.6 131.17   137 140.6 138.9 146.9
## pm2.5       115.0 149.00 109.00  84.0  91.0 133.00   201 199.0 156.0  58.0
## CV residual -32.6   3.73   4.03 -46.8 -45.6   1.83    64  58.4  17.1 -88.9
##             41701 41702  41704 41708 41717 41718 41720 41722 41723 41725 41729
## Predicted   140.7 144.4 109.22 145.4 151.2 124.1 105.8  57.6  39.0 11.34  26.7
## cvpred      140.5 143.6 107.99 145.2 151.1 123.2 104.6  55.8  37.2  9.26  25.0
## pm2.5        78.0  97.0 103.00 116.0  64.0  67.0  54.0  21.0  11.0  8.00   8.0
## CV residual -62.5 -46.6  -4.99 -29.2 -87.1 -56.2 -50.6 -34.8 -26.2 -1.26 -17.0
##             41730 41735 41738 41744 41749 41750 41751 41752 41753 41754 41755
## Predicted    33.0  83.8 102.7   105  45.8  41.5  43.2  44.8  52.7  67.2  88.0
## cvpred       31.4  82.5 101.7   104  44.3  40.7  42.4  44.1  52.2  66.7  87.7
## pm2.5         6.0  43.0  32.0    22  18.0  22.0  20.0  25.0  22.0  25.0  33.0
## CV residual -25.4 -39.5 -69.7   -82 -26.3 -18.7 -22.4 -19.1 -30.2 -41.7 -54.7
##             41756 41762 41764 41769 41771 41777 41778 41781 41782 41785 41786
## Predicted     115 139.6 151.8   102  83.6  94.5 104.9 149.2   122   149   149
## cvpred        115 139.9 151.7   101  82.5  94.0 104.5 149.2   121   149   149
## pm2.5          50  94.0 114.0    75  66.0 179.0 182.0 245.0   255   301   289
## CV residual   -65 -45.9 -37.7   -26 -16.5  85.0  77.5  95.8   134   152   140
##             41788 41790 41794 41797 41799 41800 41801 41808 41811 41812 41814
## Predicted     105   112  95.2  94.7   117   113   116   153   126   128   122
## cvpred        104   111  94.0  93.5   117   112   115   152   125   127   121
## pm2.5         249   222 224.0 272.0   280   320   364   406   355   349   345
## CV residual   145   111 130.0 178.5   163   208   249   254   230   222   224
##             41816 41817 41818 41821 41824 41825 41829 41830 41831 41832 41833
## Predicted     149   111   112   111   107   106   107   103   141   147   143
## cvpred        149   110   111   110   106   105   106   102   140   147   142
## pm2.5         337   342   342   343   373   385   443   438   420   454   430
## CV residual   188   232   231   233   267   280   337   336   280   307   288
##             41839 41841 41843 41844 41846 41847 41848 41852 41855 41856 41858
## Predicted     106   143   122   116 100.0   102   102   135   141   141   146
## cvpred        105   141   121   114  98.8   100   100   134   140   140   145
## pm2.5         338   324   331   332 310.0   298   267   302   308   322   303
## CV residual   233   183   210   218 211.2   198   167   168   168   182   158
##             41865 41866 41868 41869 41871 41873 41875 41894 41897 41903 41904
## Predicted   145.7 144.0   133   127   115  73.9  47.7 -3.57  18.8  59.0  50.8
## cvpred      145.2 143.5   132   126   114  72.0  45.8 -5.69  17.0  57.6  49.5
## pm2.5       202.0 196.0   256   246   237 239.0 108.0  5.00   4.0  10.0  10.0
## CV residual  56.8  52.5   124   120   123 167.0  62.2 10.69 -13.0 -47.6 -39.5
##             41905 41906 41907 41912  41917 41918 41919 41920 41921 41922 41925
## Predicted    59.3  71.9  71.9  90.2  -9.11 -11.6  27.7  33.5  35.5  60.4   139
## cvpred       58.2  71.0  71.0  89.6 -10.45 -12.8  26.9  32.7  35.4  60.4   139
## pm2.5         7.0   5.0   3.0   5.0   9.00   9.0   8.0  10.0  10.0   8.0    35
## CV residual -51.2 -66.0 -68.0 -84.6  19.45  21.8 -18.9 -22.7 -25.4 -52.4  -104
##             41928 41929 41931 41932 41937 41939 41940 41941 41943 41944 41946
## Predicted   151.6 155.7   158 115.5  90.3  85.9  77.4  66.5  52.9  48.2  62.4
## cvpred      151.8 155.9   158 115.5  90.0  85.5  76.8  65.7  52.7  48.0  62.5
## pm2.5        59.0  61.0    42  45.0  22.0  26.0  28.0  31.0  49.0  37.0  31.0
## CV residual -92.8 -94.9  -116 -70.5 -68.0 -59.5 -48.8 -34.7  -3.7 -11.0 -31.5
##             41947 41948 41949 41950 41951 41952 41953 41963 41966 41968 41970
## Predicted    67.1  77.5  94.2 93.18 149.5 155.8 162.1  9.26  2.97 -27.9 -16.4
## cvpred       67.2  77.7  94.5 92.91 149.9 156.2 162.6  8.42  2.03 -28.8 -17.1
## pm2.5        54.0  67.0  75.0 88.00 114.0 128.0 141.0 23.00  9.00   9.0   9.0
## CV residual -13.2 -10.7 -19.5 -4.91 -35.9 -28.2 -21.6 14.58  6.97  37.8  26.1
##             41972 41974 41975 41976 41980 41983 41986 41993 41996 41997 42000
## Predicted   -8.98  23.6  49.1 109.1   149   160  93.9 30.78  84.9  97.5 145.3
## cvpred      -9.52  23.1  48.7 109.3   149   160  93.2 30.63  85.3  98.0 146.3
## pm2.5        7.00  20.0  17.0  20.0    29    36  44.0 36.00  57.0  55.0  80.0
## CV residual 16.52  -3.1 -31.7 -89.3  -120  -124 -49.2  5.37 -28.3 -43.0 -66.3
##             42001 42010 42011 42012 42016 42028 42029  42032 42036 42037 42045
## Predicted   144.9 73.58  62.6 83.64  55.3 112.7 160.5 113.22  89.9  79.0   145
## cvpred      145.3 73.02  62.0 83.08  55.0 112.5 160.9 113.11  88.9  77.9   146
## pm2.5        85.0 76.00  80.0 87.00 116.0 197.0 193.0 110.00 110.0 155.0   296
## CV residual -60.3  2.98  18.0  3.92  61.0  84.5  32.1  -3.11  21.1  77.1   150
##             42046 42048 42053 42054 42055 42058 42059 42060 42061 42062 42065
## Predicted     150   147   157   128   157   136   131   124   109   109 114.9
## cvpred        150   147   157   128   157   136   131   124   109   109 114.8
## pm2.5         315   382   413   373   362   352   357   353   292   213 161.0
## CV residual   165   235   256   245   205   216   226   229   183   104  46.2
##             42066 42069 42071 42078 42080 42084 42085 42088 42090 42092 42093
## Predicted   121.2   141   141 162.1 158.7   136   136   123   130   137   130
## cvpred      121.2   141   141 162.1 159.1   136   136   123   129   137   129
## pm2.5       153.0   200   178 189.0 192.0   265   268   253   239   253   262
## CV residual  31.8    59    37  26.9  32.9   129   132   130   110   116   133
##             42094 42096 42099 42111 42118 42125 42127 42128 42130 42134 42136
## Predicted     136 124.1 114.8  66.5 141.9 145.6   135   135 116.9   126 121.3
## cvpred        135 123.8 114.5  65.8 142.4 145.4   135   135 116.4   126 121.4
## pm2.5         239  71.0  36.0  36.0  84.0  73.0   104    90  79.0   100  86.0
## CV residual   104 -52.8 -78.5 -29.8 -58.4 -72.4   -31   -45 -37.4   -26 -35.4
##             42137 42138  42141  42143  42144  42149  42150 42151 42154 42158
## Predicted   127.0 133.3 132.90 139.19 134.53 108.28 108.28 148.2  91.6 117.5
## cvpred      127.2 133.5 132.55 138.94 134.27 107.87 107.87 148.2  91.0 117.3
## pm2.5        85.0  83.0 124.00 132.00 130.00 102.00 110.00 113.0 130.0 149.0
## CV residual -42.2 -50.5  -8.55  -6.94  -4.27  -5.87   2.13 -35.2  39.0  31.7
##              42159 42170 42171 42172 42176 42178 42179 42182 42184 42188 42190
## Predicted   123.21 166.7 129.0 129.0 131.2 112.6 104.1   138   140   162   171
## cvpred      123.09 167.2 129.2 129.2 131.6 112.4 103.7   138   141   162   171
## pm2.5       133.00 217.0 195.0 183.0 183.0 192.0 199.0   281   317   341   356
## CV residual   9.91  49.8  65.8  53.8  51.4  79.6  95.3   143   176   179   185
##             42194 42200 42201 42209 42210 42214 42217 42225 42226  42228 42229
## Predicted     131   133   122   130   143   160   121  38.3  36.6  1.926 -10.4
## cvpred        131   133   122   130   143   160   121  37.2  35.5  0.648 -11.6
## pm2.5         352   312   310   402   423   453   395  14.0  16.0 10.000   9.0
## CV residual   221   179   188   272   280   293   274 -23.2 -19.5  9.352  20.6
##             42232 42233 42240 42243 42246 42253 42255 42263 42265 42267 42269
## Predicted   -17.2 -23.2 16.76 21.43  85.5 40.34 37.30 113.6 136.5 108.9 140.3
## cvpred      -18.6 -24.4 15.84 20.51  85.2 39.71 36.75 113.4 136.7 108.2 140.7
## pm2.5         9.0  10.0  9.00 12.00  14.0 35.00 30.00  51.0  50.0  43.0  87.0
## CV residual  27.6  34.4 -6.84 -8.51 -71.2 -4.71 -6.75 -62.4 -86.7 -65.2 -53.7
##             42272 42273 42274 42279 42280 42281 42284 42285 42290  42294
## Predicted     121   111 118.8  92.1  91.7  92.1  92.1 108.4 141.7 118.25
## cvpred        121   110 118.2  91.8  90.8  91.8  91.8 107.7 141.4 117.91
## pm2.5          91    99  92.0  60.0  53.0  51.0  47.0  47.0 101.0 127.00
## CV residual   -30   -11 -26.2 -31.8 -37.8 -40.8 -44.8 -60.7 -40.4   9.09
##               42297 42302 42306 42308 42313 42314 42316 42317 42321 42323 42325
## Predicted   101.857  89.0  82.5 134.8 134.8 134.8 130.2   113 136.8  97.6 111.4
## cvpred      101.085  87.9  81.3 134.8 134.8 134.8 129.7   113 136.1  96.5 110.5
## pm2.5       102.000 108.0 141.0 170.0 215.0 210.0 214.0   272 158.0 156.0 163.0
## CV residual   0.915  20.1  59.7  35.2  80.2  75.2  84.3   159  21.9  59.5  52.5
##             42327 42328 42332 42333 42334 42335 42336 42340 42352 42354 42360
## Predicted   110.8 108.7 133.8  87.6 132.1 132.1 136.2   104 124.3 135.9 141.0
## cvpred      109.9 108.6 133.2  86.5 131.5 131.5 135.5   103 124.2 135.4 141.1
## pm2.5       180.0 179.0 208.0 212.0 193.0 205.0 206.0   223 145.0 165.0 184.0
## CV residual  70.1  70.4  74.8 125.5  61.5  73.5  70.5   120  20.8  29.6  42.9
##             42363 42365 42368 42371 42373 42376 42378 42379 42381 42391 42393
## Predicted   157.5 168.2   169  58.3 20.85 13.71 15.89  26.3  32.9  43.6  36.0
## cvpred      157.5 168.5   169  57.4 20.18 13.15 15.47  25.9  32.4  43.5  35.4
## pm2.5       215.0  81.0    26  14.0 12.00 12.00 10.00  10.0  18.0   2.0   8.0
## CV residual  57.5 -87.5  -143 -43.4 -8.18 -1.15 -5.47 -15.9 -14.4 -41.5 -27.4
##             42396 42397  42399 42401 42404 42407 42411 42414 42417 42418 42424
## Predicted   15.20  4.24 -0.712 -7.00 15.97   124   131 113.8   140  95.5  24.8
## cvpred      14.48  3.42 -1.287 -7.68 15.56   125   131 114.3   141  95.4  24.8
## pm2.5        8.00  6.00  8.000 10.00 10.00     7    28  25.0    28  39.0  10.0
## CV residual -6.48  2.58  9.287 17.68 -5.56  -118  -103 -89.3  -113 -56.4 -14.8
##             42425 42428 42435 42438 42445 42446 42450  42451  42452 42458 42461
## Predicted    24.8  70.2 139.0   180 104.8  96.1 119.7 151.40 156.06 165.1 161.0
## cvpred       24.8  70.1 139.9   181 105.5  96.8 120.2 152.15 156.82 166.1 162.1
## pm2.5        10.0  34.0  68.0    80 118.0 141.0 152.0 157.00 159.00 232.0 174.0
## CV residual -14.8 -36.1 -71.9  -101  12.5  44.2  31.8   4.85   2.18  65.9  11.9
##             42464 42468 42470 42472 42477 42480 42483 42486 42487 42493 42497
## Predicted   121.7 19.72 -12.3 -12.3  40.4  71.6  53.2  61.0  59.4  20.9 -8.97
## cvpred      122.4 18.97 -13.0 -13.0  40.0  71.5  52.9  60.5  58.8  19.9 -9.78
## pm2.5        98.0 14.00   8.0   9.0   7.0   6.0   4.0   9.0   7.0   7.0  7.00
## CV residual -24.4 -4.97  21.0  22.0 -33.0 -65.5 -48.9 -51.5 -51.8 -12.9 16.78
##             42501 42506 42508 42509 42514 42518 42521 42523 42525 42526 42530
## Predicted   116.2 129.6 139.7 137.5 100.9  89.4  90.4 119.7 101.3   114 121.6
## cvpred      115.9 129.4 139.8 137.5 100.3  88.7  89.8 119.4 101.2   113 121.5
## pm2.5        40.0  44.0  79.0  76.0  66.0  41.0  18.0  46.0  57.0    37  56.0
## CV residual -75.9 -85.4 -60.8 -61.5 -34.3 -47.7 -71.8 -73.4 -44.2   -76 -65.5
##             42531 42532 42535 42538 42539 42540 42547 42548 42551 42553 42558
## Predicted   117.5 161.0 117.2 83.90  62.6  60.4  98.3   128 152.1 120.2 118.3
## cvpred      117.5 161.2 117.4 83.18  61.7  59.3  97.8   128 152.9 120.3 118.5
## pm2.5        69.0  79.0  69.0 78.00  87.0  82.0  74.0    84  92.0  92.0  87.0
## CV residual -48.5 -82.2 -48.4 -5.18  25.3  22.7 -23.8   -44 -60.9 -28.3 -31.5
##             42564 42569 42570 42571 42573 42577 42578 42579  42580 42581 42588
## Predicted    16.0  60.4  64.5 106.3 141.7 127.6 162.8 131.4 105.93 108.1  70.6
## cvpred       15.1  60.4  64.5 106.9 141.9 127.8 163.4 131.8 106.24 108.6  70.4
## pm2.5        39.0  45.0  39.0  44.0  77.0 104.0 106.0 108.0  98.00  79.0  34.0
## CV residual  23.9 -15.4 -25.5 -62.9 -64.9 -23.8 -57.4 -23.8  -8.24 -29.6 -36.4
##             42589 42590 42591 42594 42595 42597  42598 42606 42609 42610 42611
## Predicted    55.6  63.6 61.17 83.13 116.5   129 149.85  92.4  45.1  45.1  34.8
## cvpred       55.3  63.8 61.47 83.11 116.8   130 150.52  92.7  45.1  45.1  34.6
## pm2.5        38.0  41.0 56.00 79.00  79.0   147 153.00  28.0   9.0  11.0  15.0
## CV residual -17.3 -22.8 -5.47 -4.11 -37.8    17   2.48 -64.7 -36.1 -34.1 -19.6
##             42612 42613 42614 42616 42617 42620 42624 42625 42628 42630 42632
## Predicted    32.6  26.3  42.4  38.9  34.8  39.4  23.1  33.5  31.6  37.9  40.6
## cvpred       32.3  25.9  42.2  38.7  34.6  39.3  23.1  33.6  31.8  38.2  41.2
## pm2.5        13.0  14.0  17.0  16.0  11.0  13.0   8.0   9.0   2.0   3.0   4.0
## CV residual -19.3 -11.9 -25.2 -22.7 -23.6 -26.3 -15.1 -24.6 -29.8 -35.2 -37.2
##             42633 42635  42641 42648 42652 42655 42656 42657 42659 42660 42661
## Predicted    27.0 0.477  3.448  52.7   109   148   129 112.4  74.9 13.85  5.08
## cvpred       27.3 0.552  3.415  52.9   110   149   130 112.8  75.5 13.33  4.59
## pm2.5         4.0 6.000  3.000  17.0    12    15    21  21.0  40.0 20.00 16.00
## CV residual -23.3 5.448 -0.415 -35.9   -98  -134  -109 -91.8 -35.5  6.67 11.41
##              42664 42668 42669 42671 42679 42683 42686 42687 42696 42697 42698
## Predicted   -0.436  63.1  75.7  86.1 113.6  65.0  39.0 28.58 111.3  88.3 138.3
## cvpred      -0.714  63.9  76.6  87.1 114.4  64.7  38.5 28.07 112.2  88.4 138.6
## pm2.5       25.000  30.0  33.0  53.0  49.0  24.0  22.0 20.00  90.0 138.0 182.0
## CV residual 25.714 -33.9 -43.6 -34.1 -65.4 -40.7 -16.5 -8.07 -22.2  49.6  43.4
##             42700 42702 42704 42706 42707 42711 42713 42718 42720 42725 42727
## Predicted   109.4 100.6 115.7 111.2 104.9  99.1  63.3  76.5   123 148.9   137
## cvpred      109.4 100.6 115.7 111.2 104.8  99.0  62.7  76.1   123 149.5   137
## pm2.5       208.0 122.0  62.0  52.0  59.0 167.0 227.0 250.0   283 206.0   299
## CV residual  98.6  21.4 -53.7 -59.2 -45.8  68.0 164.3 173.9   160  56.5   162
##             42734 42736 42744 42747 42752 42753 42757 42758 42759  42760 42769
## Predicted    31.6  33.2  46.7  48.9 108.9  92.5  7.64  2.98  4.60  0.501  98.9
## cvpred       30.8  32.5  46.0  48.3 108.8  92.0  6.49  1.82  3.54 -0.533  98.9
## pm2.5        15.0  18.0  13.0  12.0  11.0  17.0 14.00 15.00 15.00  8.000  81.0
## CV residual -15.8 -14.5 -33.0 -36.3 -97.8 -75.0  7.51 13.18 11.46  8.533 -17.9
##              42771 42772 42780 42783 42785  42789 42792 42793 42797 42798 42800
## Predicted   111.52 109.3  66.1 52.12 60.47 127.31 148.2   119   122   168   126
## cvpred      111.64 109.3  65.4 51.37 60.48 127.49 149.4   119   123   169   126
## pm2.5       121.00  78.0  53.0 59.00 59.00 136.00 203.0   221   354   273   165
## CV residual   9.36 -31.3 -12.4  7.63 -1.48   8.51  53.6   102   231   104    39
##             42801 42804 42812 42815 42821 42822 42825 42826 42829 42831 42833
## Predicted   157.1   131   161   169   141   182   187   173   147   136   136
## cvpred      157.6   131   162   170   142   184   188   174   149   137   137
## pm2.5       198.0   284   351   409   334   334   324   299   314   306   315
## CV residual  40.4   153   189   239   192   150   136   125   165   169   178
##             42834 42855 42857 42861 42863 42865 42866 42868 42870 42871 42872
## Predicted     147 79.03 -8.14  45.8  61.4  57.3  45.3  87.4  83.3   110 108.8
## cvpred        149 79.04 -8.34  45.8  61.5  57.5  45.3  87.7  83.7   111 109.3
## pm2.5         332 86.00 33.00  31.0  38.0  17.0   9.0  12.0  10.0    13  15.0
## CV residual   183  6.96 41.34 -14.8 -23.5 -40.5 -36.3 -75.7 -73.7   -98 -94.3
##             42874 42875 42878 42880 42881 42882 42884 42889 42890 42892  42896
## Predicted    50.5 33.86  49.9  49.5  59.9  76.6  97.9 145.2 156.2 117.5 119.65
## cvpred       50.0 33.17  49.6  50.0  60.4  77.3  98.8 145.9 156.9 117.4 119.68
## pm2.5        31.0 37.00  26.0  26.0  38.0  48.0  79.0 107.0 106.0 100.0 110.00
## CV residual -19.0  3.83 -23.6 -24.0 -22.4 -29.3 -19.8 -38.9 -50.9 -17.4  -9.68
##             42901 42903 42905  42906  42907 42914 42918 42921 42932 42934
## Predicted   132.1 131.1 129.0 139.54 150.49   131 125.2  82.1   110 136.8
## cvpred      132.5 130.9 129.5 139.61 150.67   131 125.5  82.0   111 137.3
## pm2.5       111.0 119.0 149.0 134.00 143.00   289 150.0  42.0    46  80.0
## CV residual -21.5 -11.9  19.5  -5.61  -7.67   158  24.5 -40.0   -65 -57.3
##              42935 42936 42938 42941 42942 42944 42945 42946 42949 42951 42957
## Predicted   136.85 140.9 149.3 167.2 158.4 135.8 133.6 143.6 136.2   129   170
## cvpred      137.32 141.4 150.5 168.1 159.3 136.5 134.2 144.2 136.6   129   172
## pm2.5       129.00 118.0  78.0 144.0 121.0 111.0 146.0 159.0 157.0   199   280
## CV residual  -8.32 -23.4 -72.5 -24.1 -38.3 -25.5  11.8  14.8  20.4    70   108
##             42958 42961 42966 42967 42969 42973 42976 42979 42982 42985 42994
## Predicted     164   174   192 185.9   193 148.4   144   156   165   170  31.2
## cvpred        165   176   194 187.6   195 149.3   145   157   166   170  31.4
## pm2.5         266   323   236 241.0   215 241.0   289   350   436   470  14.0
## CV residual   101   147    42  53.4    20  91.7   144   193   270   300 -17.4
##             42999 43000 43001 43007 43009 43012 43023 43026  43028 43030 43033
## Predicted    30.6  30.6  36.3  90.3  77.0  80.8  98.3 115.0 134.17 159.9 170.3
## cvpred       30.8  30.8  36.6  90.8  77.2  81.2  99.2 116.1 135.27 161.4 171.9
## pm2.5        14.0  18.0  17.0  37.0  34.0  51.0  70.0  91.0 129.00 200.0 219.0
## CV residual -16.8 -12.8 -19.6 -53.8 -43.2 -30.2 -29.2 -25.1  -6.27  38.6  47.1
##             43036 43039 43041 43044 43045 43046 43050 43052 43056 43058 43062
## Predicted     142   149   168   158   157   159   124   127   121   134   127
## cvpred        142   150   169   158   158   159   125   127   121   134   128
## pm2.5         254   277   287   325   301   311   344   343   264   254   242
## CV residual   112   127   118   167   143   152   219   216   143   120   114
##             43063 43064 43065 43066 43075 43080 43086 43090 43096 43104 43106
## Predicted     127 119.6  86.5  82.4 13.04 35.80  63.2  53.6  33.9  80.7  93.3
## cvpred        128 119.6  86.5  82.4 13.88 36.64  64.0  54.1  34.3  81.5  94.2
## pm2.5         235 168.0  20.0  18.0 18.00 33.00  13.0  11.0   9.0   8.0  11.0
## CV residual   107  48.4 -66.5 -64.4  4.12 -3.64 -51.0 -43.1 -25.3 -73.5 -83.2
##             43107 43117 43120 43121 43123 43124  43127 43128 43129 43132 43134
## Predicted    89.2  95.1  87.5   106   106 134.9 125.21 118.6 101.9   151  56.8
## cvpred       90.2  96.1  89.4   108   108 136.7 126.65 120.2 103.3   152  58.0
## pm2.5        13.0  52.0  40.0    67    96 108.0 120.00 125.0 123.0    26  13.0
## CV residual -77.2 -44.1 -49.4   -41   -12 -28.7  -6.65   4.8  19.7  -126 -45.0
##             43137 43139 43141 43147 43148 43151 43152 43154 43155 43156 43169
## Predicted    57.6  43.4  25.9  46.1  44.5  59.6  51.6  55.5  61.7  61.7  25.3
## cvpred       58.7  44.2  26.7  47.0  45.3  60.4  52.3  56.3  62.7  62.7  26.1
## pm2.5        13.0  16.0  11.0  15.0  14.0   6.0   8.0   9.0  11.0   9.0   8.0
## CV residual -45.7 -28.2 -15.7 -32.0 -31.3 -54.4 -44.3 -47.3 -51.7 -53.7 -18.1
##             43174 43179 43184 43186 43190 43194 43195 43196 43197 43200 43208
## Predicted    55.5  80.6  94.1  55.7 16.87  52.5 110.8 94.08 147.8 102.2 115.3
## cvpred       56.3  81.9  95.4  56.4 17.37  53.4 112.7 95.84 149.5 103.4 116.8
## pm2.5         9.0   9.0  12.0  11.0  9.00  11.0  32.0 97.00 115.0 158.0  32.0
## CV residual -47.3 -72.9 -83.4 -45.4 -8.37 -42.4 -80.7  1.16 -34.5  54.6 -84.8
##             43209 43211 43212 43213 43218 43220 43223 43225 43226  43227 43228
## Predicted   104.6  59.9  43.2  62.8  89.7  94.4  98.2 121.3   127 131.11 139.7
## cvpred      105.7  60.5  43.6  63.5  91.2  95.9  98.8 122.2   128 132.07 141.2
## pm2.5        44.0  31.0  30.0  16.0  66.0  83.0  95.0 102.0   174 137.00  80.0
## CV residual -61.7 -29.5 -13.6 -47.5 -25.2 -12.9  -3.8 -20.2    46   4.93 -61.2
##             43230 43233 43234  43239  43240 43241 43242 43245 43246 43249 43250
## Predicted   149.6 162.4 158.1 18.213 22.314  35.2  43.9  47.6  43.5  83.9 105.4
## cvpred      151.1 163.9 159.2 18.518 22.587  35.4  44.1  47.7  43.6  84.4 105.9
## pm2.5        72.0  72.0  79.0 18.000 22.000  21.0  15.0  17.0  18.0  18.0  16.0
## CV residual -79.1 -91.9 -80.2 -0.518 -0.587 -14.4 -29.1 -30.7 -25.6 -66.4 -89.9
##             43251 43252 43254 43256 43257 43260 43262 43273 43291 43295 43299
## Predicted    75.5 100.6 102.8 113.8   129  81.2  80.7 132.6   104   112   159
## cvpred       75.6 101.2 103.5 114.6   129  81.2  80.6 133.3   104   112   160
## pm2.5        15.0  17.0  15.0  20.0    21  31.0 102.0 180.0   352   361   331
## CV residual -60.6 -84.2 -88.5 -94.6  -108 -50.2  21.4  46.7   248   249   171
##             43301 43305 43314 43317 43319 43323 43324 43325 43330 43334 43335
## Predicted     131   133  40.4  56.3  61.0  65.6  70.3  70.3  73.4  24.6 22.11
## cvpred        132   134  40.7  56.4  61.1  65.8  70.5  70.5  73.4  24.5 22.11
## pm2.5         301   325  13.0  14.0  16.0  17.0   9.0  16.0  13.0  14.0 14.00
## CV residual   169   191 -27.7 -42.4 -45.1 -48.8 -61.5 -54.5 -60.4 -10.5 -8.11
##             43338 43339 43341 43342 43350 43351 43352 43354 43355 43356 43358
## Predicted    84.4  95.2  51.1 26.49  66.1  66.1  59.8  57.7  36.9  34.4  31.4
## cvpred       85.0  96.5  51.2 26.75  66.8  66.8  60.4  58.1  37.2  34.9  31.9
## pm2.5        40.0  92.0  81.0 32.00  14.0   9.0   7.0  12.0  13.0   9.0  18.0
## CV residual -45.0  -4.5  29.8  5.25 -52.8 -57.8 -53.4 -46.1 -24.2 -25.9 -13.9
##             43360 43367 43370 43374 43376 43377 43379 43383 43385 43390 43392
## Predicted    25.1   137   137   155   131 131.3  57.9  59.0  67.3 119.8   141
## cvpred       25.5   138   139   157   132 132.6  58.2  59.5  68.6 120.9   142
## pm2.5        10.0    18    16    16    13  33.0  36.0  43.0  44.0  86.0   112
## CV residual -15.5  -120  -123  -141  -119 -99.6 -22.2 -16.5 -24.6 -34.9   -30
##             43398 43401 43403 43404 43409  43411  43413  43415 43417 43425
## Predicted   121.3 117.5  54.9  29.5  64.3 104.19 114.14 122.78 124.8  56.5
## cvpred      122.6 118.5  55.2  29.6  65.6 105.72 115.19 124.32 125.7  56.9
## pm2.5        86.0  71.0  75.0  58.0  50.0 110.00 123.00 132.00 167.0  24.0
## CV residual -36.6 -47.5  19.8  28.4 -15.6   4.28   7.81   7.68  41.3 -32.9
##             43426 43427 43428 43434 43435 43436 43437 43438 43440 43442 43445
## Predicted    50.2  50.2  39.8  46.2  46.8  51.4  49.8  56.1  56.1  61.8  73.8
## cvpred       50.5  50.5  40.1  46.6  47.2  51.8  50.1  56.5  56.5  62.3  74.5
## pm2.5        17.0  12.0   9.0  12.0  10.0   9.0  18.0  10.0  11.0   6.0  10.0
## CV residual -33.5 -38.5 -31.1 -34.6 -37.2 -42.8 -32.1 -46.5 -45.5 -56.3 -64.5
##             43447 43448 43452 43455 43457 43458 43460 43463 43468 43471 43474
## Predicted    79.6  69.2  56.6  41.5  47.8  60.4  67.3  58.8   150 141.4 141.3
## cvpred       80.3  69.8  57.0  41.9  48.3  61.1  68.0  59.3   152 143.6 142.6
## pm2.5        11.0  11.0  11.0  23.0   8.0  10.0  12.0  10.0    17  57.0  88.0
## CV residual -69.3 -58.8 -46.0 -18.9 -40.3 -51.1 -56.0 -49.3  -135 -86.6 -54.6
##             43477 43481 43484 43487 43489 43492  43493 43494 43501 43509 43510
## Predicted    95.3    78  87.3 124.9 119.0 121.1 116.45   106  88.9 155.4   139
## cvpred       96.1    79  87.8 125.8 119.8 122.1 117.42   107  89.0 156.5   140
## pm2.5       152.0    65 104.0 225.0 180.0 146.0 125.00   130 132.0 240.0   235
## CV residual  55.9   -14  16.2  99.2  60.2  23.9   7.58    23  43.0  83.5    95
##             43513 43514 43518 43522 43523 43524 43528 43532 43537 43540 43554
## Predicted     136   134 141.5  52.9  51.3  40.3  38.4  44.8  67.0  73.3  38.5
## cvpred        137   135 142.8  53.4  51.6  40.6  38.8  45.3  67.5  73.9  38.9
## pm2.5         274   253 198.0  19.0  16.0  11.0  12.0   7.0   9.0  12.0  12.0
## CV residual   137   118  55.2 -34.4 -35.6 -29.6 -26.8 -38.3 -58.5 -61.9 -26.9
##             43557 43563 43564 43565 43571 43572 43575 43577 43580 43581 43582
## Predicted    56.0  63.4  63.4  71.4  54.1  53.6  45.3  51.0  89.4  95.7 118.1
## cvpred       56.4  64.0  64.0  72.1  54.7  54.1  45.8  51.6  91.2  97.6 120.2
## pm2.5         7.0   6.0   8.0   7.0  11.0  17.0  20.0  13.0  32.0  33.0  46.0
## CV residual -49.4 -58.0 -56.0 -65.1 -43.7 -37.1 -25.8 -38.6 -59.2 -64.6 -74.2
##             43583 43588 43591 43592 43596 43599  43602 43606 43607 43609 43613
## Predicted   115.9 153.5 158.0 141.3  93.1 62.85 79.528   152 154.8 129.8 133.0
## cvpred      117.9 155.3 160.3 142.9  93.7 63.82 80.674   154 156.4 131.2 134.6
## pm2.5        53.0  95.0 117.0 117.0  95.0 67.00 80.000   125 115.0 142.0 145.0
## CV residual -64.9 -60.3 -43.3 -25.9   1.3  3.18 -0.674   -29 -41.4  10.8  10.4
##             43614   43619 43623   43624 43626 43627 43632 43633 43636 43637
## Predicted   128.9 88.9539  24.9  0.0458  99.2   110  99.5  97.5 100.8  82.5
## cvpred      130.6 89.9006  25.3  0.3401 100.9   111 100.5  98.3 101.7  83.1
## pm2.5       114.0 90.0000  89.0 95.0000  62.0   234  14.0  13.0  11.0   9.0
## CV residual -16.6  0.0994  63.7 94.6599 -38.9   123 -86.5 -85.3 -90.7 -74.1
##             43638 43643 43646 43651 43653 43655 43658 43660 43671 43673 43674
## Predicted    97.6  64.4  25.7  44.0  48.7  47.1  55.0  82.6  37.8  73.4  88.0
## cvpred       98.3  64.1  25.1  43.7  48.4  46.6  54.8  82.7  37.3  73.9  88.1
## pm2.5        15.0  17.0  14.0  12.0  23.0  17.0  22.0  10.0   9.0  18.0  31.0
## CV residual -83.3 -47.1 -11.1 -31.7 -25.4 -29.6 -32.8 -72.7 -28.3 -55.9 -57.1
##             43680 43691 43692  43693 43695 43701 43712 43715 43716 43722 43733
## Predicted   126.5 105.4 132.5 123.28 114.0   108   122  99.2  76.3   110   125
## cvpred      127.4 105.4 133.2 123.51 114.2   108   123  99.4  76.2   111   126
## pm2.5        69.0 118.0 116.0 131.00 163.0   244   227 185.0 191.0   249   334
## CV residual -58.4  12.6 -17.2   7.49  48.8   136   104  85.6 114.8   138   208
##             43735 43737 43738 43742 43748 43749 43752 43760 43765 43766 43767
## Predicted     118 135.8 122.7 39.41  53.6 112.4   156 144.3 45.34  30.3 27.81
## cvpred        120 137.1 123.7 39.86  54.4 113.8   158 146.7 46.13  31.0 28.65
## pm2.5         264 160.0 160.0 48.00 110.0 175.0   341 136.0 56.00  48.0 27.00
## CV residual   144  22.9  36.3  8.14  55.6  61.2   183 -10.7  9.87  17.0 -1.65
##             43769 43775 43777 43780 43784 43786 43792 43795 43796 43799 43804
## Predicted   23.71 128.6 149.5 103.9   148  73.9  89.8 84.93  67.6  33.0  61.8
## cvpred      24.58 130.5 151.6 105.5   150  74.8  91.6 85.87  67.8  33.6  62.2
## pm2.5       20.00 164.0 189.0  28.0    13  16.0  55.0 79.00  35.0   8.0   9.0
## CV residual -4.58  33.5  37.4 -77.5  -137 -58.8 -36.6 -6.87 -32.8 -25.6 -53.2
##             43810 43811 43815 43817 43819 43820 43821 43824
## Predicted    45.7  39.4  3.30  26.0  41.0  35.3  45.7  49.8
## cvpred       46.0  39.7  3.57  26.2  41.4  35.6  46.0  50.1
## pm2.5         8.0   7.0  9.00   8.0  10.0   8.0  10.0  12.0
## CV residual -38.0 -32.7  5.43 -18.2 -31.4 -27.6 -36.0 -38.1
## 
## Sum of squares = 9e+07    Mean square = 6465    n = 13919 
## 
## Overall (Sum over all 13919 folds) 
##   ms 
## 6436

ings of the Royal Society A, 471, 20150257.